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.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub-1.23.0.dist-info/licenses/LICENSE
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|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/__init__.py
ADDED
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|
| 1 |
+
# Copyright 2020 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
|
| 15 |
+
# ***********
|
| 16 |
+
# `huggingface_hub` init has 2 modes:
|
| 17 |
+
# - Normal usage:
|
| 18 |
+
# If imported to use it, all modules and functions are lazy-loaded. This means
|
| 19 |
+
# they exist at top level in module but are imported only the first time they are
|
| 20 |
+
# used. This way, `from huggingface_hub import something` will import `something`
|
| 21 |
+
# quickly without the hassle of importing all the features from `huggingface_hub`.
|
| 22 |
+
# - Static check:
|
| 23 |
+
# If statically analyzed, all modules and functions are loaded normally. This way
|
| 24 |
+
# static typing check works properly as well as autocomplete in text editors and
|
| 25 |
+
# IDEs.
|
| 26 |
+
#
|
| 27 |
+
# The static model imports are done inside the `if TYPE_CHECKING:` statement at
|
| 28 |
+
# the bottom of this file. Since module/functions imports are duplicated, it is
|
| 29 |
+
# mandatory to make sure to add them twice when adding one. This is checked in the
|
| 30 |
+
# `make quality` command.
|
| 31 |
+
#
|
| 32 |
+
# To update the static imports, please run the following command and commit the changes.
|
| 33 |
+
# ```
|
| 34 |
+
# # Use script
|
| 35 |
+
# python utils/check_static_imports.py --update-file
|
| 36 |
+
#
|
| 37 |
+
# # Or run style on codebase
|
| 38 |
+
# make style
|
| 39 |
+
# ```
|
| 40 |
+
#
|
| 41 |
+
# ***********
|
| 42 |
+
# Lazy loader vendored from https://github.com/scientific-python/lazy_loader
|
| 43 |
+
import importlib
|
| 44 |
+
import os
|
| 45 |
+
import sys
|
| 46 |
+
from typing import TYPE_CHECKING
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
__version__ = "1.23.0"
|
| 50 |
+
|
| 51 |
+
# Alphabetical order of definitions is ensured in tests
|
| 52 |
+
# WARNING: any comment added in this dictionary definition will be lost when
|
| 53 |
+
# re-generating the file !
|
| 54 |
+
_SUBMOD_ATTRS = {
|
| 55 |
+
"_buckets": [
|
| 56 |
+
"BucketFile",
|
| 57 |
+
"BucketFileMetadata",
|
| 58 |
+
"BucketFolder",
|
| 59 |
+
"BucketInfo",
|
| 60 |
+
"BucketUrl",
|
| 61 |
+
"SyncOperation",
|
| 62 |
+
"SyncPlan",
|
| 63 |
+
],
|
| 64 |
+
"_commit_scheduler": [
|
| 65 |
+
"CommitScheduler",
|
| 66 |
+
],
|
| 67 |
+
"_eval_results": [
|
| 68 |
+
"EvalResultEntry",
|
| 69 |
+
"eval_result_entries_to_yaml",
|
| 70 |
+
"parse_eval_result_entries",
|
| 71 |
+
],
|
| 72 |
+
"_inference_endpoints": [
|
| 73 |
+
"InferenceEndpoint",
|
| 74 |
+
"InferenceEndpointError",
|
| 75 |
+
"InferenceEndpointStatus",
|
| 76 |
+
"InferenceEndpointTimeoutError",
|
| 77 |
+
"InferenceEndpointType",
|
| 78 |
+
],
|
| 79 |
+
"_jobs_api": [
|
| 80 |
+
"JobAccelerator",
|
| 81 |
+
"JobDurations",
|
| 82 |
+
"JobHardware",
|
| 83 |
+
"JobHardwareInfo",
|
| 84 |
+
"JobInfo",
|
| 85 |
+
"JobInitiator",
|
| 86 |
+
"JobOwner",
|
| 87 |
+
"JobStage",
|
| 88 |
+
"JobStatus",
|
| 89 |
+
],
|
| 90 |
+
"_login": [
|
| 91 |
+
"auth_list",
|
| 92 |
+
"auth_switch",
|
| 93 |
+
"interpreter_login",
|
| 94 |
+
"login",
|
| 95 |
+
"logout",
|
| 96 |
+
"notebook_login",
|
| 97 |
+
],
|
| 98 |
+
"_oauth": [
|
| 99 |
+
"OAuthInfo",
|
| 100 |
+
"OAuthOrgInfo",
|
| 101 |
+
"OAuthUserInfo",
|
| 102 |
+
"attach_huggingface_oauth",
|
| 103 |
+
"parse_huggingface_oauth",
|
| 104 |
+
],
|
| 105 |
+
"_sandbox": [
|
| 106 |
+
"Sandbox",
|
| 107 |
+
"SandboxCommandResult",
|
| 108 |
+
"SandboxPool",
|
| 109 |
+
"SandboxProcess",
|
| 110 |
+
],
|
| 111 |
+
"_snapshot_download": [
|
| 112 |
+
"get_cached_repo_tree",
|
| 113 |
+
"snapshot_download",
|
| 114 |
+
],
|
| 115 |
+
"_space_api": [
|
| 116 |
+
"SpaceHardware",
|
| 117 |
+
"SpaceRuntime",
|
| 118 |
+
"SpaceSecret",
|
| 119 |
+
"SpaceStage",
|
| 120 |
+
"SpaceStorage",
|
| 121 |
+
"SpaceVariable",
|
| 122 |
+
"Volume",
|
| 123 |
+
],
|
| 124 |
+
"_tensorboard_logger": [
|
| 125 |
+
"HFSummaryWriter",
|
| 126 |
+
],
|
| 127 |
+
"_webhooks_payload": [
|
| 128 |
+
"WebhookPayload",
|
| 129 |
+
"WebhookPayloadComment",
|
| 130 |
+
"WebhookPayloadDiscussion",
|
| 131 |
+
"WebhookPayloadDiscussionChanges",
|
| 132 |
+
"WebhookPayloadEvent",
|
| 133 |
+
"WebhookPayloadMovedTo",
|
| 134 |
+
"WebhookPayloadRepo",
|
| 135 |
+
"WebhookPayloadUrl",
|
| 136 |
+
"WebhookPayloadWebhook",
|
| 137 |
+
],
|
| 138 |
+
"_webhooks_server": [
|
| 139 |
+
"WebhooksServer",
|
| 140 |
+
"webhook_endpoint",
|
| 141 |
+
],
|
| 142 |
+
"cli._cli_utils": [
|
| 143 |
+
"check_cli_update",
|
| 144 |
+
"typer_factory",
|
| 145 |
+
],
|
| 146 |
+
"community": [
|
| 147 |
+
"Discussion",
|
| 148 |
+
"DiscussionComment",
|
| 149 |
+
"DiscussionCommit",
|
| 150 |
+
"DiscussionEvent",
|
| 151 |
+
"DiscussionStatusChange",
|
| 152 |
+
"DiscussionTitleChange",
|
| 153 |
+
"DiscussionWithDetails",
|
| 154 |
+
],
|
| 155 |
+
"constants": [
|
| 156 |
+
"CONFIG_NAME",
|
| 157 |
+
"FLAX_WEIGHTS_NAME",
|
| 158 |
+
"HUGGINGFACE_CO_URL_HOME",
|
| 159 |
+
"HUGGINGFACE_CO_URL_TEMPLATE",
|
| 160 |
+
"PYTORCH_WEIGHTS_NAME",
|
| 161 |
+
"REPO_TYPE_DATASET",
|
| 162 |
+
"REPO_TYPE_MODEL",
|
| 163 |
+
"REPO_TYPE_SPACE",
|
| 164 |
+
"TF2_WEIGHTS_NAME",
|
| 165 |
+
"TF_WEIGHTS_NAME",
|
| 166 |
+
"is_offline_mode",
|
| 167 |
+
],
|
| 168 |
+
"fastai_utils": [
|
| 169 |
+
"_save_pretrained_fastai",
|
| 170 |
+
"from_pretrained_fastai",
|
| 171 |
+
"push_to_hub_fastai",
|
| 172 |
+
],
|
| 173 |
+
"file_download": [
|
| 174 |
+
"DryRunFileInfo",
|
| 175 |
+
"HfFileMetadata",
|
| 176 |
+
"_CACHED_NO_EXIST",
|
| 177 |
+
"get_hf_file_metadata",
|
| 178 |
+
"hf_hub_download",
|
| 179 |
+
"hf_hub_url",
|
| 180 |
+
"try_to_load_from_cache",
|
| 181 |
+
],
|
| 182 |
+
"hf_api": [
|
| 183 |
+
"Collection",
|
| 184 |
+
"CollectionItem",
|
| 185 |
+
"CommitInfo",
|
| 186 |
+
"CommitOperation",
|
| 187 |
+
"CommitOperationAdd",
|
| 188 |
+
"CommitOperationCopy",
|
| 189 |
+
"CommitOperationDelete",
|
| 190 |
+
"DatasetInfo",
|
| 191 |
+
"DatasetLeaderboardEntry",
|
| 192 |
+
"GitCommitInfo",
|
| 193 |
+
"GitRefInfo",
|
| 194 |
+
"GitRefs",
|
| 195 |
+
"HfApi",
|
| 196 |
+
"KernelInfo",
|
| 197 |
+
"ModelInfo",
|
| 198 |
+
"Organization",
|
| 199 |
+
"RepoFile",
|
| 200 |
+
"RepoFolder",
|
| 201 |
+
"RepoStorageInfo",
|
| 202 |
+
"RepoUrl",
|
| 203 |
+
"SpaceInfo",
|
| 204 |
+
"SpaceSearchResult",
|
| 205 |
+
"SpaceTemplate",
|
| 206 |
+
"User",
|
| 207 |
+
"UserLikes",
|
| 208 |
+
"WebhookInfo",
|
| 209 |
+
"WebhookWatchedItem",
|
| 210 |
+
"accept_access_request",
|
| 211 |
+
"add_collection_item",
|
| 212 |
+
"add_space_secret",
|
| 213 |
+
"add_space_variable",
|
| 214 |
+
"auth_check",
|
| 215 |
+
"batch_bucket_files",
|
| 216 |
+
"bucket_info",
|
| 217 |
+
"cancel_access_request",
|
| 218 |
+
"cancel_job",
|
| 219 |
+
"change_discussion_status",
|
| 220 |
+
"comment_discussion",
|
| 221 |
+
"copy_files",
|
| 222 |
+
"create_branch",
|
| 223 |
+
"create_bucket",
|
| 224 |
+
"create_collection",
|
| 225 |
+
"create_commit",
|
| 226 |
+
"create_discussion",
|
| 227 |
+
"create_inference_endpoint",
|
| 228 |
+
"create_inference_endpoint_from_catalog",
|
| 229 |
+
"create_pull_request",
|
| 230 |
+
"create_repo",
|
| 231 |
+
"create_scheduled_job",
|
| 232 |
+
"create_scheduled_uv_job",
|
| 233 |
+
"create_tag",
|
| 234 |
+
"create_webhook",
|
| 235 |
+
"dataset_info",
|
| 236 |
+
"delete_branch",
|
| 237 |
+
"delete_bucket",
|
| 238 |
+
"delete_collection",
|
| 239 |
+
"delete_collection_item",
|
| 240 |
+
"delete_file",
|
| 241 |
+
"delete_folder",
|
| 242 |
+
"delete_inference_endpoint",
|
| 243 |
+
"delete_repo",
|
| 244 |
+
"delete_scheduled_job",
|
| 245 |
+
"delete_space_secret",
|
| 246 |
+
"delete_space_storage",
|
| 247 |
+
"delete_space_variable",
|
| 248 |
+
"delete_space_volumes",
|
| 249 |
+
"delete_tag",
|
| 250 |
+
"delete_webhook",
|
| 251 |
+
"disable_space_dev_mode",
|
| 252 |
+
"disable_webhook",
|
| 253 |
+
"download_bucket_files",
|
| 254 |
+
"duplicate_repo",
|
| 255 |
+
"duplicate_space",
|
| 256 |
+
"edit_discussion_comment",
|
| 257 |
+
"enable_space_dev_mode",
|
| 258 |
+
"enable_webhook",
|
| 259 |
+
"fetch_job_logs",
|
| 260 |
+
"fetch_job_metrics",
|
| 261 |
+
"fetch_space_logs",
|
| 262 |
+
"file_exists",
|
| 263 |
+
"get_bucket_file_metadata",
|
| 264 |
+
"get_bucket_paths_info",
|
| 265 |
+
"get_collection",
|
| 266 |
+
"get_dataset_leaderboard",
|
| 267 |
+
"get_dataset_tags",
|
| 268 |
+
"get_discussion_details",
|
| 269 |
+
"get_full_repo_name",
|
| 270 |
+
"get_inference_endpoint",
|
| 271 |
+
"get_local_safetensors_metadata",
|
| 272 |
+
"get_model_tags",
|
| 273 |
+
"get_organization_overview",
|
| 274 |
+
"get_paths_info",
|
| 275 |
+
"get_repo_discussions",
|
| 276 |
+
"get_safetensors_metadata",
|
| 277 |
+
"get_space_runtime",
|
| 278 |
+
"get_space_secrets",
|
| 279 |
+
"get_space_variables",
|
| 280 |
+
"get_user_overview",
|
| 281 |
+
"get_webhook",
|
| 282 |
+
"grant_access",
|
| 283 |
+
"inspect_job",
|
| 284 |
+
"inspect_scheduled_job",
|
| 285 |
+
"kernel_info",
|
| 286 |
+
"list_accepted_access_requests",
|
| 287 |
+
"list_bucket_tree",
|
| 288 |
+
"list_buckets",
|
| 289 |
+
"list_collections",
|
| 290 |
+
"list_daily_papers",
|
| 291 |
+
"list_dataset_parquet_files",
|
| 292 |
+
"list_datasets",
|
| 293 |
+
"list_inference_catalog",
|
| 294 |
+
"list_inference_endpoints",
|
| 295 |
+
"list_jobs",
|
| 296 |
+
"list_jobs_hardware",
|
| 297 |
+
"list_lfs_files",
|
| 298 |
+
"list_liked_repos",
|
| 299 |
+
"list_models",
|
| 300 |
+
"list_organization_followers",
|
| 301 |
+
"list_organization_members",
|
| 302 |
+
"list_papers",
|
| 303 |
+
"list_pending_access_requests",
|
| 304 |
+
"list_rejected_access_requests",
|
| 305 |
+
"list_repo_commits",
|
| 306 |
+
"list_repo_files",
|
| 307 |
+
"list_repo_likers",
|
| 308 |
+
"list_repo_refs",
|
| 309 |
+
"list_repo_tree",
|
| 310 |
+
"list_space_templates",
|
| 311 |
+
"list_spaces",
|
| 312 |
+
"list_spaces_hardware",
|
| 313 |
+
"list_user_followers",
|
| 314 |
+
"list_user_following",
|
| 315 |
+
"list_user_repos",
|
| 316 |
+
"list_webhooks",
|
| 317 |
+
"merge_pull_request",
|
| 318 |
+
"model_info",
|
| 319 |
+
"move_bucket",
|
| 320 |
+
"move_repo",
|
| 321 |
+
"paper_info",
|
| 322 |
+
"parse_local_safetensors_file_metadata",
|
| 323 |
+
"parse_safetensors_file_metadata",
|
| 324 |
+
"pause_inference_endpoint",
|
| 325 |
+
"pause_space",
|
| 326 |
+
"permanently_delete_lfs_files",
|
| 327 |
+
"preupload_lfs_files",
|
| 328 |
+
"read_paper",
|
| 329 |
+
"reject_access_request",
|
| 330 |
+
"rename_discussion",
|
| 331 |
+
"repo_exists",
|
| 332 |
+
"repo_info",
|
| 333 |
+
"repo_type_and_id_from_hf_id",
|
| 334 |
+
"request_space_hardware",
|
| 335 |
+
"request_space_storage",
|
| 336 |
+
"restart_space",
|
| 337 |
+
"resume_inference_endpoint",
|
| 338 |
+
"resume_scheduled_job",
|
| 339 |
+
"revision_exists",
|
| 340 |
+
"run_as_future",
|
| 341 |
+
"run_job",
|
| 342 |
+
"run_uv_job",
|
| 343 |
+
"scale_to_zero_inference_endpoint",
|
| 344 |
+
"search_spaces",
|
| 345 |
+
"set_space_sleep_time",
|
| 346 |
+
"set_space_volumes",
|
| 347 |
+
"space_info",
|
| 348 |
+
"super_squash_history",
|
| 349 |
+
"suspend_scheduled_job",
|
| 350 |
+
"sync_bucket",
|
| 351 |
+
"sync_job_volume",
|
| 352 |
+
"trigger_scheduled_job",
|
| 353 |
+
"unlike",
|
| 354 |
+
"update_collection_item",
|
| 355 |
+
"update_collection_metadata",
|
| 356 |
+
"update_inference_endpoint",
|
| 357 |
+
"update_job_labels",
|
| 358 |
+
"update_repo_settings",
|
| 359 |
+
"update_scheduled_job_labels",
|
| 360 |
+
"update_webhook",
|
| 361 |
+
"upload_file",
|
| 362 |
+
"upload_folder",
|
| 363 |
+
"upload_large_folder",
|
| 364 |
+
"verify_repo_checksums",
|
| 365 |
+
"wait_for_job",
|
| 366 |
+
"wait_for_space",
|
| 367 |
+
"whoami",
|
| 368 |
+
],
|
| 369 |
+
"hf_file_system": [
|
| 370 |
+
"HfFileSystem",
|
| 371 |
+
"HfFileSystemFile",
|
| 372 |
+
"HfFileSystemResolvedPath",
|
| 373 |
+
"HfFileSystemStreamFile",
|
| 374 |
+
"hffs",
|
| 375 |
+
],
|
| 376 |
+
"hub_mixin": [
|
| 377 |
+
"ModelHubMixin",
|
| 378 |
+
"PyTorchModelHubMixin",
|
| 379 |
+
],
|
| 380 |
+
"inference._client": [
|
| 381 |
+
"InferenceClient",
|
| 382 |
+
"InferenceTimeoutError",
|
| 383 |
+
],
|
| 384 |
+
"inference._generated._async_client": [
|
| 385 |
+
"AsyncInferenceClient",
|
| 386 |
+
],
|
| 387 |
+
"inference._generated.types": [
|
| 388 |
+
"AudioClassificationInput",
|
| 389 |
+
"AudioClassificationOutputElement",
|
| 390 |
+
"AudioClassificationOutputTransform",
|
| 391 |
+
"AudioClassificationParameters",
|
| 392 |
+
"AudioToAudioInput",
|
| 393 |
+
"AudioToAudioOutputElement",
|
| 394 |
+
"AutomaticSpeechRecognitionEarlyStoppingEnum",
|
| 395 |
+
"AutomaticSpeechRecognitionGenerationParameters",
|
| 396 |
+
"AutomaticSpeechRecognitionInput",
|
| 397 |
+
"AutomaticSpeechRecognitionOutput",
|
| 398 |
+
"AutomaticSpeechRecognitionOutputChunk",
|
| 399 |
+
"AutomaticSpeechRecognitionParameters",
|
| 400 |
+
"ChatCompletionInput",
|
| 401 |
+
"ChatCompletionInputFunctionDefinition",
|
| 402 |
+
"ChatCompletionInputFunctionName",
|
| 403 |
+
"ChatCompletionInputGrammarType",
|
| 404 |
+
"ChatCompletionInputJSONSchema",
|
| 405 |
+
"ChatCompletionInputMessage",
|
| 406 |
+
"ChatCompletionInputMessageChunk",
|
| 407 |
+
"ChatCompletionInputMessageChunkType",
|
| 408 |
+
"ChatCompletionInputResponseFormatJSONObject",
|
| 409 |
+
"ChatCompletionInputResponseFormatJSONSchema",
|
| 410 |
+
"ChatCompletionInputResponseFormatText",
|
| 411 |
+
"ChatCompletionInputStreamOptions",
|
| 412 |
+
"ChatCompletionInputTool",
|
| 413 |
+
"ChatCompletionInputToolCall",
|
| 414 |
+
"ChatCompletionInputToolChoiceClass",
|
| 415 |
+
"ChatCompletionInputToolChoiceEnum",
|
| 416 |
+
"ChatCompletionInputURL",
|
| 417 |
+
"ChatCompletionOutput",
|
| 418 |
+
"ChatCompletionOutputComplete",
|
| 419 |
+
"ChatCompletionOutputFunctionDefinition",
|
| 420 |
+
"ChatCompletionOutputLogprob",
|
| 421 |
+
"ChatCompletionOutputLogprobs",
|
| 422 |
+
"ChatCompletionOutputMessage",
|
| 423 |
+
"ChatCompletionOutputToolCall",
|
| 424 |
+
"ChatCompletionOutputTopLogprob",
|
| 425 |
+
"ChatCompletionOutputUsage",
|
| 426 |
+
"ChatCompletionStreamOutput",
|
| 427 |
+
"ChatCompletionStreamOutputChoice",
|
| 428 |
+
"ChatCompletionStreamOutputDelta",
|
| 429 |
+
"ChatCompletionStreamOutputDeltaToolCall",
|
| 430 |
+
"ChatCompletionStreamOutputFunction",
|
| 431 |
+
"ChatCompletionStreamOutputLogprob",
|
| 432 |
+
"ChatCompletionStreamOutputLogprobs",
|
| 433 |
+
"ChatCompletionStreamOutputTopLogprob",
|
| 434 |
+
"ChatCompletionStreamOutputUsage",
|
| 435 |
+
"DepthEstimationInput",
|
| 436 |
+
"DepthEstimationOutput",
|
| 437 |
+
"DocumentQuestionAnsweringInput",
|
| 438 |
+
"DocumentQuestionAnsweringInputData",
|
| 439 |
+
"DocumentQuestionAnsweringOutputElement",
|
| 440 |
+
"DocumentQuestionAnsweringParameters",
|
| 441 |
+
"FeatureExtractionInput",
|
| 442 |
+
"FeatureExtractionInputTruncationDirection",
|
| 443 |
+
"FillMaskInput",
|
| 444 |
+
"FillMaskOutputElement",
|
| 445 |
+
"FillMaskParameters",
|
| 446 |
+
"ImageClassificationInput",
|
| 447 |
+
"ImageClassificationOutputElement",
|
| 448 |
+
"ImageClassificationOutputTransform",
|
| 449 |
+
"ImageClassificationParameters",
|
| 450 |
+
"ImageSegmentationInput",
|
| 451 |
+
"ImageSegmentationOutputElement",
|
| 452 |
+
"ImageSegmentationParameters",
|
| 453 |
+
"ImageSegmentationSubtask",
|
| 454 |
+
"ImageTextToImageInput",
|
| 455 |
+
"ImageTextToImageOutput",
|
| 456 |
+
"ImageTextToImageParameters",
|
| 457 |
+
"ImageTextToImageTargetSize",
|
| 458 |
+
"ImageTextToVideoInput",
|
| 459 |
+
"ImageTextToVideoOutput",
|
| 460 |
+
"ImageTextToVideoParameters",
|
| 461 |
+
"ImageTextToVideoTargetSize",
|
| 462 |
+
"ImageToImageInput",
|
| 463 |
+
"ImageToImageOutput",
|
| 464 |
+
"ImageToImageParameters",
|
| 465 |
+
"ImageToImageTargetSize",
|
| 466 |
+
"ImageToTextEarlyStoppingEnum",
|
| 467 |
+
"ImageToTextGenerationParameters",
|
| 468 |
+
"ImageToTextInput",
|
| 469 |
+
"ImageToTextOutput",
|
| 470 |
+
"ImageToTextParameters",
|
| 471 |
+
"ImageToVideoInput",
|
| 472 |
+
"ImageToVideoOutput",
|
| 473 |
+
"ImageToVideoParameters",
|
| 474 |
+
"ImageToVideoTargetSize",
|
| 475 |
+
"ObjectDetectionBoundingBox",
|
| 476 |
+
"ObjectDetectionInput",
|
| 477 |
+
"ObjectDetectionOutputElement",
|
| 478 |
+
"ObjectDetectionParameters",
|
| 479 |
+
"Padding",
|
| 480 |
+
"QuestionAnsweringInput",
|
| 481 |
+
"QuestionAnsweringInputData",
|
| 482 |
+
"QuestionAnsweringOutputElement",
|
| 483 |
+
"QuestionAnsweringParameters",
|
| 484 |
+
"SentenceSimilarityInput",
|
| 485 |
+
"SentenceSimilarityInputData",
|
| 486 |
+
"SummarizationInput",
|
| 487 |
+
"SummarizationOutput",
|
| 488 |
+
"SummarizationParameters",
|
| 489 |
+
"SummarizationTruncationStrategy",
|
| 490 |
+
"TableQuestionAnsweringInput",
|
| 491 |
+
"TableQuestionAnsweringInputData",
|
| 492 |
+
"TableQuestionAnsweringOutputElement",
|
| 493 |
+
"TableQuestionAnsweringParameters",
|
| 494 |
+
"Text2TextGenerationInput",
|
| 495 |
+
"Text2TextGenerationOutput",
|
| 496 |
+
"Text2TextGenerationParameters",
|
| 497 |
+
"Text2TextGenerationTruncationStrategy",
|
| 498 |
+
"TextClassificationInput",
|
| 499 |
+
"TextClassificationOutputElement",
|
| 500 |
+
"TextClassificationOutputTransform",
|
| 501 |
+
"TextClassificationParameters",
|
| 502 |
+
"TextGenerationInput",
|
| 503 |
+
"TextGenerationInputGenerateParameters",
|
| 504 |
+
"TextGenerationInputGrammarType",
|
| 505 |
+
"TextGenerationOutput",
|
| 506 |
+
"TextGenerationOutputBestOfSequence",
|
| 507 |
+
"TextGenerationOutputDetails",
|
| 508 |
+
"TextGenerationOutputFinishReason",
|
| 509 |
+
"TextGenerationOutputPrefillToken",
|
| 510 |
+
"TextGenerationOutputToken",
|
| 511 |
+
"TextGenerationStreamOutput",
|
| 512 |
+
"TextGenerationStreamOutputStreamDetails",
|
| 513 |
+
"TextGenerationStreamOutputToken",
|
| 514 |
+
"TextToAudioEarlyStoppingEnum",
|
| 515 |
+
"TextToAudioGenerationParameters",
|
| 516 |
+
"TextToAudioInput",
|
| 517 |
+
"TextToAudioOutput",
|
| 518 |
+
"TextToAudioParameters",
|
| 519 |
+
"TextToImageInput",
|
| 520 |
+
"TextToImageOutput",
|
| 521 |
+
"TextToImageParameters",
|
| 522 |
+
"TextToSpeechEarlyStoppingEnum",
|
| 523 |
+
"TextToSpeechGenerationParameters",
|
| 524 |
+
"TextToSpeechInput",
|
| 525 |
+
"TextToSpeechOutput",
|
| 526 |
+
"TextToSpeechParameters",
|
| 527 |
+
"TextToVideoInput",
|
| 528 |
+
"TextToVideoOutput",
|
| 529 |
+
"TextToVideoParameters",
|
| 530 |
+
"TokenClassificationAggregationStrategy",
|
| 531 |
+
"TokenClassificationInput",
|
| 532 |
+
"TokenClassificationOutputElement",
|
| 533 |
+
"TokenClassificationParameters",
|
| 534 |
+
"TranslationInput",
|
| 535 |
+
"TranslationOutput",
|
| 536 |
+
"TranslationParameters",
|
| 537 |
+
"TranslationTruncationStrategy",
|
| 538 |
+
"TypeEnum",
|
| 539 |
+
"VideoClassificationInput",
|
| 540 |
+
"VideoClassificationOutputElement",
|
| 541 |
+
"VideoClassificationOutputTransform",
|
| 542 |
+
"VideoClassificationParameters",
|
| 543 |
+
"VisualQuestionAnsweringInput",
|
| 544 |
+
"VisualQuestionAnsweringInputData",
|
| 545 |
+
"VisualQuestionAnsweringOutputElement",
|
| 546 |
+
"VisualQuestionAnsweringParameters",
|
| 547 |
+
"ZeroShotClassificationInput",
|
| 548 |
+
"ZeroShotClassificationOutputElement",
|
| 549 |
+
"ZeroShotClassificationParameters",
|
| 550 |
+
"ZeroShotImageClassificationInput",
|
| 551 |
+
"ZeroShotImageClassificationOutputElement",
|
| 552 |
+
"ZeroShotImageClassificationParameters",
|
| 553 |
+
"ZeroShotObjectDetectionBoundingBox",
|
| 554 |
+
"ZeroShotObjectDetectionInput",
|
| 555 |
+
"ZeroShotObjectDetectionOutputElement",
|
| 556 |
+
"ZeroShotObjectDetectionParameters",
|
| 557 |
+
],
|
| 558 |
+
"inference._mcp.agent": [
|
| 559 |
+
"Agent",
|
| 560 |
+
],
|
| 561 |
+
"inference._mcp.mcp_client": [
|
| 562 |
+
"MCPClient",
|
| 563 |
+
],
|
| 564 |
+
"repocard": [
|
| 565 |
+
"DatasetCard",
|
| 566 |
+
"ModelCard",
|
| 567 |
+
"RepoCard",
|
| 568 |
+
"SpaceCard",
|
| 569 |
+
"metadata_eval_result",
|
| 570 |
+
"metadata_load",
|
| 571 |
+
"metadata_save",
|
| 572 |
+
"metadata_update",
|
| 573 |
+
],
|
| 574 |
+
"repocard_data": [
|
| 575 |
+
"CardData",
|
| 576 |
+
"DatasetCardData",
|
| 577 |
+
"EvalResult",
|
| 578 |
+
"ModelCardData",
|
| 579 |
+
"SpaceCardData",
|
| 580 |
+
],
|
| 581 |
+
"serialization": [
|
| 582 |
+
"StateDictSplit",
|
| 583 |
+
"get_torch_storage_id",
|
| 584 |
+
"get_torch_storage_size",
|
| 585 |
+
"load_state_dict_from_file",
|
| 586 |
+
"load_torch_model",
|
| 587 |
+
"save_torch_model",
|
| 588 |
+
"save_torch_state_dict",
|
| 589 |
+
"split_state_dict_into_shards_factory",
|
| 590 |
+
"split_torch_state_dict_into_shards",
|
| 591 |
+
],
|
| 592 |
+
"serialization._dduf": [
|
| 593 |
+
"DDUFEntry",
|
| 594 |
+
"export_entries_as_dduf",
|
| 595 |
+
"export_folder_as_dduf",
|
| 596 |
+
"read_dduf_file",
|
| 597 |
+
],
|
| 598 |
+
"utils": [
|
| 599 |
+
"ASYNC_CLIENT_FACTORY_T",
|
| 600 |
+
"CLIENT_FACTORY_T",
|
| 601 |
+
"CacheNotFound",
|
| 602 |
+
"CachedFileInfo",
|
| 603 |
+
"CachedIncompleteFileInfo",
|
| 604 |
+
"CachedRepoInfo",
|
| 605 |
+
"CachedRevisionInfo",
|
| 606 |
+
"CorruptedCacheException",
|
| 607 |
+
"DeleteCacheStrategy",
|
| 608 |
+
"HFCacheInfo",
|
| 609 |
+
"HfUri",
|
| 610 |
+
"cached_assets_path",
|
| 611 |
+
"close_session",
|
| 612 |
+
"dump_environment_info",
|
| 613 |
+
"get_async_session",
|
| 614 |
+
"get_session",
|
| 615 |
+
"get_token",
|
| 616 |
+
"hf_raise_for_status",
|
| 617 |
+
"logging",
|
| 618 |
+
"parse_hf_uri",
|
| 619 |
+
"scan_cache_dir",
|
| 620 |
+
"set_async_client_factory",
|
| 621 |
+
"set_client_factory",
|
| 622 |
+
],
|
| 623 |
+
}
|
| 624 |
+
|
| 625 |
+
# WARNING: __all__ is generated automatically, Any manual edit will be lost when re-generating this file !
|
| 626 |
+
#
|
| 627 |
+
# To update the static imports, please run the following command and commit the changes.
|
| 628 |
+
# ```
|
| 629 |
+
# # Use script
|
| 630 |
+
# python utils/check_all_variable.py --update
|
| 631 |
+
#
|
| 632 |
+
# # Or run style on codebase
|
| 633 |
+
# make style
|
| 634 |
+
# ```
|
| 635 |
+
|
| 636 |
+
__all__ = [
|
| 637 |
+
"ASYNC_CLIENT_FACTORY_T",
|
| 638 |
+
"Agent",
|
| 639 |
+
"AsyncInferenceClient",
|
| 640 |
+
"AudioClassificationInput",
|
| 641 |
+
"AudioClassificationOutputElement",
|
| 642 |
+
"AudioClassificationOutputTransform",
|
| 643 |
+
"AudioClassificationParameters",
|
| 644 |
+
"AudioToAudioInput",
|
| 645 |
+
"AudioToAudioOutputElement",
|
| 646 |
+
"AutomaticSpeechRecognitionEarlyStoppingEnum",
|
| 647 |
+
"AutomaticSpeechRecognitionGenerationParameters",
|
| 648 |
+
"AutomaticSpeechRecognitionInput",
|
| 649 |
+
"AutomaticSpeechRecognitionOutput",
|
| 650 |
+
"AutomaticSpeechRecognitionOutputChunk",
|
| 651 |
+
"AutomaticSpeechRecognitionParameters",
|
| 652 |
+
"BucketFile",
|
| 653 |
+
"BucketFileMetadata",
|
| 654 |
+
"BucketFolder",
|
| 655 |
+
"BucketInfo",
|
| 656 |
+
"BucketUrl",
|
| 657 |
+
"CLIENT_FACTORY_T",
|
| 658 |
+
"CONFIG_NAME",
|
| 659 |
+
"CacheNotFound",
|
| 660 |
+
"CachedFileInfo",
|
| 661 |
+
"CachedIncompleteFileInfo",
|
| 662 |
+
"CachedRepoInfo",
|
| 663 |
+
"CachedRevisionInfo",
|
| 664 |
+
"CardData",
|
| 665 |
+
"ChatCompletionInput",
|
| 666 |
+
"ChatCompletionInputFunctionDefinition",
|
| 667 |
+
"ChatCompletionInputFunctionName",
|
| 668 |
+
"ChatCompletionInputGrammarType",
|
| 669 |
+
"ChatCompletionInputJSONSchema",
|
| 670 |
+
"ChatCompletionInputMessage",
|
| 671 |
+
"ChatCompletionInputMessageChunk",
|
| 672 |
+
"ChatCompletionInputMessageChunkType",
|
| 673 |
+
"ChatCompletionInputResponseFormatJSONObject",
|
| 674 |
+
"ChatCompletionInputResponseFormatJSONSchema",
|
| 675 |
+
"ChatCompletionInputResponseFormatText",
|
| 676 |
+
"ChatCompletionInputStreamOptions",
|
| 677 |
+
"ChatCompletionInputTool",
|
| 678 |
+
"ChatCompletionInputToolCall",
|
| 679 |
+
"ChatCompletionInputToolChoiceClass",
|
| 680 |
+
"ChatCompletionInputToolChoiceEnum",
|
| 681 |
+
"ChatCompletionInputURL",
|
| 682 |
+
"ChatCompletionOutput",
|
| 683 |
+
"ChatCompletionOutputComplete",
|
| 684 |
+
"ChatCompletionOutputFunctionDefinition",
|
| 685 |
+
"ChatCompletionOutputLogprob",
|
| 686 |
+
"ChatCompletionOutputLogprobs",
|
| 687 |
+
"ChatCompletionOutputMessage",
|
| 688 |
+
"ChatCompletionOutputToolCall",
|
| 689 |
+
"ChatCompletionOutputTopLogprob",
|
| 690 |
+
"ChatCompletionOutputUsage",
|
| 691 |
+
"ChatCompletionStreamOutput",
|
| 692 |
+
"ChatCompletionStreamOutputChoice",
|
| 693 |
+
"ChatCompletionStreamOutputDelta",
|
| 694 |
+
"ChatCompletionStreamOutputDeltaToolCall",
|
| 695 |
+
"ChatCompletionStreamOutputFunction",
|
| 696 |
+
"ChatCompletionStreamOutputLogprob",
|
| 697 |
+
"ChatCompletionStreamOutputLogprobs",
|
| 698 |
+
"ChatCompletionStreamOutputTopLogprob",
|
| 699 |
+
"ChatCompletionStreamOutputUsage",
|
| 700 |
+
"Collection",
|
| 701 |
+
"CollectionItem",
|
| 702 |
+
"CommitInfo",
|
| 703 |
+
"CommitOperation",
|
| 704 |
+
"CommitOperationAdd",
|
| 705 |
+
"CommitOperationCopy",
|
| 706 |
+
"CommitOperationDelete",
|
| 707 |
+
"CommitScheduler",
|
| 708 |
+
"CorruptedCacheException",
|
| 709 |
+
"DDUFEntry",
|
| 710 |
+
"DatasetCard",
|
| 711 |
+
"DatasetCardData",
|
| 712 |
+
"DatasetInfo",
|
| 713 |
+
"DatasetLeaderboardEntry",
|
| 714 |
+
"DeleteCacheStrategy",
|
| 715 |
+
"DepthEstimationInput",
|
| 716 |
+
"DepthEstimationOutput",
|
| 717 |
+
"Discussion",
|
| 718 |
+
"DiscussionComment",
|
| 719 |
+
"DiscussionCommit",
|
| 720 |
+
"DiscussionEvent",
|
| 721 |
+
"DiscussionStatusChange",
|
| 722 |
+
"DiscussionTitleChange",
|
| 723 |
+
"DiscussionWithDetails",
|
| 724 |
+
"DocumentQuestionAnsweringInput",
|
| 725 |
+
"DocumentQuestionAnsweringInputData",
|
| 726 |
+
"DocumentQuestionAnsweringOutputElement",
|
| 727 |
+
"DocumentQuestionAnsweringParameters",
|
| 728 |
+
"DryRunFileInfo",
|
| 729 |
+
"EvalResult",
|
| 730 |
+
"EvalResultEntry",
|
| 731 |
+
"FLAX_WEIGHTS_NAME",
|
| 732 |
+
"FeatureExtractionInput",
|
| 733 |
+
"FeatureExtractionInputTruncationDirection",
|
| 734 |
+
"FillMaskInput",
|
| 735 |
+
"FillMaskOutputElement",
|
| 736 |
+
"FillMaskParameters",
|
| 737 |
+
"GitCommitInfo",
|
| 738 |
+
"GitRefInfo",
|
| 739 |
+
"GitRefs",
|
| 740 |
+
"HFCacheInfo",
|
| 741 |
+
"HFSummaryWriter",
|
| 742 |
+
"HUGGINGFACE_CO_URL_HOME",
|
| 743 |
+
"HUGGINGFACE_CO_URL_TEMPLATE",
|
| 744 |
+
"HfApi",
|
| 745 |
+
"HfFileMetadata",
|
| 746 |
+
"HfFileSystem",
|
| 747 |
+
"HfFileSystemFile",
|
| 748 |
+
"HfFileSystemResolvedPath",
|
| 749 |
+
"HfFileSystemStreamFile",
|
| 750 |
+
"HfUri",
|
| 751 |
+
"ImageClassificationInput",
|
| 752 |
+
"ImageClassificationOutputElement",
|
| 753 |
+
"ImageClassificationOutputTransform",
|
| 754 |
+
"ImageClassificationParameters",
|
| 755 |
+
"ImageSegmentationInput",
|
| 756 |
+
"ImageSegmentationOutputElement",
|
| 757 |
+
"ImageSegmentationParameters",
|
| 758 |
+
"ImageSegmentationSubtask",
|
| 759 |
+
"ImageTextToImageInput",
|
| 760 |
+
"ImageTextToImageOutput",
|
| 761 |
+
"ImageTextToImageParameters",
|
| 762 |
+
"ImageTextToImageTargetSize",
|
| 763 |
+
"ImageTextToVideoInput",
|
| 764 |
+
"ImageTextToVideoOutput",
|
| 765 |
+
"ImageTextToVideoParameters",
|
| 766 |
+
"ImageTextToVideoTargetSize",
|
| 767 |
+
"ImageToImageInput",
|
| 768 |
+
"ImageToImageOutput",
|
| 769 |
+
"ImageToImageParameters",
|
| 770 |
+
"ImageToImageTargetSize",
|
| 771 |
+
"ImageToTextEarlyStoppingEnum",
|
| 772 |
+
"ImageToTextGenerationParameters",
|
| 773 |
+
"ImageToTextInput",
|
| 774 |
+
"ImageToTextOutput",
|
| 775 |
+
"ImageToTextParameters",
|
| 776 |
+
"ImageToVideoInput",
|
| 777 |
+
"ImageToVideoOutput",
|
| 778 |
+
"ImageToVideoParameters",
|
| 779 |
+
"ImageToVideoTargetSize",
|
| 780 |
+
"InferenceClient",
|
| 781 |
+
"InferenceEndpoint",
|
| 782 |
+
"InferenceEndpointError",
|
| 783 |
+
"InferenceEndpointStatus",
|
| 784 |
+
"InferenceEndpointTimeoutError",
|
| 785 |
+
"InferenceEndpointType",
|
| 786 |
+
"InferenceTimeoutError",
|
| 787 |
+
"JobAccelerator",
|
| 788 |
+
"JobDurations",
|
| 789 |
+
"JobHardware",
|
| 790 |
+
"JobHardwareInfo",
|
| 791 |
+
"JobInfo",
|
| 792 |
+
"JobInitiator",
|
| 793 |
+
"JobOwner",
|
| 794 |
+
"JobStage",
|
| 795 |
+
"JobStatus",
|
| 796 |
+
"KernelInfo",
|
| 797 |
+
"MCPClient",
|
| 798 |
+
"ModelCard",
|
| 799 |
+
"ModelCardData",
|
| 800 |
+
"ModelHubMixin",
|
| 801 |
+
"ModelInfo",
|
| 802 |
+
"OAuthInfo",
|
| 803 |
+
"OAuthOrgInfo",
|
| 804 |
+
"OAuthUserInfo",
|
| 805 |
+
"ObjectDetectionBoundingBox",
|
| 806 |
+
"ObjectDetectionInput",
|
| 807 |
+
"ObjectDetectionOutputElement",
|
| 808 |
+
"ObjectDetectionParameters",
|
| 809 |
+
"Organization",
|
| 810 |
+
"PYTORCH_WEIGHTS_NAME",
|
| 811 |
+
"Padding",
|
| 812 |
+
"PyTorchModelHubMixin",
|
| 813 |
+
"QuestionAnsweringInput",
|
| 814 |
+
"QuestionAnsweringInputData",
|
| 815 |
+
"QuestionAnsweringOutputElement",
|
| 816 |
+
"QuestionAnsweringParameters",
|
| 817 |
+
"REPO_TYPE_DATASET",
|
| 818 |
+
"REPO_TYPE_MODEL",
|
| 819 |
+
"REPO_TYPE_SPACE",
|
| 820 |
+
"RepoCard",
|
| 821 |
+
"RepoFile",
|
| 822 |
+
"RepoFolder",
|
| 823 |
+
"RepoStorageInfo",
|
| 824 |
+
"RepoUrl",
|
| 825 |
+
"Sandbox",
|
| 826 |
+
"SandboxCommandResult",
|
| 827 |
+
"SandboxPool",
|
| 828 |
+
"SandboxProcess",
|
| 829 |
+
"SentenceSimilarityInput",
|
| 830 |
+
"SentenceSimilarityInputData",
|
| 831 |
+
"SpaceCard",
|
| 832 |
+
"SpaceCardData",
|
| 833 |
+
"SpaceHardware",
|
| 834 |
+
"SpaceInfo",
|
| 835 |
+
"SpaceRuntime",
|
| 836 |
+
"SpaceSearchResult",
|
| 837 |
+
"SpaceSecret",
|
| 838 |
+
"SpaceStage",
|
| 839 |
+
"SpaceStorage",
|
| 840 |
+
"SpaceTemplate",
|
| 841 |
+
"SpaceVariable",
|
| 842 |
+
"StateDictSplit",
|
| 843 |
+
"SummarizationInput",
|
| 844 |
+
"SummarizationOutput",
|
| 845 |
+
"SummarizationParameters",
|
| 846 |
+
"SummarizationTruncationStrategy",
|
| 847 |
+
"SyncOperation",
|
| 848 |
+
"SyncPlan",
|
| 849 |
+
"TF2_WEIGHTS_NAME",
|
| 850 |
+
"TF_WEIGHTS_NAME",
|
| 851 |
+
"TableQuestionAnsweringInput",
|
| 852 |
+
"TableQuestionAnsweringInputData",
|
| 853 |
+
"TableQuestionAnsweringOutputElement",
|
| 854 |
+
"TableQuestionAnsweringParameters",
|
| 855 |
+
"Text2TextGenerationInput",
|
| 856 |
+
"Text2TextGenerationOutput",
|
| 857 |
+
"Text2TextGenerationParameters",
|
| 858 |
+
"Text2TextGenerationTruncationStrategy",
|
| 859 |
+
"TextClassificationInput",
|
| 860 |
+
"TextClassificationOutputElement",
|
| 861 |
+
"TextClassificationOutputTransform",
|
| 862 |
+
"TextClassificationParameters",
|
| 863 |
+
"TextGenerationInput",
|
| 864 |
+
"TextGenerationInputGenerateParameters",
|
| 865 |
+
"TextGenerationInputGrammarType",
|
| 866 |
+
"TextGenerationOutput",
|
| 867 |
+
"TextGenerationOutputBestOfSequence",
|
| 868 |
+
"TextGenerationOutputDetails",
|
| 869 |
+
"TextGenerationOutputFinishReason",
|
| 870 |
+
"TextGenerationOutputPrefillToken",
|
| 871 |
+
"TextGenerationOutputToken",
|
| 872 |
+
"TextGenerationStreamOutput",
|
| 873 |
+
"TextGenerationStreamOutputStreamDetails",
|
| 874 |
+
"TextGenerationStreamOutputToken",
|
| 875 |
+
"TextToAudioEarlyStoppingEnum",
|
| 876 |
+
"TextToAudioGenerationParameters",
|
| 877 |
+
"TextToAudioInput",
|
| 878 |
+
"TextToAudioOutput",
|
| 879 |
+
"TextToAudioParameters",
|
| 880 |
+
"TextToImageInput",
|
| 881 |
+
"TextToImageOutput",
|
| 882 |
+
"TextToImageParameters",
|
| 883 |
+
"TextToSpeechEarlyStoppingEnum",
|
| 884 |
+
"TextToSpeechGenerationParameters",
|
| 885 |
+
"TextToSpeechInput",
|
| 886 |
+
"TextToSpeechOutput",
|
| 887 |
+
"TextToSpeechParameters",
|
| 888 |
+
"TextToVideoInput",
|
| 889 |
+
"TextToVideoOutput",
|
| 890 |
+
"TextToVideoParameters",
|
| 891 |
+
"TokenClassificationAggregationStrategy",
|
| 892 |
+
"TokenClassificationInput",
|
| 893 |
+
"TokenClassificationOutputElement",
|
| 894 |
+
"TokenClassificationParameters",
|
| 895 |
+
"TranslationInput",
|
| 896 |
+
"TranslationOutput",
|
| 897 |
+
"TranslationParameters",
|
| 898 |
+
"TranslationTruncationStrategy",
|
| 899 |
+
"TypeEnum",
|
| 900 |
+
"User",
|
| 901 |
+
"UserLikes",
|
| 902 |
+
"VideoClassificationInput",
|
| 903 |
+
"VideoClassificationOutputElement",
|
| 904 |
+
"VideoClassificationOutputTransform",
|
| 905 |
+
"VideoClassificationParameters",
|
| 906 |
+
"VisualQuestionAnsweringInput",
|
| 907 |
+
"VisualQuestionAnsweringInputData",
|
| 908 |
+
"VisualQuestionAnsweringOutputElement",
|
| 909 |
+
"VisualQuestionAnsweringParameters",
|
| 910 |
+
"Volume",
|
| 911 |
+
"WebhookInfo",
|
| 912 |
+
"WebhookPayload",
|
| 913 |
+
"WebhookPayloadComment",
|
| 914 |
+
"WebhookPayloadDiscussion",
|
| 915 |
+
"WebhookPayloadDiscussionChanges",
|
| 916 |
+
"WebhookPayloadEvent",
|
| 917 |
+
"WebhookPayloadMovedTo",
|
| 918 |
+
"WebhookPayloadRepo",
|
| 919 |
+
"WebhookPayloadUrl",
|
| 920 |
+
"WebhookPayloadWebhook",
|
| 921 |
+
"WebhookWatchedItem",
|
| 922 |
+
"WebhooksServer",
|
| 923 |
+
"ZeroShotClassificationInput",
|
| 924 |
+
"ZeroShotClassificationOutputElement",
|
| 925 |
+
"ZeroShotClassificationParameters",
|
| 926 |
+
"ZeroShotImageClassificationInput",
|
| 927 |
+
"ZeroShotImageClassificationOutputElement",
|
| 928 |
+
"ZeroShotImageClassificationParameters",
|
| 929 |
+
"ZeroShotObjectDetectionBoundingBox",
|
| 930 |
+
"ZeroShotObjectDetectionInput",
|
| 931 |
+
"ZeroShotObjectDetectionOutputElement",
|
| 932 |
+
"ZeroShotObjectDetectionParameters",
|
| 933 |
+
"_CACHED_NO_EXIST",
|
| 934 |
+
"_save_pretrained_fastai",
|
| 935 |
+
"accept_access_request",
|
| 936 |
+
"add_collection_item",
|
| 937 |
+
"add_space_secret",
|
| 938 |
+
"add_space_variable",
|
| 939 |
+
"attach_huggingface_oauth",
|
| 940 |
+
"auth_check",
|
| 941 |
+
"auth_list",
|
| 942 |
+
"auth_switch",
|
| 943 |
+
"batch_bucket_files",
|
| 944 |
+
"bucket_info",
|
| 945 |
+
"cached_assets_path",
|
| 946 |
+
"cancel_access_request",
|
| 947 |
+
"cancel_job",
|
| 948 |
+
"change_discussion_status",
|
| 949 |
+
"check_cli_update",
|
| 950 |
+
"close_session",
|
| 951 |
+
"comment_discussion",
|
| 952 |
+
"copy_files",
|
| 953 |
+
"create_branch",
|
| 954 |
+
"create_bucket",
|
| 955 |
+
"create_collection",
|
| 956 |
+
"create_commit",
|
| 957 |
+
"create_discussion",
|
| 958 |
+
"create_inference_endpoint",
|
| 959 |
+
"create_inference_endpoint_from_catalog",
|
| 960 |
+
"create_pull_request",
|
| 961 |
+
"create_repo",
|
| 962 |
+
"create_scheduled_job",
|
| 963 |
+
"create_scheduled_uv_job",
|
| 964 |
+
"create_tag",
|
| 965 |
+
"create_webhook",
|
| 966 |
+
"dataset_info",
|
| 967 |
+
"delete_branch",
|
| 968 |
+
"delete_bucket",
|
| 969 |
+
"delete_collection",
|
| 970 |
+
"delete_collection_item",
|
| 971 |
+
"delete_file",
|
| 972 |
+
"delete_folder",
|
| 973 |
+
"delete_inference_endpoint",
|
| 974 |
+
"delete_repo",
|
| 975 |
+
"delete_scheduled_job",
|
| 976 |
+
"delete_space_secret",
|
| 977 |
+
"delete_space_storage",
|
| 978 |
+
"delete_space_variable",
|
| 979 |
+
"delete_space_volumes",
|
| 980 |
+
"delete_tag",
|
| 981 |
+
"delete_webhook",
|
| 982 |
+
"disable_space_dev_mode",
|
| 983 |
+
"disable_webhook",
|
| 984 |
+
"download_bucket_files",
|
| 985 |
+
"dump_environment_info",
|
| 986 |
+
"duplicate_repo",
|
| 987 |
+
"duplicate_space",
|
| 988 |
+
"edit_discussion_comment",
|
| 989 |
+
"enable_space_dev_mode",
|
| 990 |
+
"enable_webhook",
|
| 991 |
+
"eval_result_entries_to_yaml",
|
| 992 |
+
"export_entries_as_dduf",
|
| 993 |
+
"export_folder_as_dduf",
|
| 994 |
+
"fetch_job_logs",
|
| 995 |
+
"fetch_job_metrics",
|
| 996 |
+
"fetch_space_logs",
|
| 997 |
+
"file_exists",
|
| 998 |
+
"from_pretrained_fastai",
|
| 999 |
+
"get_async_session",
|
| 1000 |
+
"get_bucket_file_metadata",
|
| 1001 |
+
"get_bucket_paths_info",
|
| 1002 |
+
"get_cached_repo_tree",
|
| 1003 |
+
"get_collection",
|
| 1004 |
+
"get_dataset_leaderboard",
|
| 1005 |
+
"get_dataset_tags",
|
| 1006 |
+
"get_discussion_details",
|
| 1007 |
+
"get_full_repo_name",
|
| 1008 |
+
"get_hf_file_metadata",
|
| 1009 |
+
"get_inference_endpoint",
|
| 1010 |
+
"get_local_safetensors_metadata",
|
| 1011 |
+
"get_model_tags",
|
| 1012 |
+
"get_organization_overview",
|
| 1013 |
+
"get_paths_info",
|
| 1014 |
+
"get_repo_discussions",
|
| 1015 |
+
"get_safetensors_metadata",
|
| 1016 |
+
"get_session",
|
| 1017 |
+
"get_space_runtime",
|
| 1018 |
+
"get_space_secrets",
|
| 1019 |
+
"get_space_variables",
|
| 1020 |
+
"get_token",
|
| 1021 |
+
"get_torch_storage_id",
|
| 1022 |
+
"get_torch_storage_size",
|
| 1023 |
+
"get_user_overview",
|
| 1024 |
+
"get_webhook",
|
| 1025 |
+
"grant_access",
|
| 1026 |
+
"hf_hub_download",
|
| 1027 |
+
"hf_hub_url",
|
| 1028 |
+
"hf_raise_for_status",
|
| 1029 |
+
"hffs",
|
| 1030 |
+
"inspect_job",
|
| 1031 |
+
"inspect_scheduled_job",
|
| 1032 |
+
"interpreter_login",
|
| 1033 |
+
"is_offline_mode",
|
| 1034 |
+
"kernel_info",
|
| 1035 |
+
"list_accepted_access_requests",
|
| 1036 |
+
"list_bucket_tree",
|
| 1037 |
+
"list_buckets",
|
| 1038 |
+
"list_collections",
|
| 1039 |
+
"list_daily_papers",
|
| 1040 |
+
"list_dataset_parquet_files",
|
| 1041 |
+
"list_datasets",
|
| 1042 |
+
"list_inference_catalog",
|
| 1043 |
+
"list_inference_endpoints",
|
| 1044 |
+
"list_jobs",
|
| 1045 |
+
"list_jobs_hardware",
|
| 1046 |
+
"list_lfs_files",
|
| 1047 |
+
"list_liked_repos",
|
| 1048 |
+
"list_models",
|
| 1049 |
+
"list_organization_followers",
|
| 1050 |
+
"list_organization_members",
|
| 1051 |
+
"list_papers",
|
| 1052 |
+
"list_pending_access_requests",
|
| 1053 |
+
"list_rejected_access_requests",
|
| 1054 |
+
"list_repo_commits",
|
| 1055 |
+
"list_repo_files",
|
| 1056 |
+
"list_repo_likers",
|
| 1057 |
+
"list_repo_refs",
|
| 1058 |
+
"list_repo_tree",
|
| 1059 |
+
"list_space_templates",
|
| 1060 |
+
"list_spaces",
|
| 1061 |
+
"list_spaces_hardware",
|
| 1062 |
+
"list_user_followers",
|
| 1063 |
+
"list_user_following",
|
| 1064 |
+
"list_user_repos",
|
| 1065 |
+
"list_webhooks",
|
| 1066 |
+
"load_state_dict_from_file",
|
| 1067 |
+
"load_torch_model",
|
| 1068 |
+
"logging",
|
| 1069 |
+
"login",
|
| 1070 |
+
"logout",
|
| 1071 |
+
"merge_pull_request",
|
| 1072 |
+
"metadata_eval_result",
|
| 1073 |
+
"metadata_load",
|
| 1074 |
+
"metadata_save",
|
| 1075 |
+
"metadata_update",
|
| 1076 |
+
"model_info",
|
| 1077 |
+
"move_bucket",
|
| 1078 |
+
"move_repo",
|
| 1079 |
+
"notebook_login",
|
| 1080 |
+
"paper_info",
|
| 1081 |
+
"parse_eval_result_entries",
|
| 1082 |
+
"parse_hf_uri",
|
| 1083 |
+
"parse_huggingface_oauth",
|
| 1084 |
+
"parse_local_safetensors_file_metadata",
|
| 1085 |
+
"parse_safetensors_file_metadata",
|
| 1086 |
+
"pause_inference_endpoint",
|
| 1087 |
+
"pause_space",
|
| 1088 |
+
"permanently_delete_lfs_files",
|
| 1089 |
+
"preupload_lfs_files",
|
| 1090 |
+
"push_to_hub_fastai",
|
| 1091 |
+
"read_dduf_file",
|
| 1092 |
+
"read_paper",
|
| 1093 |
+
"reject_access_request",
|
| 1094 |
+
"rename_discussion",
|
| 1095 |
+
"repo_exists",
|
| 1096 |
+
"repo_info",
|
| 1097 |
+
"repo_type_and_id_from_hf_id",
|
| 1098 |
+
"request_space_hardware",
|
| 1099 |
+
"request_space_storage",
|
| 1100 |
+
"restart_space",
|
| 1101 |
+
"resume_inference_endpoint",
|
| 1102 |
+
"resume_scheduled_job",
|
| 1103 |
+
"revision_exists",
|
| 1104 |
+
"run_as_future",
|
| 1105 |
+
"run_job",
|
| 1106 |
+
"run_uv_job",
|
| 1107 |
+
"save_torch_model",
|
| 1108 |
+
"save_torch_state_dict",
|
| 1109 |
+
"scale_to_zero_inference_endpoint",
|
| 1110 |
+
"scan_cache_dir",
|
| 1111 |
+
"search_spaces",
|
| 1112 |
+
"set_async_client_factory",
|
| 1113 |
+
"set_client_factory",
|
| 1114 |
+
"set_space_sleep_time",
|
| 1115 |
+
"set_space_volumes",
|
| 1116 |
+
"snapshot_download",
|
| 1117 |
+
"space_info",
|
| 1118 |
+
"split_state_dict_into_shards_factory",
|
| 1119 |
+
"split_torch_state_dict_into_shards",
|
| 1120 |
+
"super_squash_history",
|
| 1121 |
+
"suspend_scheduled_job",
|
| 1122 |
+
"sync_bucket",
|
| 1123 |
+
"sync_job_volume",
|
| 1124 |
+
"trigger_scheduled_job",
|
| 1125 |
+
"try_to_load_from_cache",
|
| 1126 |
+
"typer_factory",
|
| 1127 |
+
"unlike",
|
| 1128 |
+
"update_collection_item",
|
| 1129 |
+
"update_collection_metadata",
|
| 1130 |
+
"update_inference_endpoint",
|
| 1131 |
+
"update_job_labels",
|
| 1132 |
+
"update_repo_settings",
|
| 1133 |
+
"update_scheduled_job_labels",
|
| 1134 |
+
"update_webhook",
|
| 1135 |
+
"upload_file",
|
| 1136 |
+
"upload_folder",
|
| 1137 |
+
"upload_large_folder",
|
| 1138 |
+
"verify_repo_checksums",
|
| 1139 |
+
"wait_for_job",
|
| 1140 |
+
"wait_for_space",
|
| 1141 |
+
"webhook_endpoint",
|
| 1142 |
+
"whoami",
|
| 1143 |
+
]
|
| 1144 |
+
|
| 1145 |
+
|
| 1146 |
+
def _attach(package_name, submodules=None, submod_attrs=None):
|
| 1147 |
+
"""Attach lazily loaded submodules, functions, or other attributes.
|
| 1148 |
+
|
| 1149 |
+
Typically, modules import submodules and attributes as follows:
|
| 1150 |
+
|
| 1151 |
+
```py
|
| 1152 |
+
import mysubmodule
|
| 1153 |
+
import anothersubmodule
|
| 1154 |
+
|
| 1155 |
+
from .foo import someattr
|
| 1156 |
+
```
|
| 1157 |
+
|
| 1158 |
+
The idea is to replace a package's `__getattr__`, `__dir__`, such that all imports
|
| 1159 |
+
work exactly the way they would with normal imports, except that the import occurs
|
| 1160 |
+
upon first use.
|
| 1161 |
+
|
| 1162 |
+
The typical way to call this function, replacing the above imports, is:
|
| 1163 |
+
|
| 1164 |
+
```python
|
| 1165 |
+
__getattr__, __dir__ = lazy.attach(
|
| 1166 |
+
__name__,
|
| 1167 |
+
['mysubmodule', 'anothersubmodule'],
|
| 1168 |
+
{'foo': ['someattr']}
|
| 1169 |
+
)
|
| 1170 |
+
```
|
| 1171 |
+
This functionality requires Python 3.7 or higher.
|
| 1172 |
+
|
| 1173 |
+
Args:
|
| 1174 |
+
package_name (`str`):
|
| 1175 |
+
Typically use `__name__`.
|
| 1176 |
+
submodules (`set`):
|
| 1177 |
+
List of submodules to attach.
|
| 1178 |
+
submod_attrs (`dict`):
|
| 1179 |
+
Dictionary of submodule -> list of attributes / functions.
|
| 1180 |
+
These attributes are imported as they are used.
|
| 1181 |
+
|
| 1182 |
+
Returns:
|
| 1183 |
+
__getattr__, __dir__, __all__
|
| 1184 |
+
|
| 1185 |
+
"""
|
| 1186 |
+
if submod_attrs is None:
|
| 1187 |
+
submod_attrs = {}
|
| 1188 |
+
|
| 1189 |
+
if submodules is None:
|
| 1190 |
+
submodules = set()
|
| 1191 |
+
else:
|
| 1192 |
+
submodules = set(submodules)
|
| 1193 |
+
|
| 1194 |
+
attr_to_modules = {attr: mod for mod, attrs in submod_attrs.items() for attr in attrs}
|
| 1195 |
+
|
| 1196 |
+
def __getattr__(name):
|
| 1197 |
+
if name in submodules:
|
| 1198 |
+
try:
|
| 1199 |
+
return importlib.import_module(f"{package_name}.{name}")
|
| 1200 |
+
except Exception as e:
|
| 1201 |
+
print(f"Error importing {package_name}.{name}: {e}")
|
| 1202 |
+
raise
|
| 1203 |
+
elif name in attr_to_modules:
|
| 1204 |
+
submod_path = f"{package_name}.{attr_to_modules[name]}"
|
| 1205 |
+
try:
|
| 1206 |
+
submod = importlib.import_module(submod_path)
|
| 1207 |
+
except Exception as e:
|
| 1208 |
+
print(f"Error importing {submod_path}: {e}")
|
| 1209 |
+
raise
|
| 1210 |
+
attr = getattr(submod, name)
|
| 1211 |
+
|
| 1212 |
+
# If the attribute lives in a file (module) with the same
|
| 1213 |
+
# name as the attribute, ensure that the attribute and *not*
|
| 1214 |
+
# the module is accessible on the package.
|
| 1215 |
+
if name == attr_to_modules[name]:
|
| 1216 |
+
pkg = sys.modules[package_name]
|
| 1217 |
+
pkg.__dict__[name] = attr
|
| 1218 |
+
|
| 1219 |
+
return attr
|
| 1220 |
+
else:
|
| 1221 |
+
raise AttributeError(f"No {package_name} attribute {name}")
|
| 1222 |
+
|
| 1223 |
+
def __dir__():
|
| 1224 |
+
return __all__
|
| 1225 |
+
|
| 1226 |
+
return __getattr__, __dir__
|
| 1227 |
+
|
| 1228 |
+
|
| 1229 |
+
__getattr__, __dir__ = _attach(__name__, submodules=[], submod_attrs=_SUBMOD_ATTRS)
|
| 1230 |
+
|
| 1231 |
+
if os.environ.get("EAGER_IMPORT", ""):
|
| 1232 |
+
for attr in __all__:
|
| 1233 |
+
__getattr__(attr)
|
| 1234 |
+
|
| 1235 |
+
# WARNING: any content below this statement is generated automatically. Any manual edit
|
| 1236 |
+
# will be lost when re-generating this file !
|
| 1237 |
+
#
|
| 1238 |
+
# To update the static imports, please run the following command and commit the changes.
|
| 1239 |
+
# ```
|
| 1240 |
+
# # Use script
|
| 1241 |
+
# python utils/check_static_imports.py --update
|
| 1242 |
+
#
|
| 1243 |
+
# # Or run style on codebase
|
| 1244 |
+
# make style
|
| 1245 |
+
# ```
|
| 1246 |
+
if TYPE_CHECKING: # pragma: no cover
|
| 1247 |
+
from ._buckets import (
|
| 1248 |
+
BucketFile, # noqa: F401
|
| 1249 |
+
BucketFileMetadata, # noqa: F401
|
| 1250 |
+
BucketFolder, # noqa: F401
|
| 1251 |
+
BucketInfo, # noqa: F401
|
| 1252 |
+
BucketUrl, # noqa: F401
|
| 1253 |
+
SyncOperation, # noqa: F401
|
| 1254 |
+
SyncPlan, # noqa: F401
|
| 1255 |
+
)
|
| 1256 |
+
from ._commit_scheduler import CommitScheduler # noqa: F401
|
| 1257 |
+
from ._eval_results import (
|
| 1258 |
+
EvalResultEntry, # noqa: F401
|
| 1259 |
+
eval_result_entries_to_yaml, # noqa: F401
|
| 1260 |
+
parse_eval_result_entries, # noqa: F401
|
| 1261 |
+
)
|
| 1262 |
+
from ._inference_endpoints import (
|
| 1263 |
+
InferenceEndpoint, # noqa: F401
|
| 1264 |
+
InferenceEndpointError, # noqa: F401
|
| 1265 |
+
InferenceEndpointStatus, # noqa: F401
|
| 1266 |
+
InferenceEndpointTimeoutError, # noqa: F401
|
| 1267 |
+
InferenceEndpointType, # noqa: F401
|
| 1268 |
+
)
|
| 1269 |
+
from ._jobs_api import (
|
| 1270 |
+
JobAccelerator, # noqa: F401
|
| 1271 |
+
JobDurations, # noqa: F401
|
| 1272 |
+
JobHardware, # noqa: F401
|
| 1273 |
+
JobHardwareInfo, # noqa: F401
|
| 1274 |
+
JobInfo, # noqa: F401
|
| 1275 |
+
JobInitiator, # noqa: F401
|
| 1276 |
+
JobOwner, # noqa: F401
|
| 1277 |
+
JobStage, # noqa: F401
|
| 1278 |
+
JobStatus, # noqa: F401
|
| 1279 |
+
)
|
| 1280 |
+
from ._login import (
|
| 1281 |
+
auth_list, # noqa: F401
|
| 1282 |
+
auth_switch, # noqa: F401
|
| 1283 |
+
interpreter_login, # noqa: F401
|
| 1284 |
+
login, # noqa: F401
|
| 1285 |
+
logout, # noqa: F401
|
| 1286 |
+
notebook_login, # noqa: F401
|
| 1287 |
+
)
|
| 1288 |
+
from ._oauth import (
|
| 1289 |
+
OAuthInfo, # noqa: F401
|
| 1290 |
+
OAuthOrgInfo, # noqa: F401
|
| 1291 |
+
OAuthUserInfo, # noqa: F401
|
| 1292 |
+
attach_huggingface_oauth, # noqa: F401
|
| 1293 |
+
parse_huggingface_oauth, # noqa: F401
|
| 1294 |
+
)
|
| 1295 |
+
from ._sandbox import (
|
| 1296 |
+
Sandbox, # noqa: F401
|
| 1297 |
+
SandboxCommandResult, # noqa: F401
|
| 1298 |
+
SandboxPool, # noqa: F401
|
| 1299 |
+
SandboxProcess, # noqa: F401
|
| 1300 |
+
)
|
| 1301 |
+
from ._snapshot_download import (
|
| 1302 |
+
get_cached_repo_tree, # noqa: F401
|
| 1303 |
+
snapshot_download, # noqa: F401
|
| 1304 |
+
)
|
| 1305 |
+
from ._space_api import (
|
| 1306 |
+
SpaceHardware, # noqa: F401
|
| 1307 |
+
SpaceRuntime, # noqa: F401
|
| 1308 |
+
SpaceSecret, # noqa: F401
|
| 1309 |
+
SpaceStage, # noqa: F401
|
| 1310 |
+
SpaceStorage, # noqa: F401
|
| 1311 |
+
SpaceVariable, # noqa: F401
|
| 1312 |
+
Volume, # noqa: F401
|
| 1313 |
+
)
|
| 1314 |
+
from ._tensorboard_logger import HFSummaryWriter # noqa: F401
|
| 1315 |
+
from ._webhooks_payload import (
|
| 1316 |
+
WebhookPayload, # noqa: F401
|
| 1317 |
+
WebhookPayloadComment, # noqa: F401
|
| 1318 |
+
WebhookPayloadDiscussion, # noqa: F401
|
| 1319 |
+
WebhookPayloadDiscussionChanges, # noqa: F401
|
| 1320 |
+
WebhookPayloadEvent, # noqa: F401
|
| 1321 |
+
WebhookPayloadMovedTo, # noqa: F401
|
| 1322 |
+
WebhookPayloadRepo, # noqa: F401
|
| 1323 |
+
WebhookPayloadUrl, # noqa: F401
|
| 1324 |
+
WebhookPayloadWebhook, # noqa: F401
|
| 1325 |
+
)
|
| 1326 |
+
from ._webhooks_server import (
|
| 1327 |
+
WebhooksServer, # noqa: F401
|
| 1328 |
+
webhook_endpoint, # noqa: F401
|
| 1329 |
+
)
|
| 1330 |
+
from .cli._cli_utils import (
|
| 1331 |
+
check_cli_update, # noqa: F401
|
| 1332 |
+
typer_factory, # noqa: F401
|
| 1333 |
+
)
|
| 1334 |
+
from .community import (
|
| 1335 |
+
Discussion, # noqa: F401
|
| 1336 |
+
DiscussionComment, # noqa: F401
|
| 1337 |
+
DiscussionCommit, # noqa: F401
|
| 1338 |
+
DiscussionEvent, # noqa: F401
|
| 1339 |
+
DiscussionStatusChange, # noqa: F401
|
| 1340 |
+
DiscussionTitleChange, # noqa: F401
|
| 1341 |
+
DiscussionWithDetails, # noqa: F401
|
| 1342 |
+
)
|
| 1343 |
+
from .constants import (
|
| 1344 |
+
CONFIG_NAME, # noqa: F401
|
| 1345 |
+
FLAX_WEIGHTS_NAME, # noqa: F401
|
| 1346 |
+
HUGGINGFACE_CO_URL_HOME, # noqa: F401
|
| 1347 |
+
HUGGINGFACE_CO_URL_TEMPLATE, # noqa: F401
|
| 1348 |
+
PYTORCH_WEIGHTS_NAME, # noqa: F401
|
| 1349 |
+
REPO_TYPE_DATASET, # noqa: F401
|
| 1350 |
+
REPO_TYPE_MODEL, # noqa: F401
|
| 1351 |
+
REPO_TYPE_SPACE, # noqa: F401
|
| 1352 |
+
TF2_WEIGHTS_NAME, # noqa: F401
|
| 1353 |
+
TF_WEIGHTS_NAME, # noqa: F401
|
| 1354 |
+
is_offline_mode, # noqa: F401
|
| 1355 |
+
)
|
| 1356 |
+
from .fastai_utils import (
|
| 1357 |
+
_save_pretrained_fastai, # noqa: F401
|
| 1358 |
+
from_pretrained_fastai, # noqa: F401
|
| 1359 |
+
push_to_hub_fastai, # noqa: F401
|
| 1360 |
+
)
|
| 1361 |
+
from .file_download import (
|
| 1362 |
+
_CACHED_NO_EXIST, # noqa: F401
|
| 1363 |
+
DryRunFileInfo, # noqa: F401
|
| 1364 |
+
HfFileMetadata, # noqa: F401
|
| 1365 |
+
get_hf_file_metadata, # noqa: F401
|
| 1366 |
+
hf_hub_download, # noqa: F401
|
| 1367 |
+
hf_hub_url, # noqa: F401
|
| 1368 |
+
try_to_load_from_cache, # noqa: F401
|
| 1369 |
+
)
|
| 1370 |
+
from .hf_api import (
|
| 1371 |
+
Collection, # noqa: F401
|
| 1372 |
+
CollectionItem, # noqa: F401
|
| 1373 |
+
CommitInfo, # noqa: F401
|
| 1374 |
+
CommitOperation, # noqa: F401
|
| 1375 |
+
CommitOperationAdd, # noqa: F401
|
| 1376 |
+
CommitOperationCopy, # noqa: F401
|
| 1377 |
+
CommitOperationDelete, # noqa: F401
|
| 1378 |
+
DatasetInfo, # noqa: F401
|
| 1379 |
+
DatasetLeaderboardEntry, # noqa: F401
|
| 1380 |
+
GitCommitInfo, # noqa: F401
|
| 1381 |
+
GitRefInfo, # noqa: F401
|
| 1382 |
+
GitRefs, # noqa: F401
|
| 1383 |
+
HfApi, # noqa: F401
|
| 1384 |
+
KernelInfo, # noqa: F401
|
| 1385 |
+
ModelInfo, # noqa: F401
|
| 1386 |
+
Organization, # noqa: F401
|
| 1387 |
+
RepoFile, # noqa: F401
|
| 1388 |
+
RepoFolder, # noqa: F401
|
| 1389 |
+
RepoStorageInfo, # noqa: F401
|
| 1390 |
+
RepoUrl, # noqa: F401
|
| 1391 |
+
SpaceInfo, # noqa: F401
|
| 1392 |
+
SpaceSearchResult, # noqa: F401
|
| 1393 |
+
SpaceTemplate, # noqa: F401
|
| 1394 |
+
User, # noqa: F401
|
| 1395 |
+
UserLikes, # noqa: F401
|
| 1396 |
+
WebhookInfo, # noqa: F401
|
| 1397 |
+
WebhookWatchedItem, # noqa: F401
|
| 1398 |
+
accept_access_request, # noqa: F401
|
| 1399 |
+
add_collection_item, # noqa: F401
|
| 1400 |
+
add_space_secret, # noqa: F401
|
| 1401 |
+
add_space_variable, # noqa: F401
|
| 1402 |
+
auth_check, # noqa: F401
|
| 1403 |
+
batch_bucket_files, # noqa: F401
|
| 1404 |
+
bucket_info, # noqa: F401
|
| 1405 |
+
cancel_access_request, # noqa: F401
|
| 1406 |
+
cancel_job, # noqa: F401
|
| 1407 |
+
change_discussion_status, # noqa: F401
|
| 1408 |
+
comment_discussion, # noqa: F401
|
| 1409 |
+
copy_files, # noqa: F401
|
| 1410 |
+
create_branch, # noqa: F401
|
| 1411 |
+
create_bucket, # noqa: F401
|
| 1412 |
+
create_collection, # noqa: F401
|
| 1413 |
+
create_commit, # noqa: F401
|
| 1414 |
+
create_discussion, # noqa: F401
|
| 1415 |
+
create_inference_endpoint, # noqa: F401
|
| 1416 |
+
create_inference_endpoint_from_catalog, # noqa: F401
|
| 1417 |
+
create_pull_request, # noqa: F401
|
| 1418 |
+
create_repo, # noqa: F401
|
| 1419 |
+
create_scheduled_job, # noqa: F401
|
| 1420 |
+
create_scheduled_uv_job, # noqa: F401
|
| 1421 |
+
create_tag, # noqa: F401
|
| 1422 |
+
create_webhook, # noqa: F401
|
| 1423 |
+
dataset_info, # noqa: F401
|
| 1424 |
+
delete_branch, # noqa: F401
|
| 1425 |
+
delete_bucket, # noqa: F401
|
| 1426 |
+
delete_collection, # noqa: F401
|
| 1427 |
+
delete_collection_item, # noqa: F401
|
| 1428 |
+
delete_file, # noqa: F401
|
| 1429 |
+
delete_folder, # noqa: F401
|
| 1430 |
+
delete_inference_endpoint, # noqa: F401
|
| 1431 |
+
delete_repo, # noqa: F401
|
| 1432 |
+
delete_scheduled_job, # noqa: F401
|
| 1433 |
+
delete_space_secret, # noqa: F401
|
| 1434 |
+
delete_space_storage, # noqa: F401
|
| 1435 |
+
delete_space_variable, # noqa: F401
|
| 1436 |
+
delete_space_volumes, # noqa: F401
|
| 1437 |
+
delete_tag, # noqa: F401
|
| 1438 |
+
delete_webhook, # noqa: F401
|
| 1439 |
+
disable_space_dev_mode, # noqa: F401
|
| 1440 |
+
disable_webhook, # noqa: F401
|
| 1441 |
+
download_bucket_files, # noqa: F401
|
| 1442 |
+
duplicate_repo, # noqa: F401
|
| 1443 |
+
duplicate_space, # noqa: F401
|
| 1444 |
+
edit_discussion_comment, # noqa: F401
|
| 1445 |
+
enable_space_dev_mode, # noqa: F401
|
| 1446 |
+
enable_webhook, # noqa: F401
|
| 1447 |
+
fetch_job_logs, # noqa: F401
|
| 1448 |
+
fetch_job_metrics, # noqa: F401
|
| 1449 |
+
fetch_space_logs, # noqa: F401
|
| 1450 |
+
file_exists, # noqa: F401
|
| 1451 |
+
get_bucket_file_metadata, # noqa: F401
|
| 1452 |
+
get_bucket_paths_info, # noqa: F401
|
| 1453 |
+
get_collection, # noqa: F401
|
| 1454 |
+
get_dataset_leaderboard, # noqa: F401
|
| 1455 |
+
get_dataset_tags, # noqa: F401
|
| 1456 |
+
get_discussion_details, # noqa: F401
|
| 1457 |
+
get_full_repo_name, # noqa: F401
|
| 1458 |
+
get_inference_endpoint, # noqa: F401
|
| 1459 |
+
get_local_safetensors_metadata, # noqa: F401
|
| 1460 |
+
get_model_tags, # noqa: F401
|
| 1461 |
+
get_organization_overview, # noqa: F401
|
| 1462 |
+
get_paths_info, # noqa: F401
|
| 1463 |
+
get_repo_discussions, # noqa: F401
|
| 1464 |
+
get_safetensors_metadata, # noqa: F401
|
| 1465 |
+
get_space_runtime, # noqa: F401
|
| 1466 |
+
get_space_secrets, # noqa: F401
|
| 1467 |
+
get_space_variables, # noqa: F401
|
| 1468 |
+
get_user_overview, # noqa: F401
|
| 1469 |
+
get_webhook, # noqa: F401
|
| 1470 |
+
grant_access, # noqa: F401
|
| 1471 |
+
inspect_job, # noqa: F401
|
| 1472 |
+
inspect_scheduled_job, # noqa: F401
|
| 1473 |
+
kernel_info, # noqa: F401
|
| 1474 |
+
list_accepted_access_requests, # noqa: F401
|
| 1475 |
+
list_bucket_tree, # noqa: F401
|
| 1476 |
+
list_buckets, # noqa: F401
|
| 1477 |
+
list_collections, # noqa: F401
|
| 1478 |
+
list_daily_papers, # noqa: F401
|
| 1479 |
+
list_dataset_parquet_files, # noqa: F401
|
| 1480 |
+
list_datasets, # noqa: F401
|
| 1481 |
+
list_inference_catalog, # noqa: F401
|
| 1482 |
+
list_inference_endpoints, # noqa: F401
|
| 1483 |
+
list_jobs, # noqa: F401
|
| 1484 |
+
list_jobs_hardware, # noqa: F401
|
| 1485 |
+
list_lfs_files, # noqa: F401
|
| 1486 |
+
list_liked_repos, # noqa: F401
|
| 1487 |
+
list_models, # noqa: F401
|
| 1488 |
+
list_organization_followers, # noqa: F401
|
| 1489 |
+
list_organization_members, # noqa: F401
|
| 1490 |
+
list_papers, # noqa: F401
|
| 1491 |
+
list_pending_access_requests, # noqa: F401
|
| 1492 |
+
list_rejected_access_requests, # noqa: F401
|
| 1493 |
+
list_repo_commits, # noqa: F401
|
| 1494 |
+
list_repo_files, # noqa: F401
|
| 1495 |
+
list_repo_likers, # noqa: F401
|
| 1496 |
+
list_repo_refs, # noqa: F401
|
| 1497 |
+
list_repo_tree, # noqa: F401
|
| 1498 |
+
list_space_templates, # noqa: F401
|
| 1499 |
+
list_spaces, # noqa: F401
|
| 1500 |
+
list_spaces_hardware, # noqa: F401
|
| 1501 |
+
list_user_followers, # noqa: F401
|
| 1502 |
+
list_user_following, # noqa: F401
|
| 1503 |
+
list_user_repos, # noqa: F401
|
| 1504 |
+
list_webhooks, # noqa: F401
|
| 1505 |
+
merge_pull_request, # noqa: F401
|
| 1506 |
+
model_info, # noqa: F401
|
| 1507 |
+
move_bucket, # noqa: F401
|
| 1508 |
+
move_repo, # noqa: F401
|
| 1509 |
+
paper_info, # noqa: F401
|
| 1510 |
+
parse_local_safetensors_file_metadata, # noqa: F401
|
| 1511 |
+
parse_safetensors_file_metadata, # noqa: F401
|
| 1512 |
+
pause_inference_endpoint, # noqa: F401
|
| 1513 |
+
pause_space, # noqa: F401
|
| 1514 |
+
permanently_delete_lfs_files, # noqa: F401
|
| 1515 |
+
preupload_lfs_files, # noqa: F401
|
| 1516 |
+
read_paper, # noqa: F401
|
| 1517 |
+
reject_access_request, # noqa: F401
|
| 1518 |
+
rename_discussion, # noqa: F401
|
| 1519 |
+
repo_exists, # noqa: F401
|
| 1520 |
+
repo_info, # noqa: F401
|
| 1521 |
+
repo_type_and_id_from_hf_id, # noqa: F401
|
| 1522 |
+
request_space_hardware, # noqa: F401
|
| 1523 |
+
request_space_storage, # noqa: F401
|
| 1524 |
+
restart_space, # noqa: F401
|
| 1525 |
+
resume_inference_endpoint, # noqa: F401
|
| 1526 |
+
resume_scheduled_job, # noqa: F401
|
| 1527 |
+
revision_exists, # noqa: F401
|
| 1528 |
+
run_as_future, # noqa: F401
|
| 1529 |
+
run_job, # noqa: F401
|
| 1530 |
+
run_uv_job, # noqa: F401
|
| 1531 |
+
scale_to_zero_inference_endpoint, # noqa: F401
|
| 1532 |
+
search_spaces, # noqa: F401
|
| 1533 |
+
set_space_sleep_time, # noqa: F401
|
| 1534 |
+
set_space_volumes, # noqa: F401
|
| 1535 |
+
space_info, # noqa: F401
|
| 1536 |
+
super_squash_history, # noqa: F401
|
| 1537 |
+
suspend_scheduled_job, # noqa: F401
|
| 1538 |
+
sync_bucket, # noqa: F401
|
| 1539 |
+
sync_job_volume, # noqa: F401
|
| 1540 |
+
trigger_scheduled_job, # noqa: F401
|
| 1541 |
+
unlike, # noqa: F401
|
| 1542 |
+
update_collection_item, # noqa: F401
|
| 1543 |
+
update_collection_metadata, # noqa: F401
|
| 1544 |
+
update_inference_endpoint, # noqa: F401
|
| 1545 |
+
update_job_labels, # noqa: F401
|
| 1546 |
+
update_repo_settings, # noqa: F401
|
| 1547 |
+
update_scheduled_job_labels, # noqa: F401
|
| 1548 |
+
update_webhook, # noqa: F401
|
| 1549 |
+
upload_file, # noqa: F401
|
| 1550 |
+
upload_folder, # noqa: F401
|
| 1551 |
+
upload_large_folder, # noqa: F401
|
| 1552 |
+
verify_repo_checksums, # noqa: F401
|
| 1553 |
+
wait_for_job, # noqa: F401
|
| 1554 |
+
wait_for_space, # noqa: F401
|
| 1555 |
+
whoami, # noqa: F401
|
| 1556 |
+
)
|
| 1557 |
+
from .hf_file_system import (
|
| 1558 |
+
HfFileSystem, # noqa: F401
|
| 1559 |
+
HfFileSystemFile, # noqa: F401
|
| 1560 |
+
HfFileSystemResolvedPath, # noqa: F401
|
| 1561 |
+
HfFileSystemStreamFile, # noqa: F401
|
| 1562 |
+
hffs, # noqa: F401
|
| 1563 |
+
)
|
| 1564 |
+
from .hub_mixin import (
|
| 1565 |
+
ModelHubMixin, # noqa: F401
|
| 1566 |
+
PyTorchModelHubMixin, # noqa: F401
|
| 1567 |
+
)
|
| 1568 |
+
from .inference._client import (
|
| 1569 |
+
InferenceClient, # noqa: F401
|
| 1570 |
+
InferenceTimeoutError, # noqa: F401
|
| 1571 |
+
)
|
| 1572 |
+
from .inference._generated._async_client import AsyncInferenceClient # noqa: F401
|
| 1573 |
+
from .inference._generated.types import (
|
| 1574 |
+
AudioClassificationInput, # noqa: F401
|
| 1575 |
+
AudioClassificationOutputElement, # noqa: F401
|
| 1576 |
+
AudioClassificationOutputTransform, # noqa: F401
|
| 1577 |
+
AudioClassificationParameters, # noqa: F401
|
| 1578 |
+
AudioToAudioInput, # noqa: F401
|
| 1579 |
+
AudioToAudioOutputElement, # noqa: F401
|
| 1580 |
+
AutomaticSpeechRecognitionEarlyStoppingEnum, # noqa: F401
|
| 1581 |
+
AutomaticSpeechRecognitionGenerationParameters, # noqa: F401
|
| 1582 |
+
AutomaticSpeechRecognitionInput, # noqa: F401
|
| 1583 |
+
AutomaticSpeechRecognitionOutput, # noqa: F401
|
| 1584 |
+
AutomaticSpeechRecognitionOutputChunk, # noqa: F401
|
| 1585 |
+
AutomaticSpeechRecognitionParameters, # noqa: F401
|
| 1586 |
+
ChatCompletionInput, # noqa: F401
|
| 1587 |
+
ChatCompletionInputFunctionDefinition, # noqa: F401
|
| 1588 |
+
ChatCompletionInputFunctionName, # noqa: F401
|
| 1589 |
+
ChatCompletionInputGrammarType, # noqa: F401
|
| 1590 |
+
ChatCompletionInputJSONSchema, # noqa: F401
|
| 1591 |
+
ChatCompletionInputMessage, # noqa: F401
|
| 1592 |
+
ChatCompletionInputMessageChunk, # noqa: F401
|
| 1593 |
+
ChatCompletionInputMessageChunkType, # noqa: F401
|
| 1594 |
+
ChatCompletionInputResponseFormatJSONObject, # noqa: F401
|
| 1595 |
+
ChatCompletionInputResponseFormatJSONSchema, # noqa: F401
|
| 1596 |
+
ChatCompletionInputResponseFormatText, # noqa: F401
|
| 1597 |
+
ChatCompletionInputStreamOptions, # noqa: F401
|
| 1598 |
+
ChatCompletionInputTool, # noqa: F401
|
| 1599 |
+
ChatCompletionInputToolCall, # noqa: F401
|
| 1600 |
+
ChatCompletionInputToolChoiceClass, # noqa: F401
|
| 1601 |
+
ChatCompletionInputToolChoiceEnum, # noqa: F401
|
| 1602 |
+
ChatCompletionInputURL, # noqa: F401
|
| 1603 |
+
ChatCompletionOutput, # noqa: F401
|
| 1604 |
+
ChatCompletionOutputComplete, # noqa: F401
|
| 1605 |
+
ChatCompletionOutputFunctionDefinition, # noqa: F401
|
| 1606 |
+
ChatCompletionOutputLogprob, # noqa: F401
|
| 1607 |
+
ChatCompletionOutputLogprobs, # noqa: F401
|
| 1608 |
+
ChatCompletionOutputMessage, # noqa: F401
|
| 1609 |
+
ChatCompletionOutputToolCall, # noqa: F401
|
| 1610 |
+
ChatCompletionOutputTopLogprob, # noqa: F401
|
| 1611 |
+
ChatCompletionOutputUsage, # noqa: F401
|
| 1612 |
+
ChatCompletionStreamOutput, # noqa: F401
|
| 1613 |
+
ChatCompletionStreamOutputChoice, # noqa: F401
|
| 1614 |
+
ChatCompletionStreamOutputDelta, # noqa: F401
|
| 1615 |
+
ChatCompletionStreamOutputDeltaToolCall, # noqa: F401
|
| 1616 |
+
ChatCompletionStreamOutputFunction, # noqa: F401
|
| 1617 |
+
ChatCompletionStreamOutputLogprob, # noqa: F401
|
| 1618 |
+
ChatCompletionStreamOutputLogprobs, # noqa: F401
|
| 1619 |
+
ChatCompletionStreamOutputTopLogprob, # noqa: F401
|
| 1620 |
+
ChatCompletionStreamOutputUsage, # noqa: F401
|
| 1621 |
+
DepthEstimationInput, # noqa: F401
|
| 1622 |
+
DepthEstimationOutput, # noqa: F401
|
| 1623 |
+
DocumentQuestionAnsweringInput, # noqa: F401
|
| 1624 |
+
DocumentQuestionAnsweringInputData, # noqa: F401
|
| 1625 |
+
DocumentQuestionAnsweringOutputElement, # noqa: F401
|
| 1626 |
+
DocumentQuestionAnsweringParameters, # noqa: F401
|
| 1627 |
+
FeatureExtractionInput, # noqa: F401
|
| 1628 |
+
FeatureExtractionInputTruncationDirection, # noqa: F401
|
| 1629 |
+
FillMaskInput, # noqa: F401
|
| 1630 |
+
FillMaskOutputElement, # noqa: F401
|
| 1631 |
+
FillMaskParameters, # noqa: F401
|
| 1632 |
+
ImageClassificationInput, # noqa: F401
|
| 1633 |
+
ImageClassificationOutputElement, # noqa: F401
|
| 1634 |
+
ImageClassificationOutputTransform, # noqa: F401
|
| 1635 |
+
ImageClassificationParameters, # noqa: F401
|
| 1636 |
+
ImageSegmentationInput, # noqa: F401
|
| 1637 |
+
ImageSegmentationOutputElement, # noqa: F401
|
| 1638 |
+
ImageSegmentationParameters, # noqa: F401
|
| 1639 |
+
ImageSegmentationSubtask, # noqa: F401
|
| 1640 |
+
ImageTextToImageInput, # noqa: F401
|
| 1641 |
+
ImageTextToImageOutput, # noqa: F401
|
| 1642 |
+
ImageTextToImageParameters, # noqa: F401
|
| 1643 |
+
ImageTextToImageTargetSize, # noqa: F401
|
| 1644 |
+
ImageTextToVideoInput, # noqa: F401
|
| 1645 |
+
ImageTextToVideoOutput, # noqa: F401
|
| 1646 |
+
ImageTextToVideoParameters, # noqa: F401
|
| 1647 |
+
ImageTextToVideoTargetSize, # noqa: F401
|
| 1648 |
+
ImageToImageInput, # noqa: F401
|
| 1649 |
+
ImageToImageOutput, # noqa: F401
|
| 1650 |
+
ImageToImageParameters, # noqa: F401
|
| 1651 |
+
ImageToImageTargetSize, # noqa: F401
|
| 1652 |
+
ImageToTextEarlyStoppingEnum, # noqa: F401
|
| 1653 |
+
ImageToTextGenerationParameters, # noqa: F401
|
| 1654 |
+
ImageToTextInput, # noqa: F401
|
| 1655 |
+
ImageToTextOutput, # noqa: F401
|
| 1656 |
+
ImageToTextParameters, # noqa: F401
|
| 1657 |
+
ImageToVideoInput, # noqa: F401
|
| 1658 |
+
ImageToVideoOutput, # noqa: F401
|
| 1659 |
+
ImageToVideoParameters, # noqa: F401
|
| 1660 |
+
ImageToVideoTargetSize, # noqa: F401
|
| 1661 |
+
ObjectDetectionBoundingBox, # noqa: F401
|
| 1662 |
+
ObjectDetectionInput, # noqa: F401
|
| 1663 |
+
ObjectDetectionOutputElement, # noqa: F401
|
| 1664 |
+
ObjectDetectionParameters, # noqa: F401
|
| 1665 |
+
Padding, # noqa: F401
|
| 1666 |
+
QuestionAnsweringInput, # noqa: F401
|
| 1667 |
+
QuestionAnsweringInputData, # noqa: F401
|
| 1668 |
+
QuestionAnsweringOutputElement, # noqa: F401
|
| 1669 |
+
QuestionAnsweringParameters, # noqa: F401
|
| 1670 |
+
SentenceSimilarityInput, # noqa: F401
|
| 1671 |
+
SentenceSimilarityInputData, # noqa: F401
|
| 1672 |
+
SummarizationInput, # noqa: F401
|
| 1673 |
+
SummarizationOutput, # noqa: F401
|
| 1674 |
+
SummarizationParameters, # noqa: F401
|
| 1675 |
+
SummarizationTruncationStrategy, # noqa: F401
|
| 1676 |
+
TableQuestionAnsweringInput, # noqa: F401
|
| 1677 |
+
TableQuestionAnsweringInputData, # noqa: F401
|
| 1678 |
+
TableQuestionAnsweringOutputElement, # noqa: F401
|
| 1679 |
+
TableQuestionAnsweringParameters, # noqa: F401
|
| 1680 |
+
Text2TextGenerationInput, # noqa: F401
|
| 1681 |
+
Text2TextGenerationOutput, # noqa: F401
|
| 1682 |
+
Text2TextGenerationParameters, # noqa: F401
|
| 1683 |
+
Text2TextGenerationTruncationStrategy, # noqa: F401
|
| 1684 |
+
TextClassificationInput, # noqa: F401
|
| 1685 |
+
TextClassificationOutputElement, # noqa: F401
|
| 1686 |
+
TextClassificationOutputTransform, # noqa: F401
|
| 1687 |
+
TextClassificationParameters, # noqa: F401
|
| 1688 |
+
TextGenerationInput, # noqa: F401
|
| 1689 |
+
TextGenerationInputGenerateParameters, # noqa: F401
|
| 1690 |
+
TextGenerationInputGrammarType, # noqa: F401
|
| 1691 |
+
TextGenerationOutput, # noqa: F401
|
| 1692 |
+
TextGenerationOutputBestOfSequence, # noqa: F401
|
| 1693 |
+
TextGenerationOutputDetails, # noqa: F401
|
| 1694 |
+
TextGenerationOutputFinishReason, # noqa: F401
|
| 1695 |
+
TextGenerationOutputPrefillToken, # noqa: F401
|
| 1696 |
+
TextGenerationOutputToken, # noqa: F401
|
| 1697 |
+
TextGenerationStreamOutput, # noqa: F401
|
| 1698 |
+
TextGenerationStreamOutputStreamDetails, # noqa: F401
|
| 1699 |
+
TextGenerationStreamOutputToken, # noqa: F401
|
| 1700 |
+
TextToAudioEarlyStoppingEnum, # noqa: F401
|
| 1701 |
+
TextToAudioGenerationParameters, # noqa: F401
|
| 1702 |
+
TextToAudioInput, # noqa: F401
|
| 1703 |
+
TextToAudioOutput, # noqa: F401
|
| 1704 |
+
TextToAudioParameters, # noqa: F401
|
| 1705 |
+
TextToImageInput, # noqa: F401
|
| 1706 |
+
TextToImageOutput, # noqa: F401
|
| 1707 |
+
TextToImageParameters, # noqa: F401
|
| 1708 |
+
TextToSpeechEarlyStoppingEnum, # noqa: F401
|
| 1709 |
+
TextToSpeechGenerationParameters, # noqa: F401
|
| 1710 |
+
TextToSpeechInput, # noqa: F401
|
| 1711 |
+
TextToSpeechOutput, # noqa: F401
|
| 1712 |
+
TextToSpeechParameters, # noqa: F401
|
| 1713 |
+
TextToVideoInput, # noqa: F401
|
| 1714 |
+
TextToVideoOutput, # noqa: F401
|
| 1715 |
+
TextToVideoParameters, # noqa: F401
|
| 1716 |
+
TokenClassificationAggregationStrategy, # noqa: F401
|
| 1717 |
+
TokenClassificationInput, # noqa: F401
|
| 1718 |
+
TokenClassificationOutputElement, # noqa: F401
|
| 1719 |
+
TokenClassificationParameters, # noqa: F401
|
| 1720 |
+
TranslationInput, # noqa: F401
|
| 1721 |
+
TranslationOutput, # noqa: F401
|
| 1722 |
+
TranslationParameters, # noqa: F401
|
| 1723 |
+
TranslationTruncationStrategy, # noqa: F401
|
| 1724 |
+
TypeEnum, # noqa: F401
|
| 1725 |
+
VideoClassificationInput, # noqa: F401
|
| 1726 |
+
VideoClassificationOutputElement, # noqa: F401
|
| 1727 |
+
VideoClassificationOutputTransform, # noqa: F401
|
| 1728 |
+
VideoClassificationParameters, # noqa: F401
|
| 1729 |
+
VisualQuestionAnsweringInput, # noqa: F401
|
| 1730 |
+
VisualQuestionAnsweringInputData, # noqa: F401
|
| 1731 |
+
VisualQuestionAnsweringOutputElement, # noqa: F401
|
| 1732 |
+
VisualQuestionAnsweringParameters, # noqa: F401
|
| 1733 |
+
ZeroShotClassificationInput, # noqa: F401
|
| 1734 |
+
ZeroShotClassificationOutputElement, # noqa: F401
|
| 1735 |
+
ZeroShotClassificationParameters, # noqa: F401
|
| 1736 |
+
ZeroShotImageClassificationInput, # noqa: F401
|
| 1737 |
+
ZeroShotImageClassificationOutputElement, # noqa: F401
|
| 1738 |
+
ZeroShotImageClassificationParameters, # noqa: F401
|
| 1739 |
+
ZeroShotObjectDetectionBoundingBox, # noqa: F401
|
| 1740 |
+
ZeroShotObjectDetectionInput, # noqa: F401
|
| 1741 |
+
ZeroShotObjectDetectionOutputElement, # noqa: F401
|
| 1742 |
+
ZeroShotObjectDetectionParameters, # noqa: F401
|
| 1743 |
+
)
|
| 1744 |
+
from .inference._mcp.agent import Agent # noqa: F401
|
| 1745 |
+
from .inference._mcp.mcp_client import MCPClient # noqa: F401
|
| 1746 |
+
from .repocard import (
|
| 1747 |
+
DatasetCard, # noqa: F401
|
| 1748 |
+
ModelCard, # noqa: F401
|
| 1749 |
+
RepoCard, # noqa: F401
|
| 1750 |
+
SpaceCard, # noqa: F401
|
| 1751 |
+
metadata_eval_result, # noqa: F401
|
| 1752 |
+
metadata_load, # noqa: F401
|
| 1753 |
+
metadata_save, # noqa: F401
|
| 1754 |
+
metadata_update, # noqa: F401
|
| 1755 |
+
)
|
| 1756 |
+
from .repocard_data import (
|
| 1757 |
+
CardData, # noqa: F401
|
| 1758 |
+
DatasetCardData, # noqa: F401
|
| 1759 |
+
EvalResult, # noqa: F401
|
| 1760 |
+
ModelCardData, # noqa: F401
|
| 1761 |
+
SpaceCardData, # noqa: F401
|
| 1762 |
+
)
|
| 1763 |
+
from .serialization import (
|
| 1764 |
+
StateDictSplit, # noqa: F401
|
| 1765 |
+
get_torch_storage_id, # noqa: F401
|
| 1766 |
+
get_torch_storage_size, # noqa: F401
|
| 1767 |
+
load_state_dict_from_file, # noqa: F401
|
| 1768 |
+
load_torch_model, # noqa: F401
|
| 1769 |
+
save_torch_model, # noqa: F401
|
| 1770 |
+
save_torch_state_dict, # noqa: F401
|
| 1771 |
+
split_state_dict_into_shards_factory, # noqa: F401
|
| 1772 |
+
split_torch_state_dict_into_shards, # noqa: F401
|
| 1773 |
+
)
|
| 1774 |
+
from .serialization._dduf import (
|
| 1775 |
+
DDUFEntry, # noqa: F401
|
| 1776 |
+
export_entries_as_dduf, # noqa: F401
|
| 1777 |
+
export_folder_as_dduf, # noqa: F401
|
| 1778 |
+
read_dduf_file, # noqa: F401
|
| 1779 |
+
)
|
| 1780 |
+
from .utils import (
|
| 1781 |
+
ASYNC_CLIENT_FACTORY_T, # noqa: F401
|
| 1782 |
+
CLIENT_FACTORY_T, # noqa: F401
|
| 1783 |
+
CachedFileInfo, # noqa: F401
|
| 1784 |
+
CachedIncompleteFileInfo, # noqa: F401
|
| 1785 |
+
CachedRepoInfo, # noqa: F401
|
| 1786 |
+
CachedRevisionInfo, # noqa: F401
|
| 1787 |
+
CacheNotFound, # noqa: F401
|
| 1788 |
+
CorruptedCacheException, # noqa: F401
|
| 1789 |
+
DeleteCacheStrategy, # noqa: F401
|
| 1790 |
+
HFCacheInfo, # noqa: F401
|
| 1791 |
+
HfUri, # noqa: F401
|
| 1792 |
+
cached_assets_path, # noqa: F401
|
| 1793 |
+
close_session, # noqa: F401
|
| 1794 |
+
dump_environment_info, # noqa: F401
|
| 1795 |
+
get_async_session, # noqa: F401
|
| 1796 |
+
get_session, # noqa: F401
|
| 1797 |
+
get_token, # noqa: F401
|
| 1798 |
+
hf_raise_for_status, # noqa: F401
|
| 1799 |
+
logging, # noqa: F401
|
| 1800 |
+
parse_hf_uri, # noqa: F401
|
| 1801 |
+
scan_cache_dir, # noqa: F401
|
| 1802 |
+
set_async_client_factory, # noqa: F401
|
| 1803 |
+
set_client_factory, # noqa: F401
|
| 1804 |
+
)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_buckets.py
ADDED
|
@@ -0,0 +1,1244 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Shared logic for bucket operations.
|
| 15 |
+
|
| 16 |
+
This module contains the core buckets logic used by both the CLI and the Python API.
|
| 17 |
+
"""
|
| 18 |
+
|
| 19 |
+
import fnmatch
|
| 20 |
+
import json
|
| 21 |
+
import mimetypes
|
| 22 |
+
import os
|
| 23 |
+
import stat
|
| 24 |
+
import sys
|
| 25 |
+
import time
|
| 26 |
+
from collections.abc import Iterator
|
| 27 |
+
from dataclasses import dataclass, field
|
| 28 |
+
from datetime import datetime, timezone
|
| 29 |
+
from pathlib import Path
|
| 30 |
+
from typing import TYPE_CHECKING, Any, Literal
|
| 31 |
+
|
| 32 |
+
from . import constants, logging
|
| 33 |
+
from .errors import BucketNotFoundError
|
| 34 |
+
from .utils import (
|
| 35 |
+
HfUri,
|
| 36 |
+
StatusLine,
|
| 37 |
+
XetFileData,
|
| 38 |
+
disable_progress_bars,
|
| 39 |
+
enable_progress_bars,
|
| 40 |
+
parse_datetime,
|
| 41 |
+
parse_hf_uri,
|
| 42 |
+
)
|
| 43 |
+
from .utils._hf_uris import _looks_like_hf_url
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
if TYPE_CHECKING:
|
| 47 |
+
from .hf_api import HfApi
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
logger = logging.get_logger(__name__)
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
BUCKET_PREFIX = "hf://buckets/"
|
| 54 |
+
_SYNC_TIME_WINDOW_MS = 1000 # 1s safety-window for file modification time comparisons
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
# =============================================================================
|
| 58 |
+
# Bucket data structures
|
| 59 |
+
# =============================================================================
|
| 60 |
+
|
| 61 |
+
|
| 62 |
+
@dataclass
|
| 63 |
+
class BucketInfo:
|
| 64 |
+
"""
|
| 65 |
+
Contains information about a bucket on the Hub. This object is returned by [`bucket_info`] and [`list_buckets`].
|
| 66 |
+
|
| 67 |
+
Attributes:
|
| 68 |
+
id (`str`):
|
| 69 |
+
ID of the bucket.
|
| 70 |
+
private (`bool`):
|
| 71 |
+
Is the bucket private.
|
| 72 |
+
created_at (`datetime`):
|
| 73 |
+
Date of creation of the bucket on the Hub.
|
| 74 |
+
size (`int`):
|
| 75 |
+
Size of the bucket in bytes.
|
| 76 |
+
total_files (`int`):
|
| 77 |
+
Total number of files in the bucket.
|
| 78 |
+
"""
|
| 79 |
+
|
| 80 |
+
id: str
|
| 81 |
+
private: bool
|
| 82 |
+
created_at: datetime
|
| 83 |
+
size: int
|
| 84 |
+
total_files: int
|
| 85 |
+
|
| 86 |
+
def __init__(self, **kwargs):
|
| 87 |
+
self.id = kwargs.pop("id")
|
| 88 |
+
self.private = kwargs.pop("private")
|
| 89 |
+
self.created_at = parse_datetime(kwargs.pop("createdAt"))
|
| 90 |
+
self.size = kwargs.pop("size")
|
| 91 |
+
self.total_files = kwargs.pop("totalFiles")
|
| 92 |
+
self.__dict__.update(**kwargs)
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
@dataclass
|
| 96 |
+
class _BucketAddFile:
|
| 97 |
+
source: str | Path | bytes
|
| 98 |
+
destination: str
|
| 99 |
+
|
| 100 |
+
xet_hash: str | None = field(default=None)
|
| 101 |
+
size: int | None = field(default=None)
|
| 102 |
+
mtime: int = field(init=False)
|
| 103 |
+
content_type: str | None = field(init=False)
|
| 104 |
+
|
| 105 |
+
def __post_init__(self) -> None:
|
| 106 |
+
self.content_type = None
|
| 107 |
+
if isinstance(self.source, (str, Path)): # guess content type from source path
|
| 108 |
+
self.content_type = mimetypes.guess_type(self.source)[0]
|
| 109 |
+
if self.content_type is None: # or default to destination path content type
|
| 110 |
+
self.content_type = mimetypes.guess_type(self.destination)[0]
|
| 111 |
+
|
| 112 |
+
self.mtime = int(
|
| 113 |
+
os.path.getmtime(self.source) * 1000 if not isinstance(self.source, bytes) else time.time() * 1000
|
| 114 |
+
)
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
@dataclass
|
| 118 |
+
class _BucketCopyFile:
|
| 119 |
+
destination: str
|
| 120 |
+
xet_hash: str
|
| 121 |
+
source_repo_type: str # "model", "dataset", "space", "bucket"
|
| 122 |
+
source_repo_id: str
|
| 123 |
+
size: int | None = field(default=None)
|
| 124 |
+
mtime: int = field(init=False)
|
| 125 |
+
content_type: str | None = field(init=False)
|
| 126 |
+
|
| 127 |
+
def __post_init__(self) -> None:
|
| 128 |
+
self.content_type = mimetypes.guess_type(self.destination)[0]
|
| 129 |
+
self.mtime = int(time.time() * 1000)
|
| 130 |
+
|
| 131 |
+
|
| 132 |
+
@dataclass
|
| 133 |
+
class _BucketDeleteFile:
|
| 134 |
+
path: str
|
| 135 |
+
|
| 136 |
+
|
| 137 |
+
@dataclass(frozen=True)
|
| 138 |
+
class BucketFileMetadata:
|
| 139 |
+
"""Data structure containing information about a file in a bucket.
|
| 140 |
+
|
| 141 |
+
Returned by [`get_bucket_file_metadata`].
|
| 142 |
+
|
| 143 |
+
Args:
|
| 144 |
+
size (`int`):
|
| 145 |
+
Size of the file in bytes.
|
| 146 |
+
xet_file_data (`XetFileData`):
|
| 147 |
+
Xet information for the file (hash and refresh route).
|
| 148 |
+
"""
|
| 149 |
+
|
| 150 |
+
size: int
|
| 151 |
+
xet_file_data: XetFileData
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
@dataclass
|
| 155 |
+
class BucketUrl:
|
| 156 |
+
"""Describes a bucket URL on the Hub.
|
| 157 |
+
|
| 158 |
+
`BucketUrl` is returned by [`create_bucket`]. At initialization, the URL is parsed to populate properties:
|
| 159 |
+
- endpoint (`str`)
|
| 160 |
+
- namespace (`str`)
|
| 161 |
+
- bucket_id (`str`)
|
| 162 |
+
- url (`str`)
|
| 163 |
+
- uri (`HfUri`)
|
| 164 |
+
|
| 165 |
+
Args:
|
| 166 |
+
url (`str`):
|
| 167 |
+
String value of the bucket url.
|
| 168 |
+
endpoint (`str`, *optional*):
|
| 169 |
+
Endpoint of the Hub. Defaults to <https://huggingface.co>.
|
| 170 |
+
"""
|
| 171 |
+
|
| 172 |
+
url: str
|
| 173 |
+
endpoint: str = ""
|
| 174 |
+
namespace: str = field(init=False)
|
| 175 |
+
bucket_id: str = field(init=False)
|
| 176 |
+
uri: HfUri = field(init=False)
|
| 177 |
+
|
| 178 |
+
def __post_init__(self) -> None:
|
| 179 |
+
self.endpoint = self.endpoint or constants.ENDPOINT
|
| 180 |
+
|
| 181 |
+
# Parse URL: expected format is `{endpoint}/buckets/{namespace}/{bucket_name}`
|
| 182 |
+
url_path = self.url.replace(self.endpoint, "").strip("/")
|
| 183 |
+
# Remove leading "buckets/" prefix
|
| 184 |
+
if url_path.startswith("buckets/"):
|
| 185 |
+
url_path = url_path[len("buckets/") :]
|
| 186 |
+
parsed = _parse_bucket_uri(url_path)
|
| 187 |
+
if parsed.path_in_repo:
|
| 188 |
+
raise ValueError(f"Unable to parse bucket URL: {self.url}")
|
| 189 |
+
self.namespace = parsed.id.split("/")[0]
|
| 190 |
+
self.bucket_id = parsed.id
|
| 191 |
+
self.uri = parsed
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
@dataclass
|
| 195 |
+
class BucketFile:
|
| 196 |
+
"""
|
| 197 |
+
Contains information about a file in a bucket on the Hub. This object is returned by [`list_bucket_tree`].
|
| 198 |
+
|
| 199 |
+
Similar to [`RepoFile`] but for files in buckets.
|
| 200 |
+
"""
|
| 201 |
+
|
| 202 |
+
type: Literal["file"]
|
| 203 |
+
path: str
|
| 204 |
+
size: int
|
| 205 |
+
xet_hash: str
|
| 206 |
+
mtime: datetime | None
|
| 207 |
+
uploaded_at: datetime | None
|
| 208 |
+
|
| 209 |
+
def __init__(self, **kwargs):
|
| 210 |
+
self.type = kwargs.pop("type")
|
| 211 |
+
self.path = kwargs.pop("path")
|
| 212 |
+
self.size = kwargs.pop("size")
|
| 213 |
+
self.xet_hash = kwargs.pop("xetHash")
|
| 214 |
+
mtime = kwargs.pop("mtime", None)
|
| 215 |
+
self.mtime = parse_datetime(mtime) if mtime else None
|
| 216 |
+
uploaded_at = kwargs.pop("uploadedAt", None)
|
| 217 |
+
self.uploaded_at = parse_datetime(uploaded_at) if uploaded_at else None
|
| 218 |
+
|
| 219 |
+
|
| 220 |
+
@dataclass
|
| 221 |
+
class BucketFolder:
|
| 222 |
+
"""
|
| 223 |
+
Contains information about a directory in a bucket on the Hub. This object is returned by [`list_bucket_tree`].
|
| 224 |
+
|
| 225 |
+
Similar to [`RepoFolder`] but for directories in buckets.
|
| 226 |
+
"""
|
| 227 |
+
|
| 228 |
+
type: Literal["directory"]
|
| 229 |
+
path: str
|
| 230 |
+
uploaded_at: datetime | None
|
| 231 |
+
|
| 232 |
+
def __init__(self, **kwargs):
|
| 233 |
+
self.type = kwargs.pop("type")
|
| 234 |
+
self.path = kwargs.pop("path")
|
| 235 |
+
uploaded_at = kwargs.pop("uploadedAt", None) or kwargs.pop("uploaded_at", None)
|
| 236 |
+
self.uploaded_at = (
|
| 237 |
+
(uploaded_at if isinstance(uploaded_at, datetime) else parse_datetime(uploaded_at))
|
| 238 |
+
if uploaded_at
|
| 239 |
+
else None
|
| 240 |
+
)
|
| 241 |
+
|
| 242 |
+
|
| 243 |
+
# =============================================================================
|
| 244 |
+
# Bucket path parsing
|
| 245 |
+
# =============================================================================
|
| 246 |
+
|
| 247 |
+
|
| 248 |
+
def _parse_bucket_uri(path: str) -> HfUri:
|
| 249 |
+
"""Parse a bucket path into a HfUri.
|
| 250 |
+
|
| 251 |
+
Accepts:
|
| 252 |
+
- `hf://buckets/namespace/name(/path/in/repo)` URIs,
|
| 253 |
+
- Hugging Face web URLs such as `https://huggingface.co/buckets/namespace/name(/tree/path)`,
|
| 254 |
+
- plain `namespace/name(/path/in/repo)` paths.
|
| 255 |
+
"""
|
| 256 |
+
if path.startswith(constants.HF_PROTOCOL) or _looks_like_hf_url(path):
|
| 257 |
+
# Don't use 'if is_hf_uri(...)' here as we prefer 'parse_hf_uri(...)' to raise the exact error message.
|
| 258 |
+
parsed = parse_hf_uri(path)
|
| 259 |
+
if not parsed.is_bucket:
|
| 260 |
+
raise ValueError(f"Invalid bucket path: {path}. Must be a bucket URI (hf://buckets/...).")
|
| 261 |
+
return parsed
|
| 262 |
+
parts = path.split("/", 2)
|
| 263 |
+
if len(parts) < 2 or not parts[0] or not parts[1]:
|
| 264 |
+
raise ValueError(f"Invalid bucket path: '{path}'. Expected format: namespace/bucket_name")
|
| 265 |
+
bucket_id = f"{parts[0]}/{parts[1]}"
|
| 266 |
+
prefix = "/".join(parts[2:])
|
| 267 |
+
return HfUri(type="bucket", id=bucket_id, path_in_repo=prefix)
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
def _is_bucket_path(path: str) -> bool:
|
| 271 |
+
"""Check if a path is a bucket path.
|
| 272 |
+
|
| 273 |
+
Do not raise if the path is not a hf:// URI.
|
| 274 |
+
Raise if the path is a hf:// URI but with an incorrect format.
|
| 275 |
+
"""
|
| 276 |
+
if not path.startswith(constants.HF_PROTOCOL):
|
| 277 |
+
return False
|
| 278 |
+
return parse_hf_uri(path).is_bucket
|
| 279 |
+
|
| 280 |
+
|
| 281 |
+
# =============================================================================
|
| 282 |
+
# Sync data structures
|
| 283 |
+
# =============================================================================
|
| 284 |
+
|
| 285 |
+
|
| 286 |
+
@dataclass
|
| 287 |
+
class SyncOperation:
|
| 288 |
+
"""Represents a sync operation to be performed."""
|
| 289 |
+
|
| 290 |
+
action: Literal["upload", "download", "delete", "skip"]
|
| 291 |
+
path: str
|
| 292 |
+
size: int | None = None
|
| 293 |
+
reason: str = ""
|
| 294 |
+
local_mtime: str | None = None
|
| 295 |
+
remote_mtime: str | None = None
|
| 296 |
+
bucket_file: BucketFile | None = None # BucketFile when available (not serialized to plan file)
|
| 297 |
+
|
| 298 |
+
|
| 299 |
+
@dataclass
|
| 300 |
+
class SyncPlan:
|
| 301 |
+
"""Represents a complete sync plan."""
|
| 302 |
+
|
| 303 |
+
source: str
|
| 304 |
+
dest: str
|
| 305 |
+
timestamp: str
|
| 306 |
+
operations: list[SyncOperation] = field(default_factory=list)
|
| 307 |
+
|
| 308 |
+
def summary(self) -> dict[str, int | str]:
|
| 309 |
+
uploads = sum(1 for op in self.operations if op.action == "upload")
|
| 310 |
+
downloads = sum(1 for op in self.operations if op.action == "download")
|
| 311 |
+
deletes = sum(1 for op in self.operations if op.action == "delete")
|
| 312 |
+
skips = sum(1 for op in self.operations if op.action == "skip")
|
| 313 |
+
total_size = sum(op.size or 0 for op in self.operations if op.action in ("upload", "download"))
|
| 314 |
+
return {
|
| 315 |
+
"uploads": uploads,
|
| 316 |
+
"downloads": downloads,
|
| 317 |
+
"deletes": deletes,
|
| 318 |
+
"skips": skips,
|
| 319 |
+
"total_size": total_size,
|
| 320 |
+
}
|
| 321 |
+
|
| 322 |
+
|
| 323 |
+
# =============================================================================
|
| 324 |
+
# Filter matching
|
| 325 |
+
# =============================================================================
|
| 326 |
+
|
| 327 |
+
|
| 328 |
+
class FilterMatcher:
|
| 329 |
+
"""Matches file paths against include/exclude patterns."""
|
| 330 |
+
|
| 331 |
+
def __init__(
|
| 332 |
+
self,
|
| 333 |
+
include_patterns: list[str] | None = None,
|
| 334 |
+
exclude_patterns: list[str] | None = None,
|
| 335 |
+
filter_rules: list[tuple[str, str]] | None = None,
|
| 336 |
+
):
|
| 337 |
+
"""Initialize the filter matcher.
|
| 338 |
+
|
| 339 |
+
Args:
|
| 340 |
+
include_patterns: Patterns to include (from --include)
|
| 341 |
+
exclude_patterns: Patterns to exclude (from --exclude)
|
| 342 |
+
filter_rules: Rules from filter file as list of ("+"/"-", pattern) tuples
|
| 343 |
+
"""
|
| 344 |
+
self.include_patterns = include_patterns or []
|
| 345 |
+
self.exclude_patterns = exclude_patterns or []
|
| 346 |
+
self.filter_rules = filter_rules or []
|
| 347 |
+
|
| 348 |
+
def matches(self, path: str) -> bool:
|
| 349 |
+
"""Check if a path should be included based on the filter rules.
|
| 350 |
+
|
| 351 |
+
Filtering rules:
|
| 352 |
+
- Filters are evaluated in order, first matching rule decides
|
| 353 |
+
- If no rules match, include by default (unless include patterns are specified)
|
| 354 |
+
"""
|
| 355 |
+
# First check filter rules from file (in order)
|
| 356 |
+
for sign, pattern in self.filter_rules:
|
| 357 |
+
if fnmatch.fnmatch(path, pattern):
|
| 358 |
+
return sign == "+"
|
| 359 |
+
|
| 360 |
+
# Then check CLI patterns
|
| 361 |
+
for pattern in self.exclude_patterns:
|
| 362 |
+
if fnmatch.fnmatch(path, pattern):
|
| 363 |
+
return False
|
| 364 |
+
|
| 365 |
+
for pattern in self.include_patterns:
|
| 366 |
+
if fnmatch.fnmatch(path, pattern):
|
| 367 |
+
return True
|
| 368 |
+
|
| 369 |
+
# If include patterns were specified but none matched, exclude
|
| 370 |
+
if self.include_patterns:
|
| 371 |
+
return False
|
| 372 |
+
|
| 373 |
+
# Default: include
|
| 374 |
+
return True
|
| 375 |
+
|
| 376 |
+
|
| 377 |
+
def _parse_filter_file(filter_file: str) -> list[tuple[str, str]]:
|
| 378 |
+
"""Parse a filter file and return a list of (sign, pattern) tuples.
|
| 379 |
+
|
| 380 |
+
Filter file format:
|
| 381 |
+
- Lines starting with "+" are include patterns
|
| 382 |
+
- Lines starting with "-" are exclude patterns
|
| 383 |
+
- Empty lines and lines starting with "#" are ignored
|
| 384 |
+
"""
|
| 385 |
+
rules = []
|
| 386 |
+
with open(filter_file) as f:
|
| 387 |
+
for line in f:
|
| 388 |
+
line = line.strip()
|
| 389 |
+
if not line or line.startswith("#"):
|
| 390 |
+
continue
|
| 391 |
+
if line.startswith("+"):
|
| 392 |
+
rules.append(("+", line[1:].strip()))
|
| 393 |
+
elif line.startswith("-"):
|
| 394 |
+
rules.append(("-", line[1:].strip()))
|
| 395 |
+
else:
|
| 396 |
+
# Default to include if no prefix
|
| 397 |
+
rules.append(("+", line))
|
| 398 |
+
return rules
|
| 399 |
+
|
| 400 |
+
|
| 401 |
+
# =============================================================================
|
| 402 |
+
# File listing
|
| 403 |
+
# =============================================================================
|
| 404 |
+
|
| 405 |
+
|
| 406 |
+
def _stat_local(path: str) -> tuple[int, float] | None:
|
| 407 |
+
"""Stat a local file and return (size, mtime_ms).
|
| 408 |
+
|
| 409 |
+
Returns None if the path is missing or is a directory. Uses a single
|
| 410 |
+
``os.stat`` call so callers don't pay for multiple syscalls per file.
|
| 411 |
+
"""
|
| 412 |
+
try:
|
| 413 |
+
st = os.stat(path)
|
| 414 |
+
except OSError:
|
| 415 |
+
return None
|
| 416 |
+
if stat.S_ISDIR(st.st_mode):
|
| 417 |
+
return None
|
| 418 |
+
return st.st_size, st.st_mtime * 1000
|
| 419 |
+
|
| 420 |
+
|
| 421 |
+
def _list_local_files(local_path: str) -> Iterator[tuple[str, int, float]]:
|
| 422 |
+
"""List all files in a local directory.
|
| 423 |
+
|
| 424 |
+
Yields:
|
| 425 |
+
tuple: (relative_path, size, mtime_ms) for each file
|
| 426 |
+
"""
|
| 427 |
+
local_path = os.path.abspath(local_path)
|
| 428 |
+
if not os.path.isdir(local_path):
|
| 429 |
+
raise ValueError(f"Local path must be a directory: {local_path}")
|
| 430 |
+
|
| 431 |
+
for root, _, files in os.walk(local_path):
|
| 432 |
+
for filename in files:
|
| 433 |
+
full_path = os.path.join(root, filename)
|
| 434 |
+
stat_info = _stat_local(full_path)
|
| 435 |
+
if stat_info is None:
|
| 436 |
+
continue
|
| 437 |
+
rel_path = os.path.relpath(full_path, local_path)
|
| 438 |
+
# Normalize to forward slashes for consistency
|
| 439 |
+
rel_path = rel_path.replace(os.sep, "/")
|
| 440 |
+
yield rel_path, stat_info[0], stat_info[1]
|
| 441 |
+
|
| 442 |
+
|
| 443 |
+
def _list_remote_files(api: "HfApi", bucket_id: str, prefix: str) -> Iterator[tuple[str, int, float, Any]]:
|
| 444 |
+
"""List all files in a bucket with a given prefix.
|
| 445 |
+
|
| 446 |
+
Yields:
|
| 447 |
+
tuple: (relative_path, size, mtime_ms, bucket_file) for each file.
|
| 448 |
+
bucket_file is the BucketFile object from list_bucket_tree.
|
| 449 |
+
"""
|
| 450 |
+
for item in api.list_bucket_tree(bucket_id, prefix=prefix or None, recursive=True):
|
| 451 |
+
if isinstance(item, BucketFolder):
|
| 452 |
+
continue
|
| 453 |
+
path = item.path
|
| 454 |
+
# Remove prefix from path to get relative path
|
| 455 |
+
# Only strip prefix if it's followed by "/" (directory boundary) or is exact match
|
| 456 |
+
if prefix:
|
| 457 |
+
if path.startswith(prefix + "/"):
|
| 458 |
+
rel_path = path[len(prefix) + 1 :]
|
| 459 |
+
elif path == prefix:
|
| 460 |
+
# Exact match: the file IS the prefix (e.g., single file download)
|
| 461 |
+
rel_path = path.rsplit("/", 1)[-1] if "/" in path else path
|
| 462 |
+
else:
|
| 463 |
+
# Path doesn't match prefix pattern (e.g., "submarine.txt" for prefix "sub")
|
| 464 |
+
# Skip this file - it was returned by the API but doesn't belong to this prefix
|
| 465 |
+
continue
|
| 466 |
+
else:
|
| 467 |
+
rel_path = path
|
| 468 |
+
mtime_ms = item.mtime.timestamp() * 1000 if item.mtime else 0
|
| 469 |
+
yield rel_path, item.size, mtime_ms, item
|
| 470 |
+
|
| 471 |
+
|
| 472 |
+
# =============================================================================
|
| 473 |
+
# Sync plan computation
|
| 474 |
+
# =============================================================================
|
| 475 |
+
|
| 476 |
+
|
| 477 |
+
def _mtime_to_iso(mtime_ms: float) -> str:
|
| 478 |
+
"""Convert mtime in milliseconds to ISO format string."""
|
| 479 |
+
return datetime.fromtimestamp(mtime_ms / 1000, tz=timezone.utc).isoformat()
|
| 480 |
+
|
| 481 |
+
|
| 482 |
+
def _compare_files_for_sync(
|
| 483 |
+
*,
|
| 484 |
+
path: str,
|
| 485 |
+
action: Literal["upload", "download"],
|
| 486 |
+
source_size: int,
|
| 487 |
+
source_mtime: float,
|
| 488 |
+
dest_size: int,
|
| 489 |
+
dest_mtime: float,
|
| 490 |
+
source_newer_label: str,
|
| 491 |
+
dest_newer_label: str,
|
| 492 |
+
ignore_sizes: bool,
|
| 493 |
+
ignore_times: bool,
|
| 494 |
+
ignore_existing: bool,
|
| 495 |
+
bucket_file: Any | None = None,
|
| 496 |
+
) -> SyncOperation:
|
| 497 |
+
"""Compare source and dest files and return the appropriate sync operation.
|
| 498 |
+
|
| 499 |
+
This is a unified helper for both upload and download directions.
|
| 500 |
+
|
| 501 |
+
Args:
|
| 502 |
+
path: Relative file path
|
| 503 |
+
action: "upload" or "download"
|
| 504 |
+
source_size: Size of the source file (bytes)
|
| 505 |
+
source_mtime: Mtime of the source file (milliseconds)
|
| 506 |
+
dest_size: Size of the destination file (bytes)
|
| 507 |
+
dest_mtime: Mtime of the destination file (milliseconds)
|
| 508 |
+
source_newer_label: Label when source is newer (e.g., "local newer" or "remote newer")
|
| 509 |
+
dest_newer_label: Label when dest is newer (e.g., "remote newer" or "local newer")
|
| 510 |
+
ignore_sizes: Only compare mtime
|
| 511 |
+
ignore_times: Only compare size
|
| 512 |
+
ignore_existing: Skip files that exist on receiver
|
| 513 |
+
bucket_file: BucketFile object (for downloads only)
|
| 514 |
+
|
| 515 |
+
Returns:
|
| 516 |
+
SyncOperation describing the action to take
|
| 517 |
+
"""
|
| 518 |
+
local_mtime_iso = _mtime_to_iso(source_mtime if action == "upload" else dest_mtime)
|
| 519 |
+
remote_mtime_iso = _mtime_to_iso(dest_mtime if action == "upload" else source_mtime)
|
| 520 |
+
|
| 521 |
+
base_kwargs: dict[str, Any] = {
|
| 522 |
+
"path": path,
|
| 523 |
+
"size": source_size,
|
| 524 |
+
"local_mtime": local_mtime_iso,
|
| 525 |
+
"remote_mtime": remote_mtime_iso,
|
| 526 |
+
}
|
| 527 |
+
|
| 528 |
+
if ignore_existing:
|
| 529 |
+
return SyncOperation(action="skip", reason="exists on receiver (--ignore-existing)", **base_kwargs)
|
| 530 |
+
|
| 531 |
+
size_differs = source_size != dest_size
|
| 532 |
+
source_newer = (source_mtime - dest_mtime) > _SYNC_TIME_WINDOW_MS
|
| 533 |
+
|
| 534 |
+
if ignore_sizes:
|
| 535 |
+
if source_newer:
|
| 536 |
+
return SyncOperation(action=action, reason=source_newer_label, bucket_file=bucket_file, **base_kwargs)
|
| 537 |
+
else:
|
| 538 |
+
dest_newer = (dest_mtime - source_mtime) > _SYNC_TIME_WINDOW_MS
|
| 539 |
+
skip_reason = dest_newer_label if dest_newer else "same mtime"
|
| 540 |
+
return SyncOperation(action="skip", reason=skip_reason, **base_kwargs)
|
| 541 |
+
elif ignore_times:
|
| 542 |
+
if size_differs:
|
| 543 |
+
return SyncOperation(action=action, reason="size differs", bucket_file=bucket_file, **base_kwargs)
|
| 544 |
+
else:
|
| 545 |
+
return SyncOperation(action="skip", reason="same size", **base_kwargs)
|
| 546 |
+
else:
|
| 547 |
+
if size_differs or source_newer:
|
| 548 |
+
reason = "size differs" if size_differs else source_newer_label
|
| 549 |
+
return SyncOperation(action=action, reason=reason, bucket_file=bucket_file, **base_kwargs)
|
| 550 |
+
else:
|
| 551 |
+
return SyncOperation(action="skip", reason="identical", **base_kwargs)
|
| 552 |
+
|
| 553 |
+
|
| 554 |
+
def _compute_sync_plan(
|
| 555 |
+
source: str,
|
| 556 |
+
dest: str,
|
| 557 |
+
api: "HfApi",
|
| 558 |
+
delete: bool = False,
|
| 559 |
+
ignore_times: bool = False,
|
| 560 |
+
ignore_sizes: bool = False,
|
| 561 |
+
existing: bool = False,
|
| 562 |
+
ignore_existing: bool = False,
|
| 563 |
+
filter_matcher: FilterMatcher | None = None,
|
| 564 |
+
status: Any | None = None,
|
| 565 |
+
) -> SyncPlan:
|
| 566 |
+
"""Compute the sync plan by comparing source and destination.
|
| 567 |
+
|
| 568 |
+
Returns:
|
| 569 |
+
SyncPlan with all operations to be performed
|
| 570 |
+
"""
|
| 571 |
+
filter_matcher = filter_matcher or FilterMatcher()
|
| 572 |
+
is_upload = not _is_bucket_path(source) and _is_bucket_path(dest)
|
| 573 |
+
is_download = _is_bucket_path(source) and not _is_bucket_path(dest)
|
| 574 |
+
|
| 575 |
+
if not is_upload and not is_download:
|
| 576 |
+
raise ValueError("One of source or dest must be a bucket path (hf://buckets/...) and the other must be local.")
|
| 577 |
+
|
| 578 |
+
plan = SyncPlan(
|
| 579 |
+
source=source,
|
| 580 |
+
dest=dest,
|
| 581 |
+
timestamp=datetime.now(timezone.utc).isoformat(),
|
| 582 |
+
)
|
| 583 |
+
|
| 584 |
+
remote_total: int | None = None
|
| 585 |
+
if is_upload:
|
| 586 |
+
# Local -> Remote
|
| 587 |
+
local_path = os.path.abspath(source)
|
| 588 |
+
parsed = _parse_bucket_uri(dest)
|
| 589 |
+
bucket_id, prefix = parsed.id, parsed.path_in_repo
|
| 590 |
+
|
| 591 |
+
if not os.path.isdir(local_path):
|
| 592 |
+
raise ValueError(f"Source must be a directory: {local_path}")
|
| 593 |
+
|
| 594 |
+
# Get local and remote file lists
|
| 595 |
+
local_files = {}
|
| 596 |
+
for rel_path, size, mtime_ms in _list_local_files(local_path):
|
| 597 |
+
if filter_matcher.matches(rel_path):
|
| 598 |
+
local_files[rel_path] = (size, mtime_ms)
|
| 599 |
+
if status:
|
| 600 |
+
status.update(f"Scanning local directory ({len(local_files)} files)")
|
| 601 |
+
if status:
|
| 602 |
+
status.done(f"Scanning local directory ({len(local_files)} files)")
|
| 603 |
+
|
| 604 |
+
remote_files = {}
|
| 605 |
+
if status:
|
| 606 |
+
try:
|
| 607 |
+
remote_total = api.bucket_info(bucket_id).total_files
|
| 608 |
+
except Exception:
|
| 609 |
+
pass
|
| 610 |
+
try:
|
| 611 |
+
for rel_path, size, mtime_ms, _ in _list_remote_files(api, bucket_id, prefix):
|
| 612 |
+
if filter_matcher.matches(rel_path):
|
| 613 |
+
remote_files[rel_path] = (size, mtime_ms)
|
| 614 |
+
if status:
|
| 615 |
+
total_str = f"/{remote_total}" if remote_total is not None else ""
|
| 616 |
+
status.update(f"Scanning remote bucket ({len(remote_files)}{total_str} files)")
|
| 617 |
+
except BucketNotFoundError:
|
| 618 |
+
# Bucket doesn't exist yet - this is expected for new uploads
|
| 619 |
+
logger.debug(f"Bucket '{bucket_id}' not found, treating as empty.")
|
| 620 |
+
if status:
|
| 621 |
+
status.done(f"Scanning remote bucket ({len(remote_files)} files)")
|
| 622 |
+
|
| 623 |
+
# Compare files
|
| 624 |
+
all_paths = set(local_files.keys()) | set(remote_files.keys())
|
| 625 |
+
if status:
|
| 626 |
+
status.done(f"Comparing files ({len(all_paths)} paths)")
|
| 627 |
+
for path in sorted(all_paths):
|
| 628 |
+
local_info = local_files.get(path)
|
| 629 |
+
remote_info = remote_files.get(path)
|
| 630 |
+
|
| 631 |
+
if local_info and not remote_info:
|
| 632 |
+
# New file
|
| 633 |
+
if existing:
|
| 634 |
+
# --existing: skip new files
|
| 635 |
+
plan.operations.append(
|
| 636 |
+
SyncOperation(
|
| 637 |
+
action="skip",
|
| 638 |
+
path=path,
|
| 639 |
+
size=local_info[0],
|
| 640 |
+
reason="new file (--existing)",
|
| 641 |
+
local_mtime=_mtime_to_iso(local_info[1]),
|
| 642 |
+
)
|
| 643 |
+
)
|
| 644 |
+
else:
|
| 645 |
+
plan.operations.append(
|
| 646 |
+
SyncOperation(
|
| 647 |
+
action="upload",
|
| 648 |
+
path=path,
|
| 649 |
+
size=local_info[0],
|
| 650 |
+
reason="new file",
|
| 651 |
+
local_mtime=_mtime_to_iso(local_info[1]),
|
| 652 |
+
)
|
| 653 |
+
)
|
| 654 |
+
elif local_info and remote_info:
|
| 655 |
+
# File exists in both - use helper to determine action
|
| 656 |
+
local_size, local_mtime = local_info
|
| 657 |
+
remote_size, remote_mtime = remote_info
|
| 658 |
+
plan.operations.append(
|
| 659 |
+
_compare_files_for_sync(
|
| 660 |
+
path=path,
|
| 661 |
+
action="upload",
|
| 662 |
+
source_size=local_size,
|
| 663 |
+
source_mtime=local_mtime,
|
| 664 |
+
dest_size=remote_size,
|
| 665 |
+
dest_mtime=remote_mtime,
|
| 666 |
+
source_newer_label="local newer",
|
| 667 |
+
dest_newer_label="remote newer",
|
| 668 |
+
ignore_sizes=ignore_sizes,
|
| 669 |
+
ignore_times=ignore_times,
|
| 670 |
+
ignore_existing=ignore_existing,
|
| 671 |
+
)
|
| 672 |
+
)
|
| 673 |
+
elif not local_info and remote_info and delete:
|
| 674 |
+
# File only in remote and --delete mode
|
| 675 |
+
plan.operations.append(
|
| 676 |
+
SyncOperation(
|
| 677 |
+
action="delete",
|
| 678 |
+
path=path,
|
| 679 |
+
size=remote_info[0],
|
| 680 |
+
reason="not in source (--delete)",
|
| 681 |
+
remote_mtime=_mtime_to_iso(remote_info[1]),
|
| 682 |
+
)
|
| 683 |
+
)
|
| 684 |
+
|
| 685 |
+
else:
|
| 686 |
+
# Remote -> Local (download)
|
| 687 |
+
parsed = _parse_bucket_uri(source)
|
| 688 |
+
bucket_id, prefix = parsed.id, parsed.path_in_repo
|
| 689 |
+
local_path = os.path.abspath(dest)
|
| 690 |
+
|
| 691 |
+
# Get remote and local file lists
|
| 692 |
+
remote_files = {}
|
| 693 |
+
bucket_file_map: dict[str, Any] = {}
|
| 694 |
+
if status:
|
| 695 |
+
try:
|
| 696 |
+
remote_total = api.bucket_info(bucket_id).total_files
|
| 697 |
+
except Exception:
|
| 698 |
+
pass
|
| 699 |
+
for rel_path, size, mtime_ms, bucket_file in _list_remote_files(api, bucket_id, prefix):
|
| 700 |
+
if filter_matcher.matches(rel_path):
|
| 701 |
+
remote_files[rel_path] = (size, mtime_ms)
|
| 702 |
+
bucket_file_map[rel_path] = bucket_file
|
| 703 |
+
if status:
|
| 704 |
+
total_str = f"/{remote_total}" if remote_total is not None else ""
|
| 705 |
+
status.update(f"Scanning remote bucket ({len(remote_files)}{total_str} files)")
|
| 706 |
+
if status:
|
| 707 |
+
status.done(f"Scanning remote bucket ({len(remote_files)} files)")
|
| 708 |
+
|
| 709 |
+
local_files = {}
|
| 710 |
+
if os.path.isdir(local_path):
|
| 711 |
+
if delete:
|
| 712 |
+
# Full walk needed to discover local-only files for deletion.
|
| 713 |
+
for rel_path, size, mtime_ms in _list_local_files(local_path):
|
| 714 |
+
if filter_matcher.matches(rel_path):
|
| 715 |
+
local_files[rel_path] = (size, mtime_ms)
|
| 716 |
+
if status:
|
| 717 |
+
status.update(f"Scanning local directory ({len(local_files)} files)")
|
| 718 |
+
else:
|
| 719 |
+
# Without --delete, the plan only depends on paths that exist
|
| 720 |
+
# remotely. Stat just those instead of walking the whole tree,
|
| 721 |
+
# which can take minutes when dest sits in a large directory
|
| 722 |
+
# like ~/.cache/huggingface/.
|
| 723 |
+
for rel_path in remote_files:
|
| 724 |
+
local_file = os.path.join(local_path, rel_path)
|
| 725 |
+
stat_info = _stat_local(local_file)
|
| 726 |
+
if stat_info is None:
|
| 727 |
+
continue
|
| 728 |
+
local_files[rel_path] = stat_info
|
| 729 |
+
if status:
|
| 730 |
+
status.update(f"Scanning local directory ({len(local_files)} files)")
|
| 731 |
+
if status:
|
| 732 |
+
status.done(f"Scanning local directory ({len(local_files)} files)")
|
| 733 |
+
|
| 734 |
+
# Compare files
|
| 735 |
+
all_paths = set(remote_files.keys()) | set(local_files.keys())
|
| 736 |
+
if status:
|
| 737 |
+
status.done(f"Comparing files ({len(all_paths)} paths)")
|
| 738 |
+
for path in sorted(all_paths):
|
| 739 |
+
remote_info = remote_files.get(path)
|
| 740 |
+
local_info = local_files.get(path)
|
| 741 |
+
|
| 742 |
+
if remote_info and not local_info:
|
| 743 |
+
# New file
|
| 744 |
+
if existing:
|
| 745 |
+
# --existing: skip new files
|
| 746 |
+
plan.operations.append(
|
| 747 |
+
SyncOperation(
|
| 748 |
+
action="skip",
|
| 749 |
+
path=path,
|
| 750 |
+
size=remote_info[0],
|
| 751 |
+
reason="new file (--existing)",
|
| 752 |
+
remote_mtime=_mtime_to_iso(remote_info[1]),
|
| 753 |
+
)
|
| 754 |
+
)
|
| 755 |
+
else:
|
| 756 |
+
plan.operations.append(
|
| 757 |
+
SyncOperation(
|
| 758 |
+
action="download",
|
| 759 |
+
path=path,
|
| 760 |
+
size=remote_info[0],
|
| 761 |
+
reason="new file",
|
| 762 |
+
remote_mtime=_mtime_to_iso(remote_info[1]),
|
| 763 |
+
bucket_file=bucket_file_map.get(path),
|
| 764 |
+
)
|
| 765 |
+
)
|
| 766 |
+
elif remote_info and local_info:
|
| 767 |
+
# File exists in both - use helper to determine action
|
| 768 |
+
remote_size, remote_mtime = remote_info
|
| 769 |
+
local_size, local_mtime = local_info
|
| 770 |
+
plan.operations.append(
|
| 771 |
+
_compare_files_for_sync(
|
| 772 |
+
path=path,
|
| 773 |
+
action="download",
|
| 774 |
+
source_size=remote_size,
|
| 775 |
+
source_mtime=remote_mtime,
|
| 776 |
+
dest_size=local_size,
|
| 777 |
+
dest_mtime=local_mtime,
|
| 778 |
+
source_newer_label="remote newer",
|
| 779 |
+
dest_newer_label="local newer",
|
| 780 |
+
ignore_sizes=ignore_sizes,
|
| 781 |
+
ignore_times=ignore_times,
|
| 782 |
+
ignore_existing=ignore_existing,
|
| 783 |
+
bucket_file=bucket_file_map.get(path),
|
| 784 |
+
)
|
| 785 |
+
)
|
| 786 |
+
elif not remote_info and local_info and delete:
|
| 787 |
+
# File only in local and --delete mode
|
| 788 |
+
plan.operations.append(
|
| 789 |
+
SyncOperation(
|
| 790 |
+
action="delete",
|
| 791 |
+
path=path,
|
| 792 |
+
size=local_info[0],
|
| 793 |
+
reason="not in source (--delete)",
|
| 794 |
+
local_mtime=_mtime_to_iso(local_info[1]),
|
| 795 |
+
)
|
| 796 |
+
)
|
| 797 |
+
|
| 798 |
+
return plan
|
| 799 |
+
|
| 800 |
+
|
| 801 |
+
# =============================================================================
|
| 802 |
+
# Plan serialization
|
| 803 |
+
# =============================================================================
|
| 804 |
+
|
| 805 |
+
|
| 806 |
+
def _write_plan(plan: SyncPlan, f) -> None:
|
| 807 |
+
"""Write a sync plan as JSONL to a file-like object."""
|
| 808 |
+
# Write header
|
| 809 |
+
header = {
|
| 810 |
+
"type": "header",
|
| 811 |
+
"source": plan.source,
|
| 812 |
+
"dest": plan.dest,
|
| 813 |
+
"timestamp": plan.timestamp,
|
| 814 |
+
"summary": plan.summary(),
|
| 815 |
+
}
|
| 816 |
+
f.write(json.dumps(header) + "\n")
|
| 817 |
+
|
| 818 |
+
# Write operations
|
| 819 |
+
for op in plan.operations:
|
| 820 |
+
op_dict: dict[str, Any] = {
|
| 821 |
+
"type": "operation",
|
| 822 |
+
"action": op.action,
|
| 823 |
+
"path": op.path,
|
| 824 |
+
"reason": op.reason,
|
| 825 |
+
}
|
| 826 |
+
if op.size is not None:
|
| 827 |
+
op_dict["size"] = op.size
|
| 828 |
+
if op.local_mtime is not None:
|
| 829 |
+
op_dict["local_mtime"] = op.local_mtime
|
| 830 |
+
if op.remote_mtime is not None:
|
| 831 |
+
op_dict["remote_mtime"] = op.remote_mtime
|
| 832 |
+
f.write(json.dumps(op_dict) + "\n")
|
| 833 |
+
|
| 834 |
+
|
| 835 |
+
def _save_plan(plan: SyncPlan, plan_file: str) -> None:
|
| 836 |
+
"""Save a sync plan to a JSONL file."""
|
| 837 |
+
with open(plan_file, "w") as f:
|
| 838 |
+
_write_plan(plan, f)
|
| 839 |
+
|
| 840 |
+
|
| 841 |
+
def _load_plan(plan_file: str) -> SyncPlan:
|
| 842 |
+
"""Load a sync plan from a JSONL file."""
|
| 843 |
+
with open(plan_file) as f:
|
| 844 |
+
lines = f.readlines()
|
| 845 |
+
|
| 846 |
+
if not lines:
|
| 847 |
+
raise ValueError(f"Empty plan file: {plan_file}")
|
| 848 |
+
|
| 849 |
+
# Parse header
|
| 850 |
+
header = json.loads(lines[0])
|
| 851 |
+
if header.get("type") != "header":
|
| 852 |
+
raise ValueError("Invalid plan file: expected header as first line")
|
| 853 |
+
|
| 854 |
+
plan = SyncPlan(
|
| 855 |
+
source=header["source"],
|
| 856 |
+
dest=header["dest"],
|
| 857 |
+
timestamp=header["timestamp"],
|
| 858 |
+
)
|
| 859 |
+
|
| 860 |
+
# Parse operations
|
| 861 |
+
for line in lines[1:]:
|
| 862 |
+
op_dict = json.loads(line)
|
| 863 |
+
if op_dict.get("type") != "operation":
|
| 864 |
+
continue
|
| 865 |
+
plan.operations.append(
|
| 866 |
+
SyncOperation(
|
| 867 |
+
action=op_dict["action"],
|
| 868 |
+
path=op_dict["path"],
|
| 869 |
+
size=op_dict.get("size"),
|
| 870 |
+
reason=op_dict.get("reason", ""),
|
| 871 |
+
local_mtime=op_dict.get("local_mtime"),
|
| 872 |
+
remote_mtime=op_dict.get("remote_mtime"),
|
| 873 |
+
)
|
| 874 |
+
)
|
| 875 |
+
|
| 876 |
+
return plan
|
| 877 |
+
|
| 878 |
+
|
| 879 |
+
# =============================================================================
|
| 880 |
+
# Plan execution
|
| 881 |
+
# =============================================================================
|
| 882 |
+
|
| 883 |
+
|
| 884 |
+
def _execute_plan(plan: SyncPlan, api: "HfApi", verbose: bool = False, status: Any | None = None) -> None:
|
| 885 |
+
"""Execute a sync plan."""
|
| 886 |
+
is_upload = not _is_bucket_path(plan.source) and _is_bucket_path(plan.dest)
|
| 887 |
+
is_download = _is_bucket_path(plan.source) and not _is_bucket_path(plan.dest)
|
| 888 |
+
|
| 889 |
+
if is_upload:
|
| 890 |
+
local_path = os.path.abspath(plan.source)
|
| 891 |
+
parsed = _parse_bucket_uri(plan.dest)
|
| 892 |
+
bucket_id, prefix = parsed.id, parsed.path_in_repo
|
| 893 |
+
|
| 894 |
+
# Collect operations
|
| 895 |
+
add_files: list[tuple[str | Path | bytes, str]] = []
|
| 896 |
+
delete_paths: list[str] = []
|
| 897 |
+
|
| 898 |
+
for op in plan.operations:
|
| 899 |
+
match op.action:
|
| 900 |
+
case "upload":
|
| 901 |
+
local_file = os.path.join(local_path, op.path)
|
| 902 |
+
remote_path = f"{prefix}/{op.path}" if prefix else op.path
|
| 903 |
+
if verbose:
|
| 904 |
+
print(f" Uploading: {op.path} ({op.reason})")
|
| 905 |
+
add_files.append((local_file, remote_path))
|
| 906 |
+
case "delete":
|
| 907 |
+
remote_path = f"{prefix}/{op.path}" if prefix else op.path
|
| 908 |
+
if verbose:
|
| 909 |
+
print(f" Deleting: {op.path} ({op.reason})")
|
| 910 |
+
delete_paths.append(remote_path)
|
| 911 |
+
case "skip" if verbose:
|
| 912 |
+
print(f" Skipping: {op.path} ({op.reason})")
|
| 913 |
+
|
| 914 |
+
# Execute batch operations
|
| 915 |
+
if add_files or delete_paths:
|
| 916 |
+
if status:
|
| 917 |
+
parts = []
|
| 918 |
+
if add_files:
|
| 919 |
+
parts.append(f"uploading {len(add_files)} files")
|
| 920 |
+
if delete_paths:
|
| 921 |
+
parts.append(f"deleting {len(delete_paths)} files")
|
| 922 |
+
status.done(", ".join(parts).capitalize())
|
| 923 |
+
api.batch_bucket_files(
|
| 924 |
+
bucket_id,
|
| 925 |
+
add=add_files or None,
|
| 926 |
+
delete=delete_paths or None,
|
| 927 |
+
)
|
| 928 |
+
|
| 929 |
+
elif is_download:
|
| 930 |
+
parsed = _parse_bucket_uri(plan.source)
|
| 931 |
+
bucket_id, prefix = parsed.id, parsed.path_in_repo
|
| 932 |
+
local_path = os.path.abspath(plan.dest)
|
| 933 |
+
|
| 934 |
+
# Ensure local directory exists
|
| 935 |
+
os.makedirs(local_path, exist_ok=True)
|
| 936 |
+
|
| 937 |
+
# Collect download operations
|
| 938 |
+
download_files: list[tuple[str | BucketFile, str | Path]] = []
|
| 939 |
+
delete_files: list[str] = []
|
| 940 |
+
|
| 941 |
+
for op in plan.operations:
|
| 942 |
+
if op.action == "download":
|
| 943 |
+
local_file = os.path.join(local_path, op.path)
|
| 944 |
+
# Ensure parent directory exists
|
| 945 |
+
os.makedirs(os.path.dirname(local_file), exist_ok=True)
|
| 946 |
+
if verbose:
|
| 947 |
+
print(f" Downloading: {op.path} ({op.reason})")
|
| 948 |
+
# Use BucketFile when available (avoids extra metadata fetch per file)
|
| 949 |
+
if op.bucket_file is not None:
|
| 950 |
+
download_files.append((op.bucket_file, local_file))
|
| 951 |
+
else:
|
| 952 |
+
remote_path = f"{prefix}/{op.path}" if prefix else op.path
|
| 953 |
+
download_files.append((remote_path, local_file))
|
| 954 |
+
elif op.action == "delete":
|
| 955 |
+
local_file = os.path.join(local_path, op.path)
|
| 956 |
+
if verbose:
|
| 957 |
+
print(f" Deleting: {op.path} ({op.reason})")
|
| 958 |
+
delete_files.append(local_file)
|
| 959 |
+
elif op.action == "skip" and verbose:
|
| 960 |
+
print(f" Skipping: {op.path} ({op.reason})")
|
| 961 |
+
|
| 962 |
+
# Execute downloads
|
| 963 |
+
if len(download_files) > 0:
|
| 964 |
+
if status:
|
| 965 |
+
status.done(f"Downloading {len(download_files)} files")
|
| 966 |
+
api.download_bucket_files(bucket_id, download_files)
|
| 967 |
+
|
| 968 |
+
# Execute deletes
|
| 969 |
+
if status and delete_files:
|
| 970 |
+
status.done(f"Deleting {len(delete_files)} local files")
|
| 971 |
+
for file_path in delete_files:
|
| 972 |
+
if os.path.exists(file_path):
|
| 973 |
+
os.remove(file_path)
|
| 974 |
+
# Remove empty parent directories
|
| 975 |
+
parent = os.path.dirname(file_path)
|
| 976 |
+
while parent != local_path:
|
| 977 |
+
try:
|
| 978 |
+
os.rmdir(parent)
|
| 979 |
+
parent = os.path.dirname(parent)
|
| 980 |
+
except OSError:
|
| 981 |
+
break
|
| 982 |
+
|
| 983 |
+
|
| 984 |
+
def _print_plan_summary(plan: SyncPlan) -> None:
|
| 985 |
+
"""Print a summary of the sync plan."""
|
| 986 |
+
summary = plan.summary()
|
| 987 |
+
print(f"Sync plan: {plan.source} -> {plan.dest}")
|
| 988 |
+
print(f" Uploads: {summary['uploads']}")
|
| 989 |
+
print(f" Downloads: {summary['downloads']}")
|
| 990 |
+
print(f" Deletes: {summary['deletes']}")
|
| 991 |
+
print(f" Skips: {summary['skips']}")
|
| 992 |
+
|
| 993 |
+
|
| 994 |
+
# =============================================================================
|
| 995 |
+
# Public sync function (Python API)
|
| 996 |
+
# =============================================================================
|
| 997 |
+
|
| 998 |
+
|
| 999 |
+
def sync_bucket_internal(
|
| 1000 |
+
source: str | None = None,
|
| 1001 |
+
dest: str | None = None,
|
| 1002 |
+
*,
|
| 1003 |
+
api: "HfApi",
|
| 1004 |
+
delete: bool = False,
|
| 1005 |
+
ignore_times: bool = False,
|
| 1006 |
+
ignore_sizes: bool = False,
|
| 1007 |
+
existing: bool = False,
|
| 1008 |
+
ignore_existing: bool = False,
|
| 1009 |
+
include: list[str] | None = None,
|
| 1010 |
+
exclude: list[str] | None = None,
|
| 1011 |
+
filter_from: str | None = None,
|
| 1012 |
+
plan: str | None = None,
|
| 1013 |
+
apply: str | None = None,
|
| 1014 |
+
dry_run: bool = False,
|
| 1015 |
+
verbose: bool = False,
|
| 1016 |
+
quiet: bool = False,
|
| 1017 |
+
token: bool | str | None = None,
|
| 1018 |
+
) -> SyncPlan:
|
| 1019 |
+
"""Sync files between a local directory and a bucket.
|
| 1020 |
+
|
| 1021 |
+
This is equivalent to the ``hf buckets sync`` CLI command. One of ``source`` or ``dest`` must be a bucket path
|
| 1022 |
+
(``hf://buckets/...``) and the other must be a local directory path.
|
| 1023 |
+
|
| 1024 |
+
Args:
|
| 1025 |
+
source (`str`, *optional*):
|
| 1026 |
+
Source path: local directory or ``hf://buckets/namespace/bucket_name(/prefix)``.
|
| 1027 |
+
Required unless using ``apply``.
|
| 1028 |
+
dest (`str`, *optional*):
|
| 1029 |
+
Destination path: local directory or ``hf://buckets/namespace/bucket_name(/prefix)``.
|
| 1030 |
+
Required unless using ``apply``.
|
| 1031 |
+
api ([`HfApi`]):
|
| 1032 |
+
The HfApi instance to use for API calls.
|
| 1033 |
+
delete (`bool`, *optional*, defaults to `False`):
|
| 1034 |
+
Delete destination files not present in source.
|
| 1035 |
+
ignore_times (`bool`, *optional*, defaults to `False`):
|
| 1036 |
+
Skip files only based on size, ignoring modification times.
|
| 1037 |
+
ignore_sizes (`bool`, *optional*, defaults to `False`):
|
| 1038 |
+
Skip files only based on modification times, ignoring sizes.
|
| 1039 |
+
existing (`bool`, *optional*, defaults to `False`):
|
| 1040 |
+
Skip creating new files on receiver (only update existing files).
|
| 1041 |
+
ignore_existing (`bool`, *optional*, defaults to `False`):
|
| 1042 |
+
Skip updating files that exist on receiver (only create new files).
|
| 1043 |
+
include (`list[str]`, *optional*):
|
| 1044 |
+
Include files matching patterns (fnmatch-style).
|
| 1045 |
+
exclude (`list[str]`, *optional*):
|
| 1046 |
+
Exclude files matching patterns (fnmatch-style).
|
| 1047 |
+
filter_from (`str`, *optional*):
|
| 1048 |
+
Path to a filter file with include/exclude rules.
|
| 1049 |
+
plan (`str`, *optional*):
|
| 1050 |
+
Save sync plan to this JSONL file instead of executing.
|
| 1051 |
+
apply (`str`, *optional*):
|
| 1052 |
+
Apply a previously saved plan file. When set, ``source`` and ``dest`` are not needed.
|
| 1053 |
+
dry_run (`bool`, *optional*, defaults to `False`):
|
| 1054 |
+
Print sync plan to stdout as JSONL without executing.
|
| 1055 |
+
verbose (`bool`, *optional*, defaults to `False`):
|
| 1056 |
+
Show detailed per-file operations.
|
| 1057 |
+
quiet (`bool`, *optional*, defaults to `False`):
|
| 1058 |
+
Suppress all output and progress bars.
|
| 1059 |
+
token (Union[bool, str, None], optional):
|
| 1060 |
+
A valid user access token. If not provided, the locally saved token will be used.
|
| 1061 |
+
|
| 1062 |
+
Returns:
|
| 1063 |
+
[`SyncPlan`]: The computed (or loaded) sync plan.
|
| 1064 |
+
|
| 1065 |
+
Raises:
|
| 1066 |
+
`ValueError`: If arguments are invalid (e.g., both paths are remote, conflicting options).
|
| 1067 |
+
|
| 1068 |
+
Example:
|
| 1069 |
+
```python
|
| 1070 |
+
>>> from huggingface_hub import HfApi
|
| 1071 |
+
>>> api = HfApi()
|
| 1072 |
+
|
| 1073 |
+
# Upload local directory to bucket
|
| 1074 |
+
>>> api.sync_bucket("./data", "hf://buckets/username/my-bucket")
|
| 1075 |
+
|
| 1076 |
+
# Download bucket to local directory
|
| 1077 |
+
>>> api.sync_bucket("hf://buckets/username/my-bucket", "./data")
|
| 1078 |
+
|
| 1079 |
+
# Sync with delete and filtering
|
| 1080 |
+
>>> api.sync_bucket(
|
| 1081 |
+
... "./data",
|
| 1082 |
+
... "hf://buckets/username/my-bucket",
|
| 1083 |
+
... delete=True,
|
| 1084 |
+
... include=["*.safetensors"],
|
| 1085 |
+
... )
|
| 1086 |
+
|
| 1087 |
+
# Dry run: preview what would be synced
|
| 1088 |
+
>>> plan = api.sync_bucket("./data", "hf://buckets/username/my-bucket", dry_run=True)
|
| 1089 |
+
>>> plan.summary()
|
| 1090 |
+
{'uploads': 3, 'downloads': 0, 'deletes': 0, 'skips': 1, 'total_size': 4096}
|
| 1091 |
+
|
| 1092 |
+
# Save plan for review, then apply
|
| 1093 |
+
>>> api.sync_bucket("./data", "hf://buckets/username/my-bucket", plan="sync-plan.jsonl")
|
| 1094 |
+
>>> api.sync_bucket(apply="sync-plan.jsonl")
|
| 1095 |
+
```
|
| 1096 |
+
"""
|
| 1097 |
+
# Build API with token if needed
|
| 1098 |
+
if token is not None:
|
| 1099 |
+
from .hf_api import HfApi
|
| 1100 |
+
|
| 1101 |
+
api = HfApi(
|
| 1102 |
+
endpoint=api.endpoint,
|
| 1103 |
+
token=token,
|
| 1104 |
+
library_name=api.library_name,
|
| 1105 |
+
library_version=api.library_version,
|
| 1106 |
+
user_agent=api.user_agent,
|
| 1107 |
+
headers=api.headers,
|
| 1108 |
+
)
|
| 1109 |
+
# --- Apply mode ---
|
| 1110 |
+
if apply:
|
| 1111 |
+
if source or dest:
|
| 1112 |
+
raise ValueError("Cannot specify source/dest when using apply.")
|
| 1113 |
+
if plan is not None:
|
| 1114 |
+
raise ValueError("Cannot specify both plan and apply.")
|
| 1115 |
+
if delete:
|
| 1116 |
+
raise ValueError("Cannot specify delete when using apply.")
|
| 1117 |
+
if ignore_times:
|
| 1118 |
+
raise ValueError("Cannot specify ignore_times when using apply.")
|
| 1119 |
+
if ignore_sizes:
|
| 1120 |
+
raise ValueError("Cannot specify ignore_sizes when using apply.")
|
| 1121 |
+
if include:
|
| 1122 |
+
raise ValueError("Cannot specify include when using apply.")
|
| 1123 |
+
if exclude:
|
| 1124 |
+
raise ValueError("Cannot specify exclude when using apply.")
|
| 1125 |
+
if filter_from:
|
| 1126 |
+
raise ValueError("Cannot specify filter_from when using apply.")
|
| 1127 |
+
if existing:
|
| 1128 |
+
raise ValueError("Cannot specify existing when using apply.")
|
| 1129 |
+
if ignore_existing:
|
| 1130 |
+
raise ValueError("Cannot specify ignore_existing when using apply.")
|
| 1131 |
+
if dry_run:
|
| 1132 |
+
raise ValueError("Cannot specify dry_run when using apply.")
|
| 1133 |
+
|
| 1134 |
+
sync_plan = _load_plan(apply)
|
| 1135 |
+
status = StatusLine(enabled=not quiet)
|
| 1136 |
+
if not quiet:
|
| 1137 |
+
_print_plan_summary(sync_plan)
|
| 1138 |
+
print("Executing plan...")
|
| 1139 |
+
|
| 1140 |
+
if quiet:
|
| 1141 |
+
disable_progress_bars()
|
| 1142 |
+
try:
|
| 1143 |
+
_execute_plan(sync_plan, api, verbose=verbose, status=status)
|
| 1144 |
+
finally:
|
| 1145 |
+
if quiet:
|
| 1146 |
+
enable_progress_bars()
|
| 1147 |
+
|
| 1148 |
+
if not quiet:
|
| 1149 |
+
print("Sync completed.")
|
| 1150 |
+
|
| 1151 |
+
return sync_plan
|
| 1152 |
+
|
| 1153 |
+
# --- Normal mode ---
|
| 1154 |
+
if not source or not dest:
|
| 1155 |
+
raise ValueError("Both source and dest are required (unless using apply).")
|
| 1156 |
+
|
| 1157 |
+
source_is_bucket = _is_bucket_path(source)
|
| 1158 |
+
dest_is_bucket = _is_bucket_path(dest)
|
| 1159 |
+
|
| 1160 |
+
if source_is_bucket and dest_is_bucket:
|
| 1161 |
+
raise ValueError("Remote to remote sync is not supported. One path must be local.")
|
| 1162 |
+
|
| 1163 |
+
if not source_is_bucket and not dest_is_bucket:
|
| 1164 |
+
raise ValueError("One of source or dest must be a bucket path (hf://buckets/...).")
|
| 1165 |
+
|
| 1166 |
+
if ignore_times and ignore_sizes:
|
| 1167 |
+
raise ValueError("Cannot specify both ignore_times and ignore_sizes.")
|
| 1168 |
+
|
| 1169 |
+
if existing and ignore_existing:
|
| 1170 |
+
raise ValueError("Cannot specify both existing and ignore_existing.")
|
| 1171 |
+
|
| 1172 |
+
if dry_run and plan:
|
| 1173 |
+
raise ValueError("Cannot specify both dry_run and plan.")
|
| 1174 |
+
|
| 1175 |
+
# Validate local path
|
| 1176 |
+
if source_is_bucket:
|
| 1177 |
+
if os.path.exists(dest) and not os.path.isdir(dest):
|
| 1178 |
+
raise ValueError(f"Destination must be a directory: {dest}")
|
| 1179 |
+
else:
|
| 1180 |
+
if not os.path.isdir(source):
|
| 1181 |
+
raise ValueError(f"Source must be an existing directory: {source}")
|
| 1182 |
+
|
| 1183 |
+
# Build filter matcher
|
| 1184 |
+
filter_rules = None
|
| 1185 |
+
if filter_from:
|
| 1186 |
+
filter_rules = _parse_filter_file(filter_from)
|
| 1187 |
+
|
| 1188 |
+
filter_matcher = FilterMatcher(
|
| 1189 |
+
include_patterns=include,
|
| 1190 |
+
exclude_patterns=exclude,
|
| 1191 |
+
filter_rules=filter_rules,
|
| 1192 |
+
)
|
| 1193 |
+
|
| 1194 |
+
# Compute sync plan
|
| 1195 |
+
status = StatusLine(enabled=not quiet and not dry_run)
|
| 1196 |
+
sync_plan = _compute_sync_plan(
|
| 1197 |
+
source=source,
|
| 1198 |
+
dest=dest,
|
| 1199 |
+
api=api,
|
| 1200 |
+
delete=delete,
|
| 1201 |
+
ignore_times=ignore_times,
|
| 1202 |
+
ignore_sizes=ignore_sizes,
|
| 1203 |
+
existing=existing,
|
| 1204 |
+
ignore_existing=ignore_existing,
|
| 1205 |
+
filter_matcher=filter_matcher,
|
| 1206 |
+
status=status,
|
| 1207 |
+
)
|
| 1208 |
+
|
| 1209 |
+
if dry_run:
|
| 1210 |
+
_write_plan(sync_plan, sys.stdout)
|
| 1211 |
+
return sync_plan
|
| 1212 |
+
|
| 1213 |
+
if plan:
|
| 1214 |
+
_save_plan(sync_plan, plan)
|
| 1215 |
+
if not quiet:
|
| 1216 |
+
_print_plan_summary(sync_plan)
|
| 1217 |
+
print(f"Plan saved to: {plan}")
|
| 1218 |
+
return sync_plan
|
| 1219 |
+
|
| 1220 |
+
# Execute plan
|
| 1221 |
+
if not quiet:
|
| 1222 |
+
_print_plan_summary(sync_plan)
|
| 1223 |
+
|
| 1224 |
+
summary = sync_plan.summary()
|
| 1225 |
+
if summary["uploads"] == 0 and summary["downloads"] == 0 and summary["deletes"] == 0:
|
| 1226 |
+
if not quiet:
|
| 1227 |
+
print("Nothing to sync.")
|
| 1228 |
+
return sync_plan
|
| 1229 |
+
|
| 1230 |
+
if not quiet:
|
| 1231 |
+
print("Syncing...")
|
| 1232 |
+
|
| 1233 |
+
if quiet:
|
| 1234 |
+
disable_progress_bars()
|
| 1235 |
+
try:
|
| 1236 |
+
_execute_plan(sync_plan, api, verbose=verbose, status=status)
|
| 1237 |
+
finally:
|
| 1238 |
+
if quiet:
|
| 1239 |
+
enable_progress_bars()
|
| 1240 |
+
|
| 1241 |
+
if not quiet:
|
| 1242 |
+
print("Sync completed.")
|
| 1243 |
+
|
| 1244 |
+
return sync_plan
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_commit_api.py
ADDED
|
@@ -0,0 +1,1075 @@
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|
| 1 |
+
"""
|
| 2 |
+
Type definitions and utilities for the `create_commit` API
|
| 3 |
+
"""
|
| 4 |
+
|
| 5 |
+
import base64
|
| 6 |
+
import io
|
| 7 |
+
import json
|
| 8 |
+
import os
|
| 9 |
+
import warnings
|
| 10 |
+
from collections import defaultdict
|
| 11 |
+
from collections.abc import Iterable, Iterator
|
| 12 |
+
from concurrent.futures import ThreadPoolExecutor
|
| 13 |
+
from contextlib import contextmanager
|
| 14 |
+
from dataclasses import dataclass, field
|
| 15 |
+
from itertools import groupby
|
| 16 |
+
from pathlib import Path, PurePosixPath
|
| 17 |
+
from typing import TYPE_CHECKING, Any, BinaryIO, Literal, NamedTuple, Union
|
| 18 |
+
|
| 19 |
+
from tqdm.contrib.concurrent import thread_map
|
| 20 |
+
|
| 21 |
+
from . import constants
|
| 22 |
+
from .errors import EntryNotFoundError
|
| 23 |
+
from .file_download import hf_hub_url
|
| 24 |
+
from .lfs import UploadInfo, lfs_upload, post_lfs_batch_info
|
| 25 |
+
from .utils import (
|
| 26 |
+
FORBIDDEN_FOLDERS,
|
| 27 |
+
are_progress_bars_disabled,
|
| 28 |
+
chunk_iterable,
|
| 29 |
+
get_session,
|
| 30 |
+
hf_raise_for_status,
|
| 31 |
+
http_backoff,
|
| 32 |
+
logging,
|
| 33 |
+
sha,
|
| 34 |
+
tqdm_stream_file,
|
| 35 |
+
validate_hf_hub_args,
|
| 36 |
+
)
|
| 37 |
+
from .utils import tqdm as hf_tqdm
|
| 38 |
+
from .utils._runtime import is_xet_available
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
if TYPE_CHECKING:
|
| 42 |
+
from .hf_api import CommitInfo, RepoFile
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
logger = logging.get_logger(__name__)
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
UploadMode = Literal["lfs", "regular"]
|
| 49 |
+
|
| 50 |
+
# Max is 1,000 per request on the Hub for HfApi.get_paths_info
|
| 51 |
+
# Otherwise we get:
|
| 52 |
+
# HfHubHTTPError: 413 Client Error: Payload Too Large for url: https://huggingface.co/api/datasets/xxx (Request ID: xxx)\n\ntoo many parameters
|
| 53 |
+
# See https://github.com/huggingface/huggingface_hub/issues/1503
|
| 54 |
+
FETCH_LFS_BATCH_SIZE = 500
|
| 55 |
+
DUPLICATE_LFS_BATCH_SIZE = 500
|
| 56 |
+
|
| 57 |
+
UPLOAD_BATCH_MAX_NUM_FILES = 256
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
@dataclass
|
| 61 |
+
class CommitOperationDelete:
|
| 62 |
+
"""
|
| 63 |
+
Data structure holding necessary info to delete a file or a folder from a repository
|
| 64 |
+
on the Hub.
|
| 65 |
+
|
| 66 |
+
Args:
|
| 67 |
+
path_in_repo (`str`):
|
| 68 |
+
Relative filepath in the repo, for example: `"checkpoints/1fec34a/weights.bin"`
|
| 69 |
+
for a file or `"checkpoints/1fec34a/"` for a folder.
|
| 70 |
+
is_folder (`bool` or `Literal["auto"]`, *optional*)
|
| 71 |
+
Whether the Delete Operation applies to a folder or not. If "auto", the path
|
| 72 |
+
type (file or folder) is guessed automatically by looking if path ends with
|
| 73 |
+
a "/" (folder) or not (file). To explicitly set the path type, you can set
|
| 74 |
+
`is_folder=True` or `is_folder=False`.
|
| 75 |
+
"""
|
| 76 |
+
|
| 77 |
+
path_in_repo: str
|
| 78 |
+
is_folder: bool | Literal["auto"] = "auto"
|
| 79 |
+
|
| 80 |
+
def __post_init__(self):
|
| 81 |
+
self.path_in_repo = _validate_path_in_repo(self.path_in_repo)
|
| 82 |
+
|
| 83 |
+
if self.is_folder == "auto":
|
| 84 |
+
self.is_folder = self.path_in_repo.endswith("/")
|
| 85 |
+
if not isinstance(self.is_folder, bool):
|
| 86 |
+
raise ValueError(
|
| 87 |
+
f"Wrong value for `is_folder`. Must be one of [`True`, `False`, `'auto'`]. Got '{self.is_folder}'."
|
| 88 |
+
)
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
@dataclass
|
| 92 |
+
class CommitOperationCopy:
|
| 93 |
+
"""
|
| 94 |
+
Data structure holding necessary info to copy a file in a repository on the Hub.
|
| 95 |
+
|
| 96 |
+
Both LFS files and regular files are supported. LFS files are copied server-side while regular files are
|
| 97 |
+
downloaded and re-uploaded as part of the commit.
|
| 98 |
+
|
| 99 |
+
Cross-repository copies are supported by setting `src_repo_id` and `src_repo_type`. For cross-repo LFS copies,
|
| 100 |
+
the LFS objects are duplicated to the destination repository before the commit is created. This is handled
|
| 101 |
+
automatically by [`create_commit`]. Note that cross-repository copies only work within the same
|
| 102 |
+
[storage region](https://huggingface.co/docs/hub/storage-regions); copying across regions is not supported.
|
| 103 |
+
|
| 104 |
+
Note: you can combine a [`CommitOperationCopy`] and a [`CommitOperationDelete`] to rename an LFS file on the Hub.
|
| 105 |
+
|
| 106 |
+
Args:
|
| 107 |
+
src_path_in_repo (`str`):
|
| 108 |
+
Relative filepath in the repo of the file to be copied, e.g. `"checkpoints/1fec34a/weights.bin"`.
|
| 109 |
+
path_in_repo (`str`):
|
| 110 |
+
Relative filepath in the repo where to copy the file, e.g. `"checkpoints/1fec34a/weights_copy.bin"`.
|
| 111 |
+
src_revision (`str`, *optional*):
|
| 112 |
+
The git revision of the file to be copied. Can be any valid git revision.
|
| 113 |
+
Default to the target commit revision.
|
| 114 |
+
src_repo_id (`str`, *optional*):
|
| 115 |
+
The source repository to copy from (e.g. `"username/source-model"`).
|
| 116 |
+
Default to the destination repository (intra-repo copy).
|
| 117 |
+
src_repo_type (`str`, *optional*):
|
| 118 |
+
The type of the source repository (`"model"`, `"dataset"` or `"space"`).
|
| 119 |
+
Required when `src_repo_id` is set.
|
| 120 |
+
"""
|
| 121 |
+
|
| 122 |
+
src_path_in_repo: str
|
| 123 |
+
path_in_repo: str
|
| 124 |
+
src_revision: str | None = None
|
| 125 |
+
src_repo_id: str | None = None
|
| 126 |
+
src_repo_type: str | None = None
|
| 127 |
+
# set to the OID of the file to be copied if it has already been uploaded
|
| 128 |
+
# useful to determine if a commit will be empty or not.
|
| 129 |
+
_src_oid: str | None = None
|
| 130 |
+
# set to the OID of the file to copy to if it has already been uploaded
|
| 131 |
+
# useful to determine if a commit will be empty or not.
|
| 132 |
+
_dest_oid: str | None = None
|
| 133 |
+
# set to True once cross-repo LFS files have been duplicated to the destination repo
|
| 134 |
+
_is_duplicated: bool = False
|
| 135 |
+
|
| 136 |
+
def __post_init__(self):
|
| 137 |
+
self.src_path_in_repo = _validate_path_in_repo(self.src_path_in_repo)
|
| 138 |
+
self.path_in_repo = _validate_path_in_repo(self.path_in_repo)
|
| 139 |
+
if self.src_repo_id is not None and self.src_repo_type is None:
|
| 140 |
+
raise ValueError("`src_repo_type` is required when `src_repo_id` is set.")
|
| 141 |
+
if self.src_repo_type is not None and self.src_repo_id is None:
|
| 142 |
+
raise ValueError("`src_repo_id` is required when `src_repo_type` is set.")
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
@dataclass
|
| 146 |
+
class CommitOperationAdd:
|
| 147 |
+
"""
|
| 148 |
+
Data structure holding necessary info to upload a file to a repository on the Hub.
|
| 149 |
+
|
| 150 |
+
Args:
|
| 151 |
+
path_in_repo (`str`):
|
| 152 |
+
Relative filepath in the repo, for example: `"checkpoints/1fec34a/weights.bin"`
|
| 153 |
+
path_or_fileobj (`str`, `Path`, `bytes`, or `BinaryIO`):
|
| 154 |
+
Either:
|
| 155 |
+
- a path to a local file (as `str` or `pathlib.Path`) to upload
|
| 156 |
+
- a buffer of bytes (`bytes`) holding the content of the file to upload
|
| 157 |
+
- a "file object" (subclass of `io.BufferedIOBase`), typically obtained
|
| 158 |
+
with `open(path, "rb")`. It must support `seek()` and `tell()` methods.
|
| 159 |
+
|
| 160 |
+
Raises:
|
| 161 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 162 |
+
If `path_or_fileobj` is not one of `str`, `Path`, `bytes` or `io.BufferedIOBase`.
|
| 163 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 164 |
+
If `path_or_fileobj` is a `str` or `Path` but not a path to an existing file.
|
| 165 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 166 |
+
If `path_or_fileobj` is a `io.BufferedIOBase` but it doesn't support both
|
| 167 |
+
`seek()` and `tell()`.
|
| 168 |
+
"""
|
| 169 |
+
|
| 170 |
+
path_in_repo: str
|
| 171 |
+
path_or_fileobj: str | Path | bytes | BinaryIO
|
| 172 |
+
upload_info: UploadInfo = field(init=False, repr=False)
|
| 173 |
+
|
| 174 |
+
# Internal attributes
|
| 175 |
+
|
| 176 |
+
# set to "lfs" or "regular" once known
|
| 177 |
+
_upload_mode: UploadMode | None = field(init=False, repr=False, default=None)
|
| 178 |
+
|
| 179 |
+
# set to True if .gitignore rules prevent the file from being uploaded as LFS
|
| 180 |
+
# (server-side check)
|
| 181 |
+
_should_ignore: bool | None = field(init=False, repr=False, default=None)
|
| 182 |
+
|
| 183 |
+
# set to the remote OID of the file if it has already been uploaded
|
| 184 |
+
# useful to determine if a commit will be empty or not
|
| 185 |
+
_remote_oid: str | None = field(init=False, repr=False, default=None)
|
| 186 |
+
|
| 187 |
+
# set to True once the file has been uploaded as LFS
|
| 188 |
+
_is_uploaded: bool = field(init=False, repr=False, default=False)
|
| 189 |
+
|
| 190 |
+
# set to True once the file has been committed
|
| 191 |
+
_is_committed: bool = field(init=False, repr=False, default=False)
|
| 192 |
+
|
| 193 |
+
def __post_init__(self) -> None:
|
| 194 |
+
"""Validates `path_or_fileobj` and compute `upload_info`."""
|
| 195 |
+
self.path_in_repo = _validate_path_in_repo(self.path_in_repo)
|
| 196 |
+
|
| 197 |
+
# Validate `path_or_fileobj` value
|
| 198 |
+
if isinstance(self.path_or_fileobj, Path):
|
| 199 |
+
self.path_or_fileobj = str(self.path_or_fileobj)
|
| 200 |
+
if isinstance(self.path_or_fileobj, str):
|
| 201 |
+
path_or_fileobj = os.path.normpath(os.path.expanduser(self.path_or_fileobj))
|
| 202 |
+
if not os.path.isfile(path_or_fileobj):
|
| 203 |
+
raise ValueError(f"Provided path: '{path_or_fileobj}' is not a file on the local file system")
|
| 204 |
+
elif not isinstance(self.path_or_fileobj, (io.BufferedIOBase, bytes)):
|
| 205 |
+
# ^^ Inspired from: https://stackoverflow.com/questions/44584829/how-to-determine-if-file-is-opened-in-binary-or-text-mode
|
| 206 |
+
raise ValueError(
|
| 207 |
+
"path_or_fileobj must be either an instance of str, bytes or"
|
| 208 |
+
" io.BufferedIOBase. If you passed a file-like object, make sure it is"
|
| 209 |
+
" in binary mode."
|
| 210 |
+
)
|
| 211 |
+
if isinstance(self.path_or_fileobj, io.BufferedIOBase):
|
| 212 |
+
try:
|
| 213 |
+
self.path_or_fileobj.tell()
|
| 214 |
+
self.path_or_fileobj.seek(0, os.SEEK_CUR)
|
| 215 |
+
except (OSError, AttributeError) as exc:
|
| 216 |
+
raise ValueError(
|
| 217 |
+
"path_or_fileobj is a file-like object but does not implement seek() and tell()"
|
| 218 |
+
) from exc
|
| 219 |
+
|
| 220 |
+
# Compute "upload_info" attribute
|
| 221 |
+
if isinstance(self.path_or_fileobj, str):
|
| 222 |
+
self.upload_info = UploadInfo.from_path(self.path_or_fileobj)
|
| 223 |
+
elif isinstance(self.path_or_fileobj, bytes):
|
| 224 |
+
self.upload_info = UploadInfo.from_bytes(self.path_or_fileobj)
|
| 225 |
+
else:
|
| 226 |
+
self.upload_info = UploadInfo.from_fileobj(self.path_or_fileobj)
|
| 227 |
+
|
| 228 |
+
@contextmanager
|
| 229 |
+
def as_file(self, with_tqdm: bool = False) -> Iterator[BinaryIO]:
|
| 230 |
+
"""
|
| 231 |
+
A context manager that yields a file-like object allowing to read the underlying
|
| 232 |
+
data behind `path_or_fileobj`.
|
| 233 |
+
|
| 234 |
+
Args:
|
| 235 |
+
with_tqdm (`bool`, *optional*, defaults to `False`):
|
| 236 |
+
If True, iterating over the file object will display a progress bar. Only
|
| 237 |
+
works if the file-like object is a path to a file. Pure bytes and buffers
|
| 238 |
+
are not supported.
|
| 239 |
+
|
| 240 |
+
Example:
|
| 241 |
+
|
| 242 |
+
```python
|
| 243 |
+
>>> operation = CommitOperationAdd(
|
| 244 |
+
... path_in_repo="remote/dir/weights.h5",
|
| 245 |
+
... path_or_fileobj="./local/weights.h5",
|
| 246 |
+
... )
|
| 247 |
+
CommitOperationAdd(path_in_repo='remote/dir/weights.h5', path_or_fileobj='./local/weights.h5')
|
| 248 |
+
|
| 249 |
+
>>> with operation.as_file() as file:
|
| 250 |
+
... content = file.read()
|
| 251 |
+
|
| 252 |
+
>>> with operation.as_file(with_tqdm=True) as file:
|
| 253 |
+
... while True:
|
| 254 |
+
... data = file.read(1024)
|
| 255 |
+
... if not data:
|
| 256 |
+
... break
|
| 257 |
+
config.json: 100%|█████████████████████████| 8.19k/8.19k [00:02<00:00, 3.72kB/s]
|
| 258 |
+
|
| 259 |
+
>>> with operation.as_file(with_tqdm=True) as file:
|
| 260 |
+
... httpx.put(..., data=file)
|
| 261 |
+
config.json: 100%|█████████████████████████| 8.19k/8.19k [00:02<00:00, 3.72kB/s]
|
| 262 |
+
```
|
| 263 |
+
"""
|
| 264 |
+
if isinstance(self.path_or_fileobj, str) or isinstance(self.path_or_fileobj, Path):
|
| 265 |
+
if with_tqdm:
|
| 266 |
+
with tqdm_stream_file(self.path_or_fileobj) as file:
|
| 267 |
+
yield file
|
| 268 |
+
else:
|
| 269 |
+
with open(self.path_or_fileobj, "rb") as file:
|
| 270 |
+
yield file
|
| 271 |
+
elif isinstance(self.path_or_fileobj, bytes):
|
| 272 |
+
yield io.BytesIO(self.path_or_fileobj)
|
| 273 |
+
elif isinstance(self.path_or_fileobj, io.BufferedIOBase):
|
| 274 |
+
prev_pos = self.path_or_fileobj.tell()
|
| 275 |
+
yield self.path_or_fileobj
|
| 276 |
+
self.path_or_fileobj.seek(prev_pos, io.SEEK_SET)
|
| 277 |
+
|
| 278 |
+
def b64content(self) -> bytes:
|
| 279 |
+
"""
|
| 280 |
+
The base64-encoded content of `path_or_fileobj`
|
| 281 |
+
|
| 282 |
+
Returns: `bytes`
|
| 283 |
+
"""
|
| 284 |
+
with self.as_file() as file:
|
| 285 |
+
return base64.b64encode(file.read())
|
| 286 |
+
|
| 287 |
+
@property
|
| 288 |
+
def _local_oid(self) -> str | None:
|
| 289 |
+
"""Return the OID of the local file.
|
| 290 |
+
|
| 291 |
+
This OID is then compared to `self._remote_oid` to check if the file has changed compared to the remote one.
|
| 292 |
+
If the file did not change, we won't upload it again to prevent empty commits.
|
| 293 |
+
|
| 294 |
+
For LFS files, the OID corresponds to the SHA256 of the file content (used a LFS ref).
|
| 295 |
+
For regular files, the OID corresponds to the SHA1 of the file content.
|
| 296 |
+
Note: this is slightly different to git OID computation since the oid of an LFS file is usually the git-SHA1 of the
|
| 297 |
+
pointer file content (not the actual file content). However, using the SHA256 is enough to detect changes
|
| 298 |
+
and more convenient client-side.
|
| 299 |
+
"""
|
| 300 |
+
if self._upload_mode is None:
|
| 301 |
+
return None
|
| 302 |
+
elif self._upload_mode == "lfs":
|
| 303 |
+
return self.upload_info.sha256.hex()
|
| 304 |
+
else:
|
| 305 |
+
# Regular file => compute sha1
|
| 306 |
+
# => no need to read by chunk since the file is guaranteed to be <=5MB.
|
| 307 |
+
with self.as_file() as file:
|
| 308 |
+
return sha.git_hash(file.read())
|
| 309 |
+
|
| 310 |
+
|
| 311 |
+
def _validate_path_in_repo(path_in_repo: str) -> str:
|
| 312 |
+
# Validate `path_in_repo` value to prevent a server-side issue
|
| 313 |
+
if path_in_repo.startswith("/"):
|
| 314 |
+
path_in_repo = path_in_repo[1:]
|
| 315 |
+
if path_in_repo == "." or path_in_repo == ".." or path_in_repo.startswith("../"):
|
| 316 |
+
raise ValueError(f"Invalid `path_in_repo` in CommitOperation: '{path_in_repo}'")
|
| 317 |
+
if path_in_repo.startswith("./"):
|
| 318 |
+
path_in_repo = path_in_repo[2:]
|
| 319 |
+
for forbidden in FORBIDDEN_FOLDERS:
|
| 320 |
+
if any(part == forbidden for part in path_in_repo.split("/")):
|
| 321 |
+
raise ValueError(
|
| 322 |
+
f"Invalid `path_in_repo` in CommitOperation: cannot update files under a '{forbidden}/' folder (path:"
|
| 323 |
+
f" '{path_in_repo}')."
|
| 324 |
+
)
|
| 325 |
+
return path_in_repo
|
| 326 |
+
|
| 327 |
+
|
| 328 |
+
CommitOperation = Union[CommitOperationAdd, CommitOperationCopy, CommitOperationDelete]
|
| 329 |
+
|
| 330 |
+
|
| 331 |
+
def _warn_on_overwriting_operations(operations: list[CommitOperation]) -> None:
|
| 332 |
+
"""
|
| 333 |
+
Warn user when a list of operations is expected to overwrite itself in a single
|
| 334 |
+
commit.
|
| 335 |
+
|
| 336 |
+
Rules:
|
| 337 |
+
- If a filepath is updated by multiple `CommitOperationAdd` operations, a warning
|
| 338 |
+
message is triggered.
|
| 339 |
+
- If a filepath is updated at least once by a `CommitOperationAdd` and then deleted
|
| 340 |
+
by a `CommitOperationDelete`, a warning is triggered.
|
| 341 |
+
- If a `CommitOperationDelete` deletes a filepath that is then updated by a
|
| 342 |
+
`CommitOperationAdd`, no warning is triggered. This is usually useless (no need to
|
| 343 |
+
delete before upload) but can happen if a user deletes an entire folder and then
|
| 344 |
+
add new files to it.
|
| 345 |
+
"""
|
| 346 |
+
nb_additions_per_path: dict[str, int] = defaultdict(int)
|
| 347 |
+
for operation in operations:
|
| 348 |
+
path_in_repo = operation.path_in_repo
|
| 349 |
+
if isinstance(operation, CommitOperationAdd):
|
| 350 |
+
if nb_additions_per_path[path_in_repo] > 0:
|
| 351 |
+
warnings.warn(
|
| 352 |
+
"About to update multiple times the same file in the same commit:"
|
| 353 |
+
f" '{path_in_repo}'. This can cause undesired inconsistencies in"
|
| 354 |
+
" your repo."
|
| 355 |
+
)
|
| 356 |
+
nb_additions_per_path[path_in_repo] += 1
|
| 357 |
+
for parent in PurePosixPath(path_in_repo).parents:
|
| 358 |
+
# Also keep track of number of updated files per folder
|
| 359 |
+
# => warns if deleting a folder overwrite some contained files
|
| 360 |
+
nb_additions_per_path[str(parent)] += 1
|
| 361 |
+
if isinstance(operation, CommitOperationDelete):
|
| 362 |
+
if nb_additions_per_path[str(PurePosixPath(path_in_repo))] > 0:
|
| 363 |
+
if operation.is_folder:
|
| 364 |
+
warnings.warn(
|
| 365 |
+
"About to delete a folder containing files that have just been"
|
| 366 |
+
f" updated within the same commit: '{path_in_repo}'. This can"
|
| 367 |
+
" cause undesired inconsistencies in your repo."
|
| 368 |
+
)
|
| 369 |
+
else:
|
| 370 |
+
warnings.warn(
|
| 371 |
+
"About to delete a file that have just been updated within the"
|
| 372 |
+
f" same commit: '{path_in_repo}'. This can cause undesired"
|
| 373 |
+
" inconsistencies in your repo."
|
| 374 |
+
)
|
| 375 |
+
|
| 376 |
+
|
| 377 |
+
@validate_hf_hub_args
|
| 378 |
+
def _upload_files(
|
| 379 |
+
*,
|
| 380 |
+
additions: list[CommitOperationAdd],
|
| 381 |
+
repo_type: str,
|
| 382 |
+
repo_id: str,
|
| 383 |
+
headers: dict[str, str],
|
| 384 |
+
endpoint: str | None = None,
|
| 385 |
+
num_threads: int = 5,
|
| 386 |
+
revision: str | None = None,
|
| 387 |
+
create_pr: bool | None = None,
|
| 388 |
+
):
|
| 389 |
+
"""
|
| 390 |
+
Uploads the files through the Xet protocol if possible, otherwise through the legacy LFS protocol.
|
| 391 |
+
|
| 392 |
+
The Xet path does not require any Python-side sha256 computation: hashing happens inside `hf_xet`
|
| 393 |
+
while chunking the files (single read pass) and is backfilled on the operations afterwards.
|
| 394 |
+
"""
|
| 395 |
+
has_buffered_io_data = any(isinstance(op.path_or_fileobj, io.BufferedIOBase) for op in additions)
|
| 396 |
+
if is_xet_available():
|
| 397 |
+
if not has_buffered_io_data:
|
| 398 |
+
_upload_xet_files(
|
| 399 |
+
additions=additions,
|
| 400 |
+
repo_type=repo_type,
|
| 401 |
+
repo_id=repo_id,
|
| 402 |
+
headers=headers,
|
| 403 |
+
endpoint=endpoint,
|
| 404 |
+
revision=revision,
|
| 405 |
+
create_pr=create_pr,
|
| 406 |
+
)
|
| 407 |
+
return
|
| 408 |
+
logger.warning(
|
| 409 |
+
"Uploading files as a binary IO buffer is not supported by Xet Storage. Falling back to HTTP upload."
|
| 410 |
+
)
|
| 411 |
+
|
| 412 |
+
# Legacy LFS path: sha256 is required by the LFS batch endpoint => compute missing ones (in parallel).
|
| 413 |
+
_compute_missing_sha256s(additions, num_threads=num_threads)
|
| 414 |
+
|
| 415 |
+
lfs_actions: list[dict[str, Any]] = []
|
| 416 |
+
lfs_oid2addop: dict[str, CommitOperationAdd] = {}
|
| 417 |
+
for chunk in chunk_iterable(additions, chunk_size=UPLOAD_BATCH_MAX_NUM_FILES):
|
| 418 |
+
chunk_list = [op for op in chunk]
|
| 419 |
+
actions_chunk, errors_chunk, _ = post_lfs_batch_info(
|
| 420 |
+
upload_infos=[op.upload_info for op in chunk_list],
|
| 421 |
+
repo_id=repo_id,
|
| 422 |
+
repo_type=repo_type,
|
| 423 |
+
revision=revision,
|
| 424 |
+
endpoint=endpoint,
|
| 425 |
+
headers=headers,
|
| 426 |
+
token=None, # already passed in 'headers'
|
| 427 |
+
transfers=["basic", "multipart"],
|
| 428 |
+
)
|
| 429 |
+
if errors_chunk:
|
| 430 |
+
message = "\n".join(
|
| 431 |
+
[
|
| 432 |
+
f"Encountered error for file with OID {err.get('oid')}: `{err.get('error', {}).get('message')}"
|
| 433 |
+
for err in errors_chunk
|
| 434 |
+
]
|
| 435 |
+
)
|
| 436 |
+
raise ValueError(f"LFS batch API returned errors:\n{message}")
|
| 437 |
+
lfs_actions.extend(actions_chunk)
|
| 438 |
+
for op in chunk_list:
|
| 439 |
+
lfs_oid2addop[op.upload_info.sha256.hex()] = op
|
| 440 |
+
|
| 441 |
+
if len(lfs_actions) > 0:
|
| 442 |
+
_upload_lfs_files(
|
| 443 |
+
actions=lfs_actions,
|
| 444 |
+
oid2addop=lfs_oid2addop,
|
| 445 |
+
headers=headers,
|
| 446 |
+
endpoint=endpoint,
|
| 447 |
+
num_threads=num_threads,
|
| 448 |
+
)
|
| 449 |
+
|
| 450 |
+
|
| 451 |
+
def _compute_missing_sha256s(additions: list[CommitOperationAdd], num_threads: int) -> None:
|
| 452 |
+
"""Compute the sha256 of the operations that don't have one yet, in parallel."""
|
| 453 |
+
not_hashed = [op for op in additions if not op.upload_info.is_hashed]
|
| 454 |
+
if len(not_hashed) == 0:
|
| 455 |
+
return
|
| 456 |
+
logger.info(f"Computing sha256 for {len(not_hashed)} files.")
|
| 457 |
+
if len(not_hashed) == 1:
|
| 458 |
+
_ = not_hashed[0].upload_info.sha256
|
| 459 |
+
return
|
| 460 |
+
with ThreadPoolExecutor(max_workers=num_threads) as executor:
|
| 461 |
+
list(executor.map(lambda op: op.upload_info.sha256, not_hashed))
|
| 462 |
+
|
| 463 |
+
|
| 464 |
+
@validate_hf_hub_args
|
| 465 |
+
def _upload_lfs_files(
|
| 466 |
+
*,
|
| 467 |
+
actions: list[dict[str, Any]],
|
| 468 |
+
oid2addop: dict[str, CommitOperationAdd],
|
| 469 |
+
headers: dict[str, str],
|
| 470 |
+
endpoint: str | None = None,
|
| 471 |
+
num_threads: int = 5,
|
| 472 |
+
):
|
| 473 |
+
"""
|
| 474 |
+
Uploads the content of `additions` to the Hub using the large file storage protocol.
|
| 475 |
+
|
| 476 |
+
Relevant external documentation:
|
| 477 |
+
- LFS Batch API: https://github.com/git-lfs/git-lfs/blob/main/docs/api/batch.md
|
| 478 |
+
|
| 479 |
+
Args:
|
| 480 |
+
actions (`list[dict[str, Any]]`):
|
| 481 |
+
LFS batch actions returned by the server.
|
| 482 |
+
oid2addop (`dict[str, CommitOperationAdd]`):
|
| 483 |
+
A dictionary mapping the OID of the file to the corresponding `CommitOperationAdd` object.
|
| 484 |
+
headers (`dict[str, str]`):
|
| 485 |
+
Headers to use for the request, including authorization headers and user agent.
|
| 486 |
+
endpoint (`str`, *optional*):
|
| 487 |
+
The endpoint to use for the request. Defaults to `constants.ENDPOINT`.
|
| 488 |
+
num_threads (`int`, *optional*):
|
| 489 |
+
The number of concurrent threads to use when uploading. Defaults to 5.
|
| 490 |
+
|
| 491 |
+
Raises:
|
| 492 |
+
[`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError)
|
| 493 |
+
If an upload failed for any reason
|
| 494 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 495 |
+
Type of the repo to upload to: `"model"`, `"dataset"` or `"space"`.
|
| 496 |
+
repo_id (`str`):
|
| 497 |
+
A namespace (user or an organization) and a repo name separated
|
| 498 |
+
by a `/`.
|
| 499 |
+
headers (`dict[str, str]`):
|
| 500 |
+
Headers to use for the request, including authorization headers and user agent.
|
| 501 |
+
num_threads (`int`, *optional*):
|
| 502 |
+
The number of concurrent threads to use when uploading. Defaults to 5.
|
| 503 |
+
revision (`str`, *optional*):
|
| 504 |
+
The git revision to upload to.
|
| 505 |
+
|
| 506 |
+
Raises:
|
| 507 |
+
[`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError)
|
| 508 |
+
If an upload failed for any reason
|
| 509 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 510 |
+
If the server returns malformed responses
|
| 511 |
+
[`HfHubHTTPError`]
|
| 512 |
+
If the LFS batch endpoint returned an HTTP error.
|
| 513 |
+
"""
|
| 514 |
+
# Filter out files already present upstream
|
| 515 |
+
filtered_actions = []
|
| 516 |
+
for action in actions:
|
| 517 |
+
if action.get("actions") is None:
|
| 518 |
+
logger.debug(
|
| 519 |
+
f"Content of file {oid2addop[action['oid']].path_in_repo} is already present upstream - skipping upload."
|
| 520 |
+
)
|
| 521 |
+
else:
|
| 522 |
+
filtered_actions.append(action)
|
| 523 |
+
|
| 524 |
+
# Upload according to server-provided actions
|
| 525 |
+
def _wrapped_lfs_upload(batch_action) -> None:
|
| 526 |
+
try:
|
| 527 |
+
operation = oid2addop[batch_action["oid"]]
|
| 528 |
+
lfs_upload(operation=operation, lfs_batch_action=batch_action, headers=headers, endpoint=endpoint)
|
| 529 |
+
except Exception as exc:
|
| 530 |
+
raise RuntimeError(f"Error while uploading '{operation.path_in_repo}' to the Hub.") from exc
|
| 531 |
+
|
| 532 |
+
if len(filtered_actions) == 1:
|
| 533 |
+
logger.debug("Uploading 1 LFS file to the Hub")
|
| 534 |
+
_wrapped_lfs_upload(filtered_actions[0])
|
| 535 |
+
else:
|
| 536 |
+
logger.debug(
|
| 537 |
+
f"Uploading {len(filtered_actions)} LFS files to the Hub using up to {num_threads} threads concurrently"
|
| 538 |
+
)
|
| 539 |
+
thread_map(
|
| 540 |
+
_wrapped_lfs_upload,
|
| 541 |
+
filtered_actions,
|
| 542 |
+
desc=f"Upload {len(filtered_actions)} LFS files",
|
| 543 |
+
max_workers=num_threads,
|
| 544 |
+
tqdm_class=hf_tqdm,
|
| 545 |
+
)
|
| 546 |
+
|
| 547 |
+
|
| 548 |
+
@validate_hf_hub_args
|
| 549 |
+
def _upload_xet_files(
|
| 550 |
+
*,
|
| 551 |
+
additions: list[CommitOperationAdd],
|
| 552 |
+
repo_type: str,
|
| 553 |
+
repo_id: str,
|
| 554 |
+
headers: dict[str, str],
|
| 555 |
+
endpoint: str | None = None,
|
| 556 |
+
revision: str | None = None,
|
| 557 |
+
create_pr: bool | None = None,
|
| 558 |
+
):
|
| 559 |
+
"""
|
| 560 |
+
Uploads the content of `additions` to the Hub using the xet storage protocol.
|
| 561 |
+
This chunks the files and deduplicates the chunks before uploading them to xetcas storage.
|
| 562 |
+
|
| 563 |
+
Args:
|
| 564 |
+
additions (`` of `CommitOperationAdd`):
|
| 565 |
+
The files to be uploaded.
|
| 566 |
+
repo_type (`str`):
|
| 567 |
+
Type of the repo (e.g. `"model"`, `"dataset"`, `"space"`).
|
| 568 |
+
repo_id (`str`):
|
| 569 |
+
A namespace (user or an organization) and a repo name separated
|
| 570 |
+
by a `/`.
|
| 571 |
+
headers (`dict[str, str]`):
|
| 572 |
+
Headers to use for the request, including authorization headers and user agent.
|
| 573 |
+
endpoint: (`str`, *optional*):
|
| 574 |
+
The endpoint to use for the xetcas service. Defaults to `constants.ENDPOINT`.
|
| 575 |
+
revision (`str`, *optional*):
|
| 576 |
+
The git revision to upload to.
|
| 577 |
+
create_pr (`bool`, *optional*):
|
| 578 |
+
Whether or not to create a Pull Request with that commit.
|
| 579 |
+
|
| 580 |
+
Raises:
|
| 581 |
+
[`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError)
|
| 582 |
+
If an upload failed for any reason.
|
| 583 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 584 |
+
If the server returns malformed responses or if the user is unauthorized to upload to xet storage.
|
| 585 |
+
[`HfHubHTTPError`]
|
| 586 |
+
If the LFS batch endpoint returned an HTTP error.
|
| 587 |
+
|
| 588 |
+
**How it works:**
|
| 589 |
+
The file upload system uses Xet storage, which is a content-addressable storage system that breaks files into chunks
|
| 590 |
+
for efficient storage and transfer.
|
| 591 |
+
|
| 592 |
+
``session.new_upload_commit()`` manages uploading files by:
|
| 593 |
+
- Registering upload tasks and starting upload immediately in the background
|
| 594 |
+
- Breaking files into smaller chunks for efficient storage
|
| 595 |
+
- Avoiding duplicate storage by recognizing identical chunks across files
|
| 596 |
+
- Connecting to a storage server (CAS server) that manages these chunks
|
| 597 |
+
|
| 598 |
+
Authentication works transparently: the upload commit accepts a ``token_refresh_url``
|
| 599 |
+
that is used to refresh the short-lived xet write token as needed.
|
| 600 |
+
|
| 601 |
+
The upload process works like this:
|
| 602 |
+
1. Upload tasks run in parallel:
|
| 603 |
+
1.1. Read the file content from a path, bytes array, or a stream.
|
| 604 |
+
1.2. Split the file content into smaller chunks based on content patterns: each chunk gets a unique ID based on what's in it.
|
| 605 |
+
1.3. For each chunk:
|
| 606 |
+
- Check if it already exists in storage.
|
| 607 |
+
- Skip uploading chunks that already exist.
|
| 608 |
+
1.4. Group chunks into larger blocks for efficient transfer.
|
| 609 |
+
1.5. Upload these blocks to the storage server.
|
| 610 |
+
1.6. Assemble the file manifest locally and send it to the server for validation.
|
| 611 |
+
2. Return reference files that contain information about the uploaded files, which can be used later to download them.
|
| 612 |
+
"""
|
| 613 |
+
if len(additions) == 0:
|
| 614 |
+
return
|
| 615 |
+
|
| 616 |
+
# at this point, we know that hf_xet is installed
|
| 617 |
+
from .utils._xet import (
|
| 618 |
+
XetTokenType,
|
| 619 |
+
abort_xet_session,
|
| 620 |
+
get_xet_session,
|
| 621 |
+
xet_connection_info_refresh_url,
|
| 622 |
+
xet_headers_without_auth,
|
| 623 |
+
)
|
| 624 |
+
from .utils._xet_progress_reporting import XetUploadProgressReporter
|
| 625 |
+
|
| 626 |
+
refresh_url = xet_connection_info_refresh_url(
|
| 627 |
+
token_type=XetTokenType.WRITE,
|
| 628 |
+
repo_id=repo_id,
|
| 629 |
+
repo_type=repo_type,
|
| 630 |
+
revision=revision,
|
| 631 |
+
endpoint=endpoint,
|
| 632 |
+
)
|
| 633 |
+
if create_pr:
|
| 634 |
+
refresh_url += "?create_pr=1"
|
| 635 |
+
|
| 636 |
+
xet_headers = xet_headers_without_auth(headers)
|
| 637 |
+
|
| 638 |
+
import hf_xet
|
| 639 |
+
|
| 640 |
+
session = get_xet_session()
|
| 641 |
+
progress = None
|
| 642 |
+
|
| 643 |
+
def _sha256_arg(op: CommitOperationAdd):
|
| 644 |
+
# If the sha256 is already known, pass it to avoid recomputation. Otherwise let hf_xet
|
| 645 |
+
# compute it while chunking the file (single read pass) and backfill it afterwards.
|
| 646 |
+
return op.upload_info.sha256.hex() if op.upload_info.is_hashed else hf_xet.COMPUTE_SHA256
|
| 647 |
+
|
| 648 |
+
try:
|
| 649 |
+
if not are_progress_bars_disabled():
|
| 650 |
+
progress = XetUploadProgressReporter()
|
| 651 |
+
progress_callback = progress.update_progress
|
| 652 |
+
else:
|
| 653 |
+
progress_callback = None
|
| 654 |
+
|
| 655 |
+
all_bytes_ops = [op for op in additions if isinstance(op.path_or_fileobj, bytes)]
|
| 656 |
+
all_paths_ops = [op for op in additions if isinstance(op.path_or_fileobj, (str, Path))]
|
| 657 |
+
|
| 658 |
+
handles: list[tuple[CommitOperationAdd, Any]] = []
|
| 659 |
+
with session.new_upload_commit(
|
| 660 |
+
token_refresh_url=refresh_url,
|
| 661 |
+
token_refresh_headers=headers,
|
| 662 |
+
custom_headers=xet_headers,
|
| 663 |
+
progress_callback=progress_callback,
|
| 664 |
+
) as commit:
|
| 665 |
+
for op in all_paths_ops:
|
| 666 |
+
handles.append((op, commit.start_upload_file(str(op.path_or_fileobj), sha256=_sha256_arg(op))))
|
| 667 |
+
for op in all_bytes_ops:
|
| 668 |
+
handles.append((op, commit.start_upload_bytes(op.path_or_fileobj, sha256=_sha256_arg(op))))
|
| 669 |
+
|
| 670 |
+
# Backfill sha256 computed by hf_xet (needed later for the commit payload).
|
| 671 |
+
for op, handle in handles:
|
| 672 |
+
if not op.upload_info.is_hashed:
|
| 673 |
+
op.upload_info.sha256 = bytes.fromhex(handle.result().xet_info.sha256)
|
| 674 |
+
except KeyboardInterrupt:
|
| 675 |
+
abort_xet_session()
|
| 676 |
+
raise
|
| 677 |
+
finally:
|
| 678 |
+
if progress is not None:
|
| 679 |
+
progress.close()
|
| 680 |
+
|
| 681 |
+
|
| 682 |
+
def _validate_preupload_info(preupload_info: dict):
|
| 683 |
+
files = preupload_info.get("files")
|
| 684 |
+
if not isinstance(files, list):
|
| 685 |
+
raise ValueError("preupload_info is improperly formatted")
|
| 686 |
+
for file_info in files:
|
| 687 |
+
if not (
|
| 688 |
+
isinstance(file_info, dict)
|
| 689 |
+
and isinstance(file_info.get("path"), str)
|
| 690 |
+
and isinstance(file_info.get("uploadMode"), str)
|
| 691 |
+
and (file_info["uploadMode"] in ("lfs", "regular"))
|
| 692 |
+
):
|
| 693 |
+
raise ValueError("preupload_info is improperly formatted:")
|
| 694 |
+
return preupload_info
|
| 695 |
+
|
| 696 |
+
|
| 697 |
+
@validate_hf_hub_args
|
| 698 |
+
def _fetch_upload_modes(
|
| 699 |
+
additions: Iterable[CommitOperationAdd],
|
| 700 |
+
repo_type: str,
|
| 701 |
+
repo_id: str,
|
| 702 |
+
headers: dict[str, str],
|
| 703 |
+
revision: str,
|
| 704 |
+
endpoint: str | None = None,
|
| 705 |
+
create_pr: bool = False,
|
| 706 |
+
gitignore_content: str | None = None,
|
| 707 |
+
) -> None:
|
| 708 |
+
"""
|
| 709 |
+
Requests the Hub "preupload" endpoint to determine whether each input file should be uploaded as a regular git blob,
|
| 710 |
+
as a git LFS blob, or as a XET file. Input `additions` are mutated in-place with the upload mode.
|
| 711 |
+
|
| 712 |
+
Args:
|
| 713 |
+
additions (`Iterable` of :class:`CommitOperationAdd`):
|
| 714 |
+
Iterable of :class:`CommitOperationAdd` describing the files to
|
| 715 |
+
upload to the Hub.
|
| 716 |
+
repo_type (`str`):
|
| 717 |
+
Type of the repo to upload to: `"model"`, `"dataset"` or `"space"`.
|
| 718 |
+
repo_id (`str`):
|
| 719 |
+
A namespace (user or an organization) and a repo name separated
|
| 720 |
+
by a `/`.
|
| 721 |
+
headers (`dict[str, str]`):
|
| 722 |
+
Headers to use for the request, including authorization headers and user agent.
|
| 723 |
+
revision (`str`):
|
| 724 |
+
The git revision to upload the files to. Can be any valid git revision.
|
| 725 |
+
gitignore_content (`str`, *optional*):
|
| 726 |
+
The content of the `.gitignore` file to know which files should be ignored. The order of priority
|
| 727 |
+
is to first check if `gitignore_content` is passed, then check if the `.gitignore` file is present
|
| 728 |
+
in the list of files to commit and finally default to the `.gitignore` file already hosted on the Hub
|
| 729 |
+
(if any).
|
| 730 |
+
Raises:
|
| 731 |
+
[`~utils.HfHubHTTPError`]
|
| 732 |
+
If the Hub API returned an error.
|
| 733 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 734 |
+
If the Hub API response is improperly formatted.
|
| 735 |
+
"""
|
| 736 |
+
endpoint = endpoint if endpoint is not None else constants.ENDPOINT
|
| 737 |
+
|
| 738 |
+
# Fetch upload mode (LFS or regular) chunk by chunk.
|
| 739 |
+
upload_modes: dict[str, UploadMode] = {}
|
| 740 |
+
should_ignore_info: dict[str, bool] = {}
|
| 741 |
+
oid_info: dict[str, str | None] = {}
|
| 742 |
+
|
| 743 |
+
for chunk in chunk_iterable(additions, 256):
|
| 744 |
+
payload: dict = {
|
| 745 |
+
"files": [
|
| 746 |
+
{
|
| 747 |
+
"path": op.path_in_repo,
|
| 748 |
+
"sample": base64.b64encode(op.upload_info.sample).decode("ascii"),
|
| 749 |
+
"size": op.upload_info.size,
|
| 750 |
+
}
|
| 751 |
+
for op in chunk
|
| 752 |
+
]
|
| 753 |
+
}
|
| 754 |
+
if gitignore_content is not None:
|
| 755 |
+
payload["gitIgnore"] = gitignore_content
|
| 756 |
+
|
| 757 |
+
resp = http_backoff(
|
| 758 |
+
"POST",
|
| 759 |
+
f"{endpoint}/api/{repo_type}s/{repo_id}/preupload/{revision}",
|
| 760 |
+
json=payload,
|
| 761 |
+
headers=headers,
|
| 762 |
+
params={"create_pr": "1"} if create_pr else None,
|
| 763 |
+
)
|
| 764 |
+
hf_raise_for_status(resp)
|
| 765 |
+
preupload_info = _validate_preupload_info(resp.json())
|
| 766 |
+
upload_modes.update(**{file["path"]: file["uploadMode"] for file in preupload_info["files"]})
|
| 767 |
+
should_ignore_info.update(**{file["path"]: file["shouldIgnore"] for file in preupload_info["files"]})
|
| 768 |
+
oid_info.update(**{file["path"]: file.get("oid") for file in preupload_info["files"]})
|
| 769 |
+
|
| 770 |
+
# Set upload mode for each addition operation
|
| 771 |
+
for addition in additions:
|
| 772 |
+
addition._upload_mode = upload_modes[addition.path_in_repo]
|
| 773 |
+
addition._should_ignore = should_ignore_info[addition.path_in_repo]
|
| 774 |
+
addition._remote_oid = oid_info[addition.path_in_repo]
|
| 775 |
+
|
| 776 |
+
# Empty files cannot be uploaded as LFS (S3 would fail with a 501 Not Implemented)
|
| 777 |
+
# => empty files are uploaded as "regular" to still allow users to commit them.
|
| 778 |
+
for addition in additions:
|
| 779 |
+
if addition.upload_info.size == 0:
|
| 780 |
+
addition._upload_mode = "regular"
|
| 781 |
+
|
| 782 |
+
|
| 783 |
+
class _CopySource(NamedTuple):
|
| 784 |
+
src_repo_id: str | None
|
| 785 |
+
src_repo_type: str | None
|
| 786 |
+
path: str
|
| 787 |
+
revision: str | None
|
| 788 |
+
|
| 789 |
+
|
| 790 |
+
@validate_hf_hub_args
|
| 791 |
+
def _fetch_files_to_copy(
|
| 792 |
+
copies: Iterable[CommitOperationCopy],
|
| 793 |
+
repo_type: str,
|
| 794 |
+
repo_id: str,
|
| 795 |
+
headers: dict[str, str],
|
| 796 |
+
revision: str,
|
| 797 |
+
endpoint: str | None = None,
|
| 798 |
+
) -> dict[_CopySource, Union["RepoFile", bytes]]:
|
| 799 |
+
"""
|
| 800 |
+
Fetch information about the files to copy.
|
| 801 |
+
|
| 802 |
+
For LFS files, we only need their metadata (file size and sha256) while for regular files
|
| 803 |
+
we need to download the raw content from the Hub.
|
| 804 |
+
|
| 805 |
+
Args:
|
| 806 |
+
copies (`Iterable` of :class:`CommitOperationCopy`):
|
| 807 |
+
Iterable of :class:`CommitOperationCopy` describing the files to
|
| 808 |
+
copy on the Hub.
|
| 809 |
+
repo_type (`str`):
|
| 810 |
+
Type of the repo to upload to: `"model"`, `"dataset"` or `"space"`.
|
| 811 |
+
repo_id (`str`):
|
| 812 |
+
A namespace (user or an organization) and a repo name separated
|
| 813 |
+
by a `/`.
|
| 814 |
+
headers (`dict[str, str]`):
|
| 815 |
+
Headers to use for the request, including authorization headers and user agent.
|
| 816 |
+
revision (`str`):
|
| 817 |
+
The git revision to upload the files to. Can be any valid git revision.
|
| 818 |
+
|
| 819 |
+
Returns: `dict[_CopySource, Union[RepoFile, bytes]]]`
|
| 820 |
+
Key is `(src_repo_id, src_repo_type, path, revision)`. For intra-repo copies,
|
| 821 |
+
`src_repo_id` and `src_repo_type` are `None`.
|
| 822 |
+
Value is the raw content as bytes (for regular files) or the file information as a RepoFile (for LFS files).
|
| 823 |
+
|
| 824 |
+
Raises:
|
| 825 |
+
[`~utils.HfHubHTTPError`]
|
| 826 |
+
If the Hub API returned an error.
|
| 827 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 828 |
+
If the Hub API response is improperly formatted.
|
| 829 |
+
"""
|
| 830 |
+
from .hf_api import HfApi, RepoFolder
|
| 831 |
+
|
| 832 |
+
hf_api = HfApi(endpoint=endpoint, headers=headers)
|
| 833 |
+
copies = list(copies)
|
| 834 |
+
files_to_copy: dict[_CopySource, Union["RepoFile", bytes]] = {}
|
| 835 |
+
oid_info: dict[tuple[str, str | None], str | None] = {}
|
| 836 |
+
|
| 837 |
+
# 1. Fetch OIDs for destination paths in batches.
|
| 838 |
+
dest_paths = [op.path_in_repo for op in copies]
|
| 839 |
+
for batch in chunk_iterable(dest_paths, FETCH_LFS_BATCH_SIZE):
|
| 840 |
+
dest_repo_files = hf_api.get_paths_info(
|
| 841 |
+
repo_id=repo_id,
|
| 842 |
+
paths=list(batch),
|
| 843 |
+
revision=revision,
|
| 844 |
+
repo_type=repo_type,
|
| 845 |
+
)
|
| 846 |
+
for file in dest_repo_files:
|
| 847 |
+
if not isinstance(file, RepoFolder):
|
| 848 |
+
oid_info[(file.path, revision)] = file.blob_id
|
| 849 |
+
|
| 850 |
+
# 2. Fetch source file info, grouped by (src_repo_id, src_repo_type, src_revision).
|
| 851 |
+
copies.sort(key=lambda op: (op.src_repo_id or "", op.src_repo_type or "", op.src_revision or ""))
|
| 852 |
+
for (src_repo_id_key, src_repo_type_key, src_revision_key), group in groupby(
|
| 853 |
+
copies, key=lambda op: (op.src_repo_id, op.src_repo_type, op.src_revision)
|
| 854 |
+
):
|
| 855 |
+
operations = list(group)
|
| 856 |
+
is_cross_repo = src_repo_id_key is not None
|
| 857 |
+
eff_repo_id = src_repo_id_key or repo_id
|
| 858 |
+
eff_repo_type = src_repo_type_key or repo_type
|
| 859 |
+
eff_revision = src_revision_key or ("main" if is_cross_repo else revision)
|
| 860 |
+
|
| 861 |
+
src_paths = [op.src_path_in_repo for op in operations]
|
| 862 |
+
for paths_batch in chunk_iterable(src_paths, FETCH_LFS_BATCH_SIZE):
|
| 863 |
+
src_repo_files = hf_api.get_paths_info(
|
| 864 |
+
repo_id=eff_repo_id,
|
| 865 |
+
paths=list(paths_batch),
|
| 866 |
+
revision=eff_revision,
|
| 867 |
+
repo_type=eff_repo_type,
|
| 868 |
+
)
|
| 869 |
+
for src_repo_file in src_repo_files:
|
| 870 |
+
if isinstance(src_repo_file, RepoFolder):
|
| 871 |
+
raise NotImplementedError("Copying a folder is not implemented.")
|
| 872 |
+
source = _CopySource(src_repo_id_key, src_repo_type_key, src_repo_file.path, src_revision_key)
|
| 873 |
+
if src_repo_file.lfs:
|
| 874 |
+
files_to_copy[source] = src_repo_file
|
| 875 |
+
else:
|
| 876 |
+
url = hf_hub_url(
|
| 877 |
+
endpoint=endpoint,
|
| 878 |
+
repo_type=eff_repo_type,
|
| 879 |
+
repo_id=eff_repo_id,
|
| 880 |
+
revision=eff_revision,
|
| 881 |
+
filename=src_repo_file.path,
|
| 882 |
+
)
|
| 883 |
+
response = get_session().get(url, headers=headers)
|
| 884 |
+
hf_raise_for_status(response)
|
| 885 |
+
files_to_copy[source] = response.content
|
| 886 |
+
if not is_cross_repo:
|
| 887 |
+
oid_info[(src_repo_file.path, src_revision_key)] = src_repo_file.blob_id
|
| 888 |
+
|
| 889 |
+
for operation in operations:
|
| 890 |
+
key = _CopySource(src_repo_id_key, src_repo_type_key, operation.src_path_in_repo, src_revision_key)
|
| 891 |
+
if key not in files_to_copy:
|
| 892 |
+
source_desc = f" from {eff_repo_type}s/{eff_repo_id}" if is_cross_repo else ""
|
| 893 |
+
raise EntryNotFoundError(
|
| 894 |
+
f"Cannot copy {operation.src_path_in_repo} at revision "
|
| 895 |
+
f"{eff_revision}{source_desc}: file is missing on repo."
|
| 896 |
+
)
|
| 897 |
+
operation._dest_oid = oid_info.get((operation.path_in_repo, revision))
|
| 898 |
+
if not is_cross_repo:
|
| 899 |
+
operation._src_oid = oid_info.get((operation.src_path_in_repo, operation.src_revision))
|
| 900 |
+
|
| 901 |
+
return files_to_copy
|
| 902 |
+
|
| 903 |
+
|
| 904 |
+
def _prepare_commit_payload(
|
| 905 |
+
operations: Iterable[CommitOperation],
|
| 906 |
+
files_to_copy: dict[_CopySource, Union["RepoFile", bytes]],
|
| 907 |
+
commit_message: str,
|
| 908 |
+
commit_description: str | None = None,
|
| 909 |
+
parent_commit: str | None = None,
|
| 910 |
+
) -> Iterable[dict[str, Any]]:
|
| 911 |
+
"""
|
| 912 |
+
Builds the payload to POST to the `/commit` API of the Hub.
|
| 913 |
+
|
| 914 |
+
Payload is returned as an iterator so that it can be streamed as a ndjson in the
|
| 915 |
+
POST request.
|
| 916 |
+
|
| 917 |
+
For more information, see:
|
| 918 |
+
- https://github.com/huggingface/huggingface_hub/issues/1085#issuecomment-1265208073
|
| 919 |
+
- http://ndjson.org/
|
| 920 |
+
"""
|
| 921 |
+
commit_description = commit_description if commit_description is not None else ""
|
| 922 |
+
|
| 923 |
+
# 1. Send a header item with the commit metadata
|
| 924 |
+
header_value = {"summary": commit_message, "description": commit_description}
|
| 925 |
+
if parent_commit is not None:
|
| 926 |
+
header_value["parentCommit"] = parent_commit
|
| 927 |
+
yield {"key": "header", "value": header_value}
|
| 928 |
+
|
| 929 |
+
nb_ignored_files = 0
|
| 930 |
+
|
| 931 |
+
# 2. Send operations, one per line
|
| 932 |
+
for operation in operations:
|
| 933 |
+
# Skip ignored files
|
| 934 |
+
if isinstance(operation, CommitOperationAdd) and operation._should_ignore:
|
| 935 |
+
logger.debug(f"Skipping file '{operation.path_in_repo}' in commit (ignored by gitignore file).")
|
| 936 |
+
nb_ignored_files += 1
|
| 937 |
+
continue
|
| 938 |
+
|
| 939 |
+
# 2.a. Case adding a regular file
|
| 940 |
+
if isinstance(operation, CommitOperationAdd) and operation._upload_mode == "regular":
|
| 941 |
+
yield {
|
| 942 |
+
"key": "file",
|
| 943 |
+
"value": {
|
| 944 |
+
"content": operation.b64content().decode(),
|
| 945 |
+
"path": operation.path_in_repo,
|
| 946 |
+
"encoding": "base64",
|
| 947 |
+
},
|
| 948 |
+
}
|
| 949 |
+
# 2.b. Case adding an LFS file
|
| 950 |
+
elif isinstance(operation, CommitOperationAdd) and operation._upload_mode == "lfs":
|
| 951 |
+
yield {
|
| 952 |
+
"key": "lfsFile",
|
| 953 |
+
"value": {
|
| 954 |
+
"path": operation.path_in_repo,
|
| 955 |
+
"algo": "sha256",
|
| 956 |
+
"oid": operation.upload_info.sha256.hex(),
|
| 957 |
+
"size": operation.upload_info.size,
|
| 958 |
+
},
|
| 959 |
+
}
|
| 960 |
+
# 2.c. Case deleting a file or folder
|
| 961 |
+
elif isinstance(operation, CommitOperationDelete):
|
| 962 |
+
yield {
|
| 963 |
+
"key": "deletedFolder" if operation.is_folder else "deletedFile",
|
| 964 |
+
"value": {"path": operation.path_in_repo},
|
| 965 |
+
}
|
| 966 |
+
# 2.d. Case copying a file or folder
|
| 967 |
+
elif isinstance(operation, CommitOperationCopy):
|
| 968 |
+
source = _CopySource(
|
| 969 |
+
operation.src_repo_id,
|
| 970 |
+
operation.src_repo_type,
|
| 971 |
+
operation.src_path_in_repo,
|
| 972 |
+
operation.src_revision,
|
| 973 |
+
)
|
| 974 |
+
file_to_copy = files_to_copy[source]
|
| 975 |
+
if isinstance(file_to_copy, bytes):
|
| 976 |
+
yield {
|
| 977 |
+
"key": "file",
|
| 978 |
+
"value": {
|
| 979 |
+
"content": base64.b64encode(file_to_copy).decode(),
|
| 980 |
+
"path": operation.path_in_repo,
|
| 981 |
+
"encoding": "base64",
|
| 982 |
+
},
|
| 983 |
+
}
|
| 984 |
+
elif file_to_copy.lfs:
|
| 985 |
+
yield {
|
| 986 |
+
"key": "lfsFile",
|
| 987 |
+
"value": {
|
| 988 |
+
"path": operation.path_in_repo,
|
| 989 |
+
"algo": "sha256",
|
| 990 |
+
"oid": file_to_copy.lfs.sha256,
|
| 991 |
+
},
|
| 992 |
+
}
|
| 993 |
+
else:
|
| 994 |
+
raise ValueError(
|
| 995 |
+
"Malformed files_to_copy (should be raw file content as bytes or RepoFile objects with LFS info."
|
| 996 |
+
)
|
| 997 |
+
# 2.e. Never expected to happen
|
| 998 |
+
else:
|
| 999 |
+
raise ValueError(
|
| 1000 |
+
f"Unknown operation to commit. Operation: {operation}. Upload mode:"
|
| 1001 |
+
f" {getattr(operation, '_upload_mode', None)}"
|
| 1002 |
+
)
|
| 1003 |
+
|
| 1004 |
+
if nb_ignored_files > 0:
|
| 1005 |
+
logger.info(f"Skipped {nb_ignored_files} file(s) in commit (ignored by gitignore file).")
|
| 1006 |
+
|
| 1007 |
+
|
| 1008 |
+
def _send_commit(
|
| 1009 |
+
*,
|
| 1010 |
+
operations: Iterable[CommitOperation],
|
| 1011 |
+
files_to_copy: dict[_CopySource, Union["RepoFile", bytes]],
|
| 1012 |
+
commit_message: str,
|
| 1013 |
+
commit_description: str,
|
| 1014 |
+
repo_type: str,
|
| 1015 |
+
repo_id: str,
|
| 1016 |
+
headers: dict[str, str],
|
| 1017 |
+
revision: str,
|
| 1018 |
+
endpoint: str | None = None,
|
| 1019 |
+
parent_commit: str | None = None,
|
| 1020 |
+
create_pr: bool = False,
|
| 1021 |
+
hot_reload: bool = False,
|
| 1022 |
+
retry_on_error: bool = False,
|
| 1023 |
+
) -> "CommitInfo":
|
| 1024 |
+
"""
|
| 1025 |
+
Build the ndjson payload for `operations` and POST it to the `/commit` endpoint of the Hub.
|
| 1026 |
+
|
| 1027 |
+
`revision` must already be URL-quoted. Operations must be ready to commit: upload modes fetched
|
| 1028 |
+
and LFS/Xet content uploaded.
|
| 1029 |
+
|
| 1030 |
+
If `retry_on_error` is `True`, the POST is retried with exponential backoff on transient errors.
|
| 1031 |
+
Caution: if a commit succeeds but its response is lost, the retry will create a duplicate commit
|
| 1032 |
+
(and a duplicate pull request if `create_pr` is set) — only enable it when this is acceptable.
|
| 1033 |
+
|
| 1034 |
+
Returns a [`CommitInfo`] built from the server response.
|
| 1035 |
+
|
| 1036 |
+
Raises:
|
| 1037 |
+
[`~utils.HfHubHTTPError`]
|
| 1038 |
+
If the Hub API returned an error.
|
| 1039 |
+
"""
|
| 1040 |
+
endpoint = endpoint if endpoint is not None else constants.ENDPOINT
|
| 1041 |
+
payload = _prepare_commit_payload(
|
| 1042 |
+
operations=operations,
|
| 1043 |
+
files_to_copy=files_to_copy,
|
| 1044 |
+
commit_message=commit_message,
|
| 1045 |
+
commit_description=commit_description,
|
| 1046 |
+
parent_commit=parent_commit,
|
| 1047 |
+
)
|
| 1048 |
+
data = b"".join(json.dumps(item).encode() + b"\n" for item in payload)
|
| 1049 |
+
# See https://github.com/huggingface/huggingface_hub/issues/1085#issuecomment-1265208073
|
| 1050 |
+
headers = {"Content-Type": "application/x-ndjson", **headers}
|
| 1051 |
+
url = f"{endpoint}/api/{repo_type}s/{repo_id}/commit/{revision}"
|
| 1052 |
+
|
| 1053 |
+
params: dict[str, str] = {}
|
| 1054 |
+
if create_pr:
|
| 1055 |
+
params["create_pr"] = "1"
|
| 1056 |
+
if hot_reload:
|
| 1057 |
+
params["hot_reload"] = "1"
|
| 1058 |
+
|
| 1059 |
+
if retry_on_error:
|
| 1060 |
+
response = http_backoff("POST", url, headers=headers, content=data, params=params)
|
| 1061 |
+
else:
|
| 1062 |
+
response = get_session().post(url, headers=headers, content=data, params=params)
|
| 1063 |
+
hf_raise_for_status(response, endpoint_name="commit")
|
| 1064 |
+
|
| 1065 |
+
commit_data = response.json()
|
| 1066 |
+
from .hf_api import CommitInfo
|
| 1067 |
+
|
| 1068 |
+
return CommitInfo(
|
| 1069 |
+
commit_url=commit_data["commitUrl"],
|
| 1070 |
+
commit_message=commit_message,
|
| 1071 |
+
commit_description=commit_description,
|
| 1072 |
+
oid=commit_data["commitOid"],
|
| 1073 |
+
pr_url=commit_data["pullRequestUrl"] if create_pr else None,
|
| 1074 |
+
_endpoint=endpoint,
|
| 1075 |
+
)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_commit_scheduler.py
ADDED
|
@@ -0,0 +1,353 @@
|
|
|
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|
|
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|
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|
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|
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|
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|
|
|
|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
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|
|
|
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|
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|
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|
| 1 |
+
import atexit
|
| 2 |
+
import logging
|
| 3 |
+
import os
|
| 4 |
+
import time
|
| 5 |
+
from concurrent.futures import Future
|
| 6 |
+
from dataclasses import dataclass
|
| 7 |
+
from io import SEEK_END, SEEK_SET, BytesIO
|
| 8 |
+
from pathlib import Path
|
| 9 |
+
from threading import Lock, Thread
|
| 10 |
+
from typing import Optional
|
| 11 |
+
|
| 12 |
+
from .hf_api import DEFAULT_IGNORE_PATTERNS, CommitInfo, CommitOperationAdd, HfApi
|
| 13 |
+
from .utils import filter_repo_objects
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
logger = logging.getLogger(__name__)
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
@dataclass(frozen=True)
|
| 20 |
+
class _FileToUpload:
|
| 21 |
+
"""Temporary dataclass to store info about files to upload. Not meant to be used directly."""
|
| 22 |
+
|
| 23 |
+
local_path: Path
|
| 24 |
+
path_in_repo: str
|
| 25 |
+
size_limit: int
|
| 26 |
+
last_modified: float
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
class CommitScheduler:
|
| 30 |
+
"""
|
| 31 |
+
Scheduler to upload a local folder to the Hub at regular intervals (e.g. push to hub every 5 minutes).
|
| 32 |
+
|
| 33 |
+
The recommended way to use the scheduler is to use it as a context manager. This ensures that the scheduler is
|
| 34 |
+
properly stopped and the last commit is triggered when the script ends. The scheduler can also be stopped manually
|
| 35 |
+
with the `stop` method. Checkout the [upload guide](https://huggingface.co/docs/huggingface_hub/guides/upload#scheduled-uploads)
|
| 36 |
+
to learn more about how to use it.
|
| 37 |
+
|
| 38 |
+
Args:
|
| 39 |
+
repo_id (`str`):
|
| 40 |
+
The id of the repo to commit to.
|
| 41 |
+
folder_path (`str` or `Path`):
|
| 42 |
+
Path to the local folder to upload regularly.
|
| 43 |
+
every (`int` or `float`, *optional*):
|
| 44 |
+
The number of minutes between each commit. Defaults to 5 minutes.
|
| 45 |
+
path_in_repo (`str`, *optional*):
|
| 46 |
+
Relative path of the directory in the repo, for example: `"checkpoints/"`. Defaults to the root folder
|
| 47 |
+
of the repository.
|
| 48 |
+
repo_type (`str`, *optional*):
|
| 49 |
+
The type of the repo to commit to. Defaults to `model`.
|
| 50 |
+
revision (`str`, *optional*):
|
| 51 |
+
The revision of the repo to commit to. Defaults to `main`.
|
| 52 |
+
private (`bool`, *optional*):
|
| 53 |
+
Whether to make the repo private. If `None` (default), the repo will be public unless the organization's default is private. This value is ignored if the repo already exists.
|
| 54 |
+
token (`str`, *optional*):
|
| 55 |
+
The token to use to commit to the repo. Defaults to the token saved on the machine.
|
| 56 |
+
allow_patterns (`list[str]` or `str`, *optional*):
|
| 57 |
+
If provided, only files matching at least one pattern are uploaded.
|
| 58 |
+
ignore_patterns (`list[str]` or `str`, *optional*):
|
| 59 |
+
If provided, files matching any of the patterns are not uploaded.
|
| 60 |
+
squash_history (`bool`, *optional*):
|
| 61 |
+
Whether to squash the history of the repo after each commit. Defaults to `False`. Squashing commits is
|
| 62 |
+
useful to avoid degraded performances on the repo when it grows too large.
|
| 63 |
+
hf_api (`HfApi`, *optional*):
|
| 64 |
+
The [`HfApi`] client to use to commit to the Hub. Can be set with custom settings (user agent, token,...).
|
| 65 |
+
|
| 66 |
+
Example:
|
| 67 |
+
```py
|
| 68 |
+
>>> from pathlib import Path
|
| 69 |
+
>>> from huggingface_hub import CommitScheduler
|
| 70 |
+
|
| 71 |
+
# Scheduler uploads every 10 minutes
|
| 72 |
+
>>> csv_path = Path("watched_folder/data.csv")
|
| 73 |
+
>>> CommitScheduler(repo_id="test_scheduler", repo_type="dataset", folder_path=csv_path.parent, every=10)
|
| 74 |
+
|
| 75 |
+
>>> with csv_path.open("a") as f:
|
| 76 |
+
... f.write("first line")
|
| 77 |
+
|
| 78 |
+
# Some time later (...)
|
| 79 |
+
>>> with csv_path.open("a") as f:
|
| 80 |
+
... f.write("second line")
|
| 81 |
+
```
|
| 82 |
+
|
| 83 |
+
Example using a context manager:
|
| 84 |
+
```py
|
| 85 |
+
>>> from pathlib import Path
|
| 86 |
+
>>> from huggingface_hub import CommitScheduler
|
| 87 |
+
|
| 88 |
+
>>> with CommitScheduler(repo_id="test_scheduler", repo_type="dataset", folder_path="watched_folder", every=10) as scheduler:
|
| 89 |
+
... csv_path = Path("watched_folder/data.csv")
|
| 90 |
+
... with csv_path.open("a") as f:
|
| 91 |
+
... f.write("first line")
|
| 92 |
+
... (...)
|
| 93 |
+
... with csv_path.open("a") as f:
|
| 94 |
+
... f.write("second line")
|
| 95 |
+
|
| 96 |
+
# Scheduler is now stopped and last commit have been triggered
|
| 97 |
+
```
|
| 98 |
+
"""
|
| 99 |
+
|
| 100 |
+
def __init__(
|
| 101 |
+
self,
|
| 102 |
+
*,
|
| 103 |
+
repo_id: str,
|
| 104 |
+
folder_path: str | Path,
|
| 105 |
+
every: int | float = 5,
|
| 106 |
+
path_in_repo: str | None = None,
|
| 107 |
+
repo_type: str | None = None,
|
| 108 |
+
revision: str | None = None,
|
| 109 |
+
private: bool | None = None,
|
| 110 |
+
token: str | None = None,
|
| 111 |
+
allow_patterns: list[str] | str | None = None,
|
| 112 |
+
ignore_patterns: list[str] | str | None = None,
|
| 113 |
+
squash_history: bool = False,
|
| 114 |
+
hf_api: Optional["HfApi"] = None,
|
| 115 |
+
) -> None:
|
| 116 |
+
self.api = hf_api or HfApi(token=token)
|
| 117 |
+
|
| 118 |
+
# Folder
|
| 119 |
+
self.folder_path = Path(folder_path).expanduser().resolve()
|
| 120 |
+
self.path_in_repo = path_in_repo or ""
|
| 121 |
+
self.allow_patterns = allow_patterns
|
| 122 |
+
|
| 123 |
+
if ignore_patterns is None:
|
| 124 |
+
ignore_patterns = []
|
| 125 |
+
elif isinstance(ignore_patterns, str):
|
| 126 |
+
ignore_patterns = [ignore_patterns]
|
| 127 |
+
self.ignore_patterns = ignore_patterns + DEFAULT_IGNORE_PATTERNS
|
| 128 |
+
|
| 129 |
+
if self.folder_path.is_file():
|
| 130 |
+
raise ValueError(f"'folder_path' must be a directory, not a file: '{self.folder_path}'.")
|
| 131 |
+
self.folder_path.mkdir(parents=True, exist_ok=True)
|
| 132 |
+
|
| 133 |
+
# Repository
|
| 134 |
+
repo_url = self.api.create_repo(repo_id=repo_id, private=private, repo_type=repo_type, exist_ok=True)
|
| 135 |
+
self.repo_id = repo_url.repo_id
|
| 136 |
+
self.repo_type = repo_type
|
| 137 |
+
self.revision = revision
|
| 138 |
+
self.token = token
|
| 139 |
+
|
| 140 |
+
# Keep track of already uploaded files
|
| 141 |
+
self.last_uploaded: dict[Path, float] = {} # key is local path, value is timestamp
|
| 142 |
+
|
| 143 |
+
# Scheduler
|
| 144 |
+
if not every > 0:
|
| 145 |
+
raise ValueError(f"'every' must be a positive integer, not '{every}'.")
|
| 146 |
+
self.lock = Lock()
|
| 147 |
+
self.every = every
|
| 148 |
+
self.squash_history = squash_history
|
| 149 |
+
|
| 150 |
+
logger.info(f"Scheduled job to push '{self.folder_path}' to '{self.repo_id}' every {self.every} minutes.")
|
| 151 |
+
self._scheduler_thread = Thread(target=self._run_scheduler, daemon=True)
|
| 152 |
+
self._scheduler_thread.start()
|
| 153 |
+
atexit.register(self._push_to_hub)
|
| 154 |
+
|
| 155 |
+
self.__stopped = False
|
| 156 |
+
|
| 157 |
+
def stop(self) -> None:
|
| 158 |
+
"""Stop the scheduler.
|
| 159 |
+
|
| 160 |
+
A stopped scheduler cannot be restarted. Mostly for tests purposes.
|
| 161 |
+
"""
|
| 162 |
+
self.__stopped = True
|
| 163 |
+
|
| 164 |
+
def __enter__(self) -> "CommitScheduler":
|
| 165 |
+
return self
|
| 166 |
+
|
| 167 |
+
def __exit__(self, exc_type, exc_value, traceback) -> None:
|
| 168 |
+
# Upload last changes before exiting
|
| 169 |
+
self.trigger().result()
|
| 170 |
+
self.stop()
|
| 171 |
+
return
|
| 172 |
+
|
| 173 |
+
def _run_scheduler(self) -> None:
|
| 174 |
+
"""Dumb thread waiting between each scheduled push to Hub."""
|
| 175 |
+
while True:
|
| 176 |
+
self.last_future = self.trigger()
|
| 177 |
+
time.sleep(self.every * 60)
|
| 178 |
+
if self.__stopped:
|
| 179 |
+
break
|
| 180 |
+
|
| 181 |
+
def trigger(self) -> Future:
|
| 182 |
+
"""Trigger a `push_to_hub` and return a future.
|
| 183 |
+
|
| 184 |
+
This method is automatically called every `every` minutes. You can also call it manually to trigger a commit
|
| 185 |
+
immediately, without waiting for the next scheduled commit.
|
| 186 |
+
"""
|
| 187 |
+
return self.api.run_as_future(self._push_to_hub)
|
| 188 |
+
|
| 189 |
+
def _push_to_hub(self) -> CommitInfo | None:
|
| 190 |
+
if self.__stopped: # If stopped, already scheduled commits are ignored
|
| 191 |
+
return None
|
| 192 |
+
|
| 193 |
+
logger.info("(Background) scheduled commit triggered.")
|
| 194 |
+
try:
|
| 195 |
+
value = self.push_to_hub()
|
| 196 |
+
if self.squash_history:
|
| 197 |
+
logger.info("(Background) squashing repo history.")
|
| 198 |
+
self.api.super_squash_history(repo_id=self.repo_id, repo_type=self.repo_type, branch=self.revision)
|
| 199 |
+
return value
|
| 200 |
+
except Exception as e:
|
| 201 |
+
logger.error(f"Error while pushing to Hub: {e}") # Depending on the setup, error might be silenced
|
| 202 |
+
raise
|
| 203 |
+
|
| 204 |
+
def push_to_hub(self) -> CommitInfo | None:
|
| 205 |
+
"""
|
| 206 |
+
Push folder to the Hub and return the commit info.
|
| 207 |
+
|
| 208 |
+
> [!WARNING]
|
| 209 |
+
> This method is not meant to be called directly. It is run in the background by the scheduler, respecting a
|
| 210 |
+
> queue mechanism to avoid concurrent commits. Making a direct call to the method might lead to concurrency
|
| 211 |
+
> issues.
|
| 212 |
+
|
| 213 |
+
The default behavior of `push_to_hub` is to assume an append-only folder. It lists all files in the folder and
|
| 214 |
+
uploads only changed files. If no changes are found, the method returns without committing anything. If you want
|
| 215 |
+
to change this behavior, you can inherit from [`CommitScheduler`] and override this method. This can be useful
|
| 216 |
+
for example to compress data together in a single file before committing. For more details and examples, check
|
| 217 |
+
out our [integration guide](https://huggingface.co/docs/huggingface_hub/main/en/guides/upload#scheduled-uploads).
|
| 218 |
+
"""
|
| 219 |
+
# Check files to upload (with lock)
|
| 220 |
+
with self.lock:
|
| 221 |
+
logger.debug("Listing files to upload for scheduled commit.")
|
| 222 |
+
|
| 223 |
+
# List files from folder (taken from `_prepare_upload_folder_additions`)
|
| 224 |
+
relpath_to_abspath = {
|
| 225 |
+
path.relative_to(self.folder_path).as_posix(): path
|
| 226 |
+
for path in sorted(self.folder_path.glob("**/*")) # sorted to be deterministic
|
| 227 |
+
if path.is_file()
|
| 228 |
+
}
|
| 229 |
+
prefix = f"{self.path_in_repo.strip('/')}/" if self.path_in_repo else ""
|
| 230 |
+
|
| 231 |
+
# Filter with pattern + filter out unchanged files + retrieve current file size
|
| 232 |
+
files_to_upload: list[_FileToUpload] = []
|
| 233 |
+
for relpath in filter_repo_objects(
|
| 234 |
+
relpath_to_abspath.keys(), allow_patterns=self.allow_patterns, ignore_patterns=self.ignore_patterns
|
| 235 |
+
):
|
| 236 |
+
local_path = relpath_to_abspath[relpath]
|
| 237 |
+
stat = local_path.stat()
|
| 238 |
+
if self.last_uploaded.get(local_path) is None or self.last_uploaded[local_path] != stat.st_mtime:
|
| 239 |
+
files_to_upload.append(
|
| 240 |
+
_FileToUpload(
|
| 241 |
+
local_path=local_path,
|
| 242 |
+
path_in_repo=prefix + relpath,
|
| 243 |
+
size_limit=stat.st_size,
|
| 244 |
+
last_modified=stat.st_mtime,
|
| 245 |
+
)
|
| 246 |
+
)
|
| 247 |
+
|
| 248 |
+
# Return if nothing to upload
|
| 249 |
+
if len(files_to_upload) == 0:
|
| 250 |
+
logger.debug("Dropping schedule commit: no changed file to upload.")
|
| 251 |
+
return None
|
| 252 |
+
|
| 253 |
+
# Convert `_FileToUpload` as `CommitOperationAdd` (=> compute file shas + limit to file size)
|
| 254 |
+
logger.debug("Removing unchanged files since previous scheduled commit.")
|
| 255 |
+
add_operations = [
|
| 256 |
+
CommitOperationAdd(
|
| 257 |
+
# Cap the file to its current size, even if the user append data to it while a scheduled commit is happening
|
| 258 |
+
path_or_fileobj=PartialFileIO(file_to_upload.local_path, size_limit=file_to_upload.size_limit),
|
| 259 |
+
path_in_repo=file_to_upload.path_in_repo,
|
| 260 |
+
)
|
| 261 |
+
for file_to_upload in files_to_upload
|
| 262 |
+
]
|
| 263 |
+
|
| 264 |
+
# Upload files (append mode expected - no need for lock)
|
| 265 |
+
logger.debug("Uploading files for scheduled commit.")
|
| 266 |
+
commit_info = self.api.create_commit(
|
| 267 |
+
repo_id=self.repo_id,
|
| 268 |
+
repo_type=self.repo_type,
|
| 269 |
+
operations=add_operations,
|
| 270 |
+
commit_message="Scheduled Commit",
|
| 271 |
+
revision=self.revision,
|
| 272 |
+
)
|
| 273 |
+
|
| 274 |
+
# Successful commit: keep track of the latest "last_modified" for each file
|
| 275 |
+
for file in files_to_upload:
|
| 276 |
+
self.last_uploaded[file.local_path] = file.last_modified
|
| 277 |
+
return commit_info
|
| 278 |
+
|
| 279 |
+
|
| 280 |
+
class PartialFileIO(BytesIO):
|
| 281 |
+
"""A file-like object that reads only the first part of a file.
|
| 282 |
+
|
| 283 |
+
Useful to upload a file to the Hub when the user might still be appending data to it. Only the first part of the
|
| 284 |
+
file is uploaded (i.e. the part that was available when the filesystem was first scanned).
|
| 285 |
+
|
| 286 |
+
In practice, only used internally by the CommitScheduler to regularly push a folder to the Hub with minimal
|
| 287 |
+
disturbance for the user. The object is passed to `CommitOperationAdd`.
|
| 288 |
+
|
| 289 |
+
Only supports `read`, `tell` and `seek` methods.
|
| 290 |
+
|
| 291 |
+
Args:
|
| 292 |
+
file_path (`str` or `Path`):
|
| 293 |
+
Path to the file to read.
|
| 294 |
+
size_limit (`int`):
|
| 295 |
+
The maximum number of bytes to read from the file. If the file is larger than this, only the first part
|
| 296 |
+
will be read (and uploaded).
|
| 297 |
+
"""
|
| 298 |
+
|
| 299 |
+
def __init__(self, file_path: str | Path, size_limit: int) -> None:
|
| 300 |
+
self._file_path = Path(file_path)
|
| 301 |
+
self._file = self._file_path.open("rb")
|
| 302 |
+
self._size_limit = min(size_limit, os.fstat(self._file.fileno()).st_size)
|
| 303 |
+
|
| 304 |
+
def __del__(self) -> None:
|
| 305 |
+
self._file.close()
|
| 306 |
+
return super().__del__()
|
| 307 |
+
|
| 308 |
+
def __repr__(self) -> str:
|
| 309 |
+
return f"<PartialFileIO file_path={self._file_path} size_limit={self._size_limit}>"
|
| 310 |
+
|
| 311 |
+
def __len__(self) -> int:
|
| 312 |
+
return self._size_limit
|
| 313 |
+
|
| 314 |
+
def __getattribute__(self, name: str):
|
| 315 |
+
if name.startswith("_") or name in ("read", "tell", "seek", "fileno"): # only 4 public methods supported
|
| 316 |
+
return super().__getattribute__(name)
|
| 317 |
+
raise NotImplementedError(f"PartialFileIO does not support '{name}'.")
|
| 318 |
+
|
| 319 |
+
def fileno(self):
|
| 320 |
+
raise AttributeError("PartialFileIO does not have a fileno.")
|
| 321 |
+
|
| 322 |
+
def tell(self) -> int:
|
| 323 |
+
"""Return the current file position."""
|
| 324 |
+
return self._file.tell()
|
| 325 |
+
|
| 326 |
+
def seek(self, __offset: int, __whence: int = SEEK_SET) -> int:
|
| 327 |
+
"""Change the stream position to the given offset.
|
| 328 |
+
|
| 329 |
+
Behavior is the same as a regular file, except that the position is capped to the size limit.
|
| 330 |
+
"""
|
| 331 |
+
if __whence == SEEK_END:
|
| 332 |
+
# SEEK_END => set from the truncated end
|
| 333 |
+
__offset = len(self) + __offset
|
| 334 |
+
__whence = SEEK_SET
|
| 335 |
+
|
| 336 |
+
pos = self._file.seek(__offset, __whence)
|
| 337 |
+
if pos > self._size_limit:
|
| 338 |
+
return self._file.seek(self._size_limit)
|
| 339 |
+
return pos
|
| 340 |
+
|
| 341 |
+
def read(self, __size: int | None = -1) -> bytes:
|
| 342 |
+
"""Read at most `__size` bytes from the file.
|
| 343 |
+
|
| 344 |
+
Behavior is the same as a regular file, except that it is capped to the size limit.
|
| 345 |
+
"""
|
| 346 |
+
current = self._file.tell()
|
| 347 |
+
if __size is None or __size < 0:
|
| 348 |
+
# Read until file limit
|
| 349 |
+
truncated_size = self._size_limit - current
|
| 350 |
+
else:
|
| 351 |
+
# Read until file limit or __size
|
| 352 |
+
truncated_size = min(__size, self._size_limit - current)
|
| 353 |
+
return self._file.read(truncated_size)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_dataset_viewer.py
ADDED
|
@@ -0,0 +1,172 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
import json
|
| 15 |
+
import os
|
| 16 |
+
import shutil
|
| 17 |
+
import subprocess
|
| 18 |
+
from dataclasses import dataclass
|
| 19 |
+
from typing import TYPE_CHECKING, Any, Union
|
| 20 |
+
|
| 21 |
+
from . import constants
|
| 22 |
+
from .utils import get_token
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
if TYPE_CHECKING:
|
| 26 |
+
import duckdb
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
@dataclass(frozen=True)
|
| 30 |
+
class DatasetParquetEntry:
|
| 31 |
+
"""Represents a single parquet file available for a dataset on the Hub."""
|
| 32 |
+
|
| 33 |
+
config: str
|
| 34 |
+
split: str
|
| 35 |
+
url: str
|
| 36 |
+
size: int
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def execute_raw_sql_query(sql_query: str, *, token: str | bool | None = None) -> list[dict[str, Any]]:
|
| 40 |
+
normalized_query = sql_query.strip().rstrip(";").strip()
|
| 41 |
+
_raise_on_forbidden_query(normalized_query)
|
| 42 |
+
|
| 43 |
+
connection = None
|
| 44 |
+
try:
|
| 45 |
+
connection = _get_duckdb_connection(token=token)
|
| 46 |
+
relation = connection.sql(normalized_query)
|
| 47 |
+
if relation is None:
|
| 48 |
+
raise ValueError("SQL query must return rows.")
|
| 49 |
+
|
| 50 |
+
if isinstance(relation, _DuckDBCliRelation):
|
| 51 |
+
# DuckDB binary => run CLI => parse JSON
|
| 52 |
+
return relation.execute()
|
| 53 |
+
else:
|
| 54 |
+
# DuckDB Python API => fetch columns + rows => convert to dicts
|
| 55 |
+
columns = tuple(column[0] for column in relation.description)
|
| 56 |
+
rows = tuple(tuple(row) for row in relation.fetchall())
|
| 57 |
+
return [dict(zip(columns, row)) for row in rows]
|
| 58 |
+
finally:
|
| 59 |
+
if connection is not None:
|
| 60 |
+
connection.close()
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
def _raise_on_forbidden_query(query: str) -> None:
|
| 64 |
+
if len(query) == 0:
|
| 65 |
+
raise ValueError("SQL query cannot be empty.")
|
| 66 |
+
|
| 67 |
+
# DuckDB CLI meta-commands are dot-prefixed words (e.g. `.shell`, `.output`).
|
| 68 |
+
# Let's forbid them for now but allow SQL expressions like `.5` that can legitimately start a line.
|
| 69 |
+
for line in query.splitlines():
|
| 70 |
+
stripped = line.lstrip()
|
| 71 |
+
if stripped.startswith(".") and stripped[1:2].isalpha():
|
| 72 |
+
raise ValueError("DuckDB CLI meta-commands are not allowed in SQL queries.")
|
| 73 |
+
|
| 74 |
+
|
| 75 |
+
def _get_duckdb_connection(
|
| 76 |
+
token: str | bool | None,
|
| 77 |
+
) -> Union["duckdb.DuckDBPyConnection", "_DuckDBCliConnection"]:
|
| 78 |
+
try:
|
| 79 |
+
# If DuckDB is installed as a Python package, use it!
|
| 80 |
+
import duckdb
|
| 81 |
+
except ImportError as error:
|
| 82 |
+
# Otherwise, use the DuckDB CLI binary.
|
| 83 |
+
duckdb_binary = shutil.which("duckdb")
|
| 84 |
+
if duckdb_binary is None:
|
| 85 |
+
raise ImportError(
|
| 86 |
+
"DuckDB is required for `hf datasets sql`. Install the Python package with `pip install duckdb` or "
|
| 87 |
+
"install the DuckDB CLI binary (for example `brew install duckdb`)."
|
| 88 |
+
) from error
|
| 89 |
+
return _DuckDBCliConnection(binary_path=duckdb_binary, token=token)
|
| 90 |
+
|
| 91 |
+
# Create a new connection (Python API).
|
| 92 |
+
connection = duckdb.connect()
|
| 93 |
+
try:
|
| 94 |
+
for statement in _build_duckdb_secret_statements(token):
|
| 95 |
+
connection.execute(statement)
|
| 96 |
+
return connection
|
| 97 |
+
except Exception:
|
| 98 |
+
connection.close()
|
| 99 |
+
raise
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
@dataclass
|
| 103 |
+
class _DuckDBCliConnection:
|
| 104 |
+
"""DuckDB connection.
|
| 105 |
+
|
| 106 |
+
Mimics the DuckDB Python API, but runs the queries via the DuckDB CLI binary.
|
| 107 |
+
"""
|
| 108 |
+
|
| 109 |
+
binary_path: str
|
| 110 |
+
token: str | bool | None
|
| 111 |
+
|
| 112 |
+
def __post_init__(self) -> None:
|
| 113 |
+
self._setup_statements = _build_duckdb_secret_statements(self.token)
|
| 114 |
+
|
| 115 |
+
def sql(self, query: str) -> "_DuckDBCliRelation":
|
| 116 |
+
return _DuckDBCliRelation(binary_path=self.binary_path, setup_statements=self._setup_statements, query=query)
|
| 117 |
+
|
| 118 |
+
def close(self) -> None:
|
| 119 |
+
pass
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
@dataclass
|
| 123 |
+
class _DuckDBCliRelation:
|
| 124 |
+
"""DuckDB relation.
|
| 125 |
+
|
| 126 |
+
Mimics the DuckDB Python API, but runs the queries via the DuckDB CLI binary.
|
| 127 |
+
"""
|
| 128 |
+
|
| 129 |
+
binary_path: str
|
| 130 |
+
setup_statements: list[str]
|
| 131 |
+
query: str
|
| 132 |
+
|
| 133 |
+
def execute(self) -> list[dict[str, Any]]:
|
| 134 |
+
# Build the DuckDB CLI input.
|
| 135 |
+
setup = []
|
| 136 |
+
if self.setup_statements:
|
| 137 |
+
setup = [
|
| 138 |
+
f".output {os.devnull}",
|
| 139 |
+
*(f"{stmt};" for stmt in self.setup_statements),
|
| 140 |
+
".output",
|
| 141 |
+
]
|
| 142 |
+
full_query = "\n".join(setup + [self.query + ";"])
|
| 143 |
+
|
| 144 |
+
# Run DuckDB binary
|
| 145 |
+
result = subprocess.run(
|
| 146 |
+
[self.binary_path, "-json"],
|
| 147 |
+
input=full_query,
|
| 148 |
+
capture_output=True,
|
| 149 |
+
text=True,
|
| 150 |
+
check=False,
|
| 151 |
+
)
|
| 152 |
+
if result.returncode != 0:
|
| 153 |
+
error_message = result.stderr.strip() or result.stdout.strip() or "DuckDB CLI command failed."
|
| 154 |
+
raise RuntimeError(error_message)
|
| 155 |
+
|
| 156 |
+
# Parse JSON output and return
|
| 157 |
+
return json.loads(result.stdout.strip())
|
| 158 |
+
|
| 159 |
+
|
| 160 |
+
def _build_duckdb_secret_statements(token: str | bool | None) -> list[str]:
|
| 161 |
+
if token is None or token is True:
|
| 162 |
+
token = get_token()
|
| 163 |
+
|
| 164 |
+
if not token:
|
| 165 |
+
return []
|
| 166 |
+
|
| 167 |
+
escaped_token = token.replace("'", "''")
|
| 168 |
+
escaped_endpoint = constants.ENDPOINT.replace("'", "''")
|
| 169 |
+
return [
|
| 170 |
+
f"CREATE OR REPLACE SECRET hf_hub_token (TYPE HTTP, BEARER_TOKEN '{escaped_token}', SCOPE '{escaped_endpoint}')",
|
| 171 |
+
f"CREATE OR REPLACE SECRET hf_token (TYPE HUGGINGFACE, TOKEN '{escaped_token}')",
|
| 172 |
+
]
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_eval_results.py
ADDED
|
@@ -0,0 +1,211 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Evaluation results utilities for the `.eval_results/*.yaml` format.
|
| 2 |
+
|
| 3 |
+
See https://huggingface.co/docs/hub/eval-results for more details.
|
| 4 |
+
Specifications are available at https://github.com/huggingface/hub-docs/blob/main/eval_results.yaml.
|
| 5 |
+
"""
|
| 6 |
+
|
| 7 |
+
from dataclasses import dataclass
|
| 8 |
+
from typing import Any
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
@dataclass
|
| 12 |
+
class EvalResultEntry:
|
| 13 |
+
"""
|
| 14 |
+
Evaluation result entry for the `.eval_results/*.yaml` format.
|
| 15 |
+
|
| 16 |
+
Represents evaluation scores stored in model repos that automatically appear on
|
| 17 |
+
the model page and the benchmark dataset's leaderboard.
|
| 18 |
+
|
| 19 |
+
For the legacy `model-index` format in `README.md`, use [`EvalResult`] instead.
|
| 20 |
+
|
| 21 |
+
See https://huggingface.co/docs/hub/eval-results for more details.
|
| 22 |
+
|
| 23 |
+
Args:
|
| 24 |
+
dataset_id (`str`):
|
| 25 |
+
Benchmark dataset ID from the Hub. Example: "cais/hle", "Idavidrein/gpqa".
|
| 26 |
+
task_id (`str`):
|
| 27 |
+
Task identifier within the benchmark. Example: "gpqa_diamond".
|
| 28 |
+
value (`Any`):
|
| 29 |
+
The metric value. Example: 20.90.
|
| 30 |
+
dataset_revision (`str`, *optional*):
|
| 31 |
+
Git SHA of the benchmark dataset.
|
| 32 |
+
verify_token (`str`, *optional*):
|
| 33 |
+
A signature that can be used to prove that evaluation is provably auditable and reproducible.
|
| 34 |
+
date (`str`, *optional*):
|
| 35 |
+
When the evaluation was run (ISO-8601 datetime). Defaults to git commit time.
|
| 36 |
+
source_url (`str`, *optional*):
|
| 37 |
+
Link to the evaluation source (e.g., https://huggingface.co/spaces/SaylorTwift/smollm3-mmlu-pro). Required if `source_name`, `source_user`, or `source_org` is provided.
|
| 38 |
+
source_name (`str`, *optional*):
|
| 39 |
+
Display name for the source. Example: "Eval Logs".
|
| 40 |
+
source_user (`str`, *optional*):
|
| 41 |
+
HF user name for attribution. Example: "celinah".
|
| 42 |
+
source_org (`str`, *optional*):
|
| 43 |
+
HF org name for attribution. Example: "cais".
|
| 44 |
+
notes (`str`, *optional*):
|
| 45 |
+
Details about the evaluation setup. Example: "tools", "no-tools", "chain-of-thought".
|
| 46 |
+
|
| 47 |
+
Example:
|
| 48 |
+
```python
|
| 49 |
+
>>> from huggingface_hub import EvalResultEntry
|
| 50 |
+
>>> # Minimal example with required fields only
|
| 51 |
+
>>> result = EvalResultEntry(
|
| 52 |
+
... dataset_id="Idavidrein/gpqa",
|
| 53 |
+
... task_id="gpqa_diamond",
|
| 54 |
+
... value=0.412,
|
| 55 |
+
... )
|
| 56 |
+
>>> # Full example with all fields
|
| 57 |
+
>>> result = EvalResultEntry(
|
| 58 |
+
... dataset_id="cais/hle",
|
| 59 |
+
... task_id="default",
|
| 60 |
+
... value=20.90,
|
| 61 |
+
... dataset_revision="5503434ddd753f426f4b38109466949a1217c2bb",
|
| 62 |
+
... verify_token="eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9...",
|
| 63 |
+
... date="2025-01-15T10:30:00Z",
|
| 64 |
+
... source_url="https://huggingface.co/datasets/cais/hle",
|
| 65 |
+
... source_name="CAIS HLE",
|
| 66 |
+
... source_org="cais",
|
| 67 |
+
... notes="no-tools",
|
| 68 |
+
... )
|
| 69 |
+
|
| 70 |
+
```
|
| 71 |
+
"""
|
| 72 |
+
|
| 73 |
+
dataset_id: str
|
| 74 |
+
task_id: str
|
| 75 |
+
value: Any
|
| 76 |
+
dataset_revision: str | None = None
|
| 77 |
+
verify_token: str | None = None
|
| 78 |
+
date: str | None = None
|
| 79 |
+
source_url: str | None = None
|
| 80 |
+
source_name: str | None = None
|
| 81 |
+
source_user: str | None = None
|
| 82 |
+
source_org: str | None = None
|
| 83 |
+
notes: str | None = None
|
| 84 |
+
|
| 85 |
+
def __post_init__(self) -> None:
|
| 86 |
+
if (
|
| 87 |
+
self.source_name is not None or self.source_user is not None or self.source_org is not None
|
| 88 |
+
) and self.source_url is None:
|
| 89 |
+
raise ValueError(
|
| 90 |
+
"If `source_name`, `source_user`, or `source_org` is provided, `source_url` must also be provided."
|
| 91 |
+
)
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
def eval_result_entries_to_yaml(entries: list[EvalResultEntry]) -> list[dict[str, Any]]:
|
| 95 |
+
"""Convert a list of [`EvalResultEntry`] objects to a YAML-serializable list of dicts.
|
| 96 |
+
|
| 97 |
+
This produces the format expected in `.eval_results/*.yaml` files.
|
| 98 |
+
|
| 99 |
+
Args:
|
| 100 |
+
entries (`list[EvalResultEntry]`):
|
| 101 |
+
List of evaluation result entries to serialize.
|
| 102 |
+
|
| 103 |
+
Returns:
|
| 104 |
+
`list[dict[str, Any]]`: A list of dictionaries ready to be dumped to YAML.
|
| 105 |
+
|
| 106 |
+
Example:
|
| 107 |
+
```python
|
| 108 |
+
>>> from huggingface_hub import EvalResultEntry, eval_result_entries_to_yaml
|
| 109 |
+
>>> entries = [
|
| 110 |
+
... EvalResultEntry(dataset_id="cais/hle", task_id="default", value=20.90),
|
| 111 |
+
... EvalResultEntry(dataset_id="Idavidrein/gpqa", task_id="gpqa_diamond", value=0.412),
|
| 112 |
+
... ]
|
| 113 |
+
>>> yaml_data = eval_result_entries_to_yaml(entries)
|
| 114 |
+
>>> yaml_data[0]
|
| 115 |
+
{'dataset': {'id': 'cais/hle', 'task_id': 'default'}, 'value': 20.9}
|
| 116 |
+
|
| 117 |
+
```
|
| 118 |
+
|
| 119 |
+
To upload eval results to the Hub:
|
| 120 |
+
```python
|
| 121 |
+
>>> import yaml
|
| 122 |
+
>>> from huggingface_hub import upload_file, EvalResultEntry, eval_result_entries_to_yaml
|
| 123 |
+
>>> entries = [
|
| 124 |
+
... EvalResultEntry(dataset_id="cais/hle", task_id="default", value=20.90),
|
| 125 |
+
... ]
|
| 126 |
+
>>> yaml_content = yaml.dump(eval_result_entries_to_yaml(entries))
|
| 127 |
+
>>> upload_file(
|
| 128 |
+
... path_or_fileobj=yaml_content.encode(),
|
| 129 |
+
... path_in_repo=".eval_results/hle.yaml",
|
| 130 |
+
... repo_id="your-username/your-model",
|
| 131 |
+
... )
|
| 132 |
+
|
| 133 |
+
```
|
| 134 |
+
"""
|
| 135 |
+
result = []
|
| 136 |
+
for entry in entries:
|
| 137 |
+
# build the dataset object
|
| 138 |
+
dataset: dict[str, Any] = {"id": entry.dataset_id, "task_id": entry.task_id}
|
| 139 |
+
if entry.dataset_revision is not None:
|
| 140 |
+
dataset["revision"] = entry.dataset_revision
|
| 141 |
+
|
| 142 |
+
data: dict[str, Any] = {"dataset": dataset, "value": entry.value}
|
| 143 |
+
if entry.verify_token is not None:
|
| 144 |
+
data["verifyToken"] = entry.verify_token
|
| 145 |
+
if entry.date is not None:
|
| 146 |
+
data["date"] = entry.date
|
| 147 |
+
# build the source object
|
| 148 |
+
if entry.source_url is not None:
|
| 149 |
+
source: dict[str, Any] = {"url": entry.source_url}
|
| 150 |
+
if entry.source_name is not None:
|
| 151 |
+
source["name"] = entry.source_name
|
| 152 |
+
if entry.source_user is not None:
|
| 153 |
+
source["user"] = entry.source_user
|
| 154 |
+
if entry.source_org is not None:
|
| 155 |
+
source["org"] = entry.source_org
|
| 156 |
+
data["source"] = source
|
| 157 |
+
if entry.notes is not None:
|
| 158 |
+
data["notes"] = entry.notes
|
| 159 |
+
|
| 160 |
+
result.append(data)
|
| 161 |
+
return result
|
| 162 |
+
|
| 163 |
+
|
| 164 |
+
def parse_eval_result_entries(data: list[dict[str, Any]]) -> list[EvalResultEntry]:
|
| 165 |
+
"""Parse a list of dicts into [`EvalResultEntry`] objects.
|
| 166 |
+
|
| 167 |
+
This parses the `.eval_results/*.yaml` format. For the legacy `model-index` format,
|
| 168 |
+
use [`model_index_to_eval_results`] instead.
|
| 169 |
+
|
| 170 |
+
Args:
|
| 171 |
+
data (`list[dict[str, Any]]`):
|
| 172 |
+
A list of dictionaries (e.g., parsed from YAML or API response).
|
| 173 |
+
|
| 174 |
+
Returns:
|
| 175 |
+
`list[EvalResultEntry]`: A list of evaluation result entry objects.
|
| 176 |
+
|
| 177 |
+
Example:
|
| 178 |
+
```python
|
| 179 |
+
>>> from huggingface_hub import parse_eval_result_entries
|
| 180 |
+
>>> data = [
|
| 181 |
+
... {"dataset": {"id": "cais/hle", "task_id": "default"}, "value": 20.90},
|
| 182 |
+
... {"dataset": {"id": "Idavidrein/gpqa", "task_id": "gpqa_diamond"}, "value": 0.412},
|
| 183 |
+
... ]
|
| 184 |
+
>>> entries = parse_eval_result_entries(data)
|
| 185 |
+
>>> entries[0].dataset_id
|
| 186 |
+
'cais/hle'
|
| 187 |
+
>>> entries[0].value
|
| 188 |
+
20.9
|
| 189 |
+
|
| 190 |
+
```
|
| 191 |
+
"""
|
| 192 |
+
entries = []
|
| 193 |
+
for item in data:
|
| 194 |
+
entry_data = item.get("data", item)
|
| 195 |
+
dataset = entry_data.get("dataset", {})
|
| 196 |
+
source = entry_data.get("source", {})
|
| 197 |
+
entry = EvalResultEntry(
|
| 198 |
+
dataset_id=dataset["id"],
|
| 199 |
+
value=entry_data["value"],
|
| 200 |
+
task_id=dataset["task_id"],
|
| 201 |
+
dataset_revision=dataset.get("revision"),
|
| 202 |
+
verify_token=entry_data.get("verifyToken"),
|
| 203 |
+
date=entry_data.get("date"),
|
| 204 |
+
source_url=source.get("url") if source else None,
|
| 205 |
+
source_name=source.get("name") if source else None,
|
| 206 |
+
source_user=source.get("user") if source else None,
|
| 207 |
+
source_org=source.get("org") if source else None,
|
| 208 |
+
notes=entry_data.get("notes"),
|
| 209 |
+
)
|
| 210 |
+
entries.append(entry)
|
| 211 |
+
return entries
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_hot_reload/__init__.py
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_hot_reload/client.py
ADDED
|
@@ -0,0 +1,130 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
import json
|
| 17 |
+
import time
|
| 18 |
+
from collections import deque
|
| 19 |
+
from collections.abc import Iterator
|
| 20 |
+
from typing import Literal, TypedDict
|
| 21 |
+
|
| 22 |
+
import httpx
|
| 23 |
+
|
| 24 |
+
from ..utils._headers import build_hf_headers
|
| 25 |
+
from ..utils._http import hf_raise_for_status
|
| 26 |
+
from .sse_client import SSEClient
|
| 27 |
+
from .types import ApiGetReloadEventSourceData, ApiGetReloadRequest
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
HOT_RELOADING_PORT = 7887
|
| 31 |
+
CLIENT_TIMEOUT = 20
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
class MultiReplicaStreamWarning(TypedDict):
|
| 35 |
+
kind: Literal["warning"]
|
| 36 |
+
message: str
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
class MultiReplicaStreamEvent(TypedDict):
|
| 40 |
+
kind: Literal["event"]
|
| 41 |
+
event: ApiGetReloadEventSourceData
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
class MultiReplicaStreamReplicaHash(TypedDict):
|
| 45 |
+
kind: Literal["replicaHash"]
|
| 46 |
+
hash: str
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
class MultiReplicaStreamFullMatch(TypedDict):
|
| 50 |
+
kind: Literal["fullMatch"]
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
class ReloadClient:
|
| 54 |
+
def __init__(
|
| 55 |
+
self,
|
| 56 |
+
*,
|
| 57 |
+
host: str,
|
| 58 |
+
subdomain: str,
|
| 59 |
+
replica_hash: str,
|
| 60 |
+
token: str | None,
|
| 61 |
+
):
|
| 62 |
+
base_host = host.replace(subdomain, f"{subdomain}--{HOT_RELOADING_PORT}")
|
| 63 |
+
self.replica_hash = replica_hash
|
| 64 |
+
self.client = httpx.Client(
|
| 65 |
+
base_url=f"{base_host}/--replicas/+{replica_hash}",
|
| 66 |
+
headers=build_hf_headers(token=token),
|
| 67 |
+
timeout=CLIENT_TIMEOUT,
|
| 68 |
+
)
|
| 69 |
+
|
| 70 |
+
def get_reload(self, reload_id: str) -> Iterator[ApiGetReloadEventSourceData] | int:
|
| 71 |
+
req = ApiGetReloadRequest(reloadId=reload_id)
|
| 72 |
+
with self.client.stream("POST", "/get-reload", json=req) as res:
|
| 73 |
+
if res.status_code != 200:
|
| 74 |
+
return res.status_code
|
| 75 |
+
hf_raise_for_status(res)
|
| 76 |
+
for event in SSEClient(res.iter_bytes()).events():
|
| 77 |
+
if event.event == "message":
|
| 78 |
+
yield json.loads(event.data)
|
| 79 |
+
return None
|
| 80 |
+
|
| 81 |
+
|
| 82 |
+
def multi_replica_reload_events(
|
| 83 |
+
commit_sha: str,
|
| 84 |
+
host: str,
|
| 85 |
+
subdomain: str,
|
| 86 |
+
replica_hashes: list[str],
|
| 87 |
+
token: str | None,
|
| 88 |
+
max_retries: int = 10,
|
| 89 |
+
) -> Iterator[
|
| 90 |
+
MultiReplicaStreamWarning | MultiReplicaStreamEvent | MultiReplicaStreamReplicaHash | MultiReplicaStreamFullMatch
|
| 91 |
+
]:
|
| 92 |
+
clients = [
|
| 93 |
+
ReloadClient(
|
| 94 |
+
host=host,
|
| 95 |
+
subdomain=subdomain,
|
| 96 |
+
replica_hash=hash,
|
| 97 |
+
token=token,
|
| 98 |
+
)
|
| 99 |
+
for hash in replica_hashes
|
| 100 |
+
]
|
| 101 |
+
|
| 102 |
+
first_client_events: dict[int, ApiGetReloadEventSourceData] = {}
|
| 103 |
+
for client_index, client in enumerate(clients):
|
| 104 |
+
if len(clients) > 1:
|
| 105 |
+
yield {"kind": "replicaHash", "hash": client.replica_hash}
|
| 106 |
+
|
| 107 |
+
retries = 0
|
| 108 |
+
while isinstance((events := client.get_reload(commit_sha)), int):
|
| 109 |
+
if (retries := retries + 1) > max_retries:
|
| 110 |
+
raise Exception("Too many retries reached")
|
| 111 |
+
if (status_code := events) not in (200, 204):
|
| 112 |
+
raise Exception(f"Unexpected {status_code=} on `ReloadClient.get_reload`")
|
| 113 |
+
subject = "reloadId" if status_code == 204 else "replica"
|
| 114 |
+
yield {"kind": "warning", "message": f"Retrying on unexpected {subject} not found"}
|
| 115 |
+
time.sleep(2)
|
| 116 |
+
|
| 117 |
+
full_match = True
|
| 118 |
+
replay: deque[ApiGetReloadEventSourceData] = deque()
|
| 119 |
+
for event_index, event in enumerate(events):
|
| 120 |
+
if client_index == 0:
|
| 121 |
+
first_client_events[event_index] = event
|
| 122 |
+
elif full_match := full_match and first_client_events.get(event_index) == event:
|
| 123 |
+
replay.append(event)
|
| 124 |
+
continue
|
| 125 |
+
while replay:
|
| 126 |
+
yield {"kind": "event", "event": replay.popleft()}
|
| 127 |
+
yield {"kind": "event", "event": event}
|
| 128 |
+
|
| 129 |
+
if client_index > 0 and full_match:
|
| 130 |
+
yield {"kind": "fullMatch"}
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_hot_reload/sse_client.py
ADDED
|
@@ -0,0 +1,144 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Vendored file: Server Side Events (SSE) client for Python.
|
| 3 |
+
|
| 4 |
+
Source:
|
| 5 |
+
- Author: Maxime Petazzoni <maxime.petazzoni@bulix.org>
|
| 6 |
+
- Repository: https://github.com/mpetazzoni/sseclient
|
| 7 |
+
- File: https://github.com/mpetazzoni/sseclient/blob/main/sseclient/__init__.py
|
| 8 |
+
|
| 9 |
+
License:
|
| 10 |
+
- Apache-2.0 (from upstream project)
|
| 11 |
+
|
| 12 |
+
Provides a generator of SSE received through an existing HTTP response.
|
| 13 |
+
"""
|
| 14 |
+
|
| 15 |
+
import logging
|
| 16 |
+
|
| 17 |
+
__author__ = 'Maxime Petazzoni <maxime.petazzoni@bulix.org>'
|
| 18 |
+
__email__ = 'maxime.petazzoni@bulix.org'
|
| 19 |
+
__all__ = ['SSEClient']
|
| 20 |
+
|
| 21 |
+
_FIELD_SEPARATOR = ':'
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
class SSEClient:
|
| 25 |
+
"""Implementation of a SSE client.
|
| 26 |
+
|
| 27 |
+
See http://www.w3.org/TR/2009/WD-eventsource-20091029/ for the
|
| 28 |
+
specification.
|
| 29 |
+
"""
|
| 30 |
+
|
| 31 |
+
def __init__(self, event_source, char_enc='utf-8'):
|
| 32 |
+
"""Initialize the SSE client over an existing, ready to consume
|
| 33 |
+
event source.
|
| 34 |
+
|
| 35 |
+
The event source is expected to be a binary stream and have a close()
|
| 36 |
+
method. That would usually be something that implements
|
| 37 |
+
io.BinaryIOBase, like an httplib or urllib3 HTTPResponse object.
|
| 38 |
+
"""
|
| 39 |
+
self._logger = logging.getLogger(self.__class__.__module__)
|
| 40 |
+
self._logger.debug('Initialized SSE client from event source %s',
|
| 41 |
+
event_source)
|
| 42 |
+
self._event_source = event_source
|
| 43 |
+
self._char_enc = char_enc
|
| 44 |
+
|
| 45 |
+
def _read(self):
|
| 46 |
+
"""Read the incoming event source stream and yield event chunks.
|
| 47 |
+
|
| 48 |
+
Unfortunately it is possible for some servers to decide to break an
|
| 49 |
+
event into multiple HTTP chunks in the response. It is thus necessary
|
| 50 |
+
to correctly stitch together consecutive response chunks and find the
|
| 51 |
+
SSE delimiter (empty new line) to yield full, correct event chunks."""
|
| 52 |
+
data = b''
|
| 53 |
+
for chunk in self._event_source:
|
| 54 |
+
for line in chunk.splitlines(True):
|
| 55 |
+
data += line
|
| 56 |
+
if data.endswith((b'\r\r', b'\n\n', b'\r\n\r\n')):
|
| 57 |
+
yield data
|
| 58 |
+
data = b''
|
| 59 |
+
if data:
|
| 60 |
+
yield data
|
| 61 |
+
|
| 62 |
+
def events(self):
|
| 63 |
+
for chunk in self._read():
|
| 64 |
+
event = Event()
|
| 65 |
+
# Split before decoding so splitlines() only uses \r and \n
|
| 66 |
+
for line in chunk.splitlines():
|
| 67 |
+
# Decode the line.
|
| 68 |
+
line = line.decode(self._char_enc)
|
| 69 |
+
|
| 70 |
+
# Lines starting with a separator are comments and are to be
|
| 71 |
+
# ignored.
|
| 72 |
+
if not line.strip() or line.startswith(_FIELD_SEPARATOR):
|
| 73 |
+
continue
|
| 74 |
+
|
| 75 |
+
data = line.split(_FIELD_SEPARATOR, 1)
|
| 76 |
+
field = data[0]
|
| 77 |
+
|
| 78 |
+
# Ignore unknown fields.
|
| 79 |
+
if field not in event.__dict__:
|
| 80 |
+
self._logger.debug('Saw invalid field %s while parsing '
|
| 81 |
+
'Server Side Event', field)
|
| 82 |
+
continue
|
| 83 |
+
|
| 84 |
+
if len(data) > 1:
|
| 85 |
+
# From the spec:
|
| 86 |
+
# "If value starts with a single U+0020 SPACE character,
|
| 87 |
+
# remove it from value."
|
| 88 |
+
if data[1].startswith(' '):
|
| 89 |
+
value = data[1][1:]
|
| 90 |
+
else:
|
| 91 |
+
value = data[1]
|
| 92 |
+
else:
|
| 93 |
+
# If no value is present after the separator,
|
| 94 |
+
# assume an empty value.
|
| 95 |
+
value = ''
|
| 96 |
+
|
| 97 |
+
# The data field may come over multiple lines and their values
|
| 98 |
+
# are concatenated with each other.
|
| 99 |
+
if field == 'data':
|
| 100 |
+
event.__dict__[field] += value + '\n'
|
| 101 |
+
else:
|
| 102 |
+
event.__dict__[field] = value
|
| 103 |
+
|
| 104 |
+
# Events with no data are not dispatched.
|
| 105 |
+
if not event.data:
|
| 106 |
+
continue
|
| 107 |
+
|
| 108 |
+
# If the data field ends with a newline, remove it.
|
| 109 |
+
if event.data.endswith('\n'):
|
| 110 |
+
event.data = event.data[0:-1]
|
| 111 |
+
|
| 112 |
+
# Empty event names default to 'message'
|
| 113 |
+
event.event = event.event or 'message'
|
| 114 |
+
|
| 115 |
+
# Dispatch the event
|
| 116 |
+
self._logger.debug('Dispatching %s...', event)
|
| 117 |
+
yield event
|
| 118 |
+
|
| 119 |
+
def close(self):
|
| 120 |
+
"""Manually close the event source stream."""
|
| 121 |
+
self._event_source.close()
|
| 122 |
+
|
| 123 |
+
|
| 124 |
+
class Event:
|
| 125 |
+
"""Representation of an event from the event stream."""
|
| 126 |
+
|
| 127 |
+
def __init__(self, id=None, event='message', data='', retry=None):
|
| 128 |
+
self.id = id
|
| 129 |
+
self.event = event
|
| 130 |
+
self.data = data
|
| 131 |
+
self.retry = retry
|
| 132 |
+
|
| 133 |
+
def __str__(self):
|
| 134 |
+
s = f'{self.event} event'
|
| 135 |
+
if self.id:
|
| 136 |
+
s += f' #{self.id}'
|
| 137 |
+
if self.data:
|
| 138 |
+
s += ', {} byte{}'.format(len(self.data),
|
| 139 |
+
's' if len(self.data) else '')
|
| 140 |
+
else:
|
| 141 |
+
s += ', no data'
|
| 142 |
+
if self.retry:
|
| 143 |
+
s += f', retry in {self.retry}ms'
|
| 144 |
+
return s
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_hot_reload/types.py
ADDED
|
@@ -0,0 +1,121 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
from typing import Literal, TypedDict
|
| 17 |
+
|
| 18 |
+
from typing_extensions import NotRequired
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
class ReloadRegion(TypedDict):
|
| 22 |
+
startLine: int
|
| 23 |
+
startCol: int
|
| 24 |
+
endLine: int
|
| 25 |
+
endCol: int
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
class ReloadOperationObject(TypedDict):
|
| 29 |
+
kind: Literal["add", "update", "delete"]
|
| 30 |
+
region: ReloadRegion
|
| 31 |
+
objectType: str
|
| 32 |
+
objectName: str
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
class ReloadOperationRun(TypedDict):
|
| 36 |
+
kind: Literal["run"]
|
| 37 |
+
region: ReloadRegion
|
| 38 |
+
codeLines: str
|
| 39 |
+
stdout: NotRequired[str]
|
| 40 |
+
stderr: NotRequired[str]
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
class ReloadOperationException(TypedDict):
|
| 44 |
+
kind: Literal["exception"]
|
| 45 |
+
region: ReloadRegion
|
| 46 |
+
traceback: str
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
class ReloadOperationError(TypedDict):
|
| 50 |
+
kind: Literal["error"]
|
| 51 |
+
traceback: str
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
class ReloadOperationUI(TypedDict):
|
| 55 |
+
kind: Literal["ui"]
|
| 56 |
+
updated: bool
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
class ReloadOperationFile(TypedDict):
|
| 60 |
+
kind: Literal["file"]
|
| 61 |
+
created: bool
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
class ApiCreateReloadRequest(TypedDict):
|
| 65 |
+
filepath: str
|
| 66 |
+
contents: str
|
| 67 |
+
reloadId: NotRequired[str]
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
class ApiCreateReloadResponseSuccess(TypedDict):
|
| 71 |
+
status: Literal["created"]
|
| 72 |
+
reloadId: str
|
| 73 |
+
|
| 74 |
+
|
| 75 |
+
class ApiCreateReloadResponseError(TypedDict):
|
| 76 |
+
status: Literal["alreadyReloading", "fileNotFound"]
|
| 77 |
+
|
| 78 |
+
|
| 79 |
+
class ApiCreateReloadResponse(TypedDict):
|
| 80 |
+
res: ApiCreateReloadResponseError | ApiCreateReloadResponseSuccess
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
class ApiGetReloadRequest(TypedDict):
|
| 84 |
+
reloadId: str
|
| 85 |
+
|
| 86 |
+
|
| 87 |
+
class ApiGetReloadEventSourceData(TypedDict):
|
| 88 |
+
data: (
|
| 89 |
+
ReloadOperationError
|
| 90 |
+
| ReloadOperationException
|
| 91 |
+
| ReloadOperationObject
|
| 92 |
+
| ReloadOperationRun
|
| 93 |
+
| ReloadOperationUI
|
| 94 |
+
| ReloadOperationFile
|
| 95 |
+
)
|
| 96 |
+
|
| 97 |
+
|
| 98 |
+
class ApiGetStatusRequest(TypedDict):
|
| 99 |
+
revision: str
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
class ApiGetStatusResponse(TypedDict):
|
| 103 |
+
reloading: bool
|
| 104 |
+
uncommited: list[str]
|
| 105 |
+
|
| 106 |
+
|
| 107 |
+
class ApiFetchContentsRequest(TypedDict):
|
| 108 |
+
filepath: str
|
| 109 |
+
|
| 110 |
+
|
| 111 |
+
class ApiFetchContentsResponseError(TypedDict):
|
| 112 |
+
status: Literal["fileNotFound"]
|
| 113 |
+
|
| 114 |
+
|
| 115 |
+
class ApiFetchContentsResponseSuccess(TypedDict):
|
| 116 |
+
status: Literal["ok"]
|
| 117 |
+
contents: str
|
| 118 |
+
|
| 119 |
+
|
| 120 |
+
class ApiFetchContentsResponse(TypedDict):
|
| 121 |
+
res: ApiFetchContentsResponseError | ApiFetchContentsResponseSuccess
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_inference_endpoints.py
ADDED
|
@@ -0,0 +1,419 @@
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|
|
|
| 1 |
+
import time
|
| 2 |
+
from dataclasses import dataclass, field
|
| 3 |
+
from datetime import datetime
|
| 4 |
+
from enum import Enum
|
| 5 |
+
from typing import TYPE_CHECKING, Optional
|
| 6 |
+
|
| 7 |
+
from huggingface_hub.errors import InferenceEndpointError, InferenceEndpointTimeoutError
|
| 8 |
+
|
| 9 |
+
from .utils import get_session, logging, parse_datetime
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
if TYPE_CHECKING:
|
| 13 |
+
from .hf_api import HfApi
|
| 14 |
+
from .inference._client import InferenceClient
|
| 15 |
+
from .inference._generated._async_client import AsyncInferenceClient
|
| 16 |
+
|
| 17 |
+
logger = logging.get_logger(__name__)
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
class InferenceEndpointStatus(str, Enum):
|
| 21 |
+
PENDING = "pending"
|
| 22 |
+
INITIALIZING = "initializing"
|
| 23 |
+
UPDATING = "updating"
|
| 24 |
+
UPDATE_FAILED = "updateFailed"
|
| 25 |
+
RUNNING = "running"
|
| 26 |
+
PAUSED = "paused"
|
| 27 |
+
FAILED = "failed"
|
| 28 |
+
SCALED_TO_ZERO = "scaledToZero"
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
class InferenceEndpointType(str, Enum):
|
| 32 |
+
PUBlIC = "public"
|
| 33 |
+
PROTECTED = "protected" # deprecated, use AUTHENTICATED instead
|
| 34 |
+
AUTHENTICATED = "authenticated"
|
| 35 |
+
PRIVATE = "private"
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
class InferenceEndpointScalingMetric(str, Enum):
|
| 39 |
+
PENDING_REQUESTS = "pendingRequests"
|
| 40 |
+
HARDWARE_USAGE = "hardwareUsage"
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
@dataclass
|
| 44 |
+
class InferenceEndpoint:
|
| 45 |
+
"""
|
| 46 |
+
Contains information about a deployed Inference Endpoint.
|
| 47 |
+
|
| 48 |
+
Args:
|
| 49 |
+
name (`str`):
|
| 50 |
+
The unique name of the Inference Endpoint.
|
| 51 |
+
namespace (`str`):
|
| 52 |
+
The namespace where the Inference Endpoint is located.
|
| 53 |
+
repository (`str`):
|
| 54 |
+
The name of the model repository deployed on this Inference Endpoint.
|
| 55 |
+
status ([`InferenceEndpointStatus`]):
|
| 56 |
+
The current status of the Inference Endpoint.
|
| 57 |
+
url (`str`, *optional*):
|
| 58 |
+
The URL of the Inference Endpoint, if available. Only a deployed Inference Endpoint will have a URL.
|
| 59 |
+
framework (`str`):
|
| 60 |
+
The machine learning framework used for the model.
|
| 61 |
+
revision (`str`):
|
| 62 |
+
The specific model revision deployed on the Inference Endpoint.
|
| 63 |
+
task (`str`):
|
| 64 |
+
The task associated with the deployed model.
|
| 65 |
+
created_at (`datetime.datetime`):
|
| 66 |
+
The timestamp when the Inference Endpoint was created.
|
| 67 |
+
updated_at (`datetime.datetime`):
|
| 68 |
+
The timestamp of the last update of the Inference Endpoint.
|
| 69 |
+
type ([`InferenceEndpointType`]):
|
| 70 |
+
The type of the Inference Endpoint (public, authenticated, private).
|
| 71 |
+
raw (`dict`):
|
| 72 |
+
The raw dictionary data returned from the API.
|
| 73 |
+
token (`str` or `bool`, *optional*):
|
| 74 |
+
Authentication token for the Inference Endpoint, if set when requesting the API. Will default to the
|
| 75 |
+
locally saved token if not provided. Pass `token=False` if you don't want to send your token to the server.
|
| 76 |
+
|
| 77 |
+
Example:
|
| 78 |
+
```python
|
| 79 |
+
>>> from huggingface_hub import get_inference_endpoint
|
| 80 |
+
>>> endpoint = get_inference_endpoint("my-text-to-image")
|
| 81 |
+
>>> endpoint
|
| 82 |
+
InferenceEndpoint(name='my-text-to-image', ...)
|
| 83 |
+
|
| 84 |
+
# Get status
|
| 85 |
+
>>> endpoint.status
|
| 86 |
+
'running'
|
| 87 |
+
>>> endpoint.url
|
| 88 |
+
'https://my-text-to-image.region.vendor.endpoints.huggingface.cloud'
|
| 89 |
+
|
| 90 |
+
# Run inference
|
| 91 |
+
>>> endpoint.client.text_to_image(...)
|
| 92 |
+
|
| 93 |
+
# Pause endpoint to save $$$
|
| 94 |
+
>>> endpoint.pause()
|
| 95 |
+
|
| 96 |
+
# ...
|
| 97 |
+
# Resume and wait for deployment
|
| 98 |
+
>>> endpoint.resume()
|
| 99 |
+
>>> endpoint.wait()
|
| 100 |
+
>>> endpoint.client.text_to_image(...)
|
| 101 |
+
```
|
| 102 |
+
"""
|
| 103 |
+
|
| 104 |
+
# Field in __repr__
|
| 105 |
+
name: str = field(init=False)
|
| 106 |
+
namespace: str
|
| 107 |
+
repository: str = field(init=False)
|
| 108 |
+
status: InferenceEndpointStatus = field(init=False)
|
| 109 |
+
health_route: str = field(init=False)
|
| 110 |
+
url: str | None = field(init=False)
|
| 111 |
+
|
| 112 |
+
# Other fields
|
| 113 |
+
framework: str = field(repr=False, init=False)
|
| 114 |
+
revision: str = field(repr=False, init=False)
|
| 115 |
+
task: str = field(repr=False, init=False)
|
| 116 |
+
created_at: datetime = field(repr=False, init=False)
|
| 117 |
+
updated_at: datetime = field(repr=False, init=False)
|
| 118 |
+
type: InferenceEndpointType = field(repr=False, init=False)
|
| 119 |
+
|
| 120 |
+
# Raw dict from the API
|
| 121 |
+
raw: dict = field(repr=False)
|
| 122 |
+
|
| 123 |
+
# Internal fields
|
| 124 |
+
_token: str | bool | None = field(repr=False, compare=False)
|
| 125 |
+
_api: "HfApi" = field(repr=False, compare=False)
|
| 126 |
+
|
| 127 |
+
@classmethod
|
| 128 |
+
def from_raw(
|
| 129 |
+
cls, raw: dict, namespace: str, token: str | bool | None = None, api: Optional["HfApi"] = None
|
| 130 |
+
) -> "InferenceEndpoint":
|
| 131 |
+
"""Initialize object from raw dictionary."""
|
| 132 |
+
if api is None:
|
| 133 |
+
from .hf_api import HfApi
|
| 134 |
+
|
| 135 |
+
api = HfApi()
|
| 136 |
+
if token is None:
|
| 137 |
+
token = api.token
|
| 138 |
+
|
| 139 |
+
# All other fields are populated in __post_init__
|
| 140 |
+
return cls(raw=raw, namespace=namespace, _token=token, _api=api)
|
| 141 |
+
|
| 142 |
+
def __post_init__(self) -> None:
|
| 143 |
+
"""Populate fields from raw dictionary."""
|
| 144 |
+
self._populate_from_raw()
|
| 145 |
+
|
| 146 |
+
@property
|
| 147 |
+
def client(self) -> "InferenceClient":
|
| 148 |
+
"""Returns a client to make predictions on this Inference Endpoint.
|
| 149 |
+
|
| 150 |
+
Returns:
|
| 151 |
+
[`InferenceClient`]: an inference client pointing to the deployed endpoint.
|
| 152 |
+
|
| 153 |
+
Raises:
|
| 154 |
+
[`InferenceEndpointError`]: If the Inference Endpoint is not yet deployed.
|
| 155 |
+
"""
|
| 156 |
+
if self.url is None:
|
| 157 |
+
raise InferenceEndpointError(
|
| 158 |
+
"Cannot create a client for this Inference Endpoint as it is not yet deployed. "
|
| 159 |
+
"Please wait for the Inference Endpoint to be deployed using `endpoint.wait()` and try again."
|
| 160 |
+
)
|
| 161 |
+
from .inference._client import InferenceClient
|
| 162 |
+
|
| 163 |
+
return InferenceClient(
|
| 164 |
+
model=self.url,
|
| 165 |
+
token=self._token, # type: ignore # boolean token shouldn't be possible. In practice it's ok.
|
| 166 |
+
)
|
| 167 |
+
|
| 168 |
+
@property
|
| 169 |
+
def async_client(self) -> "AsyncInferenceClient":
|
| 170 |
+
"""Returns a client to make predictions on this Inference Endpoint.
|
| 171 |
+
|
| 172 |
+
Returns:
|
| 173 |
+
[`AsyncInferenceClient`]: an asyncio-compatible inference client pointing to the deployed endpoint.
|
| 174 |
+
|
| 175 |
+
Raises:
|
| 176 |
+
[`InferenceEndpointError`]: If the Inference Endpoint is not yet deployed.
|
| 177 |
+
"""
|
| 178 |
+
if self.url is None:
|
| 179 |
+
raise InferenceEndpointError(
|
| 180 |
+
"Cannot create a client for this Inference Endpoint as it is not yet deployed. "
|
| 181 |
+
"Please wait for the Inference Endpoint to be deployed using `endpoint.wait()` and try again."
|
| 182 |
+
)
|
| 183 |
+
from .inference._generated._async_client import AsyncInferenceClient
|
| 184 |
+
|
| 185 |
+
return AsyncInferenceClient(
|
| 186 |
+
model=self.url,
|
| 187 |
+
token=self._token, # type: ignore # boolean token shouldn't be possible. In practice it's ok.
|
| 188 |
+
)
|
| 189 |
+
|
| 190 |
+
def wait(self, timeout: int | None = None, refresh_every: int = 5) -> "InferenceEndpoint":
|
| 191 |
+
"""Wait for the Inference Endpoint to be deployed.
|
| 192 |
+
|
| 193 |
+
Information from the server will be fetched every 1s. If the Inference Endpoint is not deployed after `timeout`
|
| 194 |
+
seconds, a [`InferenceEndpointTimeoutError`] will be raised. The [`InferenceEndpoint`] will be mutated in place with the latest
|
| 195 |
+
data.
|
| 196 |
+
|
| 197 |
+
Args:
|
| 198 |
+
timeout (`int`, *optional*):
|
| 199 |
+
The maximum time to wait for the Inference Endpoint to be deployed, in seconds. If `None`, will wait
|
| 200 |
+
indefinitely.
|
| 201 |
+
refresh_every (`int`, *optional*):
|
| 202 |
+
The time to wait between each fetch of the Inference Endpoint status, in seconds. Defaults to 5s.
|
| 203 |
+
|
| 204 |
+
Returns:
|
| 205 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 206 |
+
|
| 207 |
+
Raises:
|
| 208 |
+
[`InferenceEndpointError`]
|
| 209 |
+
If the Inference Endpoint ended up in a failed state.
|
| 210 |
+
[`InferenceEndpointTimeoutError`]
|
| 211 |
+
If the Inference Endpoint is not deployed after `timeout` seconds.
|
| 212 |
+
"""
|
| 213 |
+
if timeout is not None and timeout < 0:
|
| 214 |
+
raise ValueError("`timeout` cannot be negative.")
|
| 215 |
+
if refresh_every <= 0:
|
| 216 |
+
raise ValueError("`refresh_every` must be positive.")
|
| 217 |
+
|
| 218 |
+
start = time.time()
|
| 219 |
+
while True:
|
| 220 |
+
if self.status == InferenceEndpointStatus.FAILED:
|
| 221 |
+
raise InferenceEndpointError(
|
| 222 |
+
f"Inference Endpoint {self.name} failed to deploy. Please check the logs for more information."
|
| 223 |
+
)
|
| 224 |
+
if self.status == InferenceEndpointStatus.UPDATE_FAILED:
|
| 225 |
+
raise InferenceEndpointError(
|
| 226 |
+
f"Inference Endpoint {self.name} failed to update. Please check the logs for more information."
|
| 227 |
+
)
|
| 228 |
+
if self.status == InferenceEndpointStatus.RUNNING and self.url is not None:
|
| 229 |
+
# Verify the endpoint is actually reachable
|
| 230 |
+
_health_url = f"{self.url.rstrip('/')}/{self.health_route.lstrip('/')}"
|
| 231 |
+
response = get_session().get(_health_url, headers=self._api._build_hf_headers(token=self._token))
|
| 232 |
+
if response.status_code == 200:
|
| 233 |
+
logger.info("Inference Endpoint is ready to be used.")
|
| 234 |
+
return self
|
| 235 |
+
|
| 236 |
+
if timeout is not None:
|
| 237 |
+
if time.time() - start > timeout:
|
| 238 |
+
raise InferenceEndpointTimeoutError("Timeout while waiting for Inference Endpoint to be deployed.")
|
| 239 |
+
logger.info(f"Inference Endpoint is not deployed yet ({self.status}). Waiting {refresh_every}s...")
|
| 240 |
+
time.sleep(refresh_every)
|
| 241 |
+
self.fetch()
|
| 242 |
+
|
| 243 |
+
def fetch(self) -> "InferenceEndpoint":
|
| 244 |
+
"""Fetch latest information about the Inference Endpoint.
|
| 245 |
+
|
| 246 |
+
Returns:
|
| 247 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 248 |
+
"""
|
| 249 |
+
obj = self._api.get_inference_endpoint(name=self.name, namespace=self.namespace, token=self._token) # type: ignore [arg-type]
|
| 250 |
+
self.raw = obj.raw
|
| 251 |
+
self._populate_from_raw()
|
| 252 |
+
return self
|
| 253 |
+
|
| 254 |
+
def update(
|
| 255 |
+
self,
|
| 256 |
+
*,
|
| 257 |
+
# Compute update
|
| 258 |
+
accelerator: str | None = None,
|
| 259 |
+
instance_size: str | None = None,
|
| 260 |
+
instance_type: str | None = None,
|
| 261 |
+
min_replica: int | None = None,
|
| 262 |
+
max_replica: int | None = None,
|
| 263 |
+
scale_to_zero_timeout: int | None = None,
|
| 264 |
+
# Model update
|
| 265 |
+
repository: str | None = None,
|
| 266 |
+
framework: str | None = None,
|
| 267 |
+
revision: str | None = None,
|
| 268 |
+
task: str | None = None,
|
| 269 |
+
custom_image: dict | None = None,
|
| 270 |
+
secrets: dict[str, str] | None = None,
|
| 271 |
+
) -> "InferenceEndpoint":
|
| 272 |
+
"""Update the Inference Endpoint.
|
| 273 |
+
|
| 274 |
+
This method allows the update of either the compute configuration, the deployed model, or both. All arguments are
|
| 275 |
+
optional but at least one must be provided.
|
| 276 |
+
|
| 277 |
+
This is an alias for [`HfApi.update_inference_endpoint`]. The current object is mutated in place with the
|
| 278 |
+
latest data from the server.
|
| 279 |
+
|
| 280 |
+
Args:
|
| 281 |
+
accelerator (`str`, *optional*):
|
| 282 |
+
The hardware accelerator to be used for inference (e.g. `"cpu"`).
|
| 283 |
+
instance_size (`str`, *optional*):
|
| 284 |
+
The size or type of the instance to be used for hosting the model (e.g. `"x4"`).
|
| 285 |
+
instance_type (`str`, *optional*):
|
| 286 |
+
The cloud instance type where the Inference Endpoint will be deployed (e.g. `"intel-icl"`).
|
| 287 |
+
min_replica (`int`, *optional*):
|
| 288 |
+
The minimum number of replicas (instances) to keep running for the Inference Endpoint.
|
| 289 |
+
max_replica (`int`, *optional*):
|
| 290 |
+
The maximum number of replicas (instances) to scale to for the Inference Endpoint.
|
| 291 |
+
scale_to_zero_timeout (`int`, *optional*):
|
| 292 |
+
The duration in minutes before an inactive endpoint is scaled to zero.
|
| 293 |
+
|
| 294 |
+
repository (`str`, *optional*):
|
| 295 |
+
The name of the model repository associated with the Inference Endpoint (e.g. `"gpt2"`).
|
| 296 |
+
framework (`str`, *optional*):
|
| 297 |
+
The machine learning framework used for the model (e.g. `"custom"`).
|
| 298 |
+
revision (`str`, *optional*):
|
| 299 |
+
The specific model revision to deploy on the Inference Endpoint (e.g. `"6c0e6080953db56375760c0471a8c5f2929baf11"`).
|
| 300 |
+
task (`str`, *optional*):
|
| 301 |
+
The task on which to deploy the model (e.g. `"text-classification"`).
|
| 302 |
+
custom_image (`dict`, *optional*):
|
| 303 |
+
A custom Docker image to use for the Inference Endpoint. This is useful if you want to deploy an
|
| 304 |
+
Inference Endpoint running on the `text-generation-inference` (TGI) framework (see examples).
|
| 305 |
+
secrets (`dict[str, str]`, *optional*):
|
| 306 |
+
Secret values to inject in the container environment.
|
| 307 |
+
Returns:
|
| 308 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 309 |
+
"""
|
| 310 |
+
# Make API call
|
| 311 |
+
obj = self._api.update_inference_endpoint(
|
| 312 |
+
name=self.name,
|
| 313 |
+
namespace=self.namespace,
|
| 314 |
+
accelerator=accelerator,
|
| 315 |
+
instance_size=instance_size,
|
| 316 |
+
instance_type=instance_type,
|
| 317 |
+
min_replica=min_replica,
|
| 318 |
+
max_replica=max_replica,
|
| 319 |
+
scale_to_zero_timeout=scale_to_zero_timeout,
|
| 320 |
+
repository=repository,
|
| 321 |
+
framework=framework,
|
| 322 |
+
revision=revision,
|
| 323 |
+
task=task,
|
| 324 |
+
custom_image=custom_image,
|
| 325 |
+
secrets=secrets,
|
| 326 |
+
token=self._token, # type: ignore [arg-type]
|
| 327 |
+
)
|
| 328 |
+
|
| 329 |
+
# Mutate current object
|
| 330 |
+
self.raw = obj.raw
|
| 331 |
+
self._populate_from_raw()
|
| 332 |
+
return self
|
| 333 |
+
|
| 334 |
+
def pause(self) -> "InferenceEndpoint":
|
| 335 |
+
"""Pause the Inference Endpoint.
|
| 336 |
+
|
| 337 |
+
A paused Inference Endpoint will not be charged. It can be resumed at any time using [`InferenceEndpoint.resume`].
|
| 338 |
+
This is different from scaling the Inference Endpoint to zero with [`InferenceEndpoint.scale_to_zero`], which
|
| 339 |
+
would be automatically restarted when a request is made to it.
|
| 340 |
+
|
| 341 |
+
This is an alias for [`HfApi.pause_inference_endpoint`]. The current object is mutated in place with the
|
| 342 |
+
latest data from the server.
|
| 343 |
+
|
| 344 |
+
Returns:
|
| 345 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 346 |
+
"""
|
| 347 |
+
obj = self._api.pause_inference_endpoint(name=self.name, namespace=self.namespace, token=self._token) # type: ignore [arg-type]
|
| 348 |
+
self.raw = obj.raw
|
| 349 |
+
self._populate_from_raw()
|
| 350 |
+
return self
|
| 351 |
+
|
| 352 |
+
def resume(self, running_ok: bool = True) -> "InferenceEndpoint":
|
| 353 |
+
"""Resume the Inference Endpoint.
|
| 354 |
+
|
| 355 |
+
This is an alias for [`HfApi.resume_inference_endpoint`]. The current object is mutated in place with the
|
| 356 |
+
latest data from the server.
|
| 357 |
+
|
| 358 |
+
Args:
|
| 359 |
+
running_ok (`bool`, *optional*):
|
| 360 |
+
If `True`, the method will not raise an error if the Inference Endpoint is already running. Defaults to
|
| 361 |
+
`True`.
|
| 362 |
+
|
| 363 |
+
Returns:
|
| 364 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 365 |
+
"""
|
| 366 |
+
obj = self._api.resume_inference_endpoint(
|
| 367 |
+
name=self.name, namespace=self.namespace, running_ok=running_ok, token=self._token
|
| 368 |
+
) # type: ignore [arg-type]
|
| 369 |
+
self.raw = obj.raw
|
| 370 |
+
self._populate_from_raw()
|
| 371 |
+
return self
|
| 372 |
+
|
| 373 |
+
def scale_to_zero(self) -> "InferenceEndpoint":
|
| 374 |
+
"""Scale Inference Endpoint to zero.
|
| 375 |
+
|
| 376 |
+
An Inference Endpoint scaled to zero will not be charged. It will be resumed on the next request to it, with a
|
| 377 |
+
cold start delay. This is different from pausing the Inference Endpoint with [`InferenceEndpoint.pause`], which
|
| 378 |
+
would require a manual resume with [`InferenceEndpoint.resume`].
|
| 379 |
+
|
| 380 |
+
This is an alias for [`HfApi.scale_to_zero_inference_endpoint`]. The current object is mutated in place with the
|
| 381 |
+
latest data from the server.
|
| 382 |
+
|
| 383 |
+
Returns:
|
| 384 |
+
[`InferenceEndpoint`]: the same Inference Endpoint, mutated in place with the latest data.
|
| 385 |
+
"""
|
| 386 |
+
obj = self._api.scale_to_zero_inference_endpoint(name=self.name, namespace=self.namespace, token=self._token) # type: ignore [arg-type]
|
| 387 |
+
self.raw = obj.raw
|
| 388 |
+
self._populate_from_raw()
|
| 389 |
+
return self
|
| 390 |
+
|
| 391 |
+
def delete(self) -> None:
|
| 392 |
+
"""Delete the Inference Endpoint.
|
| 393 |
+
|
| 394 |
+
This operation is not reversible. If you don't want to be charged for an Inference Endpoint, it is preferable
|
| 395 |
+
to pause it with [`InferenceEndpoint.pause`] or scale it to zero with [`InferenceEndpoint.scale_to_zero`].
|
| 396 |
+
|
| 397 |
+
This is an alias for [`HfApi.delete_inference_endpoint`].
|
| 398 |
+
"""
|
| 399 |
+
self._api.delete_inference_endpoint(name=self.name, namespace=self.namespace, token=self._token) # type: ignore [arg-type]
|
| 400 |
+
|
| 401 |
+
def _populate_from_raw(self) -> None:
|
| 402 |
+
"""Populate fields from raw dictionary.
|
| 403 |
+
|
| 404 |
+
Called in __post_init__ + each time the Inference Endpoint is updated.
|
| 405 |
+
"""
|
| 406 |
+
# Repr fields
|
| 407 |
+
self.name = self.raw["name"]
|
| 408 |
+
self.repository = self.raw["model"]["repository"]
|
| 409 |
+
self.status = self.raw["status"]["state"]
|
| 410 |
+
self.url = self.raw["status"].get("url")
|
| 411 |
+
self.health_route = self.raw["healthRoute"]
|
| 412 |
+
|
| 413 |
+
# Other fields
|
| 414 |
+
self.framework = self.raw["model"]["framework"]
|
| 415 |
+
self.revision = self.raw["model"]["revision"]
|
| 416 |
+
self.task = self.raw["model"]["task"]
|
| 417 |
+
self.created_at = parse_datetime(self.raw["status"]["createdAt"])
|
| 418 |
+
self.updated_at = parse_datetime(self.raw["status"]["updatedAt"])
|
| 419 |
+
self.type = self.raw["type"]
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_jobs_api.py
ADDED
|
@@ -0,0 +1,567 @@
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|
| 1 |
+
# Copyright 2025-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
import hashlib
|
| 15 |
+
import platform
|
| 16 |
+
from dataclasses import dataclass
|
| 17 |
+
from datetime import datetime
|
| 18 |
+
from enum import Enum
|
| 19 |
+
from pathlib import Path
|
| 20 |
+
from typing import Any
|
| 21 |
+
|
| 22 |
+
from huggingface_hub import constants
|
| 23 |
+
from huggingface_hub._space_api import Volume
|
| 24 |
+
from huggingface_hub.utils._datetime import parse_datetime
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
class JobHardware(str, Enum):
|
| 28 |
+
"""
|
| 29 |
+
Enumeration of hardware flavors available to run Jobs on the Hub.
|
| 30 |
+
|
| 31 |
+
Value can be compared to a string:
|
| 32 |
+
```py
|
| 33 |
+
assert JobHardware.CPU_BASIC == "cpu-basic"
|
| 34 |
+
```
|
| 35 |
+
|
| 36 |
+
Both enums are kept in sync with the Hub API by `utils/check_hardware_flavors.py`.
|
| 37 |
+
"""
|
| 38 |
+
|
| 39 |
+
# CPU
|
| 40 |
+
CPU_BASIC = "cpu-basic"
|
| 41 |
+
CPU_UPGRADE = "cpu-upgrade"
|
| 42 |
+
CPU_PERFORMANCE = "cpu-performance"
|
| 43 |
+
CPU_XL = "cpu-xl"
|
| 44 |
+
|
| 45 |
+
# GPU
|
| 46 |
+
T4_SMALL = "t4-small"
|
| 47 |
+
T4_MEDIUM = "t4-medium"
|
| 48 |
+
L4X1 = "l4x1"
|
| 49 |
+
L4X4 = "l4x4"
|
| 50 |
+
L40SX1 = "l40sx1"
|
| 51 |
+
L40SX4 = "l40sx4"
|
| 52 |
+
L40SX8 = "l40sx8"
|
| 53 |
+
A10G_SMALL = "a10g-small"
|
| 54 |
+
A10G_LARGE = "a10g-large"
|
| 55 |
+
A10G_LARGEX2 = "a10g-largex2"
|
| 56 |
+
A10G_LARGEX4 = "a10g-largex4"
|
| 57 |
+
A100_LARGE = "a100-large"
|
| 58 |
+
A100X4 = "a100x4"
|
| 59 |
+
A100X8 = "a100x8"
|
| 60 |
+
H200 = "h200"
|
| 61 |
+
H200X2 = "h200x2"
|
| 62 |
+
H200X4 = "h200x4"
|
| 63 |
+
H200X8 = "h200x8"
|
| 64 |
+
RTX_PRO_6000 = "rtx-pro-6000"
|
| 65 |
+
RTX_PRO_6000X2 = "rtx-pro-6000x2"
|
| 66 |
+
RTX_PRO_6000X4 = "rtx-pro-6000x4"
|
| 67 |
+
RTX_PRO_6000X8 = "rtx-pro-6000x8"
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
class JobStage(str, Enum):
|
| 71 |
+
"""
|
| 72 |
+
Enumeration of possible stage of a Job on the Hub.
|
| 73 |
+
|
| 74 |
+
Value can be compared to a string:
|
| 75 |
+
```py
|
| 76 |
+
assert JobStage.COMPLETED == "COMPLETED"
|
| 77 |
+
```
|
| 78 |
+
Possible values are: `COMPLETED`, `CANCELED`, `ERROR`, `DELETED`, `SCHEDULING`, `RUNNING`.
|
| 79 |
+
Taken from https://github.com/huggingface/moon-landing/blob/main/server/job_types/JobInfo.ts#L61 (private url).
|
| 80 |
+
"""
|
| 81 |
+
|
| 82 |
+
# Copied from moon-landing > server > lib > Job.ts
|
| 83 |
+
COMPLETED = "COMPLETED"
|
| 84 |
+
CANCELED = "CANCELED"
|
| 85 |
+
ERROR = "ERROR"
|
| 86 |
+
DELETED = "DELETED"
|
| 87 |
+
SCHEDULING = "SCHEDULING"
|
| 88 |
+
RUNNING = "RUNNING"
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
# Stages indicating the Job has reached a terminal state and will not run further.
|
| 92 |
+
TERMINAL_JOB_STAGES = (JobStage.COMPLETED, JobStage.CANCELED, JobStage.ERROR, JobStage.DELETED)
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
@dataclass
|
| 96 |
+
class JobStatus:
|
| 97 |
+
stage: JobStage
|
| 98 |
+
message: str | None
|
| 99 |
+
expose_urls: list[str] | None
|
| 100 |
+
ssh_url: str | None
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
@dataclass
|
| 104 |
+
class JobOwner:
|
| 105 |
+
id: str
|
| 106 |
+
name: str
|
| 107 |
+
type: str
|
| 108 |
+
|
| 109 |
+
|
| 110 |
+
@dataclass
|
| 111 |
+
class JobDurations:
|
| 112 |
+
"""
|
| 113 |
+
Timing breakdown for a Job, computed server-side.
|
| 114 |
+
|
| 115 |
+
Args:
|
| 116 |
+
scheduling_secs (`int` or `None`):
|
| 117 |
+
Seconds the job spent in the scheduling stage before starting to run.
|
| 118 |
+
`None` if the job never reached the running stage.
|
| 119 |
+
running_secs (`int` or `None`):
|
| 120 |
+
Seconds the job has been or was running. Recomputed on each request
|
| 121 |
+
while the job is in progress. `None` if the job never started running.
|
| 122 |
+
total_secs (`int` or `None`):
|
| 123 |
+
Total seconds elapsed since the job was created. Recomputed on each
|
| 124 |
+
request while the job is in progress.
|
| 125 |
+
"""
|
| 126 |
+
|
| 127 |
+
scheduling_secs: int | None
|
| 128 |
+
running_secs: int | None
|
| 129 |
+
total_secs: int | None
|
| 130 |
+
|
| 131 |
+
def __init__(self, **kwargs) -> None:
|
| 132 |
+
self.scheduling_secs = kwargs.get("schedulingSecs", kwargs.get("scheduling_secs"))
|
| 133 |
+
self.running_secs = kwargs.get("runningSecs", kwargs.get("running_secs"))
|
| 134 |
+
self.total_secs = kwargs.get("totalSecs", kwargs.get("total_secs"))
|
| 135 |
+
|
| 136 |
+
|
| 137 |
+
@dataclass
|
| 138 |
+
class JobInitiator:
|
| 139 |
+
"""
|
| 140 |
+
Contains information about what triggered a Job.
|
| 141 |
+
|
| 142 |
+
Args:
|
| 143 |
+
type (`str`): Initiator kind, for example `"user"`, `"org"`, `"scheduled-job"`, or `"duplicated-job"`.
|
| 144 |
+
id (`str`): Identifier of the initiator.
|
| 145 |
+
name (`str` or `None`): Human-readable name when available, usually for user/org initiators.
|
| 146 |
+
"""
|
| 147 |
+
|
| 148 |
+
type: str
|
| 149 |
+
id: str
|
| 150 |
+
name: str | None = None
|
| 151 |
+
|
| 152 |
+
|
| 153 |
+
@dataclass
|
| 154 |
+
class JobInfo:
|
| 155 |
+
"""
|
| 156 |
+
Contains information about a Job.
|
| 157 |
+
|
| 158 |
+
Args:
|
| 159 |
+
id (`str`):
|
| 160 |
+
Job ID.
|
| 161 |
+
created_at (`datetime` or `None`):
|
| 162 |
+
When the Job was created.
|
| 163 |
+
started_at (`datetime` or `None`):
|
| 164 |
+
When the Job started running. None while the Job is still scheduling.
|
| 165 |
+
finished_at (`datetime` or `None`):
|
| 166 |
+
When the Job finished. None while the Job is still scheduling or running.
|
| 167 |
+
docker_image (`str` or `None`):
|
| 168 |
+
The Docker image from Docker Hub used for the Job.
|
| 169 |
+
Can be None if space_id is present instead.
|
| 170 |
+
space_id (`str` or `None`):
|
| 171 |
+
The Docker image from Hugging Face Spaces used for the Job.
|
| 172 |
+
Can be None if docker_image is present instead.
|
| 173 |
+
command (`list[str]` or `None`):
|
| 174 |
+
Command of the Job, e.g. `["python", "-c", "print('hello world')"]`
|
| 175 |
+
arguments (`list[str]` or `None`):
|
| 176 |
+
Arguments passed to the command
|
| 177 |
+
environment (`dict[str]` or `None`):
|
| 178 |
+
Environment variables of the Job as a dictionary.
|
| 179 |
+
secrets (`dict[str]` or `None`):
|
| 180 |
+
Secret environment variables of the Job (encrypted).
|
| 181 |
+
flavor (`str` or `None`):
|
| 182 |
+
Flavor for the hardware. See [`JobHardware`] for possible values.
|
| 183 |
+
E.g. `"cpu-basic"`.
|
| 184 |
+
labels (`dict[str, str]` or `None`):
|
| 185 |
+
Labels to attach to the job (key-value pairs).
|
| 186 |
+
volumes (`list[Volume]` or `None`):
|
| 187 |
+
Volumes mounted in the job container (buckets, models, datasets, spaces).
|
| 188 |
+
status: (`JobStatus` or `None`):
|
| 189 |
+
Status of the Job, e.g. `JobStatus(stage="RUNNING", message=None)`
|
| 190 |
+
See [`JobStage`] for possible stage values.
|
| 191 |
+
durations (`JobDurations` or `None`):
|
| 192 |
+
Timing breakdown of the Job. Present for all job states including SCHEDULING.
|
| 193 |
+
owner: (`JobOwner` or `None`):
|
| 194 |
+
Owner of the Job, e.g. `JobOwner(id="5e9ecfc04957053f60648a3e", name="lhoestq", type="user")`
|
| 195 |
+
initiator (`JobInitiator` or `None`):
|
| 196 |
+
What triggered the Job, e.g. `JobInitiator(type="scheduled-job", id="...")` for a cron-triggered run.
|
| 197 |
+
expose_urls (`list[str]` or `None`):
|
| 198 |
+
Public URLs through which the Job's exposed ports are reachable (one per port exposed via `expose=`),
|
| 199 |
+
e.g. `["https://687fb701029421ae5549d998--8000.hf.jobs"]`. `None` when no port is exposed.
|
| 200 |
+
Accessing a URL requires an HF token with read access to the Job's namespace.
|
| 201 |
+
ssh_url (`str` or `None`):
|
| 202 |
+
SSH endpoint of the Job, e.g. `"ssh://687fb701029421ae5549d998@ssh.hf.jobs"`. Only present when the Job
|
| 203 |
+
was started with `ssh=True`. Connecting requires write access to the Job's namespace and an SSH public
|
| 204 |
+
key registered on the Hub (https://huggingface.co/settings/keys).
|
| 205 |
+
|
| 206 |
+
Example:
|
| 207 |
+
|
| 208 |
+
```python
|
| 209 |
+
>>> from huggingface_hub import run_job
|
| 210 |
+
>>> job = run_job(
|
| 211 |
+
... image="python:3.12",
|
| 212 |
+
... command=["python", "-c", "print('Hello from the cloud!')"]
|
| 213 |
+
... )
|
| 214 |
+
>>> job
|
| 215 |
+
JobInfo(id='687fb701029421ae5549d998', created_at=datetime.datetime(2025, 7, 22, 16, 6, 25, 79000, tzinfo=datetime.timezone.utc), started_at=datetime.datetime(2025, 7, 22, 16, 6, 31, 79000, tzinfo=datetime.timezone.utc), finished_at=None, docker_image='python:3.12', space_id=None, command=['python', '-c', "print('Hello from the cloud!')"], arguments=[], environment={}, secrets={}, flavor='cpu-basic', labels=None, status=JobStatus(stage='RUNNING', message=None), durations=JobDurations(scheduling_secs=6, running_secs=2, total_secs=8), owner=JobOwner(id='5e9ecfc04957053f60648a3e', name='lhoestq', type='user'), initiator=JobInitiator(type='user', id='5e9ecfc04957053f60648a3e', name='lhoestq'), endpoint='https://huggingface.co', url='https://huggingface.co/jobs/lhoestq/687fb701029421ae5549d998')
|
| 216 |
+
>>> job.id
|
| 217 |
+
'687fb701029421ae5549d998'
|
| 218 |
+
>>> job.url
|
| 219 |
+
'https://huggingface.co/jobs/lhoestq/687fb701029421ae5549d998'
|
| 220 |
+
>>> job.status.stage
|
| 221 |
+
'RUNNING'
|
| 222 |
+
```
|
| 223 |
+
"""
|
| 224 |
+
|
| 225 |
+
id: str
|
| 226 |
+
created_at: datetime | None
|
| 227 |
+
started_at: datetime | None
|
| 228 |
+
finished_at: datetime | None
|
| 229 |
+
docker_image: str | None
|
| 230 |
+
space_id: str | None
|
| 231 |
+
command: list[str] | None
|
| 232 |
+
arguments: list[str] | None
|
| 233 |
+
environment: dict[str, Any] | None
|
| 234 |
+
secrets: dict[str, Any] | None
|
| 235 |
+
flavor: JobHardware | None
|
| 236 |
+
labels: dict[str, str] | None
|
| 237 |
+
volumes: list[Volume] | None
|
| 238 |
+
status: JobStatus
|
| 239 |
+
durations: JobDurations | None
|
| 240 |
+
owner: JobOwner
|
| 241 |
+
initiator: JobInitiator | None
|
| 242 |
+
|
| 243 |
+
# Inferred fields
|
| 244 |
+
endpoint: str
|
| 245 |
+
url: str
|
| 246 |
+
|
| 247 |
+
def __init__(self, **kwargs) -> None:
|
| 248 |
+
self.id = kwargs["id"]
|
| 249 |
+
created_at = kwargs.get("createdAt") or kwargs.get("created_at")
|
| 250 |
+
self.created_at = parse_datetime(created_at) if created_at else None
|
| 251 |
+
started_at = kwargs.get("startedAt") or kwargs.get("started_at")
|
| 252 |
+
self.started_at = parse_datetime(started_at) if started_at else None
|
| 253 |
+
finished_at = kwargs.get("finishedAt") or kwargs.get("finished_at")
|
| 254 |
+
self.finished_at = parse_datetime(finished_at) if finished_at else None
|
| 255 |
+
self.docker_image = kwargs.get("dockerImage") or kwargs.get("docker_image")
|
| 256 |
+
self.space_id = kwargs.get("spaceId") or kwargs.get("space_id")
|
| 257 |
+
owner = kwargs.get("owner", {})
|
| 258 |
+
self.owner = JobOwner(id=owner["id"], name=owner["name"], type=owner["type"])
|
| 259 |
+
self.command = kwargs.get("command")
|
| 260 |
+
self.arguments = kwargs.get("arguments")
|
| 261 |
+
self.environment = kwargs.get("environment")
|
| 262 |
+
self.secrets = kwargs.get("secrets")
|
| 263 |
+
self.flavor = kwargs.get("flavor")
|
| 264 |
+
self.labels = kwargs.get("labels")
|
| 265 |
+
volumes = kwargs.get("volumes")
|
| 266 |
+
self.volumes = [Volume(**v) for v in volumes] if volumes else None
|
| 267 |
+
status = kwargs.get("status", {})
|
| 268 |
+
self.status = JobStatus(
|
| 269 |
+
stage=status["stage"],
|
| 270 |
+
message=status.get("message"),
|
| 271 |
+
expose_urls=status.get("exposeUrls"),
|
| 272 |
+
ssh_url=status.get("sshUrl"),
|
| 273 |
+
)
|
| 274 |
+
durations = kwargs.get("durations")
|
| 275 |
+
self.durations = JobDurations(**durations) if durations else None
|
| 276 |
+
initiator = kwargs.get("initiator")
|
| 277 |
+
self.initiator = (
|
| 278 |
+
JobInitiator(type=initiator["type"], id=initiator["id"], name=initiator.get("name")) if initiator else None
|
| 279 |
+
)
|
| 280 |
+
|
| 281 |
+
# Inferred fields
|
| 282 |
+
self.endpoint = kwargs.get("endpoint", constants.ENDPOINT)
|
| 283 |
+
self.url = f"{self.endpoint}/jobs/{self.owner.name}/{self.id}"
|
| 284 |
+
|
| 285 |
+
|
| 286 |
+
@dataclass
|
| 287 |
+
class JobSpec:
|
| 288 |
+
docker_image: str | None
|
| 289 |
+
space_id: str | None
|
| 290 |
+
command: list[str] | None
|
| 291 |
+
arguments: list[str] | None
|
| 292 |
+
environment: dict[str, Any] | None
|
| 293 |
+
secrets: dict[str, Any] | None
|
| 294 |
+
flavor: JobHardware | None
|
| 295 |
+
timeout: int | None
|
| 296 |
+
tags: list[str] | None
|
| 297 |
+
arch: str | None
|
| 298 |
+
labels: dict[str, str] | None
|
| 299 |
+
volumes: list[Volume] | None
|
| 300 |
+
|
| 301 |
+
def __init__(self, **kwargs) -> None:
|
| 302 |
+
self.docker_image = kwargs.get("dockerImage") or kwargs.get("docker_image")
|
| 303 |
+
self.space_id = kwargs.get("spaceId") or kwargs.get("space_id")
|
| 304 |
+
self.command = kwargs.get("command")
|
| 305 |
+
self.arguments = kwargs.get("arguments")
|
| 306 |
+
self.environment = kwargs.get("environment")
|
| 307 |
+
self.secrets = kwargs.get("secrets")
|
| 308 |
+
self.flavor = kwargs.get("flavor")
|
| 309 |
+
self.timeout = kwargs.get("timeout")
|
| 310 |
+
self.tags = kwargs.get("tags")
|
| 311 |
+
self.arch = kwargs.get("arch")
|
| 312 |
+
self.labels = kwargs.get("labels")
|
| 313 |
+
volumes = kwargs.get("volumes")
|
| 314 |
+
self.volumes = [Volume(**v) for v in volumes] if volumes else None
|
| 315 |
+
|
| 316 |
+
|
| 317 |
+
@dataclass
|
| 318 |
+
class LastJobInfo:
|
| 319 |
+
id: str
|
| 320 |
+
at: datetime
|
| 321 |
+
|
| 322 |
+
def __init__(self, **kwargs) -> None:
|
| 323 |
+
self.id = kwargs["id"]
|
| 324 |
+
self.at = parse_datetime(kwargs["at"])
|
| 325 |
+
|
| 326 |
+
|
| 327 |
+
@dataclass
|
| 328 |
+
class ScheduledJobStatus:
|
| 329 |
+
last_job: LastJobInfo | None
|
| 330 |
+
next_job_run_at: datetime | None
|
| 331 |
+
|
| 332 |
+
def __init__(self, **kwargs) -> None:
|
| 333 |
+
last_job = kwargs.get("lastJob") or kwargs.get("last_job")
|
| 334 |
+
self.last_job = LastJobInfo(**last_job) if last_job else None
|
| 335 |
+
next_job_run_at = kwargs.get("nextJobRunAt") or kwargs.get("next_job_run_at")
|
| 336 |
+
self.next_job_run_at = parse_datetime(str(next_job_run_at)) if next_job_run_at else None
|
| 337 |
+
|
| 338 |
+
|
| 339 |
+
@dataclass
|
| 340 |
+
class ScheduledJobInfo:
|
| 341 |
+
"""
|
| 342 |
+
Contains information about a Job.
|
| 343 |
+
|
| 344 |
+
Args:
|
| 345 |
+
id (`str`):
|
| 346 |
+
Scheduled Job ID.
|
| 347 |
+
created_at (`datetime` or `None`):
|
| 348 |
+
When the scheduled Job was created.
|
| 349 |
+
tags (`list[str]` or `None`):
|
| 350 |
+
The tags of the scheduled Job.
|
| 351 |
+
schedule (`str` or `None`):
|
| 352 |
+
One of "@annually", "@yearly", "@monthly", "@weekly", "@daily", "@hourly", or a
|
| 353 |
+
CRON schedule expression (e.g., '0 9 * * 1' for 9 AM every Monday).
|
| 354 |
+
suspend (`bool` or `None`):
|
| 355 |
+
Whether the scheduled job is suspended (paused).
|
| 356 |
+
concurrency (`bool` or `None`):
|
| 357 |
+
Whether multiple instances of this Job can run concurrently.
|
| 358 |
+
status (`ScheduledJobStatus` or `None`):
|
| 359 |
+
Status of the scheduled Job.
|
| 360 |
+
owner: (`JobOwner` or `None`):
|
| 361 |
+
Owner of the scheduled Job, e.g. `JobOwner(id="5e9ecfc04957053f60648a3e", name="lhoestq", type="user")`
|
| 362 |
+
job_spec: (`JobSpec` or `None`):
|
| 363 |
+
Specifications of the Job.
|
| 364 |
+
|
| 365 |
+
Example:
|
| 366 |
+
|
| 367 |
+
```python
|
| 368 |
+
>>> from huggingface_hub import run_job
|
| 369 |
+
>>> scheduled_job = create_scheduled_job(
|
| 370 |
+
... image="python:3.12",
|
| 371 |
+
... command=["python", "-c", "print('Hello from the cloud!')"],
|
| 372 |
+
... schedule="@hourly",
|
| 373 |
+
... )
|
| 374 |
+
>>> scheduled_job.id
|
| 375 |
+
'687fb701029421ae5549d999'
|
| 376 |
+
>>> scheduled_job.status.next_job_run_at
|
| 377 |
+
datetime.datetime(2025, 7, 22, 17, 6, 25, 79000, tzinfo=datetime.timezone.utc)
|
| 378 |
+
```
|
| 379 |
+
"""
|
| 380 |
+
|
| 381 |
+
id: str
|
| 382 |
+
created_at: datetime | None
|
| 383 |
+
job_spec: JobSpec
|
| 384 |
+
schedule: str | None
|
| 385 |
+
suspend: bool | None
|
| 386 |
+
concurrency: bool | None
|
| 387 |
+
status: ScheduledJobStatus
|
| 388 |
+
owner: JobOwner
|
| 389 |
+
|
| 390 |
+
def __init__(self, **kwargs) -> None:
|
| 391 |
+
self.id = kwargs["id"]
|
| 392 |
+
created_at = kwargs.get("createdAt") or kwargs.get("created_at")
|
| 393 |
+
self.created_at = parse_datetime(created_at) if created_at else None
|
| 394 |
+
self.job_spec = JobSpec(**(kwargs.get("job_spec") or kwargs.get("jobSpec", {})))
|
| 395 |
+
self.schedule = kwargs.get("schedule")
|
| 396 |
+
self.suspend = kwargs.get("suspend")
|
| 397 |
+
self.concurrency = kwargs.get("concurrency")
|
| 398 |
+
status = kwargs.get("status", {})
|
| 399 |
+
self.status = ScheduledJobStatus(
|
| 400 |
+
last_job=status.get("last_job") or status.get("lastJob"),
|
| 401 |
+
next_job_run_at=status.get("next_job_run_at") or status.get("nextJobRunAt"),
|
| 402 |
+
)
|
| 403 |
+
owner = kwargs.get("owner", {})
|
| 404 |
+
self.owner = JobOwner(id=owner["id"], name=owner["name"], type=owner["type"])
|
| 405 |
+
|
| 406 |
+
|
| 407 |
+
@dataclass
|
| 408 |
+
class JobAccelerator:
|
| 409 |
+
"""
|
| 410 |
+
Contains information about a Job accelerator (GPU).
|
| 411 |
+
|
| 412 |
+
Args:
|
| 413 |
+
type (`str`):
|
| 414 |
+
Type of accelerator, e.g. `"gpu"`.
|
| 415 |
+
model (`str`):
|
| 416 |
+
Model of accelerator, e.g. `"T4"`, `"A10G"`, `"A100"`, `"L4"`, `"L40S"`.
|
| 417 |
+
quantity (`str`):
|
| 418 |
+
Number of accelerators, e.g. `"1"`, `"2"`, `"4"`, `"8"`.
|
| 419 |
+
vram (`str`):
|
| 420 |
+
Total VRAM, e.g. `"16 GB"`, `"24 GB"`.
|
| 421 |
+
manufacturer (`str`):
|
| 422 |
+
Manufacturer of the accelerator, e.g. `"Nvidia"`.
|
| 423 |
+
"""
|
| 424 |
+
|
| 425 |
+
type: str
|
| 426 |
+
model: str
|
| 427 |
+
quantity: str
|
| 428 |
+
vram: str
|
| 429 |
+
manufacturer: str
|
| 430 |
+
|
| 431 |
+
def __init__(self, **kwargs) -> None:
|
| 432 |
+
self.type = kwargs["type"]
|
| 433 |
+
self.model = kwargs["model"]
|
| 434 |
+
self.quantity = kwargs["quantity"]
|
| 435 |
+
self.vram = kwargs["vram"]
|
| 436 |
+
self.manufacturer = kwargs["manufacturer"]
|
| 437 |
+
|
| 438 |
+
|
| 439 |
+
@dataclass
|
| 440 |
+
class JobHardwareInfo:
|
| 441 |
+
"""
|
| 442 |
+
Contains information about available Job hardware.
|
| 443 |
+
|
| 444 |
+
Args:
|
| 445 |
+
name (`str`):
|
| 446 |
+
Machine identifier, e.g. `"cpu-basic"`, `"a10g-large"`.
|
| 447 |
+
pretty_name (`str`):
|
| 448 |
+
Human-readable name, e.g. `"CPU Basic"`, `"Nvidia A10G - large"`.
|
| 449 |
+
cpu (`str`):
|
| 450 |
+
CPU specification, e.g. `"2 vCPU"`, `"12 vCPU"`.
|
| 451 |
+
ram (`str`):
|
| 452 |
+
RAM specification, e.g. `"16 GB"`, `"46 GB"`.
|
| 453 |
+
ephemeral_storage (`str`):
|
| 454 |
+
Ephemeral storage specification, e.g. `"20 GB"`, `"100 GB"`.
|
| 455 |
+
accelerator (`JobAccelerator` or `None`):
|
| 456 |
+
GPU/accelerator details if available.
|
| 457 |
+
unit_cost_micro_usd (`int`):
|
| 458 |
+
Cost in micro-dollars per unit, e.g. `167` (= $0.000167).
|
| 459 |
+
unit_cost_usd (`float`):
|
| 460 |
+
Cost in USD per unit, e.g. `0.000167`.
|
| 461 |
+
unit_label (`str`):
|
| 462 |
+
Cost unit period, e.g. `"minute"`.
|
| 463 |
+
|
| 464 |
+
Example:
|
| 465 |
+
|
| 466 |
+
```python
|
| 467 |
+
>>> from huggingface_hub import list_jobs_hardware
|
| 468 |
+
>>> hardware_list = list_jobs_hardware()
|
| 469 |
+
>>> hardware_list[0]
|
| 470 |
+
JobHardwareInfo(name='cpu-basic', pretty_name='CPU Basic', cpu='2 vCPU', ram='16 GB', ephemeral_storage='20 GB', accelerator=None, unit_cost_micro_usd=167, unit_cost_usd=0.000167, unit_label='minute')
|
| 471 |
+
>>> hardware_list[0].name
|
| 472 |
+
'cpu-basic'
|
| 473 |
+
```
|
| 474 |
+
"""
|
| 475 |
+
|
| 476 |
+
name: str
|
| 477 |
+
pretty_name: str
|
| 478 |
+
cpu: str
|
| 479 |
+
ram: str
|
| 480 |
+
ephemeral_storage: str
|
| 481 |
+
accelerator: JobAccelerator | None
|
| 482 |
+
unit_cost_micro_usd: int
|
| 483 |
+
unit_cost_usd: float
|
| 484 |
+
unit_label: str
|
| 485 |
+
|
| 486 |
+
def __init__(self, **kwargs) -> None:
|
| 487 |
+
self.name = kwargs["name"]
|
| 488 |
+
self.pretty_name = kwargs["prettyName"]
|
| 489 |
+
self.cpu = kwargs["cpu"]
|
| 490 |
+
self.ram = kwargs["ram"]
|
| 491 |
+
self.ephemeral_storage = kwargs.get("ephemeralStorage", "N/A")
|
| 492 |
+
accelerator = kwargs.get("accelerator")
|
| 493 |
+
self.accelerator = JobAccelerator(**accelerator) if accelerator else None
|
| 494 |
+
self.unit_cost_micro_usd = kwargs["unitCostMicroUSD"]
|
| 495 |
+
self.unit_cost_usd = kwargs["unitCostUSD"]
|
| 496 |
+
self.unit_label = kwargs["unitLabel"]
|
| 497 |
+
|
| 498 |
+
|
| 499 |
+
def _derive_job_volume_name(source: str | Path) -> str:
|
| 500 |
+
"""Derive a stable remote folder name for a local directory synced as a Job volume.
|
| 501 |
+
|
| 502 |
+
The name is `{dirname}-{hash}` where the hash fingerprints the absolute path and the machine's
|
| 503 |
+
hostname: re-syncing the same directory from the same machine reuses the same remote folder
|
| 504 |
+
(so only changed files are re-uploaded), while same-named directories from different paths or
|
| 505 |
+
machines don't collide.
|
| 506 |
+
"""
|
| 507 |
+
resolved = Path(source).expanduser().resolve()
|
| 508 |
+
digest = hashlib.sha256(f"{platform.node()}:{resolved}".encode()).hexdigest()[:8]
|
| 509 |
+
dirname = resolved.name.replace(" ", "_") or "root"
|
| 510 |
+
return f"{dirname}-{digest}"
|
| 511 |
+
|
| 512 |
+
|
| 513 |
+
def _create_job_spec(
|
| 514 |
+
*,
|
| 515 |
+
image: str,
|
| 516 |
+
command: list[str],
|
| 517 |
+
env: dict[str, Any] | None,
|
| 518 |
+
secrets: dict[str, Any] | None,
|
| 519 |
+
flavor: JobHardware | str | None,
|
| 520 |
+
timeout: int | float | str | None,
|
| 521 |
+
labels: dict[str, str] | None = None,
|
| 522 |
+
volumes: list[Volume] | None = None,
|
| 523 |
+
expose: list[int] | None = None,
|
| 524 |
+
ssh: bool = False,
|
| 525 |
+
) -> dict[str, Any]:
|
| 526 |
+
# prepare job spec to send to HF Jobs API
|
| 527 |
+
job_spec: dict[str, Any] = {
|
| 528 |
+
"command": command,
|
| 529 |
+
"arguments": [],
|
| 530 |
+
"environment": env or {},
|
| 531 |
+
"flavor": flavor or JobHardware.CPU_BASIC,
|
| 532 |
+
}
|
| 533 |
+
# secrets are optional
|
| 534 |
+
if secrets:
|
| 535 |
+
job_spec["secrets"] = secrets
|
| 536 |
+
# timeout is optional
|
| 537 |
+
if timeout:
|
| 538 |
+
time_units_factors = {"s": 1, "m": 60, "h": 3600, "d": 3600 * 24}
|
| 539 |
+
if isinstance(timeout, str) and timeout[-1] in time_units_factors:
|
| 540 |
+
job_spec["timeoutSeconds"] = int(float(timeout[:-1]) * time_units_factors[timeout[-1]])
|
| 541 |
+
else:
|
| 542 |
+
job_spec["timeoutSeconds"] = int(timeout)
|
| 543 |
+
# labels are optional
|
| 544 |
+
if labels:
|
| 545 |
+
job_spec["labels"] = labels
|
| 546 |
+
# volumes are optional
|
| 547 |
+
if volumes:
|
| 548 |
+
job_spec["volumes"] = [vol.to_dict() for vol in volumes]
|
| 549 |
+
# expose ports through the jobs proxy
|
| 550 |
+
if expose:
|
| 551 |
+
job_spec["expose"] = {"ports": expose}
|
| 552 |
+
# make the job container reachable over SSH
|
| 553 |
+
if ssh:
|
| 554 |
+
job_spec["ssh"] = {"enabled": True}
|
| 555 |
+
# input is either from docker hub or from HF spaces
|
| 556 |
+
for prefix in (
|
| 557 |
+
"https://huggingface.co/spaces/",
|
| 558 |
+
"https://hf.co/spaces/",
|
| 559 |
+
"huggingface.co/spaces/",
|
| 560 |
+
"hf.co/spaces/",
|
| 561 |
+
):
|
| 562 |
+
if image.startswith(prefix):
|
| 563 |
+
job_spec["spaceId"] = image[len(prefix) :]
|
| 564 |
+
break
|
| 565 |
+
else:
|
| 566 |
+
job_spec["dockerImage"] = image
|
| 567 |
+
return job_spec
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_local_folder.py
ADDED
|
@@ -0,0 +1,473 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
# Copyright 2024-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains utilities to handle the `../.cache/huggingface` folder in local directories.
|
| 15 |
+
|
| 16 |
+
First discussed in https://github.com/huggingface/huggingface_hub/issues/1738 to store
|
| 17 |
+
download metadata when downloading files from the hub to a local directory (without
|
| 18 |
+
using the cache).
|
| 19 |
+
|
| 20 |
+
./.cache/huggingface folder structure:
|
| 21 |
+
[4.0K] data
|
| 22 |
+
├── [4.0K] .cache
|
| 23 |
+
│ └── [4.0K] huggingface
|
| 24 |
+
│ └── [4.0K] download
|
| 25 |
+
│ ├── [ 16] file.parquet.metadata
|
| 26 |
+
│ ├── [ 16] file.txt.metadata
|
| 27 |
+
│ └── [4.0K] folder
|
| 28 |
+
│ └── [ 16] file.parquet.metadata
|
| 29 |
+
│
|
| 30 |
+
├── [6.5G] file.parquet
|
| 31 |
+
├── [1.5K] file.txt
|
| 32 |
+
└── [4.0K] folder
|
| 33 |
+
└── [ 16] file.parquet
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
Download metadata file structure:
|
| 37 |
+
```
|
| 38 |
+
# file.txt.metadata
|
| 39 |
+
11c5a3d5811f50298f278a704980280950aedb10
|
| 40 |
+
a16a55fda99d2f2e7b69cce5cf93ff4ad3049930
|
| 41 |
+
1712656091.123
|
| 42 |
+
|
| 43 |
+
# file.parquet.metadata
|
| 44 |
+
11c5a3d5811f50298f278a704980280950aedb10
|
| 45 |
+
7c5d3f4b8b76583b422fcb9189ad6c89d5d97a094541ce8932dce3ecabde1421
|
| 46 |
+
1712656091.123
|
| 47 |
+
}
|
| 48 |
+
```
|
| 49 |
+
"""
|
| 50 |
+
|
| 51 |
+
import base64
|
| 52 |
+
import hashlib
|
| 53 |
+
import logging
|
| 54 |
+
import os
|
| 55 |
+
import time
|
| 56 |
+
from dataclasses import dataclass
|
| 57 |
+
from pathlib import Path
|
| 58 |
+
|
| 59 |
+
from .utils import WeakFileLock
|
| 60 |
+
|
| 61 |
+
|
| 62 |
+
logger = logging.getLogger(__name__)
|
| 63 |
+
|
| 64 |
+
CACHEDIR_TAG_CONTENT = (
|
| 65 |
+
"Signature: 8a477f597d28d172789f06886806bc55\n"
|
| 66 |
+
"# This file is a cache directory tag created by huggingface_hub.\n"
|
| 67 |
+
"# For information about cache directory tags, see:\n"
|
| 68 |
+
"#\thttps://bford.info/cachedir/\n"
|
| 69 |
+
)
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
@dataclass
|
| 73 |
+
class LocalDownloadFilePaths:
|
| 74 |
+
"""
|
| 75 |
+
Paths to the files related to a download process in a local dir.
|
| 76 |
+
|
| 77 |
+
Returned by [`get_local_download_paths`].
|
| 78 |
+
|
| 79 |
+
Attributes:
|
| 80 |
+
file_path (`Path`):
|
| 81 |
+
Path where the file will be saved.
|
| 82 |
+
lock_path (`Path`):
|
| 83 |
+
Path to the lock file used to ensure atomicity when reading/writing metadata.
|
| 84 |
+
metadata_path (`Path`):
|
| 85 |
+
Path to the metadata file.
|
| 86 |
+
"""
|
| 87 |
+
|
| 88 |
+
file_path: Path
|
| 89 |
+
lock_path: Path
|
| 90 |
+
metadata_path: Path
|
| 91 |
+
|
| 92 |
+
def incomplete_path(self, etag: str) -> Path:
|
| 93 |
+
"""Return the path where a file will be temporarily downloaded before being moved to `file_path`."""
|
| 94 |
+
path = self.metadata_path.parent / f"{_short_hash(self.metadata_path.name)}.{etag}.incomplete"
|
| 95 |
+
resolved_path = str(path.resolve())
|
| 96 |
+
# Some Windows versions do not allow for paths longer than 255 characters.
|
| 97 |
+
# In this case, we must specify it as an extended path by using the "\\?\" prefix.
|
| 98 |
+
if os.name == "nt" and len(resolved_path) > 255 and not resolved_path.startswith("\\\\?\\"):
|
| 99 |
+
path = Path("\\\\?\\" + resolved_path)
|
| 100 |
+
return path
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
@dataclass(frozen=True)
|
| 104 |
+
class LocalUploadFilePaths:
|
| 105 |
+
"""
|
| 106 |
+
Paths to the files related to an upload process in a local dir.
|
| 107 |
+
|
| 108 |
+
Returned by [`get_local_upload_paths`].
|
| 109 |
+
|
| 110 |
+
Attributes:
|
| 111 |
+
path_in_repo (`str`):
|
| 112 |
+
Path of the file in the repo.
|
| 113 |
+
file_path (`Path`):
|
| 114 |
+
Path where the file will be saved.
|
| 115 |
+
lock_path (`Path`):
|
| 116 |
+
Path to the lock file used to ensure atomicity when reading/writing metadata.
|
| 117 |
+
metadata_path (`Path`):
|
| 118 |
+
Path to the metadata file.
|
| 119 |
+
"""
|
| 120 |
+
|
| 121 |
+
path_in_repo: str
|
| 122 |
+
file_path: Path
|
| 123 |
+
lock_path: Path
|
| 124 |
+
metadata_path: Path
|
| 125 |
+
|
| 126 |
+
|
| 127 |
+
@dataclass
|
| 128 |
+
class LocalDownloadFileMetadata:
|
| 129 |
+
"""
|
| 130 |
+
Metadata about a file in the local directory related to a download process.
|
| 131 |
+
|
| 132 |
+
Attributes:
|
| 133 |
+
filename (`str`):
|
| 134 |
+
Path of the file in the repo.
|
| 135 |
+
commit_hash (`str`):
|
| 136 |
+
Commit hash of the file in the repo.
|
| 137 |
+
etag (`str`):
|
| 138 |
+
ETag of the file in the repo. Used to check if the file has changed.
|
| 139 |
+
For LFS files, this is the sha256 of the file. For regular files, it corresponds to the git hash.
|
| 140 |
+
timestamp (`int`):
|
| 141 |
+
Unix timestamp of when the metadata was saved i.e. when the metadata was accurate.
|
| 142 |
+
"""
|
| 143 |
+
|
| 144 |
+
filename: str
|
| 145 |
+
commit_hash: str
|
| 146 |
+
etag: str
|
| 147 |
+
timestamp: float
|
| 148 |
+
|
| 149 |
+
|
| 150 |
+
@dataclass
|
| 151 |
+
class LocalUploadFileMetadata:
|
| 152 |
+
"""
|
| 153 |
+
Metadata about a file in the local directory related to an upload process.
|
| 154 |
+
"""
|
| 155 |
+
|
| 156 |
+
size: int
|
| 157 |
+
|
| 158 |
+
# Default values correspond to "we don't know yet"
|
| 159 |
+
timestamp: float | None = None
|
| 160 |
+
should_ignore: bool | None = None
|
| 161 |
+
sha256: str | None = None
|
| 162 |
+
upload_mode: str | None = None
|
| 163 |
+
remote_oid: str | None = None
|
| 164 |
+
is_uploaded: bool = False
|
| 165 |
+
is_committed: bool = False
|
| 166 |
+
|
| 167 |
+
def save(self, paths: LocalUploadFilePaths) -> None:
|
| 168 |
+
"""Save the metadata to disk."""
|
| 169 |
+
with WeakFileLock(paths.lock_path):
|
| 170 |
+
with paths.metadata_path.open("w") as f:
|
| 171 |
+
new_timestamp = time.time()
|
| 172 |
+
f.write(str(new_timestamp) + "\n")
|
| 173 |
+
|
| 174 |
+
f.write(str(self.size)) # never None
|
| 175 |
+
f.write("\n")
|
| 176 |
+
|
| 177 |
+
if self.should_ignore is not None:
|
| 178 |
+
f.write(str(int(self.should_ignore)))
|
| 179 |
+
f.write("\n")
|
| 180 |
+
|
| 181 |
+
if self.sha256 is not None:
|
| 182 |
+
f.write(self.sha256)
|
| 183 |
+
f.write("\n")
|
| 184 |
+
|
| 185 |
+
if self.upload_mode is not None:
|
| 186 |
+
f.write(self.upload_mode)
|
| 187 |
+
f.write("\n")
|
| 188 |
+
|
| 189 |
+
if self.remote_oid is not None:
|
| 190 |
+
f.write(self.remote_oid)
|
| 191 |
+
f.write("\n")
|
| 192 |
+
|
| 193 |
+
f.write(str(int(self.is_uploaded)) + "\n")
|
| 194 |
+
f.write(str(int(self.is_committed)) + "\n")
|
| 195 |
+
|
| 196 |
+
self.timestamp = new_timestamp
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
def get_local_download_paths(local_dir: Path, filename: str) -> LocalDownloadFilePaths:
|
| 200 |
+
"""Compute paths to the files related to a download process.
|
| 201 |
+
|
| 202 |
+
Folders containing the paths are all guaranteed to exist.
|
| 203 |
+
|
| 204 |
+
Args:
|
| 205 |
+
local_dir (`Path`):
|
| 206 |
+
Path to the local directory in which files are downloaded.
|
| 207 |
+
filename (`str`):
|
| 208 |
+
Path of the file in the repo.
|
| 209 |
+
|
| 210 |
+
Return:
|
| 211 |
+
[`LocalDownloadFilePaths`]: the paths to the files (file_path, lock_path, metadata_path, incomplete_path).
|
| 212 |
+
"""
|
| 213 |
+
# filename is the path in the Hub repository (separated by '/')
|
| 214 |
+
# make sure to have a cross-platform transcription
|
| 215 |
+
sanitized_filename = os.path.join(*filename.split("/"))
|
| 216 |
+
if os.name == "nt":
|
| 217 |
+
if sanitized_filename.startswith("..\\") or "\\..\\" in sanitized_filename:
|
| 218 |
+
raise ValueError(
|
| 219 |
+
f"Invalid filename: cannot handle filename '{sanitized_filename}' on Windows. Please ask the repository"
|
| 220 |
+
" owner to rename this file."
|
| 221 |
+
)
|
| 222 |
+
file_path = local_dir / sanitized_filename
|
| 223 |
+
metadata_path = _huggingface_dir(local_dir) / "download" / f"{sanitized_filename}.metadata"
|
| 224 |
+
lock_path = metadata_path.with_suffix(".lock")
|
| 225 |
+
|
| 226 |
+
# Some Windows versions do not allow for paths longer than 255 characters.
|
| 227 |
+
# In this case, we must specify it as an extended path by using the "\\?\" prefix
|
| 228 |
+
if os.name == "nt":
|
| 229 |
+
if not str(local_dir).startswith("\\\\?\\") and len(os.path.abspath(lock_path)) > 255:
|
| 230 |
+
file_path = Path("\\\\?\\" + os.path.abspath(file_path))
|
| 231 |
+
lock_path = Path("\\\\?\\" + os.path.abspath(lock_path))
|
| 232 |
+
metadata_path = Path("\\\\?\\" + os.path.abspath(metadata_path))
|
| 233 |
+
|
| 234 |
+
file_path.parent.mkdir(parents=True, exist_ok=True)
|
| 235 |
+
metadata_path.parent.mkdir(parents=True, exist_ok=True)
|
| 236 |
+
return LocalDownloadFilePaths(file_path=file_path, lock_path=lock_path, metadata_path=metadata_path)
|
| 237 |
+
|
| 238 |
+
|
| 239 |
+
def get_local_upload_paths(local_dir: Path, filename: str) -> LocalUploadFilePaths:
|
| 240 |
+
"""Compute paths to the files related to an upload process.
|
| 241 |
+
|
| 242 |
+
Folders containing the paths are all guaranteed to exist.
|
| 243 |
+
|
| 244 |
+
Args:
|
| 245 |
+
local_dir (`Path`):
|
| 246 |
+
Path to the local directory that is uploaded.
|
| 247 |
+
filename (`str`):
|
| 248 |
+
Path of the file in the repo.
|
| 249 |
+
|
| 250 |
+
Return:
|
| 251 |
+
[`LocalUploadFilePaths`]: the paths to the files (file_path, lock_path, metadata_path).
|
| 252 |
+
"""
|
| 253 |
+
# filename is the path in the Hub repository (separated by '/')
|
| 254 |
+
# make sure to have a cross-platform transcription
|
| 255 |
+
sanitized_filename = os.path.join(*filename.split("/"))
|
| 256 |
+
if os.name == "nt":
|
| 257 |
+
if sanitized_filename.startswith("..\\") or "\\..\\" in sanitized_filename:
|
| 258 |
+
raise ValueError(
|
| 259 |
+
f"Invalid filename: cannot handle filename '{sanitized_filename}' on Windows. Please ask the repository"
|
| 260 |
+
" owner to rename this file."
|
| 261 |
+
)
|
| 262 |
+
file_path = local_dir / sanitized_filename
|
| 263 |
+
metadata_path = _huggingface_dir(local_dir) / "upload" / f"{sanitized_filename}.metadata"
|
| 264 |
+
lock_path = metadata_path.with_suffix(".lock")
|
| 265 |
+
|
| 266 |
+
# Some Windows versions do not allow for paths longer than 255 characters.
|
| 267 |
+
# In this case, we must specify it as an extended path by using the "\\?\" prefix
|
| 268 |
+
if os.name == "nt":
|
| 269 |
+
if not str(local_dir).startswith("\\\\?\\") and len(os.path.abspath(lock_path)) > 255:
|
| 270 |
+
file_path = Path("\\\\?\\" + os.path.abspath(file_path))
|
| 271 |
+
lock_path = Path("\\\\?\\" + os.path.abspath(lock_path))
|
| 272 |
+
metadata_path = Path("\\\\?\\" + os.path.abspath(metadata_path))
|
| 273 |
+
|
| 274 |
+
file_path.parent.mkdir(parents=True, exist_ok=True)
|
| 275 |
+
metadata_path.parent.mkdir(parents=True, exist_ok=True)
|
| 276 |
+
return LocalUploadFilePaths(
|
| 277 |
+
path_in_repo=filename, file_path=file_path, lock_path=lock_path, metadata_path=metadata_path
|
| 278 |
+
)
|
| 279 |
+
|
| 280 |
+
|
| 281 |
+
def read_download_metadata(local_dir: Path, filename: str) -> LocalDownloadFileMetadata | None:
|
| 282 |
+
"""Read metadata about a file in the local directory related to a download process.
|
| 283 |
+
|
| 284 |
+
Args:
|
| 285 |
+
local_dir (`Path`):
|
| 286 |
+
Path to the local directory in which files are downloaded.
|
| 287 |
+
filename (`str`):
|
| 288 |
+
Path of the file in the repo.
|
| 289 |
+
|
| 290 |
+
Return:
|
| 291 |
+
`[LocalDownloadFileMetadata]` or `None`: the metadata if it exists, `None` otherwise.
|
| 292 |
+
"""
|
| 293 |
+
paths = get_local_download_paths(local_dir, filename)
|
| 294 |
+
with WeakFileLock(paths.lock_path):
|
| 295 |
+
if paths.metadata_path.exists():
|
| 296 |
+
try:
|
| 297 |
+
with paths.metadata_path.open() as f:
|
| 298 |
+
commit_hash = f.readline().strip()
|
| 299 |
+
etag = f.readline().strip()
|
| 300 |
+
timestamp = float(f.readline().strip())
|
| 301 |
+
metadata = LocalDownloadFileMetadata(
|
| 302 |
+
filename=filename,
|
| 303 |
+
commit_hash=commit_hash,
|
| 304 |
+
etag=etag,
|
| 305 |
+
timestamp=timestamp,
|
| 306 |
+
)
|
| 307 |
+
except Exception as e:
|
| 308 |
+
# remove the metadata file if it is corrupted / not the right format
|
| 309 |
+
logger.warning(
|
| 310 |
+
f"Invalid metadata file {paths.metadata_path}: {e}. Removing it from disk and continue."
|
| 311 |
+
)
|
| 312 |
+
try:
|
| 313 |
+
paths.metadata_path.unlink()
|
| 314 |
+
except Exception as e:
|
| 315 |
+
logger.warning(f"Could not remove corrupted metadata file {paths.metadata_path}: {e}")
|
| 316 |
+
return None
|
| 317 |
+
|
| 318 |
+
try:
|
| 319 |
+
# check if the file exists and hasn't been modified since the metadata was saved
|
| 320 |
+
stat = paths.file_path.stat()
|
| 321 |
+
if (
|
| 322 |
+
stat.st_mtime - 1 <= metadata.timestamp
|
| 323 |
+
): # allow 1s difference as stat.st_mtime might not be precise
|
| 324 |
+
return metadata
|
| 325 |
+
logger.info(f"Ignored metadata for '{filename}' (outdated). Will re-compute hash.")
|
| 326 |
+
except FileNotFoundError:
|
| 327 |
+
# file does not exist => metadata is outdated
|
| 328 |
+
return None
|
| 329 |
+
return None
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
def read_upload_metadata(local_dir: Path, filename: str) -> LocalUploadFileMetadata:
|
| 333 |
+
"""Read metadata about a file in the local directory related to an upload process.
|
| 334 |
+
|
| 335 |
+
TODO: factorize logic with `read_download_metadata`.
|
| 336 |
+
|
| 337 |
+
Args:
|
| 338 |
+
local_dir (`Path`):
|
| 339 |
+
Path to the local directory in which files are downloaded.
|
| 340 |
+
filename (`str`):
|
| 341 |
+
Path of the file in the repo.
|
| 342 |
+
|
| 343 |
+
Return:
|
| 344 |
+
`[LocalUploadFileMetadata]` or `None`: the metadata if it exists, `None` otherwise.
|
| 345 |
+
"""
|
| 346 |
+
paths = get_local_upload_paths(local_dir, filename)
|
| 347 |
+
with WeakFileLock(paths.lock_path):
|
| 348 |
+
if paths.metadata_path.exists():
|
| 349 |
+
try:
|
| 350 |
+
with paths.metadata_path.open() as f:
|
| 351 |
+
timestamp = float(f.readline().strip())
|
| 352 |
+
|
| 353 |
+
size = int(f.readline().strip()) # never None
|
| 354 |
+
|
| 355 |
+
_should_ignore = f.readline().strip()
|
| 356 |
+
should_ignore = None if _should_ignore == "" else bool(int(_should_ignore))
|
| 357 |
+
|
| 358 |
+
_sha256 = f.readline().strip()
|
| 359 |
+
sha256 = None if _sha256 == "" else _sha256
|
| 360 |
+
|
| 361 |
+
_upload_mode = f.readline().strip()
|
| 362 |
+
upload_mode = None if _upload_mode == "" else _upload_mode
|
| 363 |
+
if upload_mode not in (None, "regular", "lfs"):
|
| 364 |
+
raise ValueError(f"Invalid upload mode in metadata {paths.path_in_repo}: {upload_mode}")
|
| 365 |
+
|
| 366 |
+
_remote_oid = f.readline().strip()
|
| 367 |
+
remote_oid = None if _remote_oid == "" else _remote_oid
|
| 368 |
+
|
| 369 |
+
is_uploaded = bool(int(f.readline().strip()))
|
| 370 |
+
is_committed = bool(int(f.readline().strip()))
|
| 371 |
+
|
| 372 |
+
metadata = LocalUploadFileMetadata(
|
| 373 |
+
timestamp=timestamp,
|
| 374 |
+
size=size,
|
| 375 |
+
should_ignore=should_ignore,
|
| 376 |
+
sha256=sha256,
|
| 377 |
+
upload_mode=upload_mode,
|
| 378 |
+
remote_oid=remote_oid,
|
| 379 |
+
is_uploaded=is_uploaded,
|
| 380 |
+
is_committed=is_committed,
|
| 381 |
+
)
|
| 382 |
+
except Exception as e:
|
| 383 |
+
# remove the metadata file if it is corrupted / not the right format
|
| 384 |
+
logger.warning(
|
| 385 |
+
f"Invalid metadata file {paths.metadata_path}: {e}. Removing it from disk and continue."
|
| 386 |
+
)
|
| 387 |
+
try:
|
| 388 |
+
paths.metadata_path.unlink()
|
| 389 |
+
except Exception as e:
|
| 390 |
+
logger.warning(f"Could not remove corrupted metadata file {paths.metadata_path}: {e}")
|
| 391 |
+
|
| 392 |
+
# corrupted metadata => we don't know anything expect its size
|
| 393 |
+
return LocalUploadFileMetadata(size=paths.file_path.stat().st_size)
|
| 394 |
+
|
| 395 |
+
# TODO: can we do better?
|
| 396 |
+
if (
|
| 397 |
+
metadata.timestamp is not None
|
| 398 |
+
and metadata.is_uploaded # file was uploaded
|
| 399 |
+
and not metadata.is_committed # but not committed
|
| 400 |
+
and time.time() - metadata.timestamp > 20 * 3600 # and it's been more than 20 hours
|
| 401 |
+
): # => we consider it as garbage-collected by S3
|
| 402 |
+
metadata.is_uploaded = False
|
| 403 |
+
|
| 404 |
+
# check if the file exists and hasn't been modified since the metadata was saved
|
| 405 |
+
try:
|
| 406 |
+
if metadata.timestamp is not None and paths.file_path.stat().st_mtime <= metadata.timestamp:
|
| 407 |
+
return metadata
|
| 408 |
+
logger.info(f"Ignored metadata for '{filename}' (outdated). Will re-compute hash.")
|
| 409 |
+
except FileNotFoundError:
|
| 410 |
+
# file does not exist => metadata is outdated
|
| 411 |
+
pass
|
| 412 |
+
|
| 413 |
+
# empty metadata => we don't know anything expect its size
|
| 414 |
+
return LocalUploadFileMetadata(size=paths.file_path.stat().st_size)
|
| 415 |
+
|
| 416 |
+
|
| 417 |
+
def write_download_metadata(local_dir: Path, filename: str, commit_hash: str, etag: str) -> None:
|
| 418 |
+
"""Write metadata about a file in the local directory related to a download process.
|
| 419 |
+
|
| 420 |
+
Args:
|
| 421 |
+
local_dir (`Path`):
|
| 422 |
+
Path to the local directory in which files are downloaded.
|
| 423 |
+
"""
|
| 424 |
+
paths = get_local_download_paths(local_dir, filename)
|
| 425 |
+
with WeakFileLock(paths.lock_path):
|
| 426 |
+
with paths.metadata_path.open("w") as f:
|
| 427 |
+
f.write(f"{commit_hash}\n{etag}\n{time.time()}\n")
|
| 428 |
+
|
| 429 |
+
|
| 430 |
+
def _huggingface_dir(local_dir: Path) -> Path:
|
| 431 |
+
"""Return the path to the `.cache/huggingface` directory in a local directory."""
|
| 432 |
+
# Wrap in lru_cache to avoid overwriting the .gitignore file if called multiple times
|
| 433 |
+
path = local_dir / ".cache" / "huggingface"
|
| 434 |
+
path.mkdir(exist_ok=True, parents=True)
|
| 435 |
+
|
| 436 |
+
# Create a CACHEDIR.TAG so backup tools can skip this directory.
|
| 437 |
+
_create_cachedir_tag(path)
|
| 438 |
+
|
| 439 |
+
# Create a .gitignore file in the .cache/huggingface directory if it doesn't exist
|
| 440 |
+
# Should be thread-safe enough like this.
|
| 441 |
+
gitignore = path / ".gitignore"
|
| 442 |
+
gitignore_lock = path / ".gitignore.lock"
|
| 443 |
+
if not gitignore.exists():
|
| 444 |
+
try:
|
| 445 |
+
with WeakFileLock(gitignore_lock, timeout=0.1):
|
| 446 |
+
gitignore.write_text("*")
|
| 447 |
+
except IndexError:
|
| 448 |
+
pass
|
| 449 |
+
except OSError: # TimeoutError, FileNotFoundError, PermissionError, etc.
|
| 450 |
+
pass
|
| 451 |
+
try:
|
| 452 |
+
gitignore_lock.unlink()
|
| 453 |
+
except OSError:
|
| 454 |
+
pass
|
| 455 |
+
return path
|
| 456 |
+
|
| 457 |
+
|
| 458 |
+
def _create_cachedir_tag(cache_dir: Path) -> None:
|
| 459 |
+
"""Create a CACHEDIR.TAG file in ``cache_dir`` if one does not already exist.
|
| 460 |
+
|
| 461 |
+
The tag follows the `Cache Directory Tagging Standard <http://www.brynosaurus.com/cachedir/>`_
|
| 462 |
+
so that backup tools can recognize and skip cache directories.
|
| 463 |
+
"""
|
| 464 |
+
tag_path = cache_dir / "CACHEDIR.TAG"
|
| 465 |
+
if not tag_path.exists():
|
| 466 |
+
try:
|
| 467 |
+
tag_path.write_text(CACHEDIR_TAG_CONTENT)
|
| 468 |
+
except OSError:
|
| 469 |
+
pass
|
| 470 |
+
|
| 471 |
+
|
| 472 |
+
def _short_hash(filename: str) -> str:
|
| 473 |
+
return base64.urlsafe_b64encode(hashlib.sha1(filename.encode()).digest()).decode()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_login.py
ADDED
|
@@ -0,0 +1,559 @@
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|
| 1 |
+
# Copyright 2020 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains methods to log in to the Hub."""
|
| 15 |
+
|
| 16 |
+
import html
|
| 17 |
+
import os
|
| 18 |
+
import subprocess
|
| 19 |
+
import sys
|
| 20 |
+
import time
|
| 21 |
+
from datetime import datetime
|
| 22 |
+
from getpass import getpass
|
| 23 |
+
from pathlib import Path
|
| 24 |
+
|
| 25 |
+
from . import constants
|
| 26 |
+
from .errors import DeviceCodeError
|
| 27 |
+
from .utils import (
|
| 28 |
+
ANSI,
|
| 29 |
+
get_token,
|
| 30 |
+
is_google_colab,
|
| 31 |
+
is_notebook,
|
| 32 |
+
list_credential_helpers,
|
| 33 |
+
logging,
|
| 34 |
+
run_subprocess,
|
| 35 |
+
select_choice,
|
| 36 |
+
set_git_credential,
|
| 37 |
+
tabulate,
|
| 38 |
+
unset_git_credential,
|
| 39 |
+
)
|
| 40 |
+
from .utils._auth import (
|
| 41 |
+
_get_token_by_name,
|
| 42 |
+
_get_token_from_environment,
|
| 43 |
+
_get_token_from_file,
|
| 44 |
+
_get_token_from_google_colab,
|
| 45 |
+
_read_stored_tokens_full,
|
| 46 |
+
_save_stored_tokens_full,
|
| 47 |
+
_save_token,
|
| 48 |
+
_write_secret,
|
| 49 |
+
get_stored_tokens,
|
| 50 |
+
)
|
| 51 |
+
from .utils._oauth_device import OAuthTokenResponse, poll_device_token, request_device_code
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
logger = logging.get_logger(__name__)
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
def login(
|
| 58 |
+
token: str | None = None,
|
| 59 |
+
*,
|
| 60 |
+
add_to_git_credential: bool = False,
|
| 61 |
+
skip_if_logged_in: bool = True,
|
| 62 |
+
) -> None:
|
| 63 |
+
"""Login the machine to access the Hub.
|
| 64 |
+
|
| 65 |
+
The `token` is persisted in cache and set as a git credential. Once done, the machine
|
| 66 |
+
is logged in and the access token will be available across all `huggingface_hub`
|
| 67 |
+
components. If `token` is not provided, a browser-based OAuth flow is used to
|
| 68 |
+
authenticate: open a URL, enter a short code, and the token is retrieved and saved.
|
| 69 |
+
In a terminal, you can also choose to paste an existing access token instead.
|
| 70 |
+
|
| 71 |
+
To log in from outside of a script, one can also use `hf auth login` which is
|
| 72 |
+
a cli command that wraps [`login`].
|
| 73 |
+
|
| 74 |
+
> [!TIP]
|
| 75 |
+
> When the token is not passed, [`login`] will automatically detect if the script runs
|
| 76 |
+
> in a notebook or not. However, this detection might not be accurate due to the
|
| 77 |
+
> variety of notebooks that exists nowadays. If that is the case, you can always force
|
| 78 |
+
> the UI by using [`notebook_login`] or [`interpreter_login`].
|
| 79 |
+
|
| 80 |
+
Args:
|
| 81 |
+
token (`str`, *optional*):
|
| 82 |
+
User access token to generate from https://huggingface.co/settings/token.
|
| 83 |
+
add_to_git_credential (`bool`, defaults to `False`):
|
| 84 |
+
If `True`, token will be set as git credential. If no git credential helper
|
| 85 |
+
is configured, a warning will be displayed to the user. Only used when `token`
|
| 86 |
+
is provided; ignored by the browser-based flow.
|
| 87 |
+
skip_if_logged_in (`bool`, defaults to `True`):
|
| 88 |
+
If `True`, do not prompt for token if user is already logged in.
|
| 89 |
+
Set to `False` to force re-login. In CLI, use `--force` instead.
|
| 90 |
+
Raises:
|
| 91 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 92 |
+
If an organization token is passed. Only personal account tokens are valid
|
| 93 |
+
to log in.
|
| 94 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 95 |
+
If token is invalid.
|
| 96 |
+
[`DeviceCodeError`]
|
| 97 |
+
If the browser-based login fails (authorization denied, code expired, ...).
|
| 98 |
+
"""
|
| 99 |
+
if token is not None:
|
| 100 |
+
if not add_to_git_credential:
|
| 101 |
+
logger.info(
|
| 102 |
+
"The token has not been saved to the git credentials helper. Pass "
|
| 103 |
+
"`add_to_git_credential=True` in this function directly or "
|
| 104 |
+
"`--add-to-git-credential` if using via `hf`CLI if "
|
| 105 |
+
"you want to set the git credential as well."
|
| 106 |
+
)
|
| 107 |
+
_validate_and_save_token(token, add_to_git_credential=add_to_git_credential)
|
| 108 |
+
return
|
| 109 |
+
if add_to_git_credential:
|
| 110 |
+
logger.warning(
|
| 111 |
+
"`add_to_git_credential=True` is only supported when a token is passed directly. "
|
| 112 |
+
"It is ignored by the browser-based login."
|
| 113 |
+
)
|
| 114 |
+
if is_notebook():
|
| 115 |
+
notebook_login(skip_if_logged_in=skip_if_logged_in)
|
| 116 |
+
else:
|
| 117 |
+
interpreter_login(skip_if_logged_in=skip_if_logged_in)
|
| 118 |
+
|
| 119 |
+
|
| 120 |
+
def logout(token_name: str | None = None) -> None:
|
| 121 |
+
"""Logout the machine from the Hub.
|
| 122 |
+
|
| 123 |
+
Token is deleted from the machine and removed from git credential.
|
| 124 |
+
|
| 125 |
+
Args:
|
| 126 |
+
token_name (`str`, *optional*):
|
| 127 |
+
Name of the access token to logout from. If `None`, will log out from all saved access tokens.
|
| 128 |
+
Raises:
|
| 129 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError):
|
| 130 |
+
If the access token name is not found.
|
| 131 |
+
"""
|
| 132 |
+
if get_token() is None and not get_stored_tokens(): # No active token and no saved access tokens
|
| 133 |
+
logger.warning("Not logged in!")
|
| 134 |
+
return
|
| 135 |
+
if not token_name:
|
| 136 |
+
# Delete all saved access tokens and token
|
| 137 |
+
for file_path in (constants.HF_TOKEN_PATH, constants.HF_STORED_TOKENS_PATH):
|
| 138 |
+
try:
|
| 139 |
+
Path(file_path).unlink()
|
| 140 |
+
except FileNotFoundError:
|
| 141 |
+
pass
|
| 142 |
+
logger.info("Successfully logged out from all access tokens.")
|
| 143 |
+
else:
|
| 144 |
+
_logout_from_token(token_name)
|
| 145 |
+
logger.info(f"Successfully logged out from access token: {token_name}.")
|
| 146 |
+
|
| 147 |
+
unset_git_credential()
|
| 148 |
+
|
| 149 |
+
# Check if still logged in
|
| 150 |
+
if _get_token_from_google_colab() is not None:
|
| 151 |
+
raise OSError(
|
| 152 |
+
"You are automatically logged in using a Google Colab secret.\n"
|
| 153 |
+
"To log out, you must unset the `HF_TOKEN` secret in your Colab settings."
|
| 154 |
+
)
|
| 155 |
+
if _get_token_from_environment() is not None:
|
| 156 |
+
raise OSError(
|
| 157 |
+
"Token has been deleted from your machine but you are still logged in.\n"
|
| 158 |
+
"To log out, you must clear out both `HF_TOKEN` and `HUGGING_FACE_HUB_TOKEN` environment variables."
|
| 159 |
+
)
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
def auth_switch(token_name: str, add_to_git_credential: bool = False) -> None:
|
| 163 |
+
"""Switch to a different access token.
|
| 164 |
+
|
| 165 |
+
Args:
|
| 166 |
+
token_name (`str`):
|
| 167 |
+
Name of the access token to switch to.
|
| 168 |
+
add_to_git_credential (`bool`, defaults to `False`):
|
| 169 |
+
If `True`, token will be set as git credential. If no git credential helper
|
| 170 |
+
is configured, a warning will be displayed to the user. If `token` is `None`,
|
| 171 |
+
the value of `add_to_git_credential` is ignored and will be prompted again
|
| 172 |
+
to the end user.
|
| 173 |
+
|
| 174 |
+
Raises:
|
| 175 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError):
|
| 176 |
+
If the access token name is not found.
|
| 177 |
+
"""
|
| 178 |
+
token = _get_token_by_name(token_name)
|
| 179 |
+
if not token:
|
| 180 |
+
raise ValueError(f"Access token {token_name} not found in {constants.HF_STORED_TOKENS_PATH}")
|
| 181 |
+
# Write token to HF_TOKEN_PATH
|
| 182 |
+
_set_active_token(token_name, add_to_git_credential)
|
| 183 |
+
logger.info(f"The current active token is: {token_name}")
|
| 184 |
+
token_from_environment = _get_token_from_environment()
|
| 185 |
+
if token_from_environment is not None and token_from_environment != token:
|
| 186 |
+
logger.warning(
|
| 187 |
+
"The environment variable `HF_TOKEN` is set and will override the access token you've just switched to."
|
| 188 |
+
)
|
| 189 |
+
|
| 190 |
+
|
| 191 |
+
def auth_list() -> None:
|
| 192 |
+
"""List all stored access tokens."""
|
| 193 |
+
# Resolve the current token before reading the file: `get_token()` may refresh an OAuth
|
| 194 |
+
# token and rewrite the stored tokens on the way.
|
| 195 |
+
current_token = get_token()
|
| 196 |
+
stored_tokens = _read_stored_tokens_full()
|
| 197 |
+
|
| 198 |
+
if not stored_tokens:
|
| 199 |
+
if _get_token_from_environment():
|
| 200 |
+
logger.info("No stored access tokens found.")
|
| 201 |
+
logger.warning("Note: Environment variable `HF_TOKEN` is set and is the current active token.")
|
| 202 |
+
else:
|
| 203 |
+
logger.info("No access tokens found.")
|
| 204 |
+
return
|
| 205 |
+
show_expires = any("expires_at" in fields for fields in stored_tokens.values())
|
| 206 |
+
headers = [" ", "name", "token"] + (["expires"] if show_expires else [])
|
| 207 |
+
|
| 208 |
+
current_token_name = None
|
| 209 |
+
rows: list[list[str | int]] = []
|
| 210 |
+
for token_name, fields in stored_tokens.items():
|
| 211 |
+
token = fields.get("hf_token", "<not set>")
|
| 212 |
+
if token == current_token:
|
| 213 |
+
current_token_name = token_name
|
| 214 |
+
masked_token = f"{token[:3]}****{token[-4:]}" if token != "<not set>" else token
|
| 215 |
+
row: list[str | int] = ["*" if token == current_token else "", token_name, masked_token]
|
| 216 |
+
if show_expires:
|
| 217 |
+
row.append(_format_expiration(fields.get("expires_at")))
|
| 218 |
+
rows.append(row)
|
| 219 |
+
print(tabulate(rows, headers=headers))
|
| 220 |
+
|
| 221 |
+
if _get_token_from_environment():
|
| 222 |
+
logger.warning(
|
| 223 |
+
"\nNote: Environment variable `HF_TOKEN` is set and is the current active token independently from the stored tokens listed above."
|
| 224 |
+
)
|
| 225 |
+
elif current_token_name is None:
|
| 226 |
+
logger.warning(
|
| 227 |
+
"\nNote: No active token is set and no environment variable `HF_TOKEN` is found. Use `hf auth login` to log in."
|
| 228 |
+
)
|
| 229 |
+
|
| 230 |
+
|
| 231 |
+
###
|
| 232 |
+
# Device Code OAuth login (RFC 8628)
|
| 233 |
+
###
|
| 234 |
+
|
| 235 |
+
|
| 236 |
+
def _device_code_login() -> None:
|
| 237 |
+
"""Run the Device Code OAuth flow: request a code, prompt the user to authorize it in a browser,
|
| 238 |
+
poll for the token and save it."""
|
| 239 |
+
device_info = request_device_code()
|
| 240 |
+
|
| 241 |
+
# The complete URI has the code pre-filled when the server supports it.
|
| 242 |
+
print(f"\n Open this URL in your browser:\n {device_info['verification_uri_complete']}\n")
|
| 243 |
+
print(f" And enter the code: {device_info['user_code']}\n")
|
| 244 |
+
|
| 245 |
+
print(" Waiting for authorization", end="", flush=True)
|
| 246 |
+
try:
|
| 247 |
+
response = poll_device_token(device_info, on_pending=lambda: print(".", end="", flush=True))
|
| 248 |
+
finally:
|
| 249 |
+
print() # newline after the progress dots, also on failure
|
| 250 |
+
|
| 251 |
+
_save_oauth_token(response)
|
| 252 |
+
|
| 253 |
+
|
| 254 |
+
def _save_oauth_token(response: OAuthTokenResponse) -> tuple[str, str]:
|
| 255 |
+
"""Validate and persist a token response from the device code flow, including refresh metadata."""
|
| 256 |
+
expires_in = response.get("expires_in")
|
| 257 |
+
token_name, username = _validate_and_save_token(
|
| 258 |
+
response["access_token"],
|
| 259 |
+
add_to_git_credential=False,
|
| 260 |
+
refresh_token=response.get("refresh_token"),
|
| 261 |
+
expires_at=int(time.time()) + int(expires_in) if expires_in else None,
|
| 262 |
+
)
|
| 263 |
+
if note := _expiration_note(response):
|
| 264 |
+
logger.info(f"Note: {note}")
|
| 265 |
+
return token_name, username
|
| 266 |
+
|
| 267 |
+
|
| 268 |
+
def _expiration_note(response: OAuthTokenResponse) -> str | None:
|
| 269 |
+
"""Human-readable note about the lifetime of a freshly obtained OAuth token, if known."""
|
| 270 |
+
expires_in = response.get("expires_in")
|
| 271 |
+
if not expires_in:
|
| 272 |
+
return None
|
| 273 |
+
if response.get("refresh_token"):
|
| 274 |
+
return "This token will be refreshed automatically when it expires."
|
| 275 |
+
days = max(1, int(expires_in) // 86400)
|
| 276 |
+
return f"This token expires in {days} days. Log in again to renew it."
|
| 277 |
+
|
| 278 |
+
|
| 279 |
+
###
|
| 280 |
+
# Interpreter-based login (text)
|
| 281 |
+
###
|
| 282 |
+
|
| 283 |
+
|
| 284 |
+
def interpreter_login(*, skip_if_logged_in: bool = True) -> None:
|
| 285 |
+
"""
|
| 286 |
+
Displays a prompt to log in to the HF website and store the token.
|
| 287 |
+
|
| 288 |
+
This is equivalent to [`login`] without passing a token when not run in a notebook.
|
| 289 |
+
[`interpreter_login`] is useful if you want to force the use of the terminal prompt
|
| 290 |
+
instead of a notebook flow.
|
| 291 |
+
|
| 292 |
+
For more details, see [`login`].
|
| 293 |
+
|
| 294 |
+
Args:
|
| 295 |
+
skip_if_logged_in (`bool`, defaults to `True`):
|
| 296 |
+
If `True`, do not prompt for token if user is already logged in.
|
| 297 |
+
Set to `False` to force re-login. In CLI, use `--force` instead.
|
| 298 |
+
"""
|
| 299 |
+
if skip_if_logged_in and get_token() is not None:
|
| 300 |
+
logger.info("User is already logged in. Use `hf auth login --force` to force re-login.")
|
| 301 |
+
return
|
| 302 |
+
|
| 303 |
+
if get_token() is not None:
|
| 304 |
+
logger.info("Note: a token is already saved on this machine. Logging in again will replace the active token.")
|
| 305 |
+
|
| 306 |
+
if _prompt_login_method() == "token":
|
| 307 |
+
_paste_token_login()
|
| 308 |
+
else:
|
| 309 |
+
_device_code_login()
|
| 310 |
+
|
| 311 |
+
|
| 312 |
+
def _prompt_login_method() -> str:
|
| 313 |
+
"""Ask the user how to log in: "browser" (default) or "token". Never prompts without a TTY."""
|
| 314 |
+
if sys.stdin is None or not sys.stdin.isatty():
|
| 315 |
+
return "browser"
|
| 316 |
+
choice = select_choice("How would you like to log in?", ["Log in with your browser", "Paste an access token"])
|
| 317 |
+
return "browser" if choice == 0 else "token"
|
| 318 |
+
|
| 319 |
+
|
| 320 |
+
def _paste_token_login() -> None:
|
| 321 |
+
logger.info(
|
| 322 |
+
" To log in, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens ."
|
| 323 |
+
)
|
| 324 |
+
if os.name == "nt":
|
| 325 |
+
logger.info("Token can be pasted using 'Right-Click'.")
|
| 326 |
+
token = getpass("Enter your token (input will not be visible): ")
|
| 327 |
+
_validate_and_save_token(token=token, add_to_git_credential=False)
|
| 328 |
+
|
| 329 |
+
|
| 330 |
+
###
|
| 331 |
+
# Notebook-based login
|
| 332 |
+
###
|
| 333 |
+
|
| 334 |
+
|
| 335 |
+
def notebook_login(*, skip_if_logged_in: bool = True) -> None:
|
| 336 |
+
"""
|
| 337 |
+
Displays a prompt to log in to the HF website and store the token.
|
| 338 |
+
|
| 339 |
+
This is equivalent to [`login`] without passing a token when run in a notebook.
|
| 340 |
+
[`notebook_login`] is useful if you want to force the use of the notebook flow
|
| 341 |
+
instead of a prompt in the terminal.
|
| 342 |
+
|
| 343 |
+
For more details, see [`login`].
|
| 344 |
+
|
| 345 |
+
Args:
|
| 346 |
+
skip_if_logged_in (`bool`, defaults to `True`):
|
| 347 |
+
If `True`, do not prompt for token if user is already logged in.
|
| 348 |
+
Set to `False` to force re-login. In CLI, use `--force` instead.
|
| 349 |
+
"""
|
| 350 |
+
if skip_if_logged_in and get_token() is not None:
|
| 351 |
+
logger.info("User is already logged in. Use `hf auth login --force` to force re-login.")
|
| 352 |
+
return
|
| 353 |
+
|
| 354 |
+
try:
|
| 355 |
+
from IPython.display import HTML, display # type: ignore
|
| 356 |
+
except ImportError:
|
| 357 |
+
# Not in a notebook environment: fall back to the terminal flow
|
| 358 |
+
interpreter_login(skip_if_logged_in=False)
|
| 359 |
+
return
|
| 360 |
+
|
| 361 |
+
device_info = request_device_code()
|
| 362 |
+
# Escape server-provided values: they end up in raw notebook HTML.
|
| 363 |
+
verification_uri = html.escape(device_info["verification_uri"])
|
| 364 |
+
verification_uri_complete = html.escape(device_info["verification_uri_complete"])
|
| 365 |
+
|
| 366 |
+
display(
|
| 367 |
+
HTML(
|
| 368 |
+
'<center><img src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg"'
|
| 369 |
+
' width="100" alt="Hugging Face"><br><br>'
|
| 370 |
+
"<p>To log in, open this URL and enter the code:</p>"
|
| 371 |
+
f'<p><a href="{verification_uri_complete}" target="_blank"><b>{verification_uri}</b></a></p>'
|
| 372 |
+
'<p style="font-size: 1.6em; letter-spacing: 0.3em; font-family: monospace;">'
|
| 373 |
+
f"<b>{html.escape(device_info['user_code'])}</b></p></center>"
|
| 374 |
+
)
|
| 375 |
+
)
|
| 376 |
+
display(HTML("<center><i>Waiting for authorization...</i></center>"))
|
| 377 |
+
try:
|
| 378 |
+
response = poll_device_token(device_info)
|
| 379 |
+
except DeviceCodeError as e:
|
| 380 |
+
display(HTML(f"<center><b style='color: red;'>Login failed: {html.escape(str(e))}</b></center>"))
|
| 381 |
+
return
|
| 382 |
+
|
| 383 |
+
try:
|
| 384 |
+
token_name, username = _save_oauth_token(response)
|
| 385 |
+
except Exception as error:
|
| 386 |
+
display(HTML(f"<center><b style='color: red;'>{html.escape(str(error))}</b></center>"))
|
| 387 |
+
return
|
| 388 |
+
|
| 389 |
+
message = f"Login successful. Logged in as <b>{html.escape(username)}</b> (token: <code>{html.escape(token_name)}</code>)."
|
| 390 |
+
if note := _expiration_note(response):
|
| 391 |
+
message += f"<br>{html.escape(note)}"
|
| 392 |
+
display(HTML(f"<center>{message}</center>"))
|
| 393 |
+
|
| 394 |
+
|
| 395 |
+
###
|
| 396 |
+
# Login private helpers
|
| 397 |
+
###
|
| 398 |
+
|
| 399 |
+
|
| 400 |
+
def _validate_and_save_token(
|
| 401 |
+
token: str,
|
| 402 |
+
add_to_git_credential: bool,
|
| 403 |
+
refresh_token: str | None = None,
|
| 404 |
+
expires_at: int | None = None,
|
| 405 |
+
) -> tuple[str, str]:
|
| 406 |
+
"""Validate a token against the Hub, save it to the stored tokens file and set it as active.
|
| 407 |
+
|
| 408 |
+
The token is stored under its `displayName` from the whoami response, or `oauth-{username}`
|
| 409 |
+
for OAuth tokens (which have no display name).
|
| 410 |
+
|
| 411 |
+
Args:
|
| 412 |
+
token (`str`):
|
| 413 |
+
The access token.
|
| 414 |
+
add_to_git_credential (`bool`):
|
| 415 |
+
Whether to save the token to the git credential helpers.
|
| 416 |
+
refresh_token (`str`, *optional*):
|
| 417 |
+
OAuth refresh token to persist alongside the access token.
|
| 418 |
+
expires_at (`int`, *optional*):
|
| 419 |
+
Unix timestamp at which the access token expires.
|
| 420 |
+
|
| 421 |
+
Returns:
|
| 422 |
+
`tuple[str, str]`: The token name and the username.
|
| 423 |
+
"""
|
| 424 |
+
from .hf_api import whoami # avoid circular import
|
| 425 |
+
|
| 426 |
+
if token.startswith("api_org"):
|
| 427 |
+
raise ValueError("You must use your personal account token, not an organization token.")
|
| 428 |
+
|
| 429 |
+
token_info = whoami(token)
|
| 430 |
+
username = token_info["name"]
|
| 431 |
+
|
| 432 |
+
access_token_info = (token_info.get("auth") or {}).get("accessToken") or {}
|
| 433 |
+
if role := access_token_info.get("role"):
|
| 434 |
+
logger.info(f"Token is valid (permission: {role}).")
|
| 435 |
+
else:
|
| 436 |
+
logger.info("Token is valid.")
|
| 437 |
+
|
| 438 |
+
token_name = access_token_info.get("displayName") or f"oauth-{username}"
|
| 439 |
+
|
| 440 |
+
# Store token locally
|
| 441 |
+
_save_token(token=token, token_name=token_name, refresh_token=refresh_token, expires_at=expires_at)
|
| 442 |
+
# Set active token
|
| 443 |
+
_set_active_token(token_name=token_name, add_to_git_credential=add_to_git_credential)
|
| 444 |
+
logger.info("Login successful.")
|
| 445 |
+
if _get_token_from_environment():
|
| 446 |
+
logger.warning(
|
| 447 |
+
"Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured."
|
| 448 |
+
)
|
| 449 |
+
else:
|
| 450 |
+
logger.info(f"The current active token is: `{token_name}`")
|
| 451 |
+
return token_name, username
|
| 452 |
+
|
| 453 |
+
|
| 454 |
+
def _logout_from_token(token_name: str) -> None:
|
| 455 |
+
"""Logout from a specific access token.
|
| 456 |
+
|
| 457 |
+
Args:
|
| 458 |
+
token_name (`str`):
|
| 459 |
+
The name of the access token to logout from.
|
| 460 |
+
"""
|
| 461 |
+
stored_tokens = _read_stored_tokens_full()
|
| 462 |
+
# If there is no access tokens saved or the access token name is not found, do nothing
|
| 463 |
+
if token_name not in stored_tokens:
|
| 464 |
+
return
|
| 465 |
+
|
| 466 |
+
fields = stored_tokens.pop(token_name)
|
| 467 |
+
_save_stored_tokens_full(stored_tokens)
|
| 468 |
+
|
| 469 |
+
if fields.get("hf_token") == _get_token_from_file():
|
| 470 |
+
logger.warning(f"Active token '{token_name}' has been deleted.")
|
| 471 |
+
Path(constants.HF_TOKEN_PATH).unlink(missing_ok=True)
|
| 472 |
+
|
| 473 |
+
|
| 474 |
+
def _format_expiration(expires_at: str | None) -> str:
|
| 475 |
+
"""Format an `expires_at` unix timestamp for display in `auth list`."""
|
| 476 |
+
if not expires_at:
|
| 477 |
+
return ""
|
| 478 |
+
try:
|
| 479 |
+
timestamp = int(expires_at)
|
| 480 |
+
except ValueError:
|
| 481 |
+
return ""
|
| 482 |
+
date_str = datetime.fromtimestamp(timestamp).strftime("%Y-%m-%d")
|
| 483 |
+
return f"{date_str} (expired)" if timestamp < time.time() else date_str
|
| 484 |
+
|
| 485 |
+
|
| 486 |
+
def _set_active_token(
|
| 487 |
+
token_name: str,
|
| 488 |
+
add_to_git_credential: bool,
|
| 489 |
+
) -> None:
|
| 490 |
+
"""Set the active access token.
|
| 491 |
+
|
| 492 |
+
Args:
|
| 493 |
+
token_name (`str`):
|
| 494 |
+
The name of the token to set as active.
|
| 495 |
+
"""
|
| 496 |
+
token = _get_token_by_name(token_name)
|
| 497 |
+
if not token:
|
| 498 |
+
raise ValueError(f"Token {token_name} not found in {constants.HF_STORED_TOKENS_PATH}")
|
| 499 |
+
if add_to_git_credential:
|
| 500 |
+
if _is_git_credential_helper_configured():
|
| 501 |
+
set_git_credential(token)
|
| 502 |
+
logger.info(
|
| 503 |
+
"Your token has been saved in your configured git credential helpers"
|
| 504 |
+
+ f" ({','.join(list_credential_helpers())})."
|
| 505 |
+
)
|
| 506 |
+
else:
|
| 507 |
+
logger.warning("Token has not been saved to git credential helper.")
|
| 508 |
+
# Write token to HF_TOKEN_PATH
|
| 509 |
+
_write_secret(Path(constants.HF_TOKEN_PATH), token)
|
| 510 |
+
logger.info(f"Your token has been saved to {constants.HF_TOKEN_PATH}")
|
| 511 |
+
|
| 512 |
+
|
| 513 |
+
def _is_git_credential_helper_configured() -> bool:
|
| 514 |
+
"""Check if a git credential helper is configured.
|
| 515 |
+
|
| 516 |
+
Warns user if not the case (except for Google Colab where "store" is set by default
|
| 517 |
+
by `huggingface_hub`).
|
| 518 |
+
"""
|
| 519 |
+
helpers = list_credential_helpers()
|
| 520 |
+
if len(helpers) > 0:
|
| 521 |
+
return True # Do not warn: at least 1 helper is set
|
| 522 |
+
|
| 523 |
+
# Only in Google Colab to avoid the warning message
|
| 524 |
+
# See https://github.com/huggingface/huggingface_hub/issues/1043#issuecomment-1247010710
|
| 525 |
+
if is_google_colab():
|
| 526 |
+
_set_store_as_git_credential_helper_globally()
|
| 527 |
+
return True # Do not warn: "store" is used by default in Google Colab
|
| 528 |
+
|
| 529 |
+
# Otherwise, warn user
|
| 530 |
+
print(
|
| 531 |
+
ANSI.red(
|
| 532 |
+
"Cannot authenticate through git-credential as no helper is defined on your"
|
| 533 |
+
" machine.\nYou might have to re-authenticate when pushing to the Hugging"
|
| 534 |
+
" Face Hub.\nRun the following command in your terminal in case you want to"
|
| 535 |
+
" set the 'store' credential helper as default.\n\ngit config --global"
|
| 536 |
+
" credential.helper store\n\nRead"
|
| 537 |
+
" https://git-scm.com/book/en/v2/Git-Tools-Credential-Storage for more"
|
| 538 |
+
" details."
|
| 539 |
+
)
|
| 540 |
+
)
|
| 541 |
+
return False
|
| 542 |
+
|
| 543 |
+
|
| 544 |
+
def _set_store_as_git_credential_helper_globally() -> None:
|
| 545 |
+
"""Set globally the credential.helper to `store`.
|
| 546 |
+
|
| 547 |
+
To be used only in Google Colab as we assume the user doesn't care about the git
|
| 548 |
+
credential config. It is the only particular case where we don't want to display the
|
| 549 |
+
warning message in [`notebook_login()`].
|
| 550 |
+
|
| 551 |
+
Related:
|
| 552 |
+
- https://github.com/huggingface/huggingface_hub/issues/1043
|
| 553 |
+
- https://github.com/huggingface/huggingface_hub/issues/1051
|
| 554 |
+
- https://git-scm.com/docs/git-credential-store
|
| 555 |
+
"""
|
| 556 |
+
try:
|
| 557 |
+
run_subprocess("git config --global credential.helper store")
|
| 558 |
+
except subprocess.CalledProcessError as exc:
|
| 559 |
+
raise OSError(exc.stderr)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_oauth.py
ADDED
|
@@ -0,0 +1,460 @@
|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
| 1 |
+
import datetime
|
| 2 |
+
import hashlib
|
| 3 |
+
import logging
|
| 4 |
+
import os
|
| 5 |
+
import time
|
| 6 |
+
import urllib.parse
|
| 7 |
+
import warnings
|
| 8 |
+
from dataclasses import dataclass
|
| 9 |
+
from typing import TYPE_CHECKING, Literal
|
| 10 |
+
|
| 11 |
+
from . import constants
|
| 12 |
+
from .hf_api import whoami
|
| 13 |
+
from .utils import experimental, get_token
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
logger = logging.getLogger(__name__)
|
| 17 |
+
|
| 18 |
+
if TYPE_CHECKING:
|
| 19 |
+
import fastapi
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
@dataclass
|
| 23 |
+
class OAuthOrgInfo:
|
| 24 |
+
"""
|
| 25 |
+
Information about an organization linked to a user logged in with OAuth.
|
| 26 |
+
|
| 27 |
+
Attributes:
|
| 28 |
+
sub (`str`):
|
| 29 |
+
Unique identifier for the org. OpenID Connect field.
|
| 30 |
+
name (`str`):
|
| 31 |
+
The org's full name. OpenID Connect field.
|
| 32 |
+
preferred_username (`str`):
|
| 33 |
+
The org's username. OpenID Connect field.
|
| 34 |
+
picture (`str`):
|
| 35 |
+
The org's profile picture URL. OpenID Connect field.
|
| 36 |
+
plan (`str`, *optional*):
|
| 37 |
+
The org's plan (e.g., "enterprise", "team"). Hugging Face field.
|
| 38 |
+
can_pay (`Optional[bool]`, *optional*):
|
| 39 |
+
Whether the org has a payment method set up. Hugging Face field.
|
| 40 |
+
role_in_org (`Optional[str]`, *optional*):
|
| 41 |
+
The user's role in the org. Hugging Face field.
|
| 42 |
+
security_restrictions (`Optional[list[Literal["ip", "token-policy", "mfa", "sso"]]]`, *optional*):
|
| 43 |
+
Array of security restrictions that the user hasn't completed for this org. Possible values: "ip", "token-policy", "mfa", "sso". Hugging Face field.
|
| 44 |
+
"""
|
| 45 |
+
|
| 46 |
+
sub: str
|
| 47 |
+
name: str
|
| 48 |
+
preferred_username: str
|
| 49 |
+
picture: str
|
| 50 |
+
plan: str | None = None
|
| 51 |
+
can_pay: bool | None = None
|
| 52 |
+
role_in_org: str | None = None
|
| 53 |
+
security_restrictions: list[Literal["ip", "token-policy", "mfa", "sso"]] | None = None
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
@dataclass
|
| 57 |
+
class OAuthUserInfo:
|
| 58 |
+
"""
|
| 59 |
+
Information about a user logged in with OAuth.
|
| 60 |
+
|
| 61 |
+
Attributes:
|
| 62 |
+
sub (`str`):
|
| 63 |
+
Unique identifier for the user, even in case of rename. OpenID Connect field.
|
| 64 |
+
name (`str`):
|
| 65 |
+
The user's full name. OpenID Connect field.
|
| 66 |
+
preferred_username (`str`):
|
| 67 |
+
The user's username. OpenID Connect field.
|
| 68 |
+
email_verified (`Optional[bool]`, *optional*):
|
| 69 |
+
Indicates if the user's email is verified. OpenID Connect field.
|
| 70 |
+
email (`Optional[str]`, *optional*):
|
| 71 |
+
The user's email address. OpenID Connect field.
|
| 72 |
+
picture (`str`):
|
| 73 |
+
The user's profile picture URL. OpenID Connect field.
|
| 74 |
+
profile (`str`):
|
| 75 |
+
The user's profile URL. OpenID Connect field.
|
| 76 |
+
website (`Optional[str]`, *optional*):
|
| 77 |
+
The user's website URL. OpenID Connect field.
|
| 78 |
+
is_pro (`bool`):
|
| 79 |
+
Whether the user is a pro user. Hugging Face field.
|
| 80 |
+
can_pay (`Optional[bool]`, *optional*):
|
| 81 |
+
Whether the user has a payment method set up. Hugging Face field.
|
| 82 |
+
orgs (`Optional[list[OrgInfo]]`, *optional*):
|
| 83 |
+
List of organizations the user is part of. Hugging Face field.
|
| 84 |
+
"""
|
| 85 |
+
|
| 86 |
+
sub: str
|
| 87 |
+
name: str
|
| 88 |
+
preferred_username: str
|
| 89 |
+
email_verified: bool | None
|
| 90 |
+
email: str | None
|
| 91 |
+
picture: str
|
| 92 |
+
profile: str
|
| 93 |
+
website: str | None
|
| 94 |
+
is_pro: bool
|
| 95 |
+
can_pay: bool | None
|
| 96 |
+
orgs: list[OAuthOrgInfo] | None
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
@dataclass
|
| 100 |
+
class OAuthInfo:
|
| 101 |
+
"""
|
| 102 |
+
Information about the OAuth login.
|
| 103 |
+
|
| 104 |
+
Attributes:
|
| 105 |
+
access_token (`str`):
|
| 106 |
+
The access token.
|
| 107 |
+
access_token_expires_at (`datetime.datetime`):
|
| 108 |
+
The expiration date of the access token.
|
| 109 |
+
user_info ([`OAuthUserInfo`]):
|
| 110 |
+
The user information.
|
| 111 |
+
state (`str`, *optional*):
|
| 112 |
+
State passed to the OAuth provider in the original request to the OAuth provider.
|
| 113 |
+
scope (`str`):
|
| 114 |
+
Granted scope.
|
| 115 |
+
"""
|
| 116 |
+
|
| 117 |
+
access_token: str
|
| 118 |
+
access_token_expires_at: datetime.datetime
|
| 119 |
+
user_info: OAuthUserInfo
|
| 120 |
+
state: str | None
|
| 121 |
+
scope: str
|
| 122 |
+
|
| 123 |
+
|
| 124 |
+
@experimental
|
| 125 |
+
def attach_huggingface_oauth(app: "fastapi.FastAPI", route_prefix: str = "/"):
|
| 126 |
+
"""
|
| 127 |
+
Add OAuth endpoints to a FastAPI app to enable OAuth login with Hugging Face.
|
| 128 |
+
|
| 129 |
+
How to use:
|
| 130 |
+
- Call this method on your FastAPI app to add the OAuth endpoints.
|
| 131 |
+
- Inside your route handlers, call `parse_huggingface_oauth(request)` to retrieve the OAuth info.
|
| 132 |
+
- If user is logged in, an [`OAuthInfo`] object is returned with the user's info. If not, `None` is returned.
|
| 133 |
+
- In your app, make sure to add links to `/oauth/huggingface/login` and `/oauth/huggingface/logout` for the user to log in and out.
|
| 134 |
+
|
| 135 |
+
Example:
|
| 136 |
+
```py
|
| 137 |
+
from huggingface_hub import attach_huggingface_oauth, parse_huggingface_oauth
|
| 138 |
+
|
| 139 |
+
# Create a FastAPI app
|
| 140 |
+
app = FastAPI()
|
| 141 |
+
|
| 142 |
+
# Add OAuth endpoints to the FastAPI app
|
| 143 |
+
attach_huggingface_oauth(app)
|
| 144 |
+
|
| 145 |
+
# Add a route that greets the user if they are logged in
|
| 146 |
+
@app.get("/")
|
| 147 |
+
def greet_json(request: Request):
|
| 148 |
+
# Retrieve the OAuth info from the request
|
| 149 |
+
oauth_info = parse_huggingface_oauth(request) # e.g. OAuthInfo dataclass
|
| 150 |
+
if oauth_info is None:
|
| 151 |
+
return {"msg": "Not logged in!"}
|
| 152 |
+
return {"msg": f"Hello, {oauth_info.user_info.preferred_username}!"}
|
| 153 |
+
```
|
| 154 |
+
"""
|
| 155 |
+
# TODO: handle generic case (handling OAuth in a non-Space environment with custom dev values) (low priority)
|
| 156 |
+
|
| 157 |
+
# Add SessionMiddleware to the FastAPI app to store the OAuth info in the session.
|
| 158 |
+
# Session Middleware requires a secret key to sign the cookies. Let's use a hash
|
| 159 |
+
# of the OAuth secret key to make it unique to the Space + updated in case OAuth
|
| 160 |
+
# config gets updated. When ran locally, we use an empty string as a secret key.
|
| 161 |
+
try:
|
| 162 |
+
from starlette.middleware.sessions import SessionMiddleware
|
| 163 |
+
except ImportError as e:
|
| 164 |
+
raise ImportError(
|
| 165 |
+
"Cannot initialize OAuth to due a missing library. Please run `pip install huggingface_hub[oauth]` or add "
|
| 166 |
+
"`huggingface_hub[oauth]` to your requirements.txt file in order to install the required dependencies."
|
| 167 |
+
) from e
|
| 168 |
+
session_secret = (constants.OAUTH_CLIENT_SECRET or "") + "-v1"
|
| 169 |
+
app.add_middleware(
|
| 170 |
+
SessionMiddleware, # type: ignore
|
| 171 |
+
secret_key=hashlib.sha256(session_secret.encode()).hexdigest(),
|
| 172 |
+
same_site="none",
|
| 173 |
+
https_only=True,
|
| 174 |
+
) # type: ignore
|
| 175 |
+
|
| 176 |
+
# Add OAuth endpoints to the FastAPI app:
|
| 177 |
+
# - {route_prefix}/oauth/huggingface/login
|
| 178 |
+
# - {route_prefix}/oauth/huggingface/callback
|
| 179 |
+
# - {route_prefix}/oauth/huggingface/logout
|
| 180 |
+
# If the app is running in a Space, OAuth is enabled normally.
|
| 181 |
+
# Otherwise, we mock the endpoints to make the user log in with a fake user profile - without any calls to hf.co.
|
| 182 |
+
route_prefix = route_prefix.strip("/")
|
| 183 |
+
if os.getenv("SPACE_ID") is not None:
|
| 184 |
+
logger.info("OAuth is enabled in the Space. Adding OAuth routes.")
|
| 185 |
+
_add_oauth_routes(app, route_prefix=route_prefix)
|
| 186 |
+
else:
|
| 187 |
+
logger.info("App is not running in a Space. Adding mocked OAuth routes.")
|
| 188 |
+
_add_mocked_oauth_routes(app, route_prefix=route_prefix)
|
| 189 |
+
|
| 190 |
+
|
| 191 |
+
def parse_huggingface_oauth(request: "fastapi.Request") -> OAuthInfo | None:
|
| 192 |
+
"""
|
| 193 |
+
Returns the information from a logged-in user as a [`OAuthInfo`] object.
|
| 194 |
+
|
| 195 |
+
For flexibility and future-proofing, this method is very lax in its parsing and does not raise errors.
|
| 196 |
+
Missing fields are set to `None` without a warning.
|
| 197 |
+
|
| 198 |
+
Return `None`, if the user is not logged in (no info in session cookie).
|
| 199 |
+
|
| 200 |
+
See [`attach_huggingface_oauth`] for an example on how to use this method.
|
| 201 |
+
"""
|
| 202 |
+
if "oauth_info" not in request.session:
|
| 203 |
+
logger.debug("No OAuth info in session.")
|
| 204 |
+
return None
|
| 205 |
+
|
| 206 |
+
logger.debug("Parsing OAuth info from session.")
|
| 207 |
+
oauth_data = request.session["oauth_info"]
|
| 208 |
+
user_data = oauth_data.get("userinfo", {})
|
| 209 |
+
orgs_data = user_data.get("orgs", [])
|
| 210 |
+
|
| 211 |
+
orgs = (
|
| 212 |
+
[
|
| 213 |
+
OAuthOrgInfo(
|
| 214 |
+
sub=org.get("sub"),
|
| 215 |
+
name=org.get("name"),
|
| 216 |
+
preferred_username=org.get("preferred_username"),
|
| 217 |
+
picture=org.get("picture"),
|
| 218 |
+
plan=org.get("plan"),
|
| 219 |
+
can_pay=org.get("canPay"),
|
| 220 |
+
role_in_org=org.get("roleInOrg"),
|
| 221 |
+
security_restrictions=org.get("securityRestrictions"),
|
| 222 |
+
)
|
| 223 |
+
for org in orgs_data
|
| 224 |
+
]
|
| 225 |
+
if orgs_data
|
| 226 |
+
else None
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
user_info = OAuthUserInfo(
|
| 230 |
+
sub=user_data.get("sub"),
|
| 231 |
+
name=user_data.get("name"),
|
| 232 |
+
preferred_username=user_data.get("preferred_username"),
|
| 233 |
+
email_verified=user_data.get("email_verified"),
|
| 234 |
+
email=user_data.get("email"),
|
| 235 |
+
picture=user_data.get("picture"),
|
| 236 |
+
profile=user_data.get("profile"),
|
| 237 |
+
website=user_data.get("website"),
|
| 238 |
+
is_pro=user_data.get("isPro"),
|
| 239 |
+
can_pay=user_data.get("canPay"),
|
| 240 |
+
orgs=orgs,
|
| 241 |
+
)
|
| 242 |
+
|
| 243 |
+
return OAuthInfo(
|
| 244 |
+
access_token=oauth_data.get("access_token"),
|
| 245 |
+
access_token_expires_at=datetime.datetime.fromtimestamp(oauth_data.get("expires_at")),
|
| 246 |
+
user_info=user_info,
|
| 247 |
+
state=oauth_data.get("state"),
|
| 248 |
+
scope=oauth_data.get("scope"),
|
| 249 |
+
)
|
| 250 |
+
|
| 251 |
+
|
| 252 |
+
def _add_oauth_routes(app: "fastapi.FastAPI", route_prefix: str) -> None:
|
| 253 |
+
"""Add OAuth routes to the FastAPI app (login, callback handler and logout)."""
|
| 254 |
+
try:
|
| 255 |
+
import fastapi
|
| 256 |
+
from authlib.integrations.base_client.errors import MismatchingStateError
|
| 257 |
+
from authlib.integrations.starlette_client import OAuth
|
| 258 |
+
from fastapi.responses import RedirectResponse
|
| 259 |
+
except ImportError as e:
|
| 260 |
+
raise ImportError(
|
| 261 |
+
"Cannot initialize OAuth to due a missing library. Please run `pip install huggingface_hub[oauth]` or add "
|
| 262 |
+
"`huggingface_hub[oauth]` to your requirements.txt file."
|
| 263 |
+
) from e
|
| 264 |
+
|
| 265 |
+
# Check environment variables
|
| 266 |
+
msg = (
|
| 267 |
+
"OAuth is required but '{}' environment variable is not set. Make sure you've enabled OAuth in your Space by"
|
| 268 |
+
" setting `hf_oauth: true` in the Space metadata."
|
| 269 |
+
)
|
| 270 |
+
if constants.OAUTH_CLIENT_ID is None:
|
| 271 |
+
raise ValueError(msg.format("OAUTH_CLIENT_ID"))
|
| 272 |
+
if constants.OAUTH_CLIENT_SECRET is None:
|
| 273 |
+
raise ValueError(msg.format("OAUTH_CLIENT_SECRET"))
|
| 274 |
+
if constants.OAUTH_SCOPES is None:
|
| 275 |
+
raise ValueError(msg.format("OAUTH_SCOPES"))
|
| 276 |
+
if constants.OPENID_PROVIDER_URL is None:
|
| 277 |
+
raise ValueError(msg.format("OPENID_PROVIDER_URL"))
|
| 278 |
+
|
| 279 |
+
# Register OAuth server
|
| 280 |
+
oauth = OAuth()
|
| 281 |
+
oauth.register(
|
| 282 |
+
name="huggingface",
|
| 283 |
+
client_id=constants.OAUTH_CLIENT_ID,
|
| 284 |
+
client_secret=constants.OAUTH_CLIENT_SECRET,
|
| 285 |
+
client_kwargs={"scope": constants.OAUTH_SCOPES},
|
| 286 |
+
server_metadata_url=constants.OPENID_PROVIDER_URL + "/.well-known/openid-configuration",
|
| 287 |
+
)
|
| 288 |
+
|
| 289 |
+
login_uri, callback_uri, logout_uri = _get_oauth_uris(route_prefix)
|
| 290 |
+
|
| 291 |
+
# Register OAuth endpoints
|
| 292 |
+
@app.get(login_uri)
|
| 293 |
+
async def oauth_login(request: fastapi.Request) -> RedirectResponse:
|
| 294 |
+
"""Endpoint that redirects to HF OAuth page."""
|
| 295 |
+
redirect_uri = _generate_redirect_uri(request)
|
| 296 |
+
return await oauth.huggingface.authorize_redirect(request, redirect_uri) # type: ignore
|
| 297 |
+
|
| 298 |
+
@app.get(callback_uri)
|
| 299 |
+
async def oauth_redirect_callback(request: fastapi.Request) -> RedirectResponse:
|
| 300 |
+
"""Endpoint that handles the OAuth callback."""
|
| 301 |
+
try:
|
| 302 |
+
oauth_info = await oauth.huggingface.authorize_access_token(request) # type: ignore
|
| 303 |
+
except MismatchingStateError:
|
| 304 |
+
# Parse query params
|
| 305 |
+
nb_redirects = int(request.query_params.get("_nb_redirects", 0))
|
| 306 |
+
target_url = request.query_params.get("_target_url")
|
| 307 |
+
|
| 308 |
+
# Build redirect URI with the same query params as before and bump nb_redirects count
|
| 309 |
+
query_params: dict[str, int | str] = {"_nb_redirects": nb_redirects + 1}
|
| 310 |
+
if target_url:
|
| 311 |
+
query_params["_target_url"] = target_url
|
| 312 |
+
|
| 313 |
+
redirect_uri = f"{login_uri}?{urllib.parse.urlencode(query_params)}"
|
| 314 |
+
|
| 315 |
+
# If the user is redirected more than 3 times, it is very likely that the cookie is not working properly.
|
| 316 |
+
# (e.g. browser is blocking third-party cookies in iframe). In this case, redirect the user in the
|
| 317 |
+
# non-iframe view.
|
| 318 |
+
if nb_redirects > constants.OAUTH_MAX_REDIRECTS:
|
| 319 |
+
host = os.environ.get("SPACE_HOST")
|
| 320 |
+
if host is None: # cannot happen in a Space
|
| 321 |
+
raise RuntimeError(
|
| 322 |
+
"App is not running in a Space (SPACE_HOST environment variable is not set). Cannot redirect to non-iframe view."
|
| 323 |
+
) from None
|
| 324 |
+
host_url = "https://" + host.rstrip("/")
|
| 325 |
+
return RedirectResponse(host_url + redirect_uri)
|
| 326 |
+
|
| 327 |
+
# Redirect the user to the login page again
|
| 328 |
+
return RedirectResponse(redirect_uri)
|
| 329 |
+
|
| 330 |
+
# OAuth login worked => store the user info in the session and redirect
|
| 331 |
+
logger.debug("Successfully logged in with OAuth. Storing user info in session.")
|
| 332 |
+
request.session["oauth_info"] = oauth_info
|
| 333 |
+
return RedirectResponse(_get_redirect_target(request))
|
| 334 |
+
|
| 335 |
+
@app.get(logout_uri)
|
| 336 |
+
async def oauth_logout(request: fastapi.Request) -> RedirectResponse:
|
| 337 |
+
"""Endpoint that logs out the user (e.g. delete info from cookie session)."""
|
| 338 |
+
logger.debug("Logged out with OAuth. Removing user info from session.")
|
| 339 |
+
request.session.pop("oauth_info", None)
|
| 340 |
+
return RedirectResponse(_get_redirect_target(request))
|
| 341 |
+
|
| 342 |
+
|
| 343 |
+
def _add_mocked_oauth_routes(app: "fastapi.FastAPI", route_prefix: str = "/") -> None:
|
| 344 |
+
"""Add fake oauth routes if app is run locally and OAuth is enabled.
|
| 345 |
+
|
| 346 |
+
Using OAuth will have the same behavior as in a Space but instead of authenticating with HF, a mocked user profile
|
| 347 |
+
is added to the session.
|
| 348 |
+
"""
|
| 349 |
+
try:
|
| 350 |
+
import fastapi
|
| 351 |
+
from fastapi.responses import RedirectResponse
|
| 352 |
+
from starlette.datastructures import URL
|
| 353 |
+
except ImportError as e:
|
| 354 |
+
raise ImportError(
|
| 355 |
+
"Cannot initialize OAuth to due a missing library. Please run `pip install huggingface_hub[oauth]` or add "
|
| 356 |
+
"`huggingface_hub[oauth]` to your requirements.txt file."
|
| 357 |
+
) from e
|
| 358 |
+
|
| 359 |
+
warnings.warn(
|
| 360 |
+
"OAuth is not supported outside of a Space environment. To help you debug your app locally, the oauth endpoints"
|
| 361 |
+
" are mocked to return your profile and token. To make it work, your machine must be logged in to Huggingface."
|
| 362 |
+
)
|
| 363 |
+
mocked_oauth_info = _get_mocked_oauth_info()
|
| 364 |
+
|
| 365 |
+
login_uri, callback_uri, logout_uri = _get_oauth_uris(route_prefix)
|
| 366 |
+
|
| 367 |
+
# Define OAuth routes
|
| 368 |
+
@app.get(login_uri)
|
| 369 |
+
async def oauth_login(request: fastapi.Request) -> RedirectResponse:
|
| 370 |
+
"""Fake endpoint that redirects to HF OAuth page."""
|
| 371 |
+
# Define target (where to redirect after login)
|
| 372 |
+
redirect_uri = _generate_redirect_uri(request)
|
| 373 |
+
return RedirectResponse(callback_uri + "?" + urllib.parse.urlencode({"_target_url": redirect_uri}))
|
| 374 |
+
|
| 375 |
+
@app.get(callback_uri)
|
| 376 |
+
async def oauth_redirect_callback(request: fastapi.Request) -> RedirectResponse:
|
| 377 |
+
"""Endpoint that handles the OAuth callback."""
|
| 378 |
+
request.session["oauth_info"] = mocked_oauth_info
|
| 379 |
+
return RedirectResponse(_get_redirect_target(request))
|
| 380 |
+
|
| 381 |
+
@app.get(logout_uri)
|
| 382 |
+
async def oauth_logout(request: fastapi.Request) -> RedirectResponse:
|
| 383 |
+
"""Endpoint that logs out the user (e.g. delete cookie session)."""
|
| 384 |
+
request.session.pop("oauth_info", None)
|
| 385 |
+
logout_url = URL("/").include_query_params(**request.query_params)
|
| 386 |
+
return RedirectResponse(url=logout_url, status_code=302) # see https://github.com/gradio-app/gradio/pull/9659
|
| 387 |
+
|
| 388 |
+
|
| 389 |
+
def _generate_redirect_uri(request: "fastapi.Request") -> str:
|
| 390 |
+
if "_target_url" in request.query_params:
|
| 391 |
+
# if `_target_url` already in query params => respect it
|
| 392 |
+
target = request.query_params["_target_url"]
|
| 393 |
+
else:
|
| 394 |
+
# otherwise => keep query params
|
| 395 |
+
target = "/?" + urllib.parse.urlencode(request.query_params)
|
| 396 |
+
|
| 397 |
+
redirect_uri = request.url_for("oauth_redirect_callback").include_query_params(_target_url=target)
|
| 398 |
+
redirect_uri_as_str = str(redirect_uri)
|
| 399 |
+
if redirect_uri.netloc.endswith(".hf.space"):
|
| 400 |
+
# In Space, FastAPI redirect as http but we want https
|
| 401 |
+
redirect_uri_as_str = redirect_uri_as_str.replace("http://", "https://")
|
| 402 |
+
return redirect_uri_as_str
|
| 403 |
+
|
| 404 |
+
|
| 405 |
+
def _get_redirect_target(request: "fastapi.Request", default_target: str = "/") -> str:
|
| 406 |
+
return request.query_params.get("_target_url", default_target)
|
| 407 |
+
|
| 408 |
+
|
| 409 |
+
def _get_mocked_oauth_info() -> dict:
|
| 410 |
+
token = get_token()
|
| 411 |
+
if token is None:
|
| 412 |
+
raise ValueError(
|
| 413 |
+
"Your machine must be logged in to HF to debug an OAuth app locally. Please"
|
| 414 |
+
" run `hf auth login` or set `HF_TOKEN` as environment variable "
|
| 415 |
+
"with one of your access token. You can generate a new token in your "
|
| 416 |
+
"settings page (https://huggingface.co/settings/tokens)."
|
| 417 |
+
)
|
| 418 |
+
|
| 419 |
+
user = whoami()
|
| 420 |
+
if user["type"] != "user":
|
| 421 |
+
raise ValueError(
|
| 422 |
+
"Your machine is not logged in with a personal account. Please use a "
|
| 423 |
+
"personal access token. You can generate a new token in your settings page"
|
| 424 |
+
" (https://huggingface.co/settings/tokens)."
|
| 425 |
+
)
|
| 426 |
+
|
| 427 |
+
return {
|
| 428 |
+
"access_token": token,
|
| 429 |
+
"token_type": "bearer",
|
| 430 |
+
"expires_in": 8 * 60 * 60, # 8 hours
|
| 431 |
+
"id_token": "FOOBAR",
|
| 432 |
+
"scope": "openid profile",
|
| 433 |
+
"refresh_token": "hf_oauth__refresh_token",
|
| 434 |
+
"expires_at": int(time.time()) + 8 * 60 * 60, # 8 hours
|
| 435 |
+
"userinfo": {
|
| 436 |
+
"sub": "0123456789",
|
| 437 |
+
"name": user["fullname"],
|
| 438 |
+
"preferred_username": user["name"],
|
| 439 |
+
"profile": f"https://huggingface.co/{user['name']}",
|
| 440 |
+
"picture": user["avatarUrl"],
|
| 441 |
+
"website": "",
|
| 442 |
+
"aud": "00000000-0000-0000-0000-000000000000",
|
| 443 |
+
"auth_time": 1691672844,
|
| 444 |
+
"nonce": "aaaaaaaaaaaaaaaaaaa",
|
| 445 |
+
"iat": 1691672844,
|
| 446 |
+
"exp": 1691676444,
|
| 447 |
+
"iss": "https://huggingface.co",
|
| 448 |
+
},
|
| 449 |
+
}
|
| 450 |
+
|
| 451 |
+
|
| 452 |
+
def _get_oauth_uris(route_prefix: str = "/") -> tuple[str, str, str]:
|
| 453 |
+
route_prefix = route_prefix.strip("/")
|
| 454 |
+
if route_prefix:
|
| 455 |
+
route_prefix = f"/{route_prefix}"
|
| 456 |
+
return (
|
| 457 |
+
f"{route_prefix}/oauth/huggingface/login",
|
| 458 |
+
f"{route_prefix}/oauth/huggingface/callback",
|
| 459 |
+
f"{route_prefix}/oauth/huggingface/logout",
|
| 460 |
+
)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_oidc.py
ADDED
|
@@ -0,0 +1,163 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Keyless CI/CD authentication via OIDC token exchange ("Trusted Publishers").
|
| 15 |
+
|
| 16 |
+
A CI job proves its identity to the Hub with a short-lived OIDC id token minted by its CI
|
| 17 |
+
provider (e.g. GitHub Actions), then exchanges it at ``POST {ENDPOINT}/oauth/token`` (RFC 8693)
|
| 18 |
+
for a short-lived Hugging Face token — no long-lived ``HF_TOKEN`` secret to store.
|
| 19 |
+
|
| 20 |
+
This module is self-contained: it only handles minting the provider id token and the exchange.
|
| 21 |
+
It deliberately does not register a public API or a CLI verb; the integration point is the token
|
| 22 |
+
resolution in ``utils/_auth.py`` (see ``_get_token_from_oidc``).
|
| 23 |
+
|
| 24 |
+
Docs: https://huggingface.co/docs/hub/trusted-publishers
|
| 25 |
+
"""
|
| 26 |
+
|
| 27 |
+
import os
|
| 28 |
+
from enum import Enum
|
| 29 |
+
|
| 30 |
+
from . import constants
|
| 31 |
+
from .errors import OIDCError
|
| 32 |
+
from .utils import get_session, hf_raise_for_status
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
# RFC 8693 token-exchange grant + id-token subject type (see trusted-publishers docs).
|
| 36 |
+
_TOKEN_EXCHANGE_GRANT_TYPE = "urn:ietf:params:oauth:grant-type:token-exchange"
|
| 37 |
+
_ID_TOKEN_TYPE = "urn:ietf:params:oauth:token-type:id_token"
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
class Provider(str, Enum):
|
| 41 |
+
"""CI providers that can mint an OIDC id token natively. GitHub Actions only for now."""
|
| 42 |
+
|
| 43 |
+
GITHUB = "github"
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
def detect_provider() -> Provider | None:
|
| 47 |
+
"""Detect the CI provider able to mint an OIDC id token, or `None` if not in a supported CI."""
|
| 48 |
+
if os.environ.get("GITHUB_ACTIONS") == "true":
|
| 49 |
+
return Provider.GITHUB
|
| 50 |
+
return None
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
def _get_github_oidc_token(audience: str) -> str:
|
| 54 |
+
"""Mint an OIDC id token from the GitHub Actions runtime.
|
| 55 |
+
|
| 56 |
+
Relies on the `ACTIONS_ID_TOKEN_REQUEST_URL` / `ACTIONS_ID_TOKEN_REQUEST_TOKEN` env vars,
|
| 57 |
+
which GitHub only injects when the job declares `permissions: id-token: write`.
|
| 58 |
+
"""
|
| 59 |
+
request_url = os.environ.get("ACTIONS_ID_TOKEN_REQUEST_URL")
|
| 60 |
+
request_token = os.environ.get("ACTIONS_ID_TOKEN_REQUEST_TOKEN")
|
| 61 |
+
if not request_url or not request_token:
|
| 62 |
+
raise OIDCError(
|
| 63 |
+
"Cannot request an OIDC id token from GitHub Actions. Make sure the workflow job sets "
|
| 64 |
+
"`permissions: id-token: write`. See "
|
| 65 |
+
"https://docs.github.com/en/actions/deployment/security-hardening-your-deployments/about-security-hardening-with-openid-connect"
|
| 66 |
+
)
|
| 67 |
+
response = get_session().get(
|
| 68 |
+
request_url,
|
| 69 |
+
params={"audience": audience},
|
| 70 |
+
headers={"Authorization": f"Bearer {request_token}"},
|
| 71 |
+
)
|
| 72 |
+
hf_raise_for_status(response)
|
| 73 |
+
return response.json()["value"]
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
def get_oidc_token(*, provider: Provider | str | None = None, audience: str | None = None) -> str:
|
| 77 |
+
"""Mint a raw OIDC id token (JWT) from the current CI provider.
|
| 78 |
+
|
| 79 |
+
Args:
|
| 80 |
+
provider (`str`, *optional*):
|
| 81 |
+
CI provider to use. Auto-detected from the environment when omitted.
|
| 82 |
+
audience (`str`, *optional*):
|
| 83 |
+
The `aud` claim to request. Defaults to `constants.ENDPOINT` so it matches the endpoint
|
| 84 |
+
that validates it (respects `HF_ENDPOINT`/staging).
|
| 85 |
+
|
| 86 |
+
Returns:
|
| 87 |
+
`str`: The raw id token (JWT) to pass to [`exchange_oidc_token`].
|
| 88 |
+
"""
|
| 89 |
+
audience = audience or constants.ENDPOINT
|
| 90 |
+
provider = provider or detect_provider()
|
| 91 |
+
supported = ", ".join(p.value for p in Provider)
|
| 92 |
+
if provider is None:
|
| 93 |
+
raise OIDCError(f"No supported CI OIDC provider detected. Trusted Publishers currently supports: {supported}.")
|
| 94 |
+
if provider == Provider.GITHUB:
|
| 95 |
+
return _get_github_oidc_token(audience)
|
| 96 |
+
raise NotImplementedError(f"OIDC provider '{provider}' is not supported yet. Supported: {supported}.")
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
def exchange_oidc_token(*, subject_token: str, resource: str, endpoint: str | None = None) -> dict:
|
| 100 |
+
"""Exchange a CI OIDC id token for a short-lived Hugging Face token (RFC 8693).
|
| 101 |
+
|
| 102 |
+
Args:
|
| 103 |
+
subject_token (`str`):
|
| 104 |
+
The raw OIDC id token (JWT) from the CI provider. Its `aud` claim must be the Hub URL.
|
| 105 |
+
resource (`str`):
|
| 106 |
+
What to scope the token to: a Hub repo (`namespace/name`, `datasets/namespace/name`,
|
| 107 |
+
`spaces/namespace/name`, `kernels/namespace/name`) for a write token, or a bare Hub
|
| 108 |
+
username for a read-only `gated-repos` token.
|
| 109 |
+
endpoint (`str`, *optional*):
|
| 110 |
+
Hub endpoint. Defaults to `constants.ENDPOINT` (respects `HF_ENDPOINT`/staging).
|
| 111 |
+
|
| 112 |
+
Returns:
|
| 113 |
+
`dict`: The token-exchange response, e.g.
|
| 114 |
+
`{"access_token": "hf_jwt_…", "token_type": "bearer", "expires_in": 3600, ...}`.
|
| 115 |
+
"""
|
| 116 |
+
response = get_session().post(
|
| 117 |
+
f"{endpoint or constants.ENDPOINT}/oauth/token",
|
| 118 |
+
json={
|
| 119 |
+
"grant_type": _TOKEN_EXCHANGE_GRANT_TYPE,
|
| 120 |
+
"subject_token_type": _ID_TOKEN_TYPE,
|
| 121 |
+
"subject_token": subject_token,
|
| 122 |
+
"resource": resource,
|
| 123 |
+
},
|
| 124 |
+
)
|
| 125 |
+
hf_raise_for_status(response)
|
| 126 |
+
return response.json()
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
def oidc_login(
|
| 130 |
+
*,
|
| 131 |
+
resource: str,
|
| 132 |
+
subject_token: str | None = None,
|
| 133 |
+
provider: Provider | str | None = None,
|
| 134 |
+
audience: str | None = None,
|
| 135 |
+
endpoint: str | None = None,
|
| 136 |
+
) -> dict:
|
| 137 |
+
"""Mint a CI OIDC id token and exchange it for a Hugging Face token.
|
| 138 |
+
|
| 139 |
+
Convenience wrapper around [`get_oidc_token`] + [`exchange_oidc_token`]. Returns the raw
|
| 140 |
+
exchange response (it does not persist anything — the caller decides what to do with the token).
|
| 141 |
+
|
| 142 |
+
Args:
|
| 143 |
+
resource (`str`):
|
| 144 |
+
Repo or username to scope the token to. See [`exchange_oidc_token`].
|
| 145 |
+
subject_token (`str`, *optional*):
|
| 146 |
+
A pre-minted OIDC id token to exchange directly. Use this for CI providers not yet
|
| 147 |
+
supported natively (e.g. GitLab): mint the id token in your job and pass it here. When
|
| 148 |
+
omitted, the token is minted from the detected `provider`.
|
| 149 |
+
provider (`str`, *optional*):
|
| 150 |
+
CI provider. Auto-detected when omitted. Ignored when `subject_token` is provided.
|
| 151 |
+
audience (`str`, *optional*):
|
| 152 |
+
The `aud` claim to request. Defaults to the resolved `endpoint`, so it matches the
|
| 153 |
+
endpoint that validates it.
|
| 154 |
+
endpoint (`str`, *optional*):
|
| 155 |
+
Hub endpoint. Defaults to `constants.ENDPOINT`.
|
| 156 |
+
|
| 157 |
+
Returns:
|
| 158 |
+
`dict`: The token-exchange response (`access_token`, `token_type`, `expires_in`, ...).
|
| 159 |
+
"""
|
| 160 |
+
endpoint = endpoint or constants.ENDPOINT
|
| 161 |
+
if subject_token is None:
|
| 162 |
+
subject_token = get_oidc_token(provider=provider, audience=audience or endpoint)
|
| 163 |
+
return exchange_oidc_token(subject_token=subject_token, resource=resource, endpoint=endpoint)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_sandbox.py
ADDED
|
@@ -0,0 +1,1764 @@
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|
| 1 |
+
# coding=utf-8
|
| 2 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 3 |
+
#
|
| 4 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 5 |
+
# you may not use this file except in compliance with the License.
|
| 6 |
+
# You may obtain a copy of the License at
|
| 7 |
+
#
|
| 8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 9 |
+
#
|
| 10 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 12 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 13 |
+
# See the License for the specific language governing permissions and
|
| 14 |
+
# limitations under the License.
|
| 15 |
+
import hashlib
|
| 16 |
+
import hmac
|
| 17 |
+
import json
|
| 18 |
+
import threading
|
| 19 |
+
import time
|
| 20 |
+
from concurrent.futures import ThreadPoolExecutor
|
| 21 |
+
from contextlib import contextmanager
|
| 22 |
+
from dataclasses import dataclass, field
|
| 23 |
+
from pathlib import Path
|
| 24 |
+
from secrets import token_hex
|
| 25 |
+
from typing import Any, BinaryIO, Callable, Iterator, List, Literal, overload
|
| 26 |
+
|
| 27 |
+
import httpx
|
| 28 |
+
|
| 29 |
+
from . import constants
|
| 30 |
+
from ._sandbox_cache import (
|
| 31 |
+
CachedHost,
|
| 32 |
+
delete_pool_cache,
|
| 33 |
+
read_pool_cache,
|
| 34 |
+
save_pool_cache,
|
| 35 |
+
)
|
| 36 |
+
from ._space_api import Volume
|
| 37 |
+
from .errors import HfHubHTTPError, SandboxCommandError, SandboxError
|
| 38 |
+
from .hf_api import HfApi, JobInfo
|
| 39 |
+
from .utils import get_token, logging
|
| 40 |
+
from .utils._parsing import parse_duration
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
logger = logging.get_logger(__name__)
|
| 44 |
+
|
| 45 |
+
# Port the sandbox server listens on inside the job. Deliberately uncommon so that typical user ports stay free.
|
| 46 |
+
SANDBOX_SERVER_PORT = 49983
|
| 47 |
+
|
| 48 |
+
# Stable marker present on every sandbox job to ease filtering
|
| 49 |
+
SANDBOX_LABEL = "hf-sandbox"
|
| 50 |
+
# Sandbox mode: "dedicated" or "pool" to ease filtering
|
| 51 |
+
MODE_LABEL = "hf-sandbox-mode"
|
| 52 |
+
MODE_DEDICATED = "dedicated"
|
| 53 |
+
MODE_POOL = "pool"
|
| 54 |
+
# Pool name, to scope host reuse to a named group (see SandboxPool(name=...)). Present on pool
|
| 55 |
+
# host jobs only. Pool config (capacity, idle timeout) lives in the host's env vars, read via
|
| 56 |
+
# inspect_job — labels are kept for filtering/grouping only.
|
| 57 |
+
POOL_LABEL = "hf-sandbox-pool"
|
| 58 |
+
# Per-job public nonce the sandbox token is derived from (see _derive_sandbox_token), so
|
| 59 |
+
# `Sandbox.connect(id)` can recompute the token from any machine with no local state.
|
| 60 |
+
NONCE_LABEL = "hf-sandbox-nonce"
|
| 61 |
+
|
| 62 |
+
DEFAULT_IMAGE = "python:3.12"
|
| 63 |
+
|
| 64 |
+
DEFAULT_IDLE_TIMEOUT = 10 * 60 # 10 minutes
|
| 65 |
+
SANDBOX_MAX_LIFETIME = "24h"
|
| 66 |
+
|
| 67 |
+
DEFAULT_SANDBOXES_PER_HOST = 50
|
| 68 |
+
|
| 69 |
+
SHARED_ID_SEP = "."
|
| 70 |
+
|
| 71 |
+
# Job stages in which a sandbox/host is finished and needs no teardown.
|
| 72 |
+
_TERMINAL_STAGES = ("COMPLETED", "ERROR", "DELETED", "CANCELED")
|
| 73 |
+
|
| 74 |
+
# Safety bound on create()'s pack-retry loop
|
| 75 |
+
_MAX_PACK_ROUNDS = 8
|
| 76 |
+
|
| 77 |
+
# hf-mount path where the server bucket is mounted on every sandbox job
|
| 78 |
+
_SERVER_MOUNT_PATH = "/.hf-sbx-server"
|
| 79 |
+
|
| 80 |
+
# Job startup script (needs only /bin/sh)
|
| 81 |
+
_BOOTSTRAP_DOWNLOAD = """\
|
| 82 |
+
set -e
|
| 83 |
+
d=/tmp/.sbx-server
|
| 84 |
+
if command -v wget >/dev/null 2>&1; then wget -q --header "Authorization: Bearer $SBX_DL_TOKEN" -O "$d" "$SBX_SERVER_URL"
|
| 85 |
+
elif command -v curl >/dev/null 2>&1; then curl -fsSL -H "Authorization: Bearer $SBX_DL_TOKEN" -o "$d" "$SBX_SERVER_URL"
|
| 86 |
+
else cp "$SBX_SERVER_MOUNT/sbx-server" "$d"; fi
|
| 87 |
+
chmod +x "$d"
|
| 88 |
+
unset SBX_DL_TOKEN SBX_SERVER_URL SBX_SERVER_MOUNT
|
| 89 |
+
exec "$d"
|
| 90 |
+
"""
|
| 91 |
+
|
| 92 |
+
|
| 93 |
+
def _derive_sandbox_token(hf_token: str, nonce: str) -> str:
|
| 94 |
+
"""Derive the per-sandbox auth token from the user's HF token and the sandbox nonce.
|
| 95 |
+
|
| 96 |
+
Stateless: any machine holding the same HF token can recompute it from the
|
| 97 |
+
nonce stored in the job's labels, so `Sandbox.connect(job_id)` needs no local state.
|
| 98 |
+
The HF token itself is never sent to the sandbox.
|
| 99 |
+
"""
|
| 100 |
+
return hmac.new(hf_token.encode(), f"hf-sandbox:{nonce}".encode(), hashlib.sha256).hexdigest()
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
def _duration_to_secs(duration: int | float | str) -> int:
|
| 104 |
+
"""Parse a duration like 300, "300s", "10m", "2h", "1d" into seconds."""
|
| 105 |
+
if isinstance(duration, (int, float)):
|
| 106 |
+
return int(duration)
|
| 107 |
+
return parse_duration(duration)
|
| 108 |
+
|
| 109 |
+
|
| 110 |
+
@dataclass
|
| 111 |
+
class SandboxCommandResult:
|
| 112 |
+
"""Result of a command executed in a sandbox with [`Sandbox.run`]."""
|
| 113 |
+
|
| 114 |
+
exit_code: int | None
|
| 115 |
+
stdout: str
|
| 116 |
+
stderr: str
|
| 117 |
+
signal: int | None = None
|
| 118 |
+
timed_out: bool = False
|
| 119 |
+
duration_ms: int = 0
|
| 120 |
+
|
| 121 |
+
@property
|
| 122 |
+
def ok(self) -> bool:
|
| 123 |
+
return self.exit_code == 0
|
| 124 |
+
|
| 125 |
+
def __repr__(self) -> str:
|
| 126 |
+
out = self.stdout if len(self.stdout) <= 80 else self.stdout[:77] + "..."
|
| 127 |
+
return f"SandboxCommandResult(exit_code={self.exit_code}, stdout={out!r}, duration_ms={self.duration_ms})"
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
@dataclass
|
| 131 |
+
class SandboxProcess:
|
| 132 |
+
"""A background process started in a sandbox with [`Sandbox.run`]`(..., background=True)`.
|
| 133 |
+
|
| 134 |
+
List a sandbox's processes with [`Sandbox.processes`] and stop one with [`SandboxProcess.kill`].
|
| 135 |
+
Completed processes stay in the listing until the sandbox is deleted, so `running` and
|
| 136 |
+
`exit_code` tell whether a process is still alive or already exited (as of when it was listed).
|
| 137 |
+
"""
|
| 138 |
+
|
| 139 |
+
pid: int
|
| 140 |
+
cmd: str | List[str]
|
| 141 |
+
# Back-reference to the sandbox, used by `kill()`. Excluded from repr/eq so a process
|
| 142 |
+
# stays a plain data object (and two with the same pid compare equal).
|
| 143 |
+
_sandbox: "Sandbox" = field(repr=False, compare=False)
|
| 144 |
+
tag: str | None = None
|
| 145 |
+
started_at_ms: int | None = None
|
| 146 |
+
running: bool = True
|
| 147 |
+
exit_code: int | None = None
|
| 148 |
+
|
| 149 |
+
def kill(self) -> None:
|
| 150 |
+
"""Terminate the background process (idempotent server-side)."""
|
| 151 |
+
self._sandbox._request("DELETE", f"/processes/{self.pid}")
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
@dataclass
|
| 155 |
+
class FileEntry:
|
| 156 |
+
"""A file or directory inside a sandbox."""
|
| 157 |
+
|
| 158 |
+
name: str
|
| 159 |
+
path: str
|
| 160 |
+
type: Literal["file", "dir", "symlink"]
|
| 161 |
+
size: int
|
| 162 |
+
mtime_ms: int | None = None
|
| 163 |
+
mode: str = ""
|
| 164 |
+
|
| 165 |
+
|
| 166 |
+
class SandboxFiles:
|
| 167 |
+
"""Filesystem operations inside a sandbox, available as [`Sandbox.files`].
|
| 168 |
+
|
| 169 |
+
In shared (pool) mode, paths are rooted at the sandbox's private home — the
|
| 170 |
+
only place its code can write — so a leading `/` is taken relative to that
|
| 171 |
+
home. In dedicated mode, paths are absolute on the container filesystem.
|
| 172 |
+
"""
|
| 173 |
+
|
| 174 |
+
# Above this size, transfers are split into ranged requests over parallel
|
| 175 |
+
# connections: a single TCP stream through the jobs proxy is limited by the
|
| 176 |
+
# bandwidth-delay product (~2 MiB/s at ~100ms RTT); parallel streams scale it.
|
| 177 |
+
PARALLEL_THRESHOLD = 2 * 1024 * 1024
|
| 178 |
+
PARALLEL_CHUNK_SIZE = 1 * 1024 * 1024
|
| 179 |
+
PARALLEL_MAX_WORKERS = 16
|
| 180 |
+
|
| 181 |
+
def __init__(self, sandbox: "Sandbox") -> None:
|
| 182 |
+
self._sandbox = sandbox
|
| 183 |
+
|
| 184 |
+
def read(self, path: str) -> bytes:
|
| 185 |
+
"""Read a file from the sandbox and return its content as bytes."""
|
| 186 |
+
size = self.stat(path).size
|
| 187 |
+
if size > self.PARALLEL_THRESHOLD:
|
| 188 |
+
return b"".join(self._read_ranges(path, size))
|
| 189 |
+
response = self._sandbox._request("GET", "/files/read", params={"path": path})
|
| 190 |
+
return response.content
|
| 191 |
+
|
| 192 |
+
def read_text(self, path: str, encoding: str = "utf-8") -> str:
|
| 193 |
+
"""Read a file from the sandbox and return its content as a string."""
|
| 194 |
+
return self.read(path).decode(encoding)
|
| 195 |
+
|
| 196 |
+
def write(self, path: str, data: str | bytes | BinaryIO, mode: str | None = None) -> None:
|
| 197 |
+
"""Write content to a file in the sandbox (parent directories are created)."""
|
| 198 |
+
if isinstance(data, str):
|
| 199 |
+
data = data.encode()
|
| 200 |
+
elif not isinstance(data, bytes):
|
| 201 |
+
data = data.read() # binary file object
|
| 202 |
+
if len(data) > self.PARALLEL_THRESHOLD:
|
| 203 |
+
self._write_ranges(path, data, mode)
|
| 204 |
+
return
|
| 205 |
+
params = {"path": path}
|
| 206 |
+
if mode is not None:
|
| 207 |
+
params["mode"] = mode
|
| 208 |
+
self._sandbox._request("PUT", "/files/write", params=params, content=data)
|
| 209 |
+
|
| 210 |
+
def upload(self, local_path: str | Path, path: str, mode: str | None = None) -> None:
|
| 211 |
+
"""Upload a local file to the sandbox."""
|
| 212 |
+
size = Path(local_path).stat().st_size
|
| 213 |
+
if size > self.PARALLEL_THRESHOLD:
|
| 214 |
+
self._write_ranges(path, Path(local_path).read_bytes(), mode)
|
| 215 |
+
return
|
| 216 |
+
with open(local_path, "rb") as f:
|
| 217 |
+
self.write(path, f, mode=mode)
|
| 218 |
+
|
| 219 |
+
def download(self, path: str, local_path: str | Path) -> None:
|
| 220 |
+
"""Download a file from the sandbox."""
|
| 221 |
+
size = self.stat(path).size
|
| 222 |
+
if size > self.PARALLEL_THRESHOLD:
|
| 223 |
+
with open(local_path, "wb") as f:
|
| 224 |
+
for part in self._read_ranges(path, size):
|
| 225 |
+
f.write(part)
|
| 226 |
+
return
|
| 227 |
+
with self._sandbox._stream("GET", "/files/read", params={"path": path}) as response:
|
| 228 |
+
with open(local_path, "wb") as f:
|
| 229 |
+
for chunk in response.iter_bytes(chunk_size=1024 * 1024):
|
| 230 |
+
f.write(chunk)
|
| 231 |
+
|
| 232 |
+
def _ranges(self, size: int) -> List[tuple[int, int]]:
|
| 233 |
+
chunk = self.PARALLEL_CHUNK_SIZE
|
| 234 |
+
return [(offset, min(chunk, size - offset)) for offset in range(0, size, chunk)]
|
| 235 |
+
|
| 236 |
+
def _parallel(self, items: List[Any], fn: Callable[[Any], Any]) -> List[Any]:
|
| 237 |
+
"""Run `fn(item)` over items concurrently.
|
| 238 |
+
|
| 239 |
+
All workers share the sandbox's `httpx.Client`, which is thread-safe and pools
|
| 240 |
+
connections, so parallel transfers fan out over several streams at once.
|
| 241 |
+
"""
|
| 242 |
+
workers = min(self.PARALLEL_MAX_WORKERS, len(items))
|
| 243 |
+
with ThreadPoolExecutor(workers) as executor:
|
| 244 |
+
return list(executor.map(fn, items))
|
| 245 |
+
|
| 246 |
+
def _read_ranges(self, path: str, size: int) -> List[bytes]:
|
| 247 |
+
def fetch(rng: tuple[int, int]) -> bytes:
|
| 248 |
+
offset, length = rng
|
| 249 |
+
response = self._sandbox._request(
|
| 250 |
+
"GET", "/files/read", params={"path": path, "offset": offset, "length": length}
|
| 251 |
+
)
|
| 252 |
+
return response.content
|
| 253 |
+
|
| 254 |
+
return self._parallel(self._ranges(size), fetch)
|
| 255 |
+
|
| 256 |
+
def _write_ranges(self, path: str, data: bytes, mode: str | None) -> None:
|
| 257 |
+
def push(rng: tuple[int, int]) -> None:
|
| 258 |
+
offset, length = rng
|
| 259 |
+
params: dict[str, Any] = {"path": path, "offset": offset}
|
| 260 |
+
if mode is not None:
|
| 261 |
+
params["mode"] = mode
|
| 262 |
+
self._sandbox._request("PUT", "/files/write", params=params, content=data[offset : offset + length])
|
| 263 |
+
|
| 264 |
+
self._parallel(self._ranges(len(data)), push)
|
| 265 |
+
|
| 266 |
+
def list(self, path: str) -> List[FileEntry]:
|
| 267 |
+
"""List a directory in the sandbox."""
|
| 268 |
+
response = self._sandbox._request("GET", "/files/list", params={"path": path})
|
| 269 |
+
return [FileEntry(**entry) for entry in response.json()["entries"]]
|
| 270 |
+
|
| 271 |
+
def stat(self, path: str) -> FileEntry:
|
| 272 |
+
"""Get metadata of a file or directory in the sandbox."""
|
| 273 |
+
response = self._sandbox._request("GET", "/files/stat", params={"path": path})
|
| 274 |
+
return FileEntry(**response.json())
|
| 275 |
+
|
| 276 |
+
def exists(self, path: str) -> bool:
|
| 277 |
+
"""Check whether a path exists in the sandbox."""
|
| 278 |
+
try:
|
| 279 |
+
self.stat(path)
|
| 280 |
+
return True
|
| 281 |
+
except SandboxError as e:
|
| 282 |
+
if e.status_code == 404:
|
| 283 |
+
return False
|
| 284 |
+
raise # network/auth/server errors must not be silently reported as "missing"
|
| 285 |
+
|
| 286 |
+
def delete(self, path: str, recursive: bool = False) -> None:
|
| 287 |
+
"""Delete a file or directory in the sandbox."""
|
| 288 |
+
params = {"path": path}
|
| 289 |
+
if recursive:
|
| 290 |
+
params["recursive"] = "1"
|
| 291 |
+
self._sandbox._request("DELETE", "/files/delete", params=params)
|
| 292 |
+
|
| 293 |
+
def mkdir(self, path: str) -> None:
|
| 294 |
+
"""Create a directory (and parents) in the sandbox."""
|
| 295 |
+
self._sandbox._request("POST", "/files/mkdir", params={"path": path})
|
| 296 |
+
|
| 297 |
+
|
| 298 |
+
def _exec_payload(cmd: str | List[str], shell: bool | None) -> dict[str, Any]:
|
| 299 |
+
"""Build the `cmd`/`shell` part of an `/exec` payload, validating their consistency."""
|
| 300 |
+
if shell is True and not isinstance(cmd, str):
|
| 301 |
+
raise ValueError("shell=True requires `cmd` to be a shell command string, not a list.")
|
| 302 |
+
if shell is False and isinstance(cmd, str):
|
| 303 |
+
raise ValueError("shell=False requires `cmd` to be an argv list (e.g. ['echo', 'hi']), not a string.")
|
| 304 |
+
payload: dict[str, Any] = {"cmd": cmd}
|
| 305 |
+
if shell is not None:
|
| 306 |
+
payload["shell"] = shell
|
| 307 |
+
return payload
|
| 308 |
+
|
| 309 |
+
|
| 310 |
+
def _iter_events(response: httpx.Response) -> Iterator[dict]:
|
| 311 |
+
"""Iterate NDJSON events from a streaming response, skipping keepalive pings."""
|
| 312 |
+
for line in response.iter_lines():
|
| 313 |
+
if not line:
|
| 314 |
+
continue
|
| 315 |
+
event = json.loads(line)
|
| 316 |
+
if event.get("event") != "ping":
|
| 317 |
+
yield event
|
| 318 |
+
|
| 319 |
+
|
| 320 |
+
def _raise_for_status(response: httpx.Response) -> None:
|
| 321 |
+
"""Read the error body and raise a SandboxError (works for streaming responses too)."""
|
| 322 |
+
response.read() # no-op for buffered responses, reads the body for streaming ones
|
| 323 |
+
try:
|
| 324 |
+
message = response.json()["error"]
|
| 325 |
+
except Exception:
|
| 326 |
+
message = response.text[:500]
|
| 327 |
+
raise SandboxError(f"Sandbox API error ({response.status_code}): {message}", status_code=response.status_code)
|
| 328 |
+
|
| 329 |
+
|
| 330 |
+
class _SandboxServer:
|
| 331 |
+
"""HTTP transport to one `sbx-server` instance — a dedicated job or a shared host.
|
| 332 |
+
|
| 333 |
+
Owns the `httpx.Client`, the base URL and the auth headers.
|
| 334 |
+
In dedicated mode a server is paired 1:1 with its [`Sandbox`
|
| 335 |
+
In pool mode one server (one host job) is shared by many sandboxes, and `live`/`capacity` track packing.
|
| 336 |
+
"""
|
| 337 |
+
|
| 338 |
+
def __init__(
|
| 339 |
+
self,
|
| 340 |
+
*,
|
| 341 |
+
job_id: str,
|
| 342 |
+
owner: str,
|
| 343 |
+
image: str | None,
|
| 344 |
+
base_url: str,
|
| 345 |
+
nonce: str,
|
| 346 |
+
sandbox_token: str,
|
| 347 |
+
api: HfApi,
|
| 348 |
+
max_connections: int = 10,
|
| 349 |
+
capacity: int = 0,
|
| 350 |
+
) -> None:
|
| 351 |
+
self.job_id = job_id
|
| 352 |
+
self.owner = owner
|
| 353 |
+
self._image = image
|
| 354 |
+
self.base_url = base_url
|
| 355 |
+
# Public nonce the sandbox token is derived from; kept so a host can be persisted
|
| 356 |
+
# to (and rebuilt from) the pool cache without re-reading the job labels.
|
| 357 |
+
self.nonce = nonce
|
| 358 |
+
self._api = api
|
| 359 |
+
self._auth_token = _effective_token(api)
|
| 360 |
+
self._sandbox_token = sandbox_token
|
| 361 |
+
# Packing bookkeeping (shared mode only).
|
| 362 |
+
self.capacity = capacity
|
| 363 |
+
self.live = 0
|
| 364 |
+
# False only for hosts rebuilt from the (best-effort) pool cache: their job may
|
| 365 |
+
# be gone, so the first failed request drops them instead of failing the create.
|
| 366 |
+
self.verified = True
|
| 367 |
+
# httpx.Client is thread-safe, so a single client serves both sequential requests
|
| 368 |
+
# and the concurrent workers used for parallel file transfers / many sandboxes.
|
| 369 |
+
self._client = httpx.Client(
|
| 370 |
+
headers={
|
| 371 |
+
"Authorization": f"Bearer {self._auth_token}",
|
| 372 |
+
"X-Sandbox-Token": sandbox_token,
|
| 373 |
+
},
|
| 374 |
+
limits=httpx.Limits(max_connections=max_connections, max_keepalive_connections=max_connections),
|
| 375 |
+
follow_redirects=True,
|
| 376 |
+
)
|
| 377 |
+
|
| 378 |
+
@classmethod
|
| 379 |
+
def from_job(
|
| 380 |
+
cls,
|
| 381 |
+
*,
|
| 382 |
+
job: JobInfo,
|
| 383 |
+
nonce: str,
|
| 384 |
+
sandbox_token: str,
|
| 385 |
+
api: HfApi,
|
| 386 |
+
max_connections: int = 10,
|
| 387 |
+
capacity: int = 0,
|
| 388 |
+
) -> "_SandboxServer":
|
| 389 |
+
"""Build a server from a freshly fetched job (reads its exposed server URL)."""
|
| 390 |
+
return cls(
|
| 391 |
+
job_id=job.id,
|
| 392 |
+
owner=job.owner.name,
|
| 393 |
+
image=job.docker_image or job.space_id,
|
| 394 |
+
base_url=_find_server_url(job),
|
| 395 |
+
nonce=nonce,
|
| 396 |
+
sandbox_token=sandbox_token,
|
| 397 |
+
api=api,
|
| 398 |
+
max_connections=max_connections,
|
| 399 |
+
capacity=capacity,
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
@property
|
| 403 |
+
def image(self) -> str | None:
|
| 404 |
+
return self._image
|
| 405 |
+
|
| 406 |
+
def request(self, method: str, path: str, **kwargs) -> httpx.Response:
|
| 407 |
+
"""Request to the in-job server. Raises SandboxError on API errors."""
|
| 408 |
+
timeout = kwargs.pop("timeout", httpx.Timeout(60.0, connect=10.0))
|
| 409 |
+
response = self._client.request(method, self.base_url + path, timeout=timeout, **kwargs)
|
| 410 |
+
if response.status_code >= 400:
|
| 411 |
+
_raise_for_status(response)
|
| 412 |
+
return response
|
| 413 |
+
|
| 414 |
+
@contextmanager
|
| 415 |
+
def stream(self, method: str, path: str, **kwargs) -> Iterator[httpx.Response]:
|
| 416 |
+
"""Streaming request to the in-job server. Raises SandboxError on API errors."""
|
| 417 |
+
timeout = kwargs.pop("timeout", httpx.Timeout(70.0, connect=10.0)) # server pings every 15s
|
| 418 |
+
with self._client.stream(method, self.base_url + path, timeout=timeout, **kwargs) as response:
|
| 419 |
+
if response.status_code >= 400:
|
| 420 |
+
_raise_for_status(response)
|
| 421 |
+
yield response
|
| 422 |
+
|
| 423 |
+
def close(self) -> None:
|
| 424 |
+
self._client.close()
|
| 425 |
+
|
| 426 |
+
def cancel_job(self) -> None:
|
| 427 |
+
self._api.cancel_job(job_id=self.job_id, namespace=self.owner)
|
| 428 |
+
|
| 429 |
+
def wait_ready(self, start_timeout: float) -> None:
|
| 430 |
+
"""Poll /health until the server answers; fail fast (with logs) if the job dies."""
|
| 431 |
+
deadline = time.time() + start_timeout
|
| 432 |
+
last_job_check = 0.0
|
| 433 |
+
while time.time() < deadline:
|
| 434 |
+
try:
|
| 435 |
+
response = self._client.get(self.base_url + "/health", timeout=httpx.Timeout(5.0))
|
| 436 |
+
if response.status_code == 200:
|
| 437 |
+
return
|
| 438 |
+
except httpx.RequestError:
|
| 439 |
+
pass
|
| 440 |
+
if time.time() - last_job_check > 2.0:
|
| 441 |
+
last_job_check = time.time()
|
| 442 |
+
job = self._api.inspect_job(job_id=self.job_id, namespace=self.owner)
|
| 443 |
+
if job.status.stage in _TERMINAL_STAGES:
|
| 444 |
+
logs = _tail_job_logs(self._api, self.job_id, namespace=self.owner)
|
| 445 |
+
raise SandboxError(
|
| 446 |
+
f"Sandbox job {self.job_id} terminated during startup "
|
| 447 |
+
f"(status: {job.status.stage}, message: {job.status.message}).{logs}"
|
| 448 |
+
)
|
| 449 |
+
time.sleep(0.15)
|
| 450 |
+
raise SandboxError(f"Sandbox job {self.job_id} did not become ready within {start_timeout:.0f}s.")
|
| 451 |
+
|
| 452 |
+
|
| 453 |
+
class _KillMethod:
|
| 454 |
+
"""Lets `kill` work both as a classmethod and an instance method."""
|
| 455 |
+
|
| 456 |
+
@overload
|
| 457 |
+
def __get__(self, instance: None, owner: type) -> Callable[..., None]: ...
|
| 458 |
+
@overload
|
| 459 |
+
def __get__(self, instance: "Sandbox", owner: type) -> Callable[[], None]: ...
|
| 460 |
+
def __get__(self, instance: "Sandbox | None", owner: type) -> Callable[..., None]:
|
| 461 |
+
if instance is not None:
|
| 462 |
+
return instance._kill
|
| 463 |
+
|
| 464 |
+
def kill(sandbox_id: str, *, namespace: str | None = None, token: str | None = None) -> None:
|
| 465 |
+
owner.connect(sandbox_id, namespace=namespace, token=token).kill() # type: ignore[attr-defined]
|
| 466 |
+
|
| 467 |
+
return kill
|
| 468 |
+
|
| 469 |
+
|
| 470 |
+
class Sandbox:
|
| 471 |
+
"""An isolated cloud machine running on Hugging Face Jobs.
|
| 472 |
+
|
| 473 |
+
Create a dedicated one with [`Sandbox.create`] (one job per sandbox), or get many cheap shared ones from a [`SandboxPool`].
|
| 474 |
+
Reattach to a running sandbox from anywhere with [`Sandbox.connect`]. Use as a context manager to terminate it on exit:
|
| 475 |
+
|
| 476 |
+
```python
|
| 477 |
+
>>> from huggingface_hub import Sandbox
|
| 478 |
+
>>> with Sandbox.create(image="python:3.12") as sbx:
|
| 479 |
+
... print(sbx.run("python --version").stdout)
|
| 480 |
+
```
|
| 481 |
+
"""
|
| 482 |
+
|
| 483 |
+
def __init__(
|
| 484 |
+
self,
|
| 485 |
+
*,
|
| 486 |
+
id: str,
|
| 487 |
+
server: _SandboxServer,
|
| 488 |
+
local_id: str | None,
|
| 489 |
+
owns_sandbox: bool,
|
| 490 |
+
owns_server: bool,
|
| 491 |
+
) -> None:
|
| 492 |
+
self.id = id
|
| 493 |
+
self._server = server
|
| 494 |
+
# None in dedicated mode; the host-local sandbox id in shared mode.
|
| 495 |
+
self._local_id = local_id
|
| 496 |
+
# Path prefix for all in-server operations: dedicated routes live under
|
| 497 |
+
# /v1/*, shared ones under /v1/sandboxes/<local_id>/*.
|
| 498 |
+
self._base_path = "/v1" if local_id is None else f"/v1/sandboxes/{local_id}"
|
| 499 |
+
# Whether exiting a `with` block terminates the sandbox (True for sandboxes
|
| 500 |
+
# we created, False for ones reattached via connect()).
|
| 501 |
+
self._owns_sandbox = owns_sandbox
|
| 502 |
+
# Whether closing/killing this sandbox also closes the HTTP client. False
|
| 503 |
+
# for pool sandboxes, whose client (the host) is owned by the pool.
|
| 504 |
+
self._owns_server = owns_server
|
| 505 |
+
# Set by SandboxPool to free a packing slot when a shared sandbox is killed.
|
| 506 |
+
self._on_kill: Callable[["Sandbox"], None] | None = None
|
| 507 |
+
self._killed = False
|
| 508 |
+
self.files = SandboxFiles(self)
|
| 509 |
+
|
| 510 |
+
# ------------------------------------------------------------------ lifecycle
|
| 511 |
+
|
| 512 |
+
@classmethod
|
| 513 |
+
def create(
|
| 514 |
+
cls,
|
| 515 |
+
image: str = DEFAULT_IMAGE,
|
| 516 |
+
*,
|
| 517 |
+
flavor: str = "cpu-basic",
|
| 518 |
+
idle_timeout: int | float | str | None = DEFAULT_IDLE_TIMEOUT,
|
| 519 |
+
env: dict[str, Any] | None = None,
|
| 520 |
+
secrets: dict[str, Any] | None = None,
|
| 521 |
+
volumes: List[Volume] | None = None,
|
| 522 |
+
namespace: str | None = None,
|
| 523 |
+
forward_hf_token: bool = False,
|
| 524 |
+
start_timeout: float = 120.0,
|
| 525 |
+
token: str | None = None,
|
| 526 |
+
) -> "Sandbox":
|
| 527 |
+
"""Create a dedicated sandbox (one HF Job) and block until it is ready (~7s on cpu-basic).
|
| 528 |
+
|
| 529 |
+
Each sandbox is a full isolated VM, so this is the right choice for GPU
|
| 530 |
+
workloads or untrusted code. To fan out many cheap CPU sandboxes instead, use
|
| 531 |
+
[`SandboxPool`].
|
| 532 |
+
|
| 533 |
+
The job runs with a fixed 24h maximum lifetime; `idle_timeout` is the real
|
| 534 |
+
keeper — an idle sandbox shuts itself down well before that.
|
| 535 |
+
|
| 536 |
+
Args:
|
| 537 |
+
image (`str`, *optional*, defaults to `"python:3.12"`):
|
| 538 |
+
Any Docker image with `/bin/sh` (Docker Hub or `hf.co/spaces/...`).
|
| 539 |
+
flavor (`str`, *optional*, defaults to `"cpu-basic"`):
|
| 540 |
+
Hardware flavor, e.g. `"cpu-basic"`, `"a10g-small"`. See `hf jobs hardware`.
|
| 541 |
+
idle_timeout (`int` or `float` or `str`, *optional*, defaults to `600`):
|
| 542 |
+
Auto-shutdown after this much inactivity (no API calls, no running
|
| 543 |
+
processes). Defaults to 10 minutes; pass `None` to disable.
|
| 544 |
+
env (`dict[str, Any]`, *optional*):
|
| 545 |
+
Environment variables available in the sandbox.
|
| 546 |
+
secrets (`dict[str, Any]`, *optional*):
|
| 547 |
+
Secret environment variables (encrypted server-side).
|
| 548 |
+
volumes (`List[Volume]`, *optional*):
|
| 549 |
+
HF repos/buckets to mount, see [`Volume`].
|
| 550 |
+
namespace (`str`, *optional*):
|
| 551 |
+
User or org namespace to run under (defaults to current user).
|
| 552 |
+
forward_hf_token (`bool`, *optional*, defaults to `False`):
|
| 553 |
+
If True, your HF token is injected as `HF_TOKEN` (opt-in).
|
| 554 |
+
start_timeout (`float`, *optional*, defaults to `120.0`):
|
| 555 |
+
Max seconds to wait for the sandbox to become ready.
|
| 556 |
+
token (`str`, *optional*):
|
| 557 |
+
HF token override.
|
| 558 |
+
|
| 559 |
+
The image only needs `/bin/sh`. The sandbox server is downloaded at startup with
|
| 560 |
+
`wget`/`curl` if available, otherwise read off an always-mounted server bucket (which
|
| 561 |
+
adds ~2-3s to cold start, so shipping `wget`/`curl` keeps it fast).
|
| 562 |
+
"""
|
| 563 |
+
api = HfApi(token=token)
|
| 564 |
+
hf_token = _effective_token(api)
|
| 565 |
+
nonce = token_hex(16)
|
| 566 |
+
sandbox_token = _derive_sandbox_token(hf_token, nonce)
|
| 567 |
+
|
| 568 |
+
command, job_env, job_secrets, job_volumes = _bootstrap_job_spec(
|
| 569 |
+
api,
|
| 570 |
+
hf_token,
|
| 571 |
+
env=env,
|
| 572 |
+
secrets=secrets,
|
| 573 |
+
volumes=volumes,
|
| 574 |
+
idle_timeout=idle_timeout,
|
| 575 |
+
forward_hf_token=forward_hf_token,
|
| 576 |
+
sandbox_token=sandbox_token,
|
| 577 |
+
)
|
| 578 |
+
|
| 579 |
+
job = api.run_job(
|
| 580 |
+
image=image,
|
| 581 |
+
command=command,
|
| 582 |
+
env=job_env,
|
| 583 |
+
secrets=job_secrets,
|
| 584 |
+
flavor=flavor,
|
| 585 |
+
timeout=SANDBOX_MAX_LIFETIME,
|
| 586 |
+
labels={SANDBOX_LABEL: "1", MODE_LABEL: MODE_DEDICATED, NONCE_LABEL: nonce},
|
| 587 |
+
volumes=job_volumes or None,
|
| 588 |
+
expose=[SANDBOX_SERVER_PORT],
|
| 589 |
+
namespace=namespace,
|
| 590 |
+
)
|
| 591 |
+
server: "_SandboxServer | None" = None
|
| 592 |
+
try:
|
| 593 |
+
server = _SandboxServer.from_job(
|
| 594 |
+
job=job,
|
| 595 |
+
nonce=nonce,
|
| 596 |
+
sandbox_token=sandbox_token,
|
| 597 |
+
api=api,
|
| 598 |
+
max_connections=SandboxFiles.PARALLEL_MAX_WORKERS + 2,
|
| 599 |
+
)
|
| 600 |
+
server.wait_ready(start_timeout)
|
| 601 |
+
except Exception:
|
| 602 |
+
# run_job already started a billable job; cancel it before re-raising so it
|
| 603 |
+
# doesn't linger as an orphan (e.g. if the server port isn't exposed or startup fails).
|
| 604 |
+
try:
|
| 605 |
+
api.cancel_job(job_id=job.id, namespace=job.owner.name)
|
| 606 |
+
except Exception as e:
|
| 607 |
+
logger.warning(f"Failed to cancel sandbox job {job.id} after startup failure: {e}")
|
| 608 |
+
if server is not None:
|
| 609 |
+
server.close()
|
| 610 |
+
raise
|
| 611 |
+
return cls(id=job.id, server=server, local_id=None, owns_sandbox=True, owns_server=True)
|
| 612 |
+
|
| 613 |
+
@classmethod
|
| 614 |
+
def connect(cls, sandbox_id: str, *, namespace: str | None = None, token: str | None = None) -> "Sandbox":
|
| 615 |
+
"""Reattach to a running sandbox from anywhere, using only its id."""
|
| 616 |
+
api = HfApi(token=token)
|
| 617 |
+
sandbox_id, namespace = _split_sandbox_id(sandbox_id, namespace)
|
| 618 |
+
if SHARED_ID_SEP in sandbox_id:
|
| 619 |
+
host_job_id, local_id = sandbox_id.split(SHARED_ID_SEP, 1)
|
| 620 |
+
server = _connect_host(api, host_job_id, namespace=namespace)
|
| 621 |
+
try:
|
| 622 |
+
existing = {item["id"] for item in server.request("GET", "/v1/sandboxes").json()}
|
| 623 |
+
if local_id not in existing:
|
| 624 |
+
raise SandboxError(f"Sandbox {sandbox_id} no longer exists on host {host_job_id}.")
|
| 625 |
+
except Exception:
|
| 626 |
+
server.close() # don't leak the HTTP client when the host is gone/unreachable
|
| 627 |
+
raise
|
| 628 |
+
return cls(id=sandbox_id, server=server, local_id=local_id, owns_sandbox=False, owns_server=True)
|
| 629 |
+
|
| 630 |
+
job = api.inspect_job(job_id=sandbox_id, namespace=namespace)
|
| 631 |
+
labels = job.labels or {}
|
| 632 |
+
nonce = labels.get(NONCE_LABEL)
|
| 633 |
+
if labels.get(SANDBOX_LABEL) != "1" or nonce is None:
|
| 634 |
+
raise SandboxError(f"Job {sandbox_id} is not a sandbox (missing '{SANDBOX_LABEL}' label).")
|
| 635 |
+
if labels.get(MODE_LABEL) == MODE_POOL:
|
| 636 |
+
raise SandboxError(
|
| 637 |
+
f"Job {sandbox_id} is a sandbox host, not a single sandbox. Connect to one of its "
|
| 638 |
+
f"sandboxes with id '<host_job_id>{SHARED_ID_SEP}<local_id>'."
|
| 639 |
+
)
|
| 640 |
+
if job.status.stage != "RUNNING":
|
| 641 |
+
raise SandboxError(f"Sandbox {sandbox_id} is not running (status: {job.status.stage}).")
|
| 642 |
+
sandbox_token = _derive_sandbox_token(_effective_token(api), nonce)
|
| 643 |
+
server = _SandboxServer.from_job(
|
| 644 |
+
job=job,
|
| 645 |
+
nonce=nonce,
|
| 646 |
+
sandbox_token=sandbox_token,
|
| 647 |
+
api=api,
|
| 648 |
+
max_connections=SandboxFiles.PARALLEL_MAX_WORKERS + 2,
|
| 649 |
+
)
|
| 650 |
+
return cls(id=job.id, server=server, local_id=None, owns_sandbox=False, owns_server=True)
|
| 651 |
+
|
| 652 |
+
# `kill` is both a classmethod (`Sandbox.kill(id)`) and an instance method (`sbx.kill()`),
|
| 653 |
+
# dispatched by the `_KillMethod` descriptor; `_kill` holds the instance behaviour.
|
| 654 |
+
kill = _KillMethod()
|
| 655 |
+
|
| 656 |
+
def _kill(self) -> None:
|
| 657 |
+
"""Terminate the sandbox. Idempotent.
|
| 658 |
+
|
| 659 |
+
Dedicated sandboxes cancel their underlying job; shared sandboxes are
|
| 660 |
+
removed from their host (freeing a slot) while the host keeps running.
|
| 661 |
+
"""
|
| 662 |
+
if self._killed:
|
| 663 |
+
return
|
| 664 |
+
try:
|
| 665 |
+
if self._local_id is None:
|
| 666 |
+
self._server.cancel_job()
|
| 667 |
+
else:
|
| 668 |
+
self._server.request("DELETE", f"/v1/sandboxes/{self._local_id}")
|
| 669 |
+
except Exception as e:
|
| 670 |
+
# Don't mark as killed: a later kill() call should retry so nothing leaks.
|
| 671 |
+
logger.warning(f"Failed to kill sandbox {self.id}: {e}")
|
| 672 |
+
return
|
| 673 |
+
self._killed = True
|
| 674 |
+
if self._on_kill is not None:
|
| 675 |
+
self._on_kill(self)
|
| 676 |
+
if self._owns_server:
|
| 677 |
+
self._server.close()
|
| 678 |
+
|
| 679 |
+
def close(self) -> None:
|
| 680 |
+
"""Release the local HTTP client without terminating the sandbox. Idempotent.
|
| 681 |
+
|
| 682 |
+
No-op for pool sandboxes (the client belongs to the pool's host).
|
| 683 |
+
"""
|
| 684 |
+
if self._owns_server:
|
| 685 |
+
self._server.close()
|
| 686 |
+
|
| 687 |
+
def __enter__(self) -> "Sandbox":
|
| 688 |
+
return self
|
| 689 |
+
|
| 690 |
+
def __exit__(self, *exc_info) -> None:
|
| 691 |
+
if self._owns_sandbox:
|
| 692 |
+
self.kill()
|
| 693 |
+
else:
|
| 694 |
+
self.close()
|
| 695 |
+
|
| 696 |
+
# ------------------------------------------------------------------ exec
|
| 697 |
+
|
| 698 |
+
@overload
|
| 699 |
+
def run(
|
| 700 |
+
self,
|
| 701 |
+
cmd: str | List[str],
|
| 702 |
+
*,
|
| 703 |
+
shell: bool | None = ...,
|
| 704 |
+
env: dict[str, Any] | None = ...,
|
| 705 |
+
cwd: str | None = ...,
|
| 706 |
+
timeout: float | None = ...,
|
| 707 |
+
stdin: str | None = ...,
|
| 708 |
+
on_stdout: Callable[[str], None] | None = ...,
|
| 709 |
+
on_stderr: Callable[[str], None] | None = ...,
|
| 710 |
+
check: bool = ...,
|
| 711 |
+
background: Literal[False] = ...,
|
| 712 |
+
) -> SandboxCommandResult: ...
|
| 713 |
+
|
| 714 |
+
@overload
|
| 715 |
+
def run(
|
| 716 |
+
self,
|
| 717 |
+
cmd: str | List[str],
|
| 718 |
+
*,
|
| 719 |
+
shell: bool | None = ...,
|
| 720 |
+
env: dict[str, Any] | None = ...,
|
| 721 |
+
cwd: str | None = ...,
|
| 722 |
+
background: Literal[True],
|
| 723 |
+
) -> SandboxProcess: ...
|
| 724 |
+
|
| 725 |
+
def run(
|
| 726 |
+
self,
|
| 727 |
+
cmd: str | List[str],
|
| 728 |
+
*,
|
| 729 |
+
shell: bool | None = None,
|
| 730 |
+
env: dict[str, Any] | None = None,
|
| 731 |
+
cwd: str | None = None,
|
| 732 |
+
timeout: float | None = None,
|
| 733 |
+
stdin: str | None = None,
|
| 734 |
+
on_stdout: Callable[[str], None] | None = None,
|
| 735 |
+
on_stderr: Callable[[str], None] | None = None,
|
| 736 |
+
check: bool = True,
|
| 737 |
+
background: bool = False,
|
| 738 |
+
) -> SandboxCommandResult | SandboxProcess:
|
| 739 |
+
"""Run a command in the sandbox and wait for it, streaming output live.
|
| 740 |
+
|
| 741 |
+
With `background=True` the command is started detached and `run` returns a
|
| 742 |
+
[`SandboxProcess`] immediately, without waiting for it to finish — handy for
|
| 743 |
+
servers and other long-running processes. List them later with [`Sandbox.processes`]
|
| 744 |
+
and stop one with [`SandboxProcess.kill`]. The streaming/wait-only options
|
| 745 |
+
(`timeout`, `stdin`, `on_stdout`, `on_stderr`, `check`) don't apply in that mode.
|
| 746 |
+
|
| 747 |
+
Args:
|
| 748 |
+
cmd (`str` or `List[str]`):
|
| 749 |
+
A shell command string (run with `/bin/sh -c`) or an argv list (exec'd directly).
|
| 750 |
+
shell (`bool`, *optional*):
|
| 751 |
+
Force the execution mode instead of inferring it from the type of `cmd`.
|
| 752 |
+
`True` runs through `/bin/sh -c` and requires `cmd` to be a string; `False`
|
| 753 |
+
exec's `cmd` directly and requires it to be an argv list. `None` (default)
|
| 754 |
+
infers from the type. Set it explicitly to avoid the type-driven footgun (e.g.
|
| 755 |
+
`["echo hi"]` being exec'd as a single program named `"echo hi"`).
|
| 756 |
+
env (`dict[str, Any]`, *optional*):
|
| 757 |
+
Extra environment variables for this command.
|
| 758 |
+
cwd (`str`, *optional*):
|
| 759 |
+
Working directory.
|
| 760 |
+
timeout (`float`, *optional*):
|
| 761 |
+
Kill the command (whole process group) after this many seconds.
|
| 762 |
+
stdin (`str`, *optional*):
|
| 763 |
+
Data to write to the command's stdin.
|
| 764 |
+
on_stdout (`Callable[[str], None]`, *optional*):
|
| 765 |
+
Callback invoked with stdout chunks as they arrive.
|
| 766 |
+
on_stderr (`Callable[[str], None]`, *optional*):
|
| 767 |
+
Callback invoked with stderr chunks as they arrive.
|
| 768 |
+
check (`bool`, *optional*, defaults to `True`):
|
| 769 |
+
If True, raise [`SandboxCommandError`] on non-zero exit.
|
| 770 |
+
background (`bool`, *optional*, defaults to `False`):
|
| 771 |
+
If True, start the command detached and return a [`SandboxProcess`] right
|
| 772 |
+
away instead of waiting for it and returning a [`SandboxCommandResult`].
|
| 773 |
+
|
| 774 |
+
Returns: a [`SandboxCommandResult`] (with `exit_code`, `stdout`, `stderr`,
|
| 775 |
+
`duration_ms`), or a [`SandboxProcess`] when `background=True`.
|
| 776 |
+
"""
|
| 777 |
+
payload = _exec_payload(cmd, shell)
|
| 778 |
+
if env:
|
| 779 |
+
payload["env"] = env
|
| 780 |
+
if cwd:
|
| 781 |
+
payload["cwd"] = cwd
|
| 782 |
+
if background:
|
| 783 |
+
data = self._request("POST", "/processes", json=payload).json()
|
| 784 |
+
return SandboxProcess(pid=data["pid"], cmd=cmd, tag=data.get("tag"), _sandbox=self)
|
| 785 |
+
if timeout is not None:
|
| 786 |
+
payload["timeout"] = timeout
|
| 787 |
+
if stdin is not None:
|
| 788 |
+
payload["stdin"] = stdin
|
| 789 |
+
|
| 790 |
+
stdout_parts: list[str] = []
|
| 791 |
+
stderr_parts: list[str] = []
|
| 792 |
+
result: SandboxCommandResult | None = None
|
| 793 |
+
with self._stream("POST", "/exec", json=payload) as response:
|
| 794 |
+
for event in _iter_events(response):
|
| 795 |
+
if event["event"] == "stdout":
|
| 796 |
+
stdout_parts.append(event["data"])
|
| 797 |
+
if on_stdout is not None:
|
| 798 |
+
on_stdout(event["data"])
|
| 799 |
+
elif event["event"] == "stderr":
|
| 800 |
+
stderr_parts.append(event["data"])
|
| 801 |
+
if on_stderr is not None:
|
| 802 |
+
on_stderr(event["data"])
|
| 803 |
+
elif event["event"] == "exit":
|
| 804 |
+
result = SandboxCommandResult(
|
| 805 |
+
exit_code=event["exit_code"],
|
| 806 |
+
stdout="".join(stdout_parts),
|
| 807 |
+
stderr="".join(stderr_parts),
|
| 808 |
+
signal=event.get("signal"),
|
| 809 |
+
timed_out=event.get("timed_out", False),
|
| 810 |
+
duration_ms=event.get("duration_ms", 0),
|
| 811 |
+
)
|
| 812 |
+
if result is None:
|
| 813 |
+
raise SandboxError("connection lost while running command")
|
| 814 |
+
if check and (result.exit_code != 0 or result.timed_out):
|
| 815 |
+
raise SandboxCommandError(cmd=cmd, result=result)
|
| 816 |
+
return result
|
| 817 |
+
|
| 818 |
+
def processes(self) -> List[SandboxProcess]:
|
| 819 |
+
"""List the background processes of this sandbox.
|
| 820 |
+
|
| 821 |
+
Returns the processes started with [`Sandbox.run`]`(..., background=True)`; stop one
|
| 822 |
+
with [`SandboxProcess.kill`]. Completed processes stay listed (with `running=False` and
|
| 823 |
+
their `exit_code`) until the sandbox is deleted.
|
| 824 |
+
"""
|
| 825 |
+
data = self._request("GET", "/processes").json()
|
| 826 |
+
return [
|
| 827 |
+
SandboxProcess(
|
| 828 |
+
pid=p["pid"],
|
| 829 |
+
cmd=p["cmd"],
|
| 830 |
+
tag=p.get("tag"),
|
| 831 |
+
started_at_ms=p.get("started_at_ms"),
|
| 832 |
+
running=p["running"],
|
| 833 |
+
exit_code=p.get("exit_code"),
|
| 834 |
+
_sandbox=self,
|
| 835 |
+
)
|
| 836 |
+
for p in data
|
| 837 |
+
]
|
| 838 |
+
|
| 839 |
+
# ------------------------------------------------------------------ misc
|
| 840 |
+
|
| 841 |
+
@property
|
| 842 |
+
def image(self) -> str | None:
|
| 843 |
+
return self._server.image
|
| 844 |
+
|
| 845 |
+
@property
|
| 846 |
+
def host_id(self) -> str | None:
|
| 847 |
+
"""For a shared/pool sandbox, the job id of the host running it (else None)."""
|
| 848 |
+
return self._server.job_id if self._local_id is not None else None
|
| 849 |
+
|
| 850 |
+
# ------------------------------------------------------------------ port proxy
|
| 851 |
+
|
| 852 |
+
def proxy_url_for(self, port: int | str, path: str = "/", *, scheme: str = "https://") -> str:
|
| 853 |
+
"""Public URL that proxies through to a server running *inside* this sandbox.
|
| 854 |
+
|
| 855 |
+
Requests to the returned URL are forwarded by the in-job sandbox server to a
|
| 856 |
+
server you started in the sandbox on `port`, including WebSocket (`ws(s)://`)
|
| 857 |
+
upgrades and streamed responses. Pair it with [`proxy_headers`] for auth.
|
| 858 |
+
|
| 859 |
+
How the sandbox must listen on `port`:
|
| 860 |
+
|
| 861 |
+
- **Pool / shared sandbox**: it cannot bind a TCP port (Landlock), so bind a
|
| 862 |
+
**unix socket** at `$SBX_PROXY_DIR/<port>.sock` (the `SBX_PROXY_DIR` env var
|
| 863 |
+
is set in every sandbox). E.g. `uvicorn app:app --uds $SBX_PROXY_DIR/8000.sock`.
|
| 864 |
+
- **Dedicated sandbox**: bind a normal TCP port on `127.0.0.1:<port>`. (You can
|
| 865 |
+
also expose the port directly via the job proxy without going through here.)
|
| 866 |
+
|
| 867 |
+
Args:
|
| 868 |
+
port (`int` or `str`):
|
| 869 |
+
The port (pool: the `<port>` of the unix socket) the inner server listens on.
|
| 870 |
+
path (`str`, *optional*, defaults to `"/"`):
|
| 871 |
+
Path on the inner server to point at, e.g. `"/ws"`.
|
| 872 |
+
scheme (`str`, *optional*, defaults to `"https://"`):
|
| 873 |
+
URL scheme to build the link with. Defaults to `"https://"`; pass
|
| 874 |
+
`"wss://"` for a WebSocket client (the proxy is protocol-agnostic, so only
|
| 875 |
+
the client-side scheme changes).
|
| 876 |
+
|
| 877 |
+
Returns:
|
| 878 |
+
`str`: a URL like `https://<job_id>--49983.hf.jobs/v1/.../proxy/8000/ws` (or
|
| 879 |
+
`wss://...` with `scheme="wss://"`).
|
| 880 |
+
|
| 881 |
+
Example:
|
| 882 |
+
```python
|
| 883 |
+
>>> url = sandbox.proxy_url_for(8000, "/ws", scheme="wss://")
|
| 884 |
+
>>> import websockets
|
| 885 |
+
>>> async with websockets.connect(url, additional_headers=sandbox.proxy_headers) as ws:
|
| 886 |
+
... await ws.send("hello")
|
| 887 |
+
```
|
| 888 |
+
"""
|
| 889 |
+
# base_url is always https://...; swap in the requested scheme (e.g. wss://) for the client.
|
| 890 |
+
host_and_rest = self._server.base_url.split("://", 1)[-1]
|
| 891 |
+
path = path if path.startswith("/") else "/" + path
|
| 892 |
+
return f"{scheme}{host_and_rest}{self._base_path}/proxy/{port}{path}"
|
| 893 |
+
|
| 894 |
+
@property
|
| 895 |
+
def proxy_headers(self) -> dict[str, str]:
|
| 896 |
+
"""Auth headers to send with [`proxy_url_for`] requests (HF token + sandbox token)."""
|
| 897 |
+
return {
|
| 898 |
+
"Authorization": f"Bearer {self._server._auth_token}",
|
| 899 |
+
"X-Sandbox-Token": self._server._sandbox_token,
|
| 900 |
+
}
|
| 901 |
+
|
| 902 |
+
def __repr__(self) -> str:
|
| 903 |
+
return f"Sandbox(id={self.id!r}, image={self.image!r})"
|
| 904 |
+
|
| 905 |
+
# ------------------------------------------------------------------ internals
|
| 906 |
+
|
| 907 |
+
def _request(self, method: str, resource: str, **kwargs) -> httpx.Response:
|
| 908 |
+
return self._server.request(method, self._base_path + resource, **kwargs)
|
| 909 |
+
|
| 910 |
+
@contextmanager
|
| 911 |
+
def _stream(self, method: str, resource: str, **kwargs) -> Iterator[httpx.Response]:
|
| 912 |
+
with self._server.stream(method, self._base_path + resource, **kwargs) as response:
|
| 913 |
+
yield response
|
| 914 |
+
|
| 915 |
+
|
| 916 |
+
class SandboxPool:
|
| 917 |
+
"""A fleet of shared "host" jobs, each packing many landlock-isolated sandboxes.
|
| 918 |
+
|
| 919 |
+
One host is one billed HF Job (a VM); it runs the sandbox server and multiplexes
|
| 920 |
+
up to `sandboxes_per_host` lightweight sandboxes, isolated from each other by
|
| 921 |
+
uid + the Landlock LSM. This makes large fan-outs cheap (the VM cost is shared
|
| 922 |
+
across all its sandboxes) and fast (creating a sandbox is ~one proxy round-trip
|
| 923 |
+
once a host is warm). Best for many parallel CPU sandboxes such as RL rollouts;
|
| 924 |
+
for GPU or strong VM-level isolation between mutually-distrusting workloads, use
|
| 925 |
+
[`Sandbox.create`] instead.
|
| 926 |
+
|
| 927 |
+
The constructor pre-provisions `warm_up` hosts (default 1) and blocks until they are
|
| 928 |
+
ready; further hosts are then provisioned on demand as sandboxes are requested, and all
|
| 929 |
+
are torn down on `close()` (or when idle, via `idle_timeout`). The user never manages jobs:
|
| 930 |
+
|
| 931 |
+
```python
|
| 932 |
+
>>> from huggingface_hub import SandboxPool
|
| 933 |
+
>>> with SandboxPool(image="python:3.12", flavor="cpu-basic", warm_up=2) as pool:
|
| 934 |
+
... boxes = [pool.create() for _ in range(100)] # packed across the warm hosts
|
| 935 |
+
... print(boxes[0].run("echo hi").stdout)
|
| 936 |
+
hi
|
| 937 |
+
```
|
| 938 |
+
|
| 939 |
+
`create()` makes **one** sandbox at a time: it reuses a host that still has free
|
| 940 |
+
capacity before booting a new one, so you grow on demand as work arrives. To avoid
|
| 941 |
+
a cold start on the first few calls, pre-provision hosts with `warm_up` (or
|
| 942 |
+
[`warm`]). Warm hosts are discovered via job labels, so reuse works **across
|
| 943 |
+
processes** too (a fresh pool with the same `image`/`flavor`/`name` attaches to
|
| 944 |
+
hosts an earlier run left behind):
|
| 945 |
+
|
| 946 |
+
```python
|
| 947 |
+
>>> pool = SandboxPool(image="python:3.12")
|
| 948 |
+
>>> sbx = pool.create() # finds a warm host (here or in another process), else boots one
|
| 949 |
+
```
|
| 950 |
+
"""
|
| 951 |
+
|
| 952 |
+
def __init__(
|
| 953 |
+
self,
|
| 954 |
+
image: str = DEFAULT_IMAGE,
|
| 955 |
+
*,
|
| 956 |
+
flavor: str = "cpu-basic",
|
| 957 |
+
sandboxes_per_host: int = DEFAULT_SANDBOXES_PER_HOST,
|
| 958 |
+
warm_up: int = 1,
|
| 959 |
+
max_hosts: int | None = None,
|
| 960 |
+
name: str | None = None,
|
| 961 |
+
idle_timeout: int | float | str | None = DEFAULT_IDLE_TIMEOUT,
|
| 962 |
+
namespace: str | None = None,
|
| 963 |
+
start_timeout: float = 120.0,
|
| 964 |
+
token: str | None = None,
|
| 965 |
+
_connect_mode: bool = False,
|
| 966 |
+
) -> None:
|
| 967 |
+
"""Configure a pool and pre-provision `warm_up` hosts (blocks until they are ready).
|
| 968 |
+
|
| 969 |
+
Env/secrets are *not* set here: they belong to each sandbox and are passed to
|
| 970 |
+
`create(env=...)`, so sandboxes in the same pool can have different environments.
|
| 971 |
+
|
| 972 |
+
Args:
|
| 973 |
+
image (`str`, *optional*, defaults to `"python:3.12"`):
|
| 974 |
+
Docker image for the hosts (needs `/bin/sh`). All sandboxes in the
|
| 975 |
+
pool share this image.
|
| 976 |
+
flavor (`str`, *optional*, defaults to `"cpu-basic"`):
|
| 977 |
+
Hardware flavor for the host jobs (e.g. `"cpu-basic"`).
|
| 978 |
+
sandboxes_per_host (`int`, *optional*, defaults to `50`):
|
| 979 |
+
How many sandboxes to pack per host (per VM density).
|
| 980 |
+
warm_up (`int`, *optional*, defaults to `1`):
|
| 981 |
+
How many hosts to pre-provision in the constructor (which blocks
|
| 982 |
+
until they are ready), so an initial burst of `create()` calls doesn't pay
|
| 983 |
+
a host cold start each. Existing warm hosts (from the cache / other processes)
|
| 984 |
+
count towards it, so only the shortfall is booted; capped by `max_hosts`.
|
| 985 |
+
Defaults to 1 (a single host).
|
| 986 |
+
max_hosts (`int`, *optional*):
|
| 987 |
+
Optional cap on the number of host jobs (a cost ceiling). When
|
| 988 |
+
reached and all hosts are full, `create()` raises.
|
| 989 |
+
name (`str`, *optional*):
|
| 990 |
+
Pool name, used as the `hf-sandbox-pool` job label so the pool is
|
| 991 |
+
discoverable (e.g. `hf sandbox pool ls`, `connect()`). `create()` reuses
|
| 992 |
+
running hosts carrying this label (including from other processes) before
|
| 993 |
+
booting new ones, so distinct names keep separate pools from sharing hosts.
|
| 994 |
+
A random name is generated when omitted.
|
| 995 |
+
idle_timeout (`int` or `float` or `str`, *optional*, defaults to `600`):
|
| 996 |
+
Host idle timeout — a host shuts down once it has had no
|
| 997 |
+
sandboxes for this long (a billing backstop). Each sandbox also has its
|
| 998 |
+
own idle timeout, set at `create()`. Pass `None` to disable.
|
| 999 |
+
namespace (`str`, *optional*):
|
| 1000 |
+
User or org namespace to run hosts under.
|
| 1001 |
+
start_timeout (`float`, *optional*, defaults to `120.0`):
|
| 1002 |
+
Max seconds to wait for a host to become ready.
|
| 1003 |
+
token (`str`, *optional*):
|
| 1004 |
+
HF token override.
|
| 1005 |
+
"""
|
| 1006 |
+
if sandboxes_per_host < 1:
|
| 1007 |
+
raise ValueError("sandboxes_per_host must be >= 1.")
|
| 1008 |
+
if warm_up < 1:
|
| 1009 |
+
raise ValueError("warm_up must be >= 1.")
|
| 1010 |
+
self._api = HfApi(token=token)
|
| 1011 |
+
self.image = image
|
| 1012 |
+
self.flavor = flavor
|
| 1013 |
+
self.sandboxes_per_host = sandboxes_per_host
|
| 1014 |
+
self._warm_up = warm_up
|
| 1015 |
+
self.max_hosts = max_hosts
|
| 1016 |
+
self.name = name if name is not None else f"pool-{token_hex(6)}"
|
| 1017 |
+
self._idle_timeout = idle_timeout
|
| 1018 |
+
self._namespace = namespace
|
| 1019 |
+
self._start_timeout = start_timeout
|
| 1020 |
+
self._hosts: List[_SandboxServer] = []
|
| 1021 |
+
self._lock = threading.Lock()
|
| 1022 |
+
# Held across the whole one-time warm-up so concurrent first create() calls block until
|
| 1023 |
+
# it finishes (and see the warm hosts) instead of racing past a half-set flag.
|
| 1024 |
+
self._warmup_lock = threading.Lock()
|
| 1025 |
+
# Serializes on-demand host creation within the process: a burst of create() calls that
|
| 1026 |
+
# all find every host full boots one host at a time (each new host frees
|
| 1027 |
+
# `sandboxes_per_host` slots for the threads still queued behind the lock) instead of
|
| 1028 |
+
# one host per thread. The CLI is a single process per command, so this is a no-op there.
|
| 1029 |
+
self._boot_lock = threading.Lock()
|
| 1030 |
+
self._closed = False
|
| 1031 |
+
# Whether the one-time warm-up (seed cache + pre-provision `warm_up` hosts) ran.
|
| 1032 |
+
self._warmed_up = False
|
| 1033 |
+
# Set for connect()'d handles: the pool must already exist, so create() refuses to
|
| 1034 |
+
# silently resurrect it by booting a fresh host if discovery confirms every host is gone.
|
| 1035 |
+
# Such a handle also never boots during construction — it attaches lazily on create().
|
| 1036 |
+
self._require_live_host = _connect_mode
|
| 1037 |
+
# Whether close()/`__exit__` cancels the host jobs. True for a pool we created; False
|
| 1038 |
+
# for a connect()'d handle, which only releases its HTTP clients on exit — the shared
|
| 1039 |
+
# hosts (possibly serving other clients) are left running, like Sandbox.connect().
|
| 1040 |
+
self._owns_hosts = not _connect_mode
|
| 1041 |
+
# Job ids of cached hosts we found dead this session; pruned from the cache on save.
|
| 1042 |
+
self._dead_host_ids: set[str] = set()
|
| 1043 |
+
|
| 1044 |
+
# Pre-provision `warm_up` hosts now so the constructor returns only once the pool is
|
| 1045 |
+
# warm. A connect()'d handle skips this: it must never boot during construction (it can
|
| 1046 |
+
# only attach to existing hosts, lazily on the first create()).
|
| 1047 |
+
if not _connect_mode:
|
| 1048 |
+
self._ensure_warmed_up()
|
| 1049 |
+
|
| 1050 |
+
# ------------------------------------------------------------------ public API
|
| 1051 |
+
|
| 1052 |
+
@classmethod
|
| 1053 |
+
def connect(cls, pool_id: str, *, namespace: str | None = None, token: str | None = None) -> "SandboxPool":
|
| 1054 |
+
"""Reattach to a running pool by id, from any machine — no local state needed.
|
| 1055 |
+
|
| 1056 |
+
Finds a running host labelled with `pool_id` and rebuilds the pool's config
|
| 1057 |
+
(image/flavor/density/host-idle) from that host job's spec and env vars, returning
|
| 1058 |
+
a [`SandboxPool`] ready to `create()` more sandboxes — packing onto the running
|
| 1059 |
+
hosts, or booting a duplicate (same config) when they are full.
|
| 1060 |
+
|
| 1061 |
+
Raises [`SandboxError`] if no running host is found (a pool stops existing once
|
| 1062 |
+
all of its hosts are gone — idle-timed-out or killed).
|
| 1063 |
+
|
| 1064 |
+
Args:
|
| 1065 |
+
pool_id (`str`):
|
| 1066 |
+
The id returned when the pool was first created.
|
| 1067 |
+
namespace (`str`, *optional*):
|
| 1068 |
+
Namespace to search for the pool's hosts (defaults to yours).
|
| 1069 |
+
token (`str`, *optional*):
|
| 1070 |
+
HF token override.
|
| 1071 |
+
"""
|
| 1072 |
+
# Fast path: rebuild the pool from the local best-effort cache, with no HTTP at all.
|
| 1073 |
+
# The cached hosts are seeded (and verified) lazily on the next create(); if they are
|
| 1074 |
+
# all stale, create() falls back to label discovery exactly like a cold connect would.
|
| 1075 |
+
cache = read_pool_cache(pool_id)
|
| 1076 |
+
if cache is not None:
|
| 1077 |
+
return cls(
|
| 1078 |
+
image=cache.image,
|
| 1079 |
+
flavor=cache.flavor,
|
| 1080 |
+
sandboxes_per_host=cache.sandboxes_per_host,
|
| 1081 |
+
max_hosts=cache.max_hosts,
|
| 1082 |
+
name=pool_id,
|
| 1083 |
+
idle_timeout=cache.idle_timeout,
|
| 1084 |
+
namespace=cache.namespace if namespace is None else namespace,
|
| 1085 |
+
token=token,
|
| 1086 |
+
_connect_mode=True, # attach to existing hosts; never boot during construction
|
| 1087 |
+
)
|
| 1088 |
+
|
| 1089 |
+
# Cold path: find a running host via labels and rebuild the config from its job spec.
|
| 1090 |
+
api = HfApi(token=token)
|
| 1091 |
+
job = _find_pool_host_job(api, pool_id, namespace=namespace)
|
| 1092 |
+
env = _host_env(api, job, namespace=namespace)
|
| 1093 |
+
idle_raw = env.get("SBX_IDLE_TIMEOUT")
|
| 1094 |
+
max_hosts_raw = env.get("SBX_MAX_HOSTS")
|
| 1095 |
+
return cls(
|
| 1096 |
+
image=job.docker_image or job.space_id or DEFAULT_IMAGE,
|
| 1097 |
+
flavor=str(job.flavor) if job.flavor is not None else "cpu-basic",
|
| 1098 |
+
sandboxes_per_host=int(env.get("SBX_CAPACITY", DEFAULT_SANDBOXES_PER_HOST)),
|
| 1099 |
+
max_hosts=int(max_hosts_raw) if max_hosts_raw is not None else None,
|
| 1100 |
+
name=pool_id,
|
| 1101 |
+
idle_timeout=int(idle_raw) if idle_raw is not None else None,
|
| 1102 |
+
namespace=namespace,
|
| 1103 |
+
token=token,
|
| 1104 |
+
_connect_mode=True, # attach to existing hosts; never boot during construction
|
| 1105 |
+
)
|
| 1106 |
+
|
| 1107 |
+
def warm(self, num_hosts: int = 1) -> List[str]:
|
| 1108 |
+
"""Ensure `num_hosts` empty host(s) are running and leave them running. Returns the
|
| 1109 |
+
pool's host job ids.
|
| 1110 |
+
|
| 1111 |
+
Used to "create" a pool up front: the hosts carry the pool label and config (in
|
| 1112 |
+
their env vars), so a later `SandboxPool.connect(pool_id)` (even from another
|
| 1113 |
+
machine) finds them and spawns sandboxes without a cold start. The hosts keep
|
| 1114 |
+
billing until killed or idle.
|
| 1115 |
+
|
| 1116 |
+
Adopts hosts already running for this pool (found via job labels) before booting,
|
| 1117 |
+
so a `warm()` after `connect()` — or a repeated `warm()` — tops up to `num_hosts`
|
| 1118 |
+
instead of duplicating live hosts and blowing past `max_hosts`.
|
| 1119 |
+
"""
|
| 1120 |
+
if self._closed:
|
| 1121 |
+
raise SandboxError("This SandboxPool is closed.")
|
| 1122 |
+
self._discover_hosts()
|
| 1123 |
+
with self._lock:
|
| 1124 |
+
shortfall = num_hosts - len(self._hosts)
|
| 1125 |
+
if shortfall > 0:
|
| 1126 |
+
booted = self._provision_hosts(shortfall)
|
| 1127 |
+
with self._lock:
|
| 1128 |
+
self._hosts.extend(booted)
|
| 1129 |
+
with self._warmup_lock:
|
| 1130 |
+
self._warmed_up = True # explicit warm-up satisfies create()'s one-time warm-up
|
| 1131 |
+
self._save_cache()
|
| 1132 |
+
return self.host_ids
|
| 1133 |
+
|
| 1134 |
+
def create(
|
| 1135 |
+
self,
|
| 1136 |
+
*,
|
| 1137 |
+
env: dict[str, Any] | None = None,
|
| 1138 |
+
idle_timeout: int | float | str | None = DEFAULT_IDLE_TIMEOUT,
|
| 1139 |
+
forward_hf_token: bool = False,
|
| 1140 |
+
) -> "Sandbox":
|
| 1141 |
+
"""Create one sandbox, provisioning a host if needed.
|
| 1142 |
+
|
| 1143 |
+
Reuses a host with free capacity (this pool's, or a warm host found via job labels
|
| 1144 |
+
/ the local cache) before booting a new one, so a `create()` against a warm host
|
| 1145 |
+
costs ~one round-trip. Call it repeatedly to fan out; use `warm_up` (or [`warm`])
|
| 1146 |
+
to pre-provision hosts and avoid a cold start on the first calls. If a host fills
|
| 1147 |
+
up under us (another process packed it) or a cached host is gone, the sandbox is
|
| 1148 |
+
re-placed on another host (or a fresh one).
|
| 1149 |
+
|
| 1150 |
+
Args:
|
| 1151 |
+
env (`dict[str, Any]`, *optional*):
|
| 1152 |
+
Environment variables for this sandbox (each sandbox gets its own).
|
| 1153 |
+
idle_timeout (`int` or `float` or `str`, *optional*, defaults to `600`):
|
| 1154 |
+
Per-sandbox idle timeout — a sandbox is evicted from its host
|
| 1155 |
+
after this much inactivity (no API calls, no running process). Distinct
|
| 1156 |
+
from the host idle timeout. Pass `None` to disable.
|
| 1157 |
+
forward_hf_token (`bool`, *optional*, defaults to `False`):
|
| 1158 |
+
If True, inject your HF token as `HF_TOKEN` in the sandbox
|
| 1159 |
+
(opt-in). Unlike a dedicated sandbox's `secrets`, a pooled sandbox's env is
|
| 1160 |
+
delivered to the host server at creation (never stored in the host job), so
|
| 1161 |
+
it doesn't appear in any job's metadata.
|
| 1162 |
+
"""
|
| 1163 |
+
if self._closed:
|
| 1164 |
+
raise SandboxError("This SandboxPool is closed.")
|
| 1165 |
+
sandbox_env = dict(env or {})
|
| 1166 |
+
if forward_hf_token:
|
| 1167 |
+
sandbox_env["HF_TOKEN"] = _effective_token(self._api)
|
| 1168 |
+
# None disables per-sandbox idle eviction (mirrors Sandbox.create): leave it out of
|
| 1169 |
+
# the create body entirely rather than sending 0, which the server reads as "evict now".
|
| 1170 |
+
idle_secs = _duration_to_secs(idle_timeout) if idle_timeout is not None else None
|
| 1171 |
+
|
| 1172 |
+
new_hosts: List[_SandboxServer] = []
|
| 1173 |
+
discovered = False
|
| 1174 |
+
rounds = 0
|
| 1175 |
+
try:
|
| 1176 |
+
# One-time warm-up: seed from cache (no HTTP) and pre-provision `warm_up` hosts.
|
| 1177 |
+
# Warm-up hosts are pool-level (like `warm()`), so they survive a failed create().
|
| 1178 |
+
self._ensure_warmed_up()
|
| 1179 |
+
while True:
|
| 1180 |
+
# 1. Reserve a slot on a host we already track.
|
| 1181 |
+
host = self._reserve_one()
|
| 1182 |
+
# 2. If none free, attach (once) to warm hosts discovered via labels.
|
| 1183 |
+
if host is None and not discovered:
|
| 1184 |
+
discovered = True
|
| 1185 |
+
self._discover_hosts()
|
| 1186 |
+
host = self._reserve_one()
|
| 1187 |
+
# 3. Still none? Boot one host (unless we must not resurrect a dead pool).
|
| 1188 |
+
if host is None:
|
| 1189 |
+
if self._require_live_host and discovered and not self._hosts:
|
| 1190 |
+
# connect()'d to a pool whose hosts are all gone (stale cache + nothing
|
| 1191 |
+
# found via labels): don't resurrect it under the same id, just report it.
|
| 1192 |
+
delete_pool_cache(self.name)
|
| 1193 |
+
raise SandboxError(
|
| 1194 |
+
f"No running host found for pool '{self.name}'. The pool has stopped "
|
| 1195 |
+
"(all its hosts were killed or idle-timed-out); create a new one."
|
| 1196 |
+
)
|
| 1197 |
+
host = self._boot_one_host(new_hosts)
|
| 1198 |
+
# 4. Create the sandbox on the reserved host. `None` means the host filled up
|
| 1199 |
+
# (another process packed it) or a stale cached host is gone — retry.
|
| 1200 |
+
if host is not None:
|
| 1201 |
+
try:
|
| 1202 |
+
sandbox = self._create_one(host, sandbox_env, idle_secs)
|
| 1203 |
+
except Exception:
|
| 1204 |
+
# The create POST failed on a live host: release the slot we optimistically
|
| 1205 |
+
# reserved so the host isn't left permanently one sandbox short.
|
| 1206 |
+
with self._lock:
|
| 1207 |
+
host.live = max(0, host.live - 1)
|
| 1208 |
+
raise
|
| 1209 |
+
if sandbox is not None:
|
| 1210 |
+
self._save_cache()
|
| 1211 |
+
return sandbox
|
| 1212 |
+
# sandbox is None: the host is full (packed by another process) or gone.
|
| 1213 |
+
# Either way it's no longer a host we exclusively own, so stop tracking it
|
| 1214 |
+
# for teardown — cancelling it on a later round's failure would kill another
|
| 1215 |
+
# tenant's sandboxes (full host) or hit an already-dead job (gone host).
|
| 1216 |
+
if host in new_hosts:
|
| 1217 |
+
new_hosts.remove(host)
|
| 1218 |
+
discovered = False # re-scan for room / boot a host next round
|
| 1219 |
+
rounds += 1
|
| 1220 |
+
if rounds > _MAX_PACK_ROUNDS:
|
| 1221 |
+
raise SandboxError(
|
| 1222 |
+
"Could not place sandbox: hosts kept reporting full. Raise max_hosts or sandboxes_per_host."
|
| 1223 |
+
)
|
| 1224 |
+
except Exception:
|
| 1225 |
+
# All-or-nothing: tear down hosts we booted in this call.
|
| 1226 |
+
with self._lock:
|
| 1227 |
+
self._hosts = [h for h in self._hosts if h not in new_hosts]
|
| 1228 |
+
for host in new_hosts:
|
| 1229 |
+
try:
|
| 1230 |
+
host.cancel_job()
|
| 1231 |
+
except Exception:
|
| 1232 |
+
pass
|
| 1233 |
+
finally:
|
| 1234 |
+
host.close()
|
| 1235 |
+
raise
|
| 1236 |
+
|
| 1237 |
+
@property
|
| 1238 |
+
def num_hosts(self) -> int:
|
| 1239 |
+
"""Number of host jobs currently provisioned."""
|
| 1240 |
+
with self._lock:
|
| 1241 |
+
return len(self._hosts)
|
| 1242 |
+
|
| 1243 |
+
@property
|
| 1244 |
+
def num_sandboxes(self) -> int:
|
| 1245 |
+
"""Number of sandboxes currently handed out (across all hosts)."""
|
| 1246 |
+
with self._lock:
|
| 1247 |
+
return sum(host.live for host in self._hosts)
|
| 1248 |
+
|
| 1249 |
+
@property
|
| 1250 |
+
def host_ids(self) -> List[str]:
|
| 1251 |
+
"""Job ids of the provisioned hosts."""
|
| 1252 |
+
with self._lock:
|
| 1253 |
+
return [host.job_id for host in self._hosts]
|
| 1254 |
+
|
| 1255 |
+
def close(self) -> None:
|
| 1256 |
+
"""Release the pool. Idempotent.
|
| 1257 |
+
|
| 1258 |
+
For a pool we created, this terminates all host jobs (and therefore all their
|
| 1259 |
+
sandboxes). For a `connect()`'d handle it only releases the local HTTP clients: the
|
| 1260 |
+
shared hosts may be serving other clients, so — like [`Sandbox.connect`] — leaving a
|
| 1261 |
+
`with` block must not tear them down. Terminate a connected pool's hosts explicitly
|
| 1262 |
+
with `hf sandbox pool delete <id>`.
|
| 1263 |
+
"""
|
| 1264 |
+
with self._lock:
|
| 1265 |
+
hosts = self._hosts
|
| 1266 |
+
self._hosts = []
|
| 1267 |
+
self._closed = True
|
| 1268 |
+
for host in hosts:
|
| 1269 |
+
try:
|
| 1270 |
+
if self._owns_hosts:
|
| 1271 |
+
host.cancel_job()
|
| 1272 |
+
except Exception as e:
|
| 1273 |
+
logger.warning(f"Failed to cancel sandbox host {host.job_id}: {e}")
|
| 1274 |
+
finally:
|
| 1275 |
+
host.close()
|
| 1276 |
+
if self._owns_hosts:
|
| 1277 |
+
delete_pool_cache(self.name) # the pool's hosts are gone; don't leave a stale entry
|
| 1278 |
+
|
| 1279 |
+
def __enter__(self) -> "SandboxPool":
|
| 1280 |
+
return self
|
| 1281 |
+
|
| 1282 |
+
def __exit__(self, *exc_info) -> None:
|
| 1283 |
+
self.close()
|
| 1284 |
+
|
| 1285 |
+
# ------------------------------------------------------------------ internals
|
| 1286 |
+
|
| 1287 |
+
def _ensure_warmed_up(self) -> None:
|
| 1288 |
+
"""One-time: seed from the cache and pre-provision up to `warm_up` hosts.
|
| 1289 |
+
|
| 1290 |
+
Cheap by default: seeding is local (no HTTP), and if the cache already gives at
|
| 1291 |
+
least `warm_up` hosts we trust them and skip discovery/booting (dead ones are
|
| 1292 |
+
pruned lazily by `create()`). Only when short do we list_jobs and boot the
|
| 1293 |
+
shortfall in parallel, capped by `max_hosts`.
|
| 1294 |
+
|
| 1295 |
+
Runs at most once per pool, under `_warmup_lock`: concurrent first `create()` calls
|
| 1296 |
+
block here until the warm-up completes — and see its hosts — rather than racing past
|
| 1297 |
+
a half-set flag and each booting their own. `_warmed_up` is only set once the work
|
| 1298 |
+
succeeds, so a failed warm-up is retried (seeding/discovery dedupe by job id).
|
| 1299 |
+
|
| 1300 |
+
Warm-up hosts are pool-level (like [`warm`]): they are not torn down if the
|
| 1301 |
+
triggering `create()` later fails — `close()` (or the `with` block) reclaims them.
|
| 1302 |
+
"""
|
| 1303 |
+
with self._warmup_lock:
|
| 1304 |
+
if self._warmed_up:
|
| 1305 |
+
return
|
| 1306 |
+
self._seed_hosts_from_cache()
|
| 1307 |
+
target = self._warm_up if self.max_hosts is None else min(self._warm_up, self.max_hosts)
|
| 1308 |
+
with self._lock:
|
| 1309 |
+
shortfall = target - len(self._hosts)
|
| 1310 |
+
if shortfall > 0:
|
| 1311 |
+
self._discover_hosts()
|
| 1312 |
+
# A connect()'d pool must never boot during warm-up: it may only attach to
|
| 1313 |
+
# existing hosts. Booting is left to create()'s loop, guarded by
|
| 1314 |
+
# `_require_live_host`, so a stopped pool is reported instead of resurrected.
|
| 1315 |
+
if not self._require_live_host:
|
| 1316 |
+
with self._lock:
|
| 1317 |
+
shortfall = target - len(self._hosts)
|
| 1318 |
+
if shortfall > 0:
|
| 1319 |
+
booted = self._provision_hosts(shortfall)
|
| 1320 |
+
with self._lock:
|
| 1321 |
+
self._hosts.extend(booted)
|
| 1322 |
+
self._warmed_up = True
|
| 1323 |
+
# Persist the warmed hosts so the next process (e.g. `hf sandbox create --pool` after a
|
| 1324 |
+
# bare `hf sandbox pool create`) hits the cache fast path instead of re-discovering.
|
| 1325 |
+
if self._hosts:
|
| 1326 |
+
self._save_cache()
|
| 1327 |
+
|
| 1328 |
+
def _reserve_one(self) -> "_SandboxServer | None":
|
| 1329 |
+
"""Reserve one slot on the first host with free capacity (under lock), else None."""
|
| 1330 |
+
with self._lock:
|
| 1331 |
+
for host in self._hosts:
|
| 1332 |
+
if host.capacity - host.live > 0:
|
| 1333 |
+
host.live += 1
|
| 1334 |
+
return host
|
| 1335 |
+
return None
|
| 1336 |
+
|
| 1337 |
+
def _boot_one_host(self, new_hosts: List["_SandboxServer"]) -> "_SandboxServer | None":
|
| 1338 |
+
"""Provision (or adopt) one host and reserve a slot on it. Returns None to retry.
|
| 1339 |
+
|
| 1340 |
+
Held under `_boot_lock` so that, within a process, only one host is booted at a time:
|
| 1341 |
+
a burst of create() calls that all found every host full queue here, and each new host
|
| 1342 |
+
frees `sandboxes_per_host` slots for the threads still waiting — so they reuse it instead
|
| 1343 |
+
of each booting their own. Before booting, we reuse a slot freed by a concurrent boot and,
|
| 1344 |
+
failing that, adopt a host already SCHEDULING for this pool (here or in another process)
|
| 1345 |
+
rather than piling on a duplicate.
|
| 1346 |
+
"""
|
| 1347 |
+
with self._boot_lock:
|
| 1348 |
+
# A concurrent boot (this process) may have added a host with free slots while we
|
| 1349 |
+
# waited for the lock — reuse it instead of booting another.
|
| 1350 |
+
host = self._reserve_one()
|
| 1351 |
+
if host is not None:
|
| 1352 |
+
return host
|
| 1353 |
+
# A host already coming up for this pool (ours, or another process'): wait for it
|
| 1354 |
+
# to start and adopt it instead of booting a duplicate.
|
| 1355 |
+
if self._adopt_pending_host():
|
| 1356 |
+
host = self._reserve_one()
|
| 1357 |
+
if host is not None:
|
| 1358 |
+
return host
|
| 1359 |
+
booted = self._provision_hosts(1)
|
| 1360 |
+
new_hosts.extend(booted)
|
| 1361 |
+
with self._lock:
|
| 1362 |
+
self._hosts.extend(booted)
|
| 1363 |
+
return self._reserve_one()
|
| 1364 |
+
|
| 1365 |
+
def _adopt_pending_host(self) -> bool:
|
| 1366 |
+
"""Wait for and adopt a host already SCHEDULING for this pool, if any.
|
| 1367 |
+
|
| 1368 |
+
Avoids over-provisioning when a host is already on its way up for this pool (started by
|
| 1369 |
+
another process, or an earlier create() in this one): rather than booting a duplicate,
|
| 1370 |
+
wait for it to reach RUNNING and adopt it via discovery. Returns True if a pending host
|
| 1371 |
+
was found (whether or not it eventually came up), False if none is scheduling.
|
| 1372 |
+
"""
|
| 1373 |
+
known = {host.job_id for host in self._hosts}
|
| 1374 |
+
pending = next(
|
| 1375 |
+
(
|
| 1376 |
+
job
|
| 1377 |
+
for job in self._api.list_jobs(
|
| 1378 |
+
status="SCHEDULING",
|
| 1379 |
+
labels={MODE_LABEL: MODE_POOL, POOL_LABEL: self.name},
|
| 1380 |
+
namespace=self._namespace,
|
| 1381 |
+
)
|
| 1382 |
+
if job.id not in known
|
| 1383 |
+
),
|
| 1384 |
+
None,
|
| 1385 |
+
)
|
| 1386 |
+
if pending is None:
|
| 1387 |
+
return False
|
| 1388 |
+
logger.debug(f"Pool '{self.name}' host {pending.id} is already SCHEDULING; waiting for it instead of booting.")
|
| 1389 |
+
deadline = time.time() + self._start_timeout
|
| 1390 |
+
while time.time() < deadline:
|
| 1391 |
+
stage = self._api.inspect_job(job_id=pending.id, namespace=self._namespace).status.stage
|
| 1392 |
+
if stage not in ("SCHEDULING", "RUNNING"):
|
| 1393 |
+
return False # it died before starting up; let the caller boot a fresh one
|
| 1394 |
+
if stage == "RUNNING":
|
| 1395 |
+
# RUNNING precedes "server ready" (the host still has to fetch + exec sbx-server),
|
| 1396 |
+
# so discovery only adopts it once its server answers — keep polling until it does.
|
| 1397 |
+
self._discover_hosts()
|
| 1398 |
+
if any(host.job_id == pending.id for host in self._hosts):
|
| 1399 |
+
return True
|
| 1400 |
+
time.sleep(1.0)
|
| 1401 |
+
return False
|
| 1402 |
+
|
| 1403 |
+
def _discover_hosts(self) -> None:
|
| 1404 |
+
"""Attach to running host jobs that match this pool (image/flavor/name).
|
| 1405 |
+
|
| 1406 |
+
Lets `create()` reuse a host warmed by an earlier call or another process
|
| 1407 |
+
instead of booting a new one. Hosts are found via job labels; each adopted
|
| 1408 |
+
host's free capacity is read from the server, so packing stays accurate.
|
| 1409 |
+
"""
|
| 1410 |
+
known = {host.job_id for host in self._hosts}
|
| 1411 |
+
matches = [
|
| 1412 |
+
job
|
| 1413 |
+
for job in self._api.list_jobs(
|
| 1414 |
+
status="RUNNING",
|
| 1415 |
+
labels={MODE_LABEL: MODE_POOL, POOL_LABEL: self.name},
|
| 1416 |
+
namespace=self._namespace,
|
| 1417 |
+
)
|
| 1418 |
+
if job.id not in known
|
| 1419 |
+
]
|
| 1420 |
+
|
| 1421 |
+
for job in matches:
|
| 1422 |
+
server = None
|
| 1423 |
+
try:
|
| 1424 |
+
server = _connect_host(self._api, job.id, namespace=self._namespace)
|
| 1425 |
+
# Capacity comes from the host's SBX_CAPACITY env; otherwise an adopted host
|
| 1426 |
+
# would silently pack at the pool default and mis-pack.
|
| 1427 |
+
env = _host_env(self._api, job, namespace=self._namespace)
|
| 1428 |
+
server.capacity = int(env.get("SBX_CAPACITY", self.sandboxes_per_host))
|
| 1429 |
+
server.live = len(server.request("GET", "/v1/sandboxes").json())
|
| 1430 |
+
except (SandboxError, httpx.HTTPError, HfHubHTTPError) as e:
|
| 1431 |
+
# Host died (e.g. deleted between list_jobs and inspect_job), is still starting
|
| 1432 |
+
# up, or is unreachable: skip it, closing the client if one was opened.
|
| 1433 |
+
logger.debug(f"Skipping host {job.id} during discovery: {e}")
|
| 1434 |
+
if server is not None:
|
| 1435 |
+
server.close()
|
| 1436 |
+
continue
|
| 1437 |
+
with self._lock:
|
| 1438 |
+
if any(host.job_id == job.id for host in self._hosts):
|
| 1439 |
+
server.close() # adopted concurrently by another thread
|
| 1440 |
+
else:
|
| 1441 |
+
self._hosts.append(server)
|
| 1442 |
+
|
| 1443 |
+
def _provision_hosts(self, num_new: int) -> List[_SandboxServer]:
|
| 1444 |
+
"""Boot `num_new` host jobs in parallel, respecting `max_hosts`."""
|
| 1445 |
+
with self._lock:
|
| 1446 |
+
current = len(self._hosts)
|
| 1447 |
+
if self.max_hosts is not None and current + num_new > self.max_hosts:
|
| 1448 |
+
allowed = self.max_hosts - current
|
| 1449 |
+
raise SandboxError(
|
| 1450 |
+
f"Pool needs {num_new} more host(s) but max_hosts={self.max_hosts} "
|
| 1451 |
+
f"allows only {max(0, allowed)} more. Raise max_hosts or kill some sandboxes."
|
| 1452 |
+
)
|
| 1453 |
+
# Boot in parallel, but collect every result before re-raising: if one boot fails,
|
| 1454 |
+
# the others may have already started billable host jobs, so cancel those instead of
|
| 1455 |
+
# leaking them (executor.map would surface the first error and drop the rest).
|
| 1456 |
+
with ThreadPoolExecutor(max_workers=min(num_new, 32)) as executor:
|
| 1457 |
+
futures = [executor.submit(self._boot_host) for _ in range(num_new)]
|
| 1458 |
+
booted: List[_SandboxServer] = []
|
| 1459 |
+
error: Exception | None = None
|
| 1460 |
+
for future in futures:
|
| 1461 |
+
try:
|
| 1462 |
+
booted.append(future.result())
|
| 1463 |
+
except Exception as e:
|
| 1464 |
+
error = e
|
| 1465 |
+
if error is not None:
|
| 1466 |
+
for server in booted:
|
| 1467 |
+
try:
|
| 1468 |
+
server.cancel_job()
|
| 1469 |
+
except Exception:
|
| 1470 |
+
pass
|
| 1471 |
+
finally:
|
| 1472 |
+
server.close()
|
| 1473 |
+
raise error
|
| 1474 |
+
return booted
|
| 1475 |
+
|
| 1476 |
+
def _boot_host(self) -> _SandboxServer:
|
| 1477 |
+
"""Start one host job and wait until its server is ready."""
|
| 1478 |
+
hf_token = _effective_token(self._api)
|
| 1479 |
+
nonce = token_hex(16)
|
| 1480 |
+
sandbox_token = _derive_sandbox_token(hf_token, nonce)
|
| 1481 |
+
command, job_env, job_secrets, job_volumes = _bootstrap_job_spec(
|
| 1482 |
+
self._api,
|
| 1483 |
+
hf_token,
|
| 1484 |
+
env=None, # host job carries no user env; sandboxes get env per create request
|
| 1485 |
+
secrets=None,
|
| 1486 |
+
volumes=None,
|
| 1487 |
+
idle_timeout=self._idle_timeout,
|
| 1488 |
+
forward_hf_token=False,
|
| 1489 |
+
sandbox_token=sandbox_token,
|
| 1490 |
+
)
|
| 1491 |
+
# Host mode: per-sandbox idle eviction + empty-host shutdown (vs the dedicated
|
| 1492 |
+
# whole-job watchdog).
|
| 1493 |
+
job_env["SBX_HOST_MODE"] = "1"
|
| 1494 |
+
# Server-authoritative packing cap: the host refuses creates past this (the client
|
| 1495 |
+
# then packs onto / boots another host). Avoids cross-process over-commit. Read
|
| 1496 |
+
# back (with SBX_IDLE_TIMEOUT) by `connect()` to rebuild the pool — labels stay for
|
| 1497 |
+
# filtering only.
|
| 1498 |
+
job_env["SBX_CAPACITY"] = str(self.sandboxes_per_host)
|
| 1499 |
+
# Persist the optional cost ceiling on the host too, so a later connect() (e.g. the CLI
|
| 1500 |
+
# `pool create --max-hosts N` then `create --pool <id>` flow) rebuilds the cap instead of
|
| 1501 |
+
# defaulting to unlimited and provisioning past it.
|
| 1502 |
+
if self.max_hosts is not None:
|
| 1503 |
+
job_env["SBX_MAX_HOSTS"] = str(self.max_hosts)
|
| 1504 |
+
labels = {SANDBOX_LABEL: "1", MODE_LABEL: MODE_POOL, POOL_LABEL: self.name, NONCE_LABEL: nonce}
|
| 1505 |
+
job = self._api.run_job(
|
| 1506 |
+
image=self.image,
|
| 1507 |
+
command=command,
|
| 1508 |
+
env=job_env,
|
| 1509 |
+
secrets=job_secrets,
|
| 1510 |
+
flavor=self.flavor,
|
| 1511 |
+
timeout=SANDBOX_MAX_LIFETIME,
|
| 1512 |
+
labels=labels,
|
| 1513 |
+
volumes=job_volumes or None,
|
| 1514 |
+
expose=[SANDBOX_SERVER_PORT],
|
| 1515 |
+
namespace=self._namespace,
|
| 1516 |
+
)
|
| 1517 |
+
server: "_SandboxServer | None" = None
|
| 1518 |
+
try:
|
| 1519 |
+
# from_job is inside the try: if it raises (e.g. the server port isn't exposed),
|
| 1520 |
+
# the already-started host job must still be cancelled so it doesn't linger billing.
|
| 1521 |
+
server = _SandboxServer.from_job(
|
| 1522 |
+
job=job,
|
| 1523 |
+
nonce=nonce,
|
| 1524 |
+
sandbox_token=sandbox_token,
|
| 1525 |
+
api=self._api,
|
| 1526 |
+
max_connections=min(self.sandboxes_per_host + 8, 256),
|
| 1527 |
+
capacity=self.sandboxes_per_host,
|
| 1528 |
+
)
|
| 1529 |
+
server.wait_ready(self._start_timeout)
|
| 1530 |
+
except Exception:
|
| 1531 |
+
try:
|
| 1532 |
+
self._api.cancel_job(job_id=job.id, namespace=job.owner.name)
|
| 1533 |
+
except Exception as e:
|
| 1534 |
+
logger.warning(f"Failed to cancel sandbox host {job.id} after startup failure: {e}")
|
| 1535 |
+
if server is not None:
|
| 1536 |
+
server.close()
|
| 1537 |
+
raise
|
| 1538 |
+
return server
|
| 1539 |
+
|
| 1540 |
+
def _create_one(self, host: "_SandboxServer", env: dict[str, Any], idle_secs: int | None) -> "Sandbox | None":
|
| 1541 |
+
"""Create one sandbox on a reserved `host`. Returns the sandbox, or None to retry.
|
| 1542 |
+
|
| 1543 |
+
None means either the host filled up between our reservation and the create
|
| 1544 |
+
(server-authoritative capacity — another client packed it, so we mark it full and
|
| 1545 |
+
place the sandbox elsewhere) or a host rebuilt from the cache is gone/unreachable
|
| 1546 |
+
(dropped and re-placed via discovery / a fresh boot).
|
| 1547 |
+
"""
|
| 1548 |
+
body: dict[str, Any] = {"count": 1}
|
| 1549 |
+
if idle_secs is not None:
|
| 1550 |
+
body["idle_timeout_secs"] = idle_secs
|
| 1551 |
+
if env:
|
| 1552 |
+
body["env"] = env
|
| 1553 |
+
try:
|
| 1554 |
+
data = host.request("POST", "/v1/sandboxes", json=body).json()
|
| 1555 |
+
except (SandboxError, httpx.HTTPError) as e:
|
| 1556 |
+
if host.verified:
|
| 1557 |
+
raise # a host we booted/discovered this session failing is a real error
|
| 1558 |
+
logger.debug(f"Dropping unreachable cached host {host.job_id}: {e}")
|
| 1559 |
+
self._drop_host(host)
|
| 1560 |
+
return None
|
| 1561 |
+
host.verified = True # it answered, so it's a real live host now
|
| 1562 |
+
sandboxes = data.get("sandboxes") or []
|
| 1563 |
+
if int(data.get("rejected", 0)) or not sandboxes:
|
| 1564 |
+
with self._lock:
|
| 1565 |
+
host.live = host.capacity # the host is full; stop reserving it
|
| 1566 |
+
return None
|
| 1567 |
+
item = sandboxes[0]
|
| 1568 |
+
sandbox = Sandbox(
|
| 1569 |
+
id=f"{host.job_id}{SHARED_ID_SEP}{item['id']}",
|
| 1570 |
+
server=host,
|
| 1571 |
+
local_id=item["id"],
|
| 1572 |
+
owns_sandbox=True,
|
| 1573 |
+
owns_server=False,
|
| 1574 |
+
)
|
| 1575 |
+
sandbox._on_kill = self._on_sandbox_killed
|
| 1576 |
+
return sandbox
|
| 1577 |
+
|
| 1578 |
+
def _on_sandbox_killed(self, sandbox: Sandbox) -> None:
|
| 1579 |
+
"""Free the packing slot of a shared sandbox that was killed."""
|
| 1580 |
+
with self._lock:
|
| 1581 |
+
sandbox._server.live = max(0, sandbox._server.live - 1)
|
| 1582 |
+
|
| 1583 |
+
def _drop_host(self, host: _SandboxServer) -> None:
|
| 1584 |
+
"""Forget a host found dead this session (and mark it for cache pruning)."""
|
| 1585 |
+
with self._lock:
|
| 1586 |
+
self._hosts = [h for h in self._hosts if h is not host]
|
| 1587 |
+
self._dead_host_ids.add(host.job_id)
|
| 1588 |
+
host.close()
|
| 1589 |
+
|
| 1590 |
+
# ------------------------------------------------------------------ cache (best effort)
|
| 1591 |
+
|
| 1592 |
+
def _seed_hosts_from_cache(self) -> None:
|
| 1593 |
+
"""Adopt the pool's cached hosts without any HTTP (rebuilt from cached URL + nonce).
|
| 1594 |
+
|
| 1595 |
+
Best-effort and unverified: each adopted host is confirmed on the first successful
|
| 1596 |
+
request (and dropped on the first failure, see `_create_one`). Hosts the cache
|
| 1597 |
+
believes are full are skipped — label discovery re-checks them with fresh counts if
|
| 1598 |
+
the seeded ones don't satisfy the request, so a stale-full entry never blocks a create.
|
| 1599 |
+
"""
|
| 1600 |
+
cache = read_pool_cache(self.name)
|
| 1601 |
+
if cache is None:
|
| 1602 |
+
return
|
| 1603 |
+
hf_token = _effective_token(self._api)
|
| 1604 |
+
with self._lock:
|
| 1605 |
+
known = {host.job_id for host in self._hosts}
|
| 1606 |
+
for ch in cache.hosts:
|
| 1607 |
+
if ch.job_id in known or ch.live >= ch.capacity:
|
| 1608 |
+
continue
|
| 1609 |
+
server = _SandboxServer(
|
| 1610 |
+
job_id=ch.job_id,
|
| 1611 |
+
owner=ch.owner,
|
| 1612 |
+
image=self.image,
|
| 1613 |
+
base_url=ch.base_url,
|
| 1614 |
+
nonce=ch.nonce,
|
| 1615 |
+
sandbox_token=_derive_sandbox_token(hf_token, ch.nonce),
|
| 1616 |
+
api=self._api,
|
| 1617 |
+
max_connections=min(self.sandboxes_per_host + 8, 256),
|
| 1618 |
+
capacity=ch.capacity,
|
| 1619 |
+
)
|
| 1620 |
+
server.live = ch.live
|
| 1621 |
+
server.verified = False
|
| 1622 |
+
self._hosts.append(server)
|
| 1623 |
+
|
| 1624 |
+
def _save_cache(self) -> None:
|
| 1625 |
+
"""Persist the pool config + current hosts (with their live counts) for next time."""
|
| 1626 |
+
with self._lock:
|
| 1627 |
+
hosts = [
|
| 1628 |
+
CachedHost(
|
| 1629 |
+
job_id=host.job_id,
|
| 1630 |
+
owner=host.owner,
|
| 1631 |
+
base_url=host.base_url,
|
| 1632 |
+
nonce=host.nonce,
|
| 1633 |
+
capacity=host.capacity,
|
| 1634 |
+
live=host.live,
|
| 1635 |
+
updated_at=time.time(),
|
| 1636 |
+
)
|
| 1637 |
+
for host in self._hosts
|
| 1638 |
+
]
|
| 1639 |
+
dead = set(self._dead_host_ids)
|
| 1640 |
+
save_pool_cache(
|
| 1641 |
+
self.name,
|
| 1642 |
+
image=self.image,
|
| 1643 |
+
flavor=self.flavor,
|
| 1644 |
+
sandboxes_per_host=self.sandboxes_per_host,
|
| 1645 |
+
max_hosts=self.max_hosts,
|
| 1646 |
+
idle_timeout=_duration_to_secs(self._idle_timeout) if self._idle_timeout is not None else None,
|
| 1647 |
+
namespace=self._namespace,
|
| 1648 |
+
hosts=hosts,
|
| 1649 |
+
dead_host_ids=dead,
|
| 1650 |
+
)
|
| 1651 |
+
|
| 1652 |
+
|
| 1653 |
+
def _effective_token(api: HfApi) -> str:
|
| 1654 |
+
token = api.token if isinstance(api.token, str) else get_token()
|
| 1655 |
+
if not token:
|
| 1656 |
+
raise SandboxError("A Hugging Face token is required to use sandboxes. Run `hf auth login` first.")
|
| 1657 |
+
return token
|
| 1658 |
+
|
| 1659 |
+
|
| 1660 |
+
def _bootstrap_job_spec(
|
| 1661 |
+
api: HfApi,
|
| 1662 |
+
hf_token: str,
|
| 1663 |
+
*,
|
| 1664 |
+
env: dict[str, Any] | None,
|
| 1665 |
+
secrets: dict[str, Any] | None,
|
| 1666 |
+
volumes: List[Volume] | None,
|
| 1667 |
+
idle_timeout: int | float | str | None,
|
| 1668 |
+
forward_hf_token: bool,
|
| 1669 |
+
sandbox_token: str,
|
| 1670 |
+
) -> tuple[list[str], dict[str, Any], dict[str, Any], List[Volume]]:
|
| 1671 |
+
"""Build the (command, env, secrets, volumes) to launch a job running sbx-server.
|
| 1672 |
+
|
| 1673 |
+
Shared by dedicated sandboxes and shared hosts: both fetch and exec the same unified
|
| 1674 |
+
`sbx-server` binary at startup (via `/bin/sh`), downloading it with wget/curl, or
|
| 1675 |
+
reading it off the always-mounted server bucket when the image ships neither.
|
| 1676 |
+
"""
|
| 1677 |
+
# Reserved SBX_* keys go last so user-provided env/secrets can't override them
|
| 1678 |
+
# (e.g. clobbering SBX_PORT would break the proxy, SBX_TOKEN would break auth).
|
| 1679 |
+
job_env: dict[str, Any] = {**(env or {}), "SBX_PORT": str(SANDBOX_SERVER_PORT)}
|
| 1680 |
+
job_secrets: dict[str, Any] = {**(secrets or {}), "SBX_TOKEN": sandbox_token}
|
| 1681 |
+
job_volumes = list(volumes or [])
|
| 1682 |
+
if idle_timeout is not None:
|
| 1683 |
+
job_env["SBX_IDLE_TIMEOUT"] = str(_duration_to_secs(idle_timeout))
|
| 1684 |
+
if forward_hf_token:
|
| 1685 |
+
job_secrets["HF_TOKEN"] = hf_token
|
| 1686 |
+
|
| 1687 |
+
job_env["SBX_SERVER_URL"] = f"{api.endpoint}/buckets/{constants.SANDBOX_SERVER_BUCKET}/resolve/sbx-server"
|
| 1688 |
+
job_secrets["SBX_DL_TOKEN"] = hf_token
|
| 1689 |
+
# Always mount the server bucket as a transparent fallback for images without wget/curl.
|
| 1690 |
+
# It's only read (paying the ~2-3s FUSE cost) when the bootstrap script can't download.
|
| 1691 |
+
job_env["SBX_SERVER_MOUNT"] = _SERVER_MOUNT_PATH
|
| 1692 |
+
job_volumes.append(
|
| 1693 |
+
Volume(type="bucket", source=constants.SANDBOX_SERVER_BUCKET, mount_path=_SERVER_MOUNT_PATH, read_only=True)
|
| 1694 |
+
)
|
| 1695 |
+
command = ["/bin/sh", "-c", _BOOTSTRAP_DOWNLOAD]
|
| 1696 |
+
return command, job_env, job_secrets, job_volumes
|
| 1697 |
+
|
| 1698 |
+
|
| 1699 |
+
def _host_env(api: HfApi, job: JobInfo, *, namespace: str | None) -> dict[str, Any]:
|
| 1700 |
+
"""Return a host job's env vars (where pool config lives)"""
|
| 1701 |
+
env = job.environment if isinstance(job.environment, dict) else {}
|
| 1702 |
+
if "SBX_CAPACITY" not in env:
|
| 1703 |
+
env = api.inspect_job(job_id=job.id, namespace=namespace).environment or {}
|
| 1704 |
+
env = env if isinstance(env, dict) else {}
|
| 1705 |
+
return env
|
| 1706 |
+
|
| 1707 |
+
|
| 1708 |
+
def _find_pool_host_job(api: HfApi, pool_id: str, *, namespace: str | None = None) -> JobInfo:
|
| 1709 |
+
"""Return any running host job belonging to `pool_id` (found via the pool label)."""
|
| 1710 |
+
for job in api.list_jobs(
|
| 1711 |
+
status="RUNNING", labels={MODE_LABEL: MODE_POOL, POOL_LABEL: pool_id}, namespace=namespace
|
| 1712 |
+
):
|
| 1713 |
+
return job
|
| 1714 |
+
raise SandboxError(
|
| 1715 |
+
f"No running host found for pool '{pool_id}'. The pool has stopped "
|
| 1716 |
+
"(all its hosts were killed or idle-timed-out); create a new one."
|
| 1717 |
+
)
|
| 1718 |
+
|
| 1719 |
+
|
| 1720 |
+
def _connect_host(api: HfApi, host_job_id: str, *, namespace: str | None = None) -> _SandboxServer:
|
| 1721 |
+
"""Reattach to a running host job and return its server transport."""
|
| 1722 |
+
job = api.inspect_job(job_id=host_job_id, namespace=namespace)
|
| 1723 |
+
labels = job.labels or {}
|
| 1724 |
+
nonce = labels.get(NONCE_LABEL)
|
| 1725 |
+
if nonce is None or labels.get(MODE_LABEL) != MODE_POOL:
|
| 1726 |
+
raise SandboxError(f"Job {host_job_id} is not a sandbox host.")
|
| 1727 |
+
if job.status.stage != "RUNNING":
|
| 1728 |
+
raise SandboxError(f"Sandbox host {host_job_id} is not running (status: {job.status.stage}).")
|
| 1729 |
+
return _SandboxServer.from_job(
|
| 1730 |
+
job=job,
|
| 1731 |
+
nonce=nonce,
|
| 1732 |
+
sandbox_token=_derive_sandbox_token(_effective_token(api), nonce),
|
| 1733 |
+
api=api,
|
| 1734 |
+
max_connections=SandboxFiles.PARALLEL_MAX_WORKERS + 2,
|
| 1735 |
+
)
|
| 1736 |
+
|
| 1737 |
+
|
| 1738 |
+
def _split_sandbox_id(sandbox_id: str, namespace: str | None) -> tuple[str, str | None]:
|
| 1739 |
+
"""Accept `namespace/sandbox_id` ids (as shown in the Hub UI), like `hf jobs` does."""
|
| 1740 |
+
if "/" not in sandbox_id:
|
| 1741 |
+
return sandbox_id, namespace
|
| 1742 |
+
extracted_namespace, parsed_id = sandbox_id.split("/", 1)
|
| 1743 |
+
if not extracted_namespace or not parsed_id or "/" in parsed_id:
|
| 1744 |
+
raise SandboxError(f"Sandbox id must be 'sandbox_id' or 'namespace/sandbox_id', got {sandbox_id!r}.")
|
| 1745 |
+
if namespace is not None and namespace != extracted_namespace:
|
| 1746 |
+
raise SandboxError(
|
| 1747 |
+
f"Conflicting namespace: got namespace={namespace!r} but sandbox id implies namespace={extracted_namespace!r}."
|
| 1748 |
+
)
|
| 1749 |
+
return parsed_id, extracted_namespace
|
| 1750 |
+
|
| 1751 |
+
|
| 1752 |
+
def _find_server_url(job: JobInfo) -> str:
|
| 1753 |
+
for url in job.status.expose_urls or []:
|
| 1754 |
+
if f"--{SANDBOX_SERVER_PORT}." in url:
|
| 1755 |
+
return url
|
| 1756 |
+
raise SandboxError(f"Job {job.id} does not expose the sandbox server port {SANDBOX_SERVER_PORT}.")
|
| 1757 |
+
|
| 1758 |
+
|
| 1759 |
+
def _tail_job_logs(api: HfApi, job_id: str, *, namespace: str | None = None, limit: int = 20) -> str:
|
| 1760 |
+
try:
|
| 1761 |
+
lines = list(api.fetch_job_logs(job_id=job_id, namespace=namespace))[-limit:]
|
| 1762 |
+
except Exception:
|
| 1763 |
+
return ""
|
| 1764 |
+
return " Last logs:\n" + "\n".join(f" {line}" for line in lines) if lines else ""
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_sandbox_cache.py
ADDED
|
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# coding=utf-8
|
| 2 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 3 |
+
#
|
| 4 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 5 |
+
# you may not use this file except in compliance with the License.
|
| 6 |
+
# You may obtain a copy of the License at
|
| 7 |
+
#
|
| 8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 9 |
+
#
|
| 10 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 12 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 13 |
+
# See the License for the specific language governing permissions and
|
| 14 |
+
# limitations under the License.
|
| 15 |
+
"""Best-effort local cache for SandboxPool hosts (host/pool mode)."""
|
| 16 |
+
|
| 17 |
+
import json
|
| 18 |
+
import os
|
| 19 |
+
import time
|
| 20 |
+
from dataclasses import asdict, dataclass, field
|
| 21 |
+
from pathlib import Path
|
| 22 |
+
from typing import List
|
| 23 |
+
|
| 24 |
+
from . import constants
|
| 25 |
+
from .utils import WeakFileLock, logging
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
logger = logging.get_logger(__name__)
|
| 29 |
+
|
| 30 |
+
# Bump if the on-disk layout changes incompatibly; older/newer files are ignored on read.
|
| 31 |
+
_CACHE_VERSION = 1
|
| 32 |
+
|
| 33 |
+
# A write should never block a sandbox creation for long: the cache is best-effort, so we
|
| 34 |
+
# rather skip persisting than wait on a stuck lock.
|
| 35 |
+
_LOCK_TIMEOUT = 5.0
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
@dataclass
|
| 39 |
+
class CachedHost:
|
| 40 |
+
"""A single host Job of a pool, as last seen by some process.
|
| 41 |
+
|
| 42 |
+
`base_url` + `nonce` are everything needed to rebuild the in-job server transport
|
| 43 |
+
(`_SandboxServer`) without an `inspect_job` round-trip: the per-sandbox auth token is
|
| 44 |
+
re-derived from the user's HF token and `nonce` (see `_derive_sandbox_token`).
|
| 45 |
+
"""
|
| 46 |
+
|
| 47 |
+
job_id: str
|
| 48 |
+
owner: str # namespace the host job runs under (for cancel/inspect)
|
| 49 |
+
base_url: str # exposed sbx-server URL (does not change while the job lives)
|
| 50 |
+
nonce: str # public nonce from the job label; derives the sandbox auth token
|
| 51 |
+
capacity: int # SBX_CAPACITY: max sandboxes the host packs
|
| 52 |
+
live: int # sandboxes last observed on the host (best-effort, may be stale)
|
| 53 |
+
updated_at: float = 0.0
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
@dataclass
|
| 57 |
+
class PoolCache:
|
| 58 |
+
"""Cached view of one pool: its config (to boot new hosts) + its known hosts."""
|
| 59 |
+
|
| 60 |
+
pool_id: str
|
| 61 |
+
image: str
|
| 62 |
+
flavor: str
|
| 63 |
+
sandboxes_per_host: int
|
| 64 |
+
max_hosts: int | None
|
| 65 |
+
idle_timeout: int | None
|
| 66 |
+
namespace: str | None
|
| 67 |
+
hosts: List[CachedHost] = field(default_factory=list)
|
| 68 |
+
version: int = _CACHE_VERSION
|
| 69 |
+
updated_at: float = 0.0
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
def _pools_dir() -> Path:
|
| 73 |
+
return Path(constants.HF_HOME) / "sandbox" / "pools"
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
def pool_cache_path(pool_id: str) -> Path:
|
| 77 |
+
"""Path of the cache file for `pool_id` (no I/O)."""
|
| 78 |
+
if any(c in pool_id for c in ("/", "\\", "\x00")) or pool_id in (".", ".."):
|
| 79 |
+
raise ValueError(f"Invalid pool id: {pool_id!r}")
|
| 80 |
+
return _pools_dir() / f"{pool_id}.json"
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
def read_pool_cache(pool_id: str) -> PoolCache | None:
|
| 84 |
+
"""Return the cached view of `pool_id`, or `None` if missing/corrupt/incompatible."""
|
| 85 |
+
try:
|
| 86 |
+
path = pool_cache_path(pool_id)
|
| 87 |
+
with path.open("r", encoding="utf-8") as f:
|
| 88 |
+
data = json.load(f)
|
| 89 |
+
if data.get("version") != _CACHE_VERSION:
|
| 90 |
+
return None
|
| 91 |
+
hosts = [CachedHost(**h) for h in data.pop("hosts", [])]
|
| 92 |
+
return PoolCache(**data, hosts=hosts)
|
| 93 |
+
except FileNotFoundError:
|
| 94 |
+
return None
|
| 95 |
+
except Exception as e:
|
| 96 |
+
logger.debug(f"Ignoring unreadable sandbox pool cache for {pool_id!r}: {e}")
|
| 97 |
+
return None
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
def save_pool_cache(
|
| 101 |
+
pool_id: str,
|
| 102 |
+
*,
|
| 103 |
+
image: str,
|
| 104 |
+
flavor: str,
|
| 105 |
+
sandboxes_per_host: int,
|
| 106 |
+
max_hosts: int | None,
|
| 107 |
+
idle_timeout: int | None,
|
| 108 |
+
namespace: str | None,
|
| 109 |
+
hosts: List[CachedHost],
|
| 110 |
+
dead_host_ids: set[str] | None = None,
|
| 111 |
+
) -> None:
|
| 112 |
+
"""Merge `hosts` into the cache for `pool_id` (best-effort, never raises).
|
| 113 |
+
|
| 114 |
+
Concurrency-safe: under a file lock, the on-disk hosts are read, then `hosts` are
|
| 115 |
+
upserted by `job_id` and `dead_host_ids` removed, so a process only adds/updates what
|
| 116 |
+
it learned and never drops hosts another process discovered. The result is written
|
| 117 |
+
atomically. The pool config is refreshed from the arguments.
|
| 118 |
+
"""
|
| 119 |
+
dead = dead_host_ids or set()
|
| 120 |
+
try:
|
| 121 |
+
path = pool_cache_path(pool_id)
|
| 122 |
+
path.parent.mkdir(parents=True, exist_ok=True)
|
| 123 |
+
with WeakFileLock(str(path) + ".lock", timeout=_LOCK_TIMEOUT):
|
| 124 |
+
existing = read_pool_cache(pool_id)
|
| 125 |
+
merged = {h.job_id: h for h in (existing.hosts if existing else [])}
|
| 126 |
+
for host in hosts:
|
| 127 |
+
merged[host.job_id] = host
|
| 128 |
+
for job_id in dead:
|
| 129 |
+
merged.pop(job_id, None)
|
| 130 |
+
cache = PoolCache(
|
| 131 |
+
pool_id=pool_id,
|
| 132 |
+
image=image,
|
| 133 |
+
flavor=flavor,
|
| 134 |
+
sandboxes_per_host=sandboxes_per_host,
|
| 135 |
+
max_hosts=max_hosts,
|
| 136 |
+
idle_timeout=idle_timeout,
|
| 137 |
+
namespace=namespace,
|
| 138 |
+
hosts=list(merged.values()),
|
| 139 |
+
updated_at=time.time(),
|
| 140 |
+
)
|
| 141 |
+
_atomic_write(path, cache)
|
| 142 |
+
except Exception as e:
|
| 143 |
+
logger.debug(f"Could not write sandbox pool cache for {pool_id!r}: {e}")
|
| 144 |
+
|
| 145 |
+
|
| 146 |
+
def delete_pool_cache(pool_id: str) -> None:
|
| 147 |
+
"""Remove the cache file for `pool_id` (best-effort, never raises)."""
|
| 148 |
+
try:
|
| 149 |
+
pool_cache_path(pool_id).unlink(missing_ok=True)
|
| 150 |
+
except Exception as e:
|
| 151 |
+
logger.debug(f"Could not delete sandbox pool cache for {pool_id}: {e}")
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def _atomic_write(path: Path, cache: PoolCache) -> None:
|
| 155 |
+
"""Write the cache via a temp file + `os.replace` so readers never see a partial file."""
|
| 156 |
+
tmp = path.parent / f"{path.name}.{os.getpid()}.tmp"
|
| 157 |
+
with tmp.open("w", encoding="utf-8") as f:
|
| 158 |
+
json.dump(asdict(cache), f, indent=2)
|
| 159 |
+
os.replace(tmp, path)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_snapshot_download.py
ADDED
|
@@ -0,0 +1,681 @@
|
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|
| 1 |
+
import os
|
| 2 |
+
from pathlib import Path
|
| 3 |
+
from typing import Literal, overload
|
| 4 |
+
|
| 5 |
+
import httpx
|
| 6 |
+
from tqdm.auto import tqdm as base_tqdm
|
| 7 |
+
from tqdm.contrib.concurrent import thread_map
|
| 8 |
+
|
| 9 |
+
from . import constants
|
| 10 |
+
from ._tree_cache import TreeCacheEntry, read_tree_cache, tree_cache_folder_for_local_dir, write_tree_cache
|
| 11 |
+
from .errors import (
|
| 12 |
+
CachedRepoTreeNotFoundError,
|
| 13 |
+
DryRunError,
|
| 14 |
+
GatedRepoError,
|
| 15 |
+
HfHubHTTPError,
|
| 16 |
+
IncompleteSnapshotError,
|
| 17 |
+
LocalEntryNotFoundError,
|
| 18 |
+
RepositoryNotFoundError,
|
| 19 |
+
RevisionNotFoundError,
|
| 20 |
+
)
|
| 21 |
+
from .file_download import REGEX_COMMIT_HASH, DryRunFileInfo, hf_hub_download, repo_folder_name
|
| 22 |
+
from .hf_api import DatasetInfo, HfApi, KernelInfo, ModelInfo, RepoFile, SpaceInfo
|
| 23 |
+
from .utils import OfflineModeIsEnabled, filter_repo_objects, logging, validate_hf_hub_args
|
| 24 |
+
from .utils._xet_progress_reporting import (
|
| 25 |
+
XET_BYTES_BAR_FORMAT,
|
| 26 |
+
XET_TRANSFER_BAR_FORMAT,
|
| 27 |
+
_finish_transfer_bar,
|
| 28 |
+
_update_transfer_bar,
|
| 29 |
+
)
|
| 30 |
+
from .utils.tqdm import _create_progress_bar
|
| 31 |
+
from .utils.tqdm import tqdm as hf_tqdm
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
logger = logging.get_logger(__name__)
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
@overload
|
| 38 |
+
def snapshot_download(
|
| 39 |
+
repo_id: str,
|
| 40 |
+
*,
|
| 41 |
+
repo_type: str | None = None,
|
| 42 |
+
revision: str | None = None,
|
| 43 |
+
cache_dir: str | Path | None = None,
|
| 44 |
+
local_dir: str | Path | None = None,
|
| 45 |
+
library_name: str | None = None,
|
| 46 |
+
library_version: str | None = None,
|
| 47 |
+
user_agent: dict | str | None = None,
|
| 48 |
+
etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT,
|
| 49 |
+
force_download: bool = False,
|
| 50 |
+
token: bool | str | None = None,
|
| 51 |
+
local_files_only: bool = False,
|
| 52 |
+
allow_patterns: list[str] | str | None = None,
|
| 53 |
+
ignore_patterns: list[str] | str | None = None,
|
| 54 |
+
max_workers: int = 8,
|
| 55 |
+
tqdm_class: type[base_tqdm] | None = None,
|
| 56 |
+
headers: dict[str, str] | None = None,
|
| 57 |
+
endpoint: str | None = None,
|
| 58 |
+
dry_run: Literal[False] = False,
|
| 59 |
+
) -> str: ...
|
| 60 |
+
|
| 61 |
+
|
| 62 |
+
@overload
|
| 63 |
+
def snapshot_download(
|
| 64 |
+
repo_id: str,
|
| 65 |
+
*,
|
| 66 |
+
repo_type: str | None = None,
|
| 67 |
+
revision: str | None = None,
|
| 68 |
+
cache_dir: str | Path | None = None,
|
| 69 |
+
local_dir: str | Path | None = None,
|
| 70 |
+
library_name: str | None = None,
|
| 71 |
+
library_version: str | None = None,
|
| 72 |
+
user_agent: dict | str | None = None,
|
| 73 |
+
etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT,
|
| 74 |
+
force_download: bool = False,
|
| 75 |
+
token: bool | str | None = None,
|
| 76 |
+
local_files_only: bool = False,
|
| 77 |
+
allow_patterns: list[str] | str | None = None,
|
| 78 |
+
ignore_patterns: list[str] | str | None = None,
|
| 79 |
+
max_workers: int = 8,
|
| 80 |
+
tqdm_class: type[base_tqdm] | None = None,
|
| 81 |
+
headers: dict[str, str] | None = None,
|
| 82 |
+
endpoint: str | None = None,
|
| 83 |
+
dry_run: Literal[True] = True,
|
| 84 |
+
) -> list[DryRunFileInfo]: ...
|
| 85 |
+
|
| 86 |
+
|
| 87 |
+
@overload
|
| 88 |
+
def snapshot_download(
|
| 89 |
+
repo_id: str,
|
| 90 |
+
*,
|
| 91 |
+
repo_type: str | None = None,
|
| 92 |
+
revision: str | None = None,
|
| 93 |
+
cache_dir: str | Path | None = None,
|
| 94 |
+
local_dir: str | Path | None = None,
|
| 95 |
+
library_name: str | None = None,
|
| 96 |
+
library_version: str | None = None,
|
| 97 |
+
user_agent: dict | str | None = None,
|
| 98 |
+
etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT,
|
| 99 |
+
force_download: bool = False,
|
| 100 |
+
token: bool | str | None = None,
|
| 101 |
+
local_files_only: bool = False,
|
| 102 |
+
allow_patterns: list[str] | str | None = None,
|
| 103 |
+
ignore_patterns: list[str] | str | None = None,
|
| 104 |
+
max_workers: int = 8,
|
| 105 |
+
tqdm_class: type[base_tqdm] | None = None,
|
| 106 |
+
headers: dict[str, str] | None = None,
|
| 107 |
+
endpoint: str | None = None,
|
| 108 |
+
dry_run: bool = False,
|
| 109 |
+
) -> str | list[DryRunFileInfo]: ...
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
@validate_hf_hub_args
|
| 113 |
+
def snapshot_download(
|
| 114 |
+
repo_id: str,
|
| 115 |
+
*,
|
| 116 |
+
repo_type: str | None = None,
|
| 117 |
+
revision: str | None = None,
|
| 118 |
+
cache_dir: str | Path | None = None,
|
| 119 |
+
local_dir: str | Path | None = None,
|
| 120 |
+
library_name: str | None = None,
|
| 121 |
+
library_version: str | None = None,
|
| 122 |
+
user_agent: dict | str | None = None,
|
| 123 |
+
etag_timeout: float = constants.DEFAULT_ETAG_TIMEOUT,
|
| 124 |
+
force_download: bool = False,
|
| 125 |
+
token: bool | str | None = None,
|
| 126 |
+
local_files_only: bool = False,
|
| 127 |
+
allow_patterns: list[str] | str | None = None,
|
| 128 |
+
ignore_patterns: list[str] | str | None = None,
|
| 129 |
+
max_workers: int = 8,
|
| 130 |
+
tqdm_class: type[base_tqdm] | None = None,
|
| 131 |
+
headers: dict[str, str] | None = None,
|
| 132 |
+
endpoint: str | None = None,
|
| 133 |
+
dry_run: bool = False,
|
| 134 |
+
) -> str | list[DryRunFileInfo]:
|
| 135 |
+
"""Download repo files.
|
| 136 |
+
|
| 137 |
+
Download a whole snapshot of a repo's files at the specified revision. This is useful when you want all files from
|
| 138 |
+
a repo because you don't know which ones you will need _a priori_. All files are nested in a folder to keep their
|
| 139 |
+
path and filename relative to that folder. You can also filter which files to download by using `allow_patterns`
|
| 140 |
+
and `ignore_patterns`.
|
| 141 |
+
|
| 142 |
+
If `local_dir` is provided, the file structure from the repo will be replicated in this location. When using this
|
| 143 |
+
option, the `cache_dir` will not be used, and a `.cache/huggingface/` folder will be created at the root of `local_dir`
|
| 144 |
+
to store some metadata related to the downloaded files. While this mechanism is not as robust as the main
|
| 145 |
+
cache system, it's optimized for regularly pulling the latest version of a repository.
|
| 146 |
+
|
| 147 |
+
An alternative would be to clone the repo, but this requires git and git-lfs to be installed and properly
|
| 148 |
+
configured. It is also not possible to filter which files to download when cloning a repository using git.
|
| 149 |
+
|
| 150 |
+
Args:
|
| 151 |
+
repo_id (`str`):
|
| 152 |
+
A user or an organization name and a repo name separated by a `/`.
|
| 153 |
+
repo_type (`str`, *optional*):
|
| 154 |
+
Set to `"dataset"`, `"space"` or `"kernel"` if downloading from a dataset, space or kernel repo,
|
| 155 |
+
`None` or `"model"` if downloading from a model. Default is `None`.
|
| 156 |
+
revision (`str`, *optional*):
|
| 157 |
+
An optional Git revision id, which can be a branch name, a tag, or a
|
| 158 |
+
commit hash.
|
| 159 |
+
cache_dir (`str`, `Path`, *optional*):
|
| 160 |
+
Path to the folder where cached files are stored.
|
| 161 |
+
local_dir (`str` or `Path`, *optional*):
|
| 162 |
+
If provided, the downloaded files will be placed under this directory.
|
| 163 |
+
library_name (`str`, *optional*):
|
| 164 |
+
The name of the library to which the object corresponds.
|
| 165 |
+
library_version (`str`, *optional*):
|
| 166 |
+
The version of the library.
|
| 167 |
+
user_agent (`str`, `dict`, *optional*):
|
| 168 |
+
The user-agent info in the form of a dictionary or a string.
|
| 169 |
+
etag_timeout (`float`, *optional*, defaults to `10`):
|
| 170 |
+
When fetching ETag, how many seconds to wait for the server to send
|
| 171 |
+
data before giving up, which is passed to `httpx.request`.
|
| 172 |
+
force_download (`bool`, *optional*, defaults to `False`):
|
| 173 |
+
Whether the file should be downloaded even if it already exists in the local cache.
|
| 174 |
+
token (`str`, `bool`, *optional*):
|
| 175 |
+
A token to be used for the download.
|
| 176 |
+
- If `True`, the token is read from the HuggingFace config
|
| 177 |
+
folder.
|
| 178 |
+
- If a string, it's used as the authentication token.
|
| 179 |
+
headers (`dict`, *optional*):
|
| 180 |
+
Additional headers to include in the request. Those headers take precedence over the others.
|
| 181 |
+
endpoint (`str`, *optional*):
|
| 182 |
+
The Hub endpoint to send the request to. Defaults to the value of `HF_ENDPOINT`.
|
| 183 |
+
local_files_only (`bool`, *optional*, defaults to `False`):
|
| 184 |
+
If `True`, do not download any files even if they are not in `cache_dir` or `local_dir`.
|
| 185 |
+
allow_patterns (`list[str]` or `str`, *optional*):
|
| 186 |
+
If provided, only files matching at least one pattern are downloaded.
|
| 187 |
+
ignore_patterns (`list[str]` or `str`, *optional*):
|
| 188 |
+
If provided, files matching any of the patterns are not downloaded.
|
| 189 |
+
max_workers (`int`, *optional*):
|
| 190 |
+
Number of concurrent threads to download files (1 thread = 1 file download).
|
| 191 |
+
Defaults to 8.
|
| 192 |
+
tqdm_class (`tqdm`, *optional*):
|
| 193 |
+
If provided, overwrites the default behavior for the progress bar. Passed
|
| 194 |
+
argument must inherit from `tqdm.auto.tqdm` or at least mimic its behavior.
|
| 195 |
+
Note that the `tqdm_class` is not passed to each individual download.
|
| 196 |
+
Defaults to the custom HF progress bar that can be disabled by setting
|
| 197 |
+
`HF_HUB_DISABLE_PROGRESS_BARS` environment variable.
|
| 198 |
+
dry_run (`bool`, *optional*, defaults to `False`):
|
| 199 |
+
If `True`, perform a dry run without actually downloading the files. Returns a list of
|
| 200 |
+
[`DryRunFileInfo`] objects containing information about what would be downloaded.
|
| 201 |
+
|
| 202 |
+
Returns:
|
| 203 |
+
`str` or list of [`DryRunFileInfo`]:
|
| 204 |
+
- If `dry_run=False`: Local snapshot path.
|
| 205 |
+
- If `dry_run=True`: A list of [`DryRunFileInfo`] objects containing download information.
|
| 206 |
+
|
| 207 |
+
Raises:
|
| 208 |
+
[`~utils.RepositoryNotFoundError`]
|
| 209 |
+
If the repository to download from cannot be found. This may be because it doesn't exist
|
| 210 |
+
or because it is set to `private` and you do not have access.
|
| 211 |
+
[`~utils.RevisionNotFoundError`]
|
| 212 |
+
If the revision to download from cannot be found.
|
| 213 |
+
[`~errors.IncompleteSnapshotError`]
|
| 214 |
+
If the Hub cannot be reached (offline, connection issue, or `local_files_only=True`) and the
|
| 215 |
+
cached snapshot is missing some of the requested files.
|
| 216 |
+
[`EnvironmentError`](https://docs.python.org/3/library/exceptions.html#EnvironmentError)
|
| 217 |
+
If `token=True` and the token cannot be found.
|
| 218 |
+
[`OSError`](https://docs.python.org/3/library/exceptions.html#OSError) if
|
| 219 |
+
ETag cannot be determined.
|
| 220 |
+
[`ValueError`](https://docs.python.org/3/library/exceptions.html#ValueError)
|
| 221 |
+
If some parameter value is invalid.
|
| 222 |
+
"""
|
| 223 |
+
if cache_dir is None:
|
| 224 |
+
cache_dir = constants.HF_HUB_CACHE
|
| 225 |
+
cache_dir = str(Path(cache_dir).expanduser().resolve())
|
| 226 |
+
if local_dir is not None:
|
| 227 |
+
local_dir = str(Path(local_dir).expanduser().resolve())
|
| 228 |
+
if revision is None:
|
| 229 |
+
revision = constants.DEFAULT_REVISION
|
| 230 |
+
|
| 231 |
+
if repo_type is None:
|
| 232 |
+
repo_type = "model"
|
| 233 |
+
if repo_type not in constants.REPO_TYPES_WITH_KERNEL:
|
| 234 |
+
raise ValueError(
|
| 235 |
+
f"Invalid repo type: {repo_type}. Accepted repo types are: {str(constants.REPO_TYPES_WITH_KERNEL)}"
|
| 236 |
+
)
|
| 237 |
+
|
| 238 |
+
storage_folder = os.path.join(cache_dir, repo_folder_name(repo_id=repo_id, repo_type=repo_type))
|
| 239 |
+
|
| 240 |
+
# Folder under which the per-commit tree listing (`trees/<commit_hash>.json`) is cached on disk.
|
| 241 |
+
tree_cache_folder = tree_cache_folder_for_local_dir(local_dir) if local_dir is not None else storage_folder
|
| 242 |
+
|
| 243 |
+
api = HfApi(
|
| 244 |
+
library_name=library_name,
|
| 245 |
+
library_version=library_version,
|
| 246 |
+
user_agent=user_agent,
|
| 247 |
+
endpoint=endpoint,
|
| 248 |
+
headers=headers,
|
| 249 |
+
token=token,
|
| 250 |
+
)
|
| 251 |
+
|
| 252 |
+
repo_info: ModelInfo | DatasetInfo | SpaceInfo | KernelInfo | None = None
|
| 253 |
+
api_call_error: Exception | None = None
|
| 254 |
+
if not local_files_only:
|
| 255 |
+
# try/except logic to handle different errors => taken from `hf_hub_download`
|
| 256 |
+
try:
|
| 257 |
+
# if we have internet connection we want to list files to download
|
| 258 |
+
repo_info = api.repo_info(repo_id=repo_id, repo_type=repo_type, revision=revision)
|
| 259 |
+
except httpx.ProxyError:
|
| 260 |
+
# Actually raise on proxy error
|
| 261 |
+
raise
|
| 262 |
+
except (httpx.ConnectError, httpx.TimeoutException, OfflineModeIsEnabled) as error:
|
| 263 |
+
# Internet connection is down
|
| 264 |
+
# => will try to use local files only
|
| 265 |
+
api_call_error = error
|
| 266 |
+
pass
|
| 267 |
+
except RevisionNotFoundError:
|
| 268 |
+
# The repo was found but the revision doesn't exist on the Hub (never existed or got deleted)
|
| 269 |
+
raise
|
| 270 |
+
except HfHubHTTPError as error:
|
| 271 |
+
# Multiple reasons for an http error:
|
| 272 |
+
# - Repository is private and invalid/missing token sent
|
| 273 |
+
# - Repository is gated and invalid/missing token sent
|
| 274 |
+
# - Hub is down (error 500 or 504)
|
| 275 |
+
# => let's switch to 'local_files_only=True' to check if the files are already cached.
|
| 276 |
+
# (if it's not the case, the error will be re-raised)
|
| 277 |
+
api_call_error = error
|
| 278 |
+
pass
|
| 279 |
+
|
| 280 |
+
# At this stage, if `repo_info` is None it means either:
|
| 281 |
+
# - internet connection is down
|
| 282 |
+
# - internet connection is deactivated (local_files_only=True or HF_HUB_OFFLINE=True)
|
| 283 |
+
# - repo is private/gated and invalid/missing token sent
|
| 284 |
+
# - Hub is down
|
| 285 |
+
# => let's look if we can find the appropriate folder in the cache:
|
| 286 |
+
# - if the specified revision is a commit hash, look inside "snapshots".
|
| 287 |
+
# - f the specified revision is a branch or tag, look inside "refs".
|
| 288 |
+
# => if local_dir is not None, we will return the path to the local folder if it exists.
|
| 289 |
+
if repo_info is None:
|
| 290 |
+
if dry_run:
|
| 291 |
+
raise DryRunError(
|
| 292 |
+
"Dry run cannot be performed as the repository cannot be accessed. Please check your internet connection or authentication token."
|
| 293 |
+
) from api_call_error
|
| 294 |
+
|
| 295 |
+
# Try to get which commit hash corresponds to the specified revision
|
| 296 |
+
commit_hash = None
|
| 297 |
+
if REGEX_COMMIT_HASH.match(revision):
|
| 298 |
+
commit_hash = revision
|
| 299 |
+
else:
|
| 300 |
+
ref_path = os.path.join(storage_folder, "refs", revision)
|
| 301 |
+
if os.path.exists(ref_path):
|
| 302 |
+
# retrieve commit_hash from refs file
|
| 303 |
+
with open(ref_path) as f:
|
| 304 |
+
commit_hash = f.read()
|
| 305 |
+
|
| 306 |
+
# Try to locate snapshot folder for this commit hash
|
| 307 |
+
if commit_hash is not None and local_dir is None:
|
| 308 |
+
snapshot_folder = os.path.join(storage_folder, "snapshots", commit_hash)
|
| 309 |
+
if os.path.exists(snapshot_folder):
|
| 310 |
+
# The folder exists, but may be partial (e.g. after an interrupted download): only return it
|
| 311 |
+
# if the cached tree listing confirms it is complete.
|
| 312 |
+
_raise_if_incomplete_snapshot(
|
| 313 |
+
tree_cache_folder=tree_cache_folder,
|
| 314 |
+
commit_hash=commit_hash,
|
| 315 |
+
base_dir=snapshot_folder,
|
| 316 |
+
allow_patterns=allow_patterns,
|
| 317 |
+
ignore_patterns=ignore_patterns,
|
| 318 |
+
repo_id=repo_id,
|
| 319 |
+
revision=revision,
|
| 320 |
+
api_call_error=api_call_error,
|
| 321 |
+
)
|
| 322 |
+
return snapshot_folder
|
| 323 |
+
|
| 324 |
+
# If local_dir is not None, return it if it exists and is complete
|
| 325 |
+
if local_dir is not None:
|
| 326 |
+
local_dir = Path(local_dir)
|
| 327 |
+
if local_dir.is_dir() and any(local_dir.iterdir()):
|
| 328 |
+
if commit_hash is not None:
|
| 329 |
+
_raise_if_incomplete_snapshot(
|
| 330 |
+
tree_cache_folder=tree_cache_folder,
|
| 331 |
+
commit_hash=commit_hash,
|
| 332 |
+
base_dir=str(local_dir),
|
| 333 |
+
allow_patterns=allow_patterns,
|
| 334 |
+
ignore_patterns=ignore_patterns,
|
| 335 |
+
repo_id=repo_id,
|
| 336 |
+
revision=revision,
|
| 337 |
+
api_call_error=api_call_error,
|
| 338 |
+
)
|
| 339 |
+
logger.warning(
|
| 340 |
+
f"Returning existing local_dir `{local_dir}` as remote repo cannot be accessed in `snapshot_download` ({api_call_error})."
|
| 341 |
+
)
|
| 342 |
+
return str(local_dir.resolve())
|
| 343 |
+
# If we couldn't find the appropriate folder on disk, raise an error.
|
| 344 |
+
if local_files_only:
|
| 345 |
+
raise LocalEntryNotFoundError(
|
| 346 |
+
"Cannot find an appropriate cached snapshot folder for the specified revision on the local disk and "
|
| 347 |
+
"outgoing traffic has been disabled. To enable repo look-ups and downloads online, pass "
|
| 348 |
+
"'local_files_only=False' as input."
|
| 349 |
+
)
|
| 350 |
+
elif isinstance(api_call_error, OfflineModeIsEnabled):
|
| 351 |
+
raise LocalEntryNotFoundError(
|
| 352 |
+
"Cannot find an appropriate cached snapshot folder for the specified revision on the local disk and "
|
| 353 |
+
"outgoing traffic has been disabled. To enable repo look-ups and downloads online, set "
|
| 354 |
+
"'HF_HUB_OFFLINE=0' as environment variable."
|
| 355 |
+
) from api_call_error
|
| 356 |
+
elif isinstance(api_call_error, (RepositoryNotFoundError, GatedRepoError)) or (
|
| 357 |
+
isinstance(api_call_error, HfHubHTTPError) and api_call_error.response.status_code == 401
|
| 358 |
+
):
|
| 359 |
+
# Repo not found, gated, or specific authentication error => let's raise the actual error
|
| 360 |
+
raise api_call_error
|
| 361 |
+
else:
|
| 362 |
+
# Otherwise: most likely a connection issue or Hub downtime => let's warn the user
|
| 363 |
+
raise LocalEntryNotFoundError(
|
| 364 |
+
f"Got: {api_call_error.__class__.__name__}: {api_call_error}"
|
| 365 |
+
"\nAn error happened while trying to locate the files on the Hub, and we cannot find the appropriate"
|
| 366 |
+
" snapshot folder for the specified revision on the local disk. Please check your internet connection"
|
| 367 |
+
" and try again."
|
| 368 |
+
) from api_call_error
|
| 369 |
+
|
| 370 |
+
# At this stage, internet connection is up and running
|
| 371 |
+
# => let's download the files!
|
| 372 |
+
assert repo_info.sha is not None, "Repo info returned from server must have a revision sha."
|
| 373 |
+
commit_hash = repo_info.sha
|
| 374 |
+
|
| 375 |
+
# Retrieve /tree listing from cache or fetch it
|
| 376 |
+
tree_entries = read_tree_cache(tree_cache_folder, commit_hash)
|
| 377 |
+
if tree_entries is None:
|
| 378 |
+
tree_entries = {
|
| 379 |
+
f.path: TreeCacheEntry(
|
| 380 |
+
size=f.size,
|
| 381 |
+
blob_id=f.blob_id,
|
| 382 |
+
lfs_sha256=f.lfs.sha256 if f.lfs is not None else None,
|
| 383 |
+
lfs_size=f.lfs.size if f.lfs is not None else None,
|
| 384 |
+
xet_hash=f.xet_hash,
|
| 385 |
+
)
|
| 386 |
+
for f in api.list_repo_tree(repo_id=repo_id, recursive=True, revision=commit_hash, repo_type=repo_type)
|
| 387 |
+
if isinstance(f, RepoFile)
|
| 388 |
+
}
|
| 389 |
+
if not dry_run:
|
| 390 |
+
write_tree_cache(tree_cache_folder, commit_hash, tree_entries)
|
| 391 |
+
|
| 392 |
+
filtered_repo_files = list(
|
| 393 |
+
filter_repo_objects(
|
| 394 |
+
items=tree_entries.keys(),
|
| 395 |
+
allow_patterns=allow_patterns,
|
| 396 |
+
ignore_patterns=ignore_patterns,
|
| 397 |
+
)
|
| 398 |
+
)
|
| 399 |
+
tqdm_desc = f"Fetching {len(filtered_repo_files)} files"
|
| 400 |
+
if dry_run:
|
| 401 |
+
tqdm_desc = "[dry-run] " + tqdm_desc
|
| 402 |
+
|
| 403 |
+
snapshot_folder = os.path.join(storage_folder, "snapshots", commit_hash)
|
| 404 |
+
# if passed revision is not identical to commit_hash
|
| 405 |
+
# then revision has to be a branch name or tag name.
|
| 406 |
+
# In that case store a ref.
|
| 407 |
+
if revision != commit_hash:
|
| 408 |
+
ref_path = os.path.join(storage_folder, "refs", revision)
|
| 409 |
+
try:
|
| 410 |
+
os.makedirs(os.path.dirname(ref_path), exist_ok=True)
|
| 411 |
+
with open(ref_path, "w") as f:
|
| 412 |
+
f.write(commit_hash)
|
| 413 |
+
except OSError as e:
|
| 414 |
+
logger.warning(f"Ignored error while writing commit hash to {ref_path}: {e}.")
|
| 415 |
+
|
| 416 |
+
results: list[str | DryRunFileInfo] = []
|
| 417 |
+
|
| 418 |
+
# User can use its own tqdm class or the default one from `huggingface_hub.utils`
|
| 419 |
+
tqdm_class = tqdm_class or hf_tqdm
|
| 420 |
+
|
| 421 |
+
# Create progress bars for the bytes downloaded.
|
| 422 |
+
# Transfer bytes are received from the network; reconstruction bytes are written to disk.
|
| 423 |
+
transfer_progress = _create_progress_bar(
|
| 424 |
+
cls=tqdm_class,
|
| 425 |
+
log_level=logger.getEffectiveLevel(),
|
| 426 |
+
name="huggingface_hub.snapshot_download.transfer",
|
| 427 |
+
desc="Downloading bytes",
|
| 428 |
+
total=0,
|
| 429 |
+
initial=0,
|
| 430 |
+
unit="B",
|
| 431 |
+
unit_scale=True,
|
| 432 |
+
bar_format=XET_TRANSFER_BAR_FORMAT,
|
| 433 |
+
)
|
| 434 |
+
|
| 435 |
+
reconstruct_progress = _create_progress_bar(
|
| 436 |
+
cls=tqdm_class,
|
| 437 |
+
log_level=logger.getEffectiveLevel(),
|
| 438 |
+
name="huggingface_hub.snapshot_download",
|
| 439 |
+
desc="Reconstructing (incomplete total...)",
|
| 440 |
+
total=0,
|
| 441 |
+
initial=0,
|
| 442 |
+
unit="B",
|
| 443 |
+
unit_scale=True,
|
| 444 |
+
bar_format=XET_BYTES_BAR_FORMAT,
|
| 445 |
+
)
|
| 446 |
+
|
| 447 |
+
class _AggregatedTqdm:
|
| 448 |
+
"""Fake tqdm object to aggregate progress into the parent snapshot progress bars.
|
| 449 |
+
|
| 450 |
+
In practice, the `_AggregatedTqdm` object won't be displayed; it's just used to update
|
| 451 |
+
the `reconstruct_progress` and `transfer_progress` bars from each thread/file download.
|
| 452 |
+
"""
|
| 453 |
+
|
| 454 |
+
def __init__(self, *args, **kwargs):
|
| 455 |
+
# Adjust the total of the parent progress bar
|
| 456 |
+
total = kwargs.pop("total", None)
|
| 457 |
+
if total is not None:
|
| 458 |
+
reconstruct_progress.total = (reconstruct_progress.total or 0) + total
|
| 459 |
+
transfer_progress.total = (transfer_progress.total or 0) + total
|
| 460 |
+
reconstruct_progress.refresh()
|
| 461 |
+
|
| 462 |
+
# Adjust initial of the parent progress bar
|
| 463 |
+
initial = kwargs.pop("initial", 0)
|
| 464 |
+
if initial:
|
| 465 |
+
reconstruct_progress.update(initial)
|
| 466 |
+
|
| 467 |
+
def __enter__(self):
|
| 468 |
+
return self
|
| 469 |
+
|
| 470 |
+
def __exit__(self, exc_type, exc_value, traceback):
|
| 471 |
+
pass
|
| 472 |
+
|
| 473 |
+
def close(self) -> None:
|
| 474 |
+
pass
|
| 475 |
+
|
| 476 |
+
def update(self, n: int | float | None = 1) -> None:
|
| 477 |
+
reconstruct_progress.update(n)
|
| 478 |
+
|
| 479 |
+
def update_transfer(self, n: int | float | None = 1) -> None:
|
| 480 |
+
_update_transfer_bar(transfer_progress, int(n or 0))
|
| 481 |
+
|
| 482 |
+
def set_postfix_str(self, postfix: str, refresh: bool = False) -> None:
|
| 483 |
+
reconstruct_progress.set_postfix_str(postfix, refresh=refresh)
|
| 484 |
+
|
| 485 |
+
def set_transfer_postfix_str(self, postfix: str, refresh: bool = False) -> None:
|
| 486 |
+
transfer_progress.set_postfix_str(postfix, refresh=refresh)
|
| 487 |
+
|
| 488 |
+
# Pass the commit_hash as revision to hf_hub_download to skip network call if:
|
| 489 |
+
# - file is cached
|
| 490 |
+
# - or xet file with metadata cached in /tree cache
|
| 491 |
+
def _inner_hf_hub_download(repo_file: str) -> None:
|
| 492 |
+
results.append(
|
| 493 |
+
hf_hub_download( # type: ignore
|
| 494 |
+
repo_id,
|
| 495 |
+
filename=repo_file,
|
| 496 |
+
repo_type=repo_type,
|
| 497 |
+
revision=commit_hash,
|
| 498 |
+
endpoint=endpoint,
|
| 499 |
+
cache_dir=cache_dir,
|
| 500 |
+
local_dir=local_dir,
|
| 501 |
+
library_name=library_name,
|
| 502 |
+
library_version=library_version,
|
| 503 |
+
user_agent=user_agent,
|
| 504 |
+
etag_timeout=etag_timeout,
|
| 505 |
+
force_download=force_download,
|
| 506 |
+
token=token,
|
| 507 |
+
headers=headers,
|
| 508 |
+
tqdm_class=_AggregatedTqdm, # type: ignore
|
| 509 |
+
dry_run=dry_run,
|
| 510 |
+
)
|
| 511 |
+
)
|
| 512 |
+
|
| 513 |
+
thread_map(
|
| 514 |
+
_inner_hf_hub_download,
|
| 515 |
+
filtered_repo_files,
|
| 516 |
+
desc=tqdm_desc,
|
| 517 |
+
max_workers=max_workers,
|
| 518 |
+
tqdm_class=tqdm_class,
|
| 519 |
+
)
|
| 520 |
+
|
| 521 |
+
_finish_transfer_bar(transfer_progress)
|
| 522 |
+
transfer_progress.set_description("Download complete")
|
| 523 |
+
reconstruct_progress.set_description("Reconstruction complete")
|
| 524 |
+
|
| 525 |
+
if dry_run:
|
| 526 |
+
assert all(isinstance(r, DryRunFileInfo) for r in results)
|
| 527 |
+
return results # type: ignore
|
| 528 |
+
|
| 529 |
+
if local_dir is not None:
|
| 530 |
+
return str(os.path.realpath(local_dir))
|
| 531 |
+
return snapshot_folder
|
| 532 |
+
|
| 533 |
+
|
| 534 |
+
def _raise_if_incomplete_snapshot(
|
| 535 |
+
*,
|
| 536 |
+
tree_cache_folder: str,
|
| 537 |
+
commit_hash: str,
|
| 538 |
+
base_dir: str,
|
| 539 |
+
allow_patterns: list[str] | str | None,
|
| 540 |
+
ignore_patterns: list[str] | str | None,
|
| 541 |
+
repo_id: str,
|
| 542 |
+
revision: str,
|
| 543 |
+
api_call_error: Exception | None,
|
| 544 |
+
) -> None:
|
| 545 |
+
"""Raise [`IncompleteSnapshotError`] if the cached tree listing shows `base_dir` misses requested files.
|
| 546 |
+
|
| 547 |
+
If the tree listing is not cached we cannot tell, so we do nothing and the caller keeps returning the
|
| 548 |
+
folder as-is. Otherwise every expected file (after pattern filtering) must exist under `base_dir`.
|
| 549 |
+
"""
|
| 550 |
+
tree_entries = read_tree_cache(tree_cache_folder, commit_hash)
|
| 551 |
+
if tree_entries is None:
|
| 552 |
+
return
|
| 553 |
+
expected = filter_repo_objects(
|
| 554 |
+
items=tree_entries.keys(), allow_patterns=allow_patterns, ignore_patterns=ignore_patterns
|
| 555 |
+
)
|
| 556 |
+
missing = [path for path in expected if not _local_file_exists(base_dir, path)]
|
| 557 |
+
if not missing:
|
| 558 |
+
return
|
| 559 |
+
|
| 560 |
+
sample = ", ".join(missing[:3])
|
| 561 |
+
if len(missing) > 3:
|
| 562 |
+
sample += f", ... ({len(missing) - 3} more)"
|
| 563 |
+
if api_call_error is not None:
|
| 564 |
+
reason = f"The Hub could not be reached ({api_call_error.__class__.__name__}: {api_call_error})."
|
| 565 |
+
else:
|
| 566 |
+
reason = "Outgoing traffic is disabled ('local_files_only=True')."
|
| 567 |
+
raise IncompleteSnapshotError(
|
| 568 |
+
f"The cached snapshot for '{repo_id}' (revision '{revision}', commit {commit_hash}) is incomplete: "
|
| 569 |
+
f"{len(missing)} file(s) are missing ({sample}). {reason} Re-run the download with network access "
|
| 570 |
+
"to complete the snapshot.",
|
| 571 |
+
snapshot_path=base_dir,
|
| 572 |
+
) from api_call_error
|
| 573 |
+
|
| 574 |
+
|
| 575 |
+
@validate_hf_hub_args
|
| 576 |
+
def get_cached_repo_tree(
|
| 577 |
+
repo_id: str,
|
| 578 |
+
*,
|
| 579 |
+
repo_type: str | None = None,
|
| 580 |
+
revision: str | None = None,
|
| 581 |
+
cache_dir: str | Path | None = None,
|
| 582 |
+
local_dir: str | Path | None = None,
|
| 583 |
+
) -> list[RepoFile]:
|
| 584 |
+
"""Return the cached tree listing of a repo at a given revision, without any network call.
|
| 585 |
+
|
| 586 |
+
The tree listing is the set of files (with their download metadata) of a repo at a commit. It is populated
|
| 587 |
+
on disk as a side effect of [`snapshot_download`] (see the `trees/<commit_hash>.json` cache files) and is
|
| 588 |
+
used to skip network calls on subsequent downloads. This function exposes that cache directly.
|
| 589 |
+
|
| 590 |
+
If you need the current tree listing of a repo on the Hub, use [`list_repo_tree`] instead.
|
| 591 |
+
|
| 592 |
+
Args:
|
| 593 |
+
repo_id (`str`):
|
| 594 |
+
A user or an organization name and a repo name separated by a `/`.
|
| 595 |
+
repo_type (`str`, *optional*):
|
| 596 |
+
Set to `"dataset"`, `"space"` or `"kernel"` if listing from a dataset, space or kernel repo,
|
| 597 |
+
`None` or `"model"` if listing from a model. Default is `None`.
|
| 598 |
+
revision (`str`, *optional*):
|
| 599 |
+
An optional Git revision id, which can be a branch name, a tag, or a commit hash. Defaults to the
|
| 600 |
+
default branch. Branch/tag names are resolved to a commit hash using the local cache (`refs/`).
|
| 601 |
+
cache_dir (`str`, `Path`, *optional*):
|
| 602 |
+
Path to the folder where cached files are stored. Defaults to the value of `HF_HUB_CACHE`.
|
| 603 |
+
local_dir (`str` or `Path`, *optional*):
|
| 604 |
+
If provided, read the tree listing cached by a `local_dir` download (from
|
| 605 |
+
`local_dir/.cache/huggingface/`) instead of the main cache. Branch/tag revisions are still resolved
|
| 606 |
+
to a commit hash using the main cache (`cache_dir`).
|
| 607 |
+
|
| 608 |
+
Returns:
|
| 609 |
+
`list[RepoFile]`: The list of [`RepoFile`] objects cached for this revision.
|
| 610 |
+
|
| 611 |
+
Raises:
|
| 612 |
+
[`~errors.CachedRepoTreeNotFoundError`]
|
| 613 |
+
If no tree listing is cached for the requested revision (e.g. the repo was never downloaded at this revision).
|
| 614 |
+
|
| 615 |
+
Example:
|
| 616 |
+
```py
|
| 617 |
+
>>> from huggingface_hub import get_cached_repo_tree
|
| 618 |
+
>>> files = get_cached_repo_tree("openai-community/gpt2")
|
| 619 |
+
>>> [f.path for f in files]
|
| 620 |
+
['.gitattributes', 'config.json', 'model.safetensors', ...]
|
| 621 |
+
```
|
| 622 |
+
"""
|
| 623 |
+
if cache_dir is None:
|
| 624 |
+
cache_dir = constants.HF_HUB_CACHE
|
| 625 |
+
cache_dir = str(Path(cache_dir).expanduser().resolve())
|
| 626 |
+
if local_dir is not None:
|
| 627 |
+
local_dir = str(Path(local_dir).expanduser().resolve())
|
| 628 |
+
if revision is None:
|
| 629 |
+
revision = constants.DEFAULT_REVISION
|
| 630 |
+
if repo_type is None:
|
| 631 |
+
repo_type = constants.REPO_TYPE_MODEL
|
| 632 |
+
if repo_type not in constants.REPO_TYPES_WITH_KERNEL:
|
| 633 |
+
raise ValueError(
|
| 634 |
+
f"Invalid repo type: {repo_type}. Accepted repo types are: {str(constants.REPO_TYPES_WITH_KERNEL)}"
|
| 635 |
+
)
|
| 636 |
+
|
| 637 |
+
storage_folder = os.path.join(cache_dir, repo_folder_name(repo_id=repo_id, repo_type=repo_type))
|
| 638 |
+
|
| 639 |
+
# For `local_dir` downloads the tree listing lives under `local_dir/.cache/huggingface/`; otherwise it lives
|
| 640 |
+
# in the per-repo `storage_folder`. Refs are always recorded in the main cache, so we resolve them there.
|
| 641 |
+
tree_cache_folder = tree_cache_folder_for_local_dir(local_dir) if local_dir is not None else storage_folder
|
| 642 |
+
|
| 643 |
+
# The tree cache is keyed by commit hash. Resolve the revision to a commit hash: either it already is one,
|
| 644 |
+
# or it's a branch/tag name recorded in `refs/` by a previous download.
|
| 645 |
+
if REGEX_COMMIT_HASH.match(revision):
|
| 646 |
+
commit_hash = revision
|
| 647 |
+
else:
|
| 648 |
+
ref_path = os.path.join(storage_folder, "refs", revision)
|
| 649 |
+
if not os.path.isfile(ref_path):
|
| 650 |
+
raise CachedRepoTreeNotFoundError(
|
| 651 |
+
f"No cached tree listing found for '{repo_id}' (revision '{revision}', repo_type '{repo_type}'): "
|
| 652 |
+
f"the revision is not a commit hash and no matching ref is cached in '{storage_folder}'. "
|
| 653 |
+
"Download the repo (e.g. with `snapshot_download`) to populate the cache first."
|
| 654 |
+
)
|
| 655 |
+
with open(ref_path) as f:
|
| 656 |
+
commit_hash = f.read()
|
| 657 |
+
|
| 658 |
+
tree_entries = read_tree_cache(tree_cache_folder, commit_hash)
|
| 659 |
+
if tree_entries is None:
|
| 660 |
+
raise CachedRepoTreeNotFoundError(
|
| 661 |
+
f"No cached tree listing found for '{repo_id}' (revision '{revision}', commit '{commit_hash}', "
|
| 662 |
+
f"repo_type '{repo_type}') in '{tree_cache_folder}'. Download the repo (e.g. with `snapshot_download`) "
|
| 663 |
+
"to populate the cache first."
|
| 664 |
+
)
|
| 665 |
+
|
| 666 |
+
return [
|
| 667 |
+
RepoFile(path=path, size=entry.size, oid=entry.blob_id, xetHash=entry.xet_hash)
|
| 668 |
+
for path, entry in tree_entries.items()
|
| 669 |
+
]
|
| 670 |
+
|
| 671 |
+
|
| 672 |
+
def _local_file_exists(base_dir: str, path: str) -> bool:
|
| 673 |
+
"""Check whether a repo file (path relative to `base_dir`, '/'-separated) exists on disk.
|
| 674 |
+
|
| 675 |
+
On Windows, paths longer than 255 characters must be prefixed with `\\\\?\\`, otherwise `os.path.isfile` reports an
|
| 676 |
+
existing file as missing.
|
| 677 |
+
"""
|
| 678 |
+
full_path = os.path.join(base_dir, *path.split("/"))
|
| 679 |
+
if os.name == "nt" and len(os.path.abspath(full_path)) > 255 and not full_path.startswith("\\\\?\\"):
|
| 680 |
+
full_path = "\\\\?\\" + os.path.abspath(full_path)
|
| 681 |
+
return os.path.isfile(full_path)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_space_api.py
ADDED
|
@@ -0,0 +1,395 @@
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|
| 1 |
+
# Copyright 2019-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
from dataclasses import dataclass
|
| 15 |
+
from datetime import datetime
|
| 16 |
+
from enum import Enum
|
| 17 |
+
from typing import Literal
|
| 18 |
+
|
| 19 |
+
from huggingface_hub.utils import HfMount, HfUri, parse_datetime
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
class SpaceStage(str, Enum):
|
| 23 |
+
"""
|
| 24 |
+
Enumeration of possible stage of a Space on the Hub.
|
| 25 |
+
|
| 26 |
+
Value can be compared to a string:
|
| 27 |
+
```py
|
| 28 |
+
assert SpaceStage.BUILDING == "BUILDING"
|
| 29 |
+
```
|
| 30 |
+
|
| 31 |
+
Taken from https://github.com/huggingface/moon-landing/blob/main/server/repo_types/SpaceInfo.ts#L61 (private url).
|
| 32 |
+
"""
|
| 33 |
+
|
| 34 |
+
# Copied from moon-landing > server > repo_types > SpaceInfo.ts (private repo)
|
| 35 |
+
NO_APP_FILE = "NO_APP_FILE"
|
| 36 |
+
CONFIG_ERROR = "CONFIG_ERROR"
|
| 37 |
+
BUILDING = "BUILDING"
|
| 38 |
+
BUILD_ERROR = "BUILD_ERROR"
|
| 39 |
+
RUNNING = "RUNNING"
|
| 40 |
+
RUNNING_BUILDING = "RUNNING_BUILDING"
|
| 41 |
+
RUNTIME_ERROR = "RUNTIME_ERROR"
|
| 42 |
+
DELETING = "DELETING"
|
| 43 |
+
STOPPED = "STOPPED"
|
| 44 |
+
PAUSED = "PAUSED"
|
| 45 |
+
APP_STARTING = "APP_STARTING"
|
| 46 |
+
RUNNING_APP_STARTING = "RUNNING_APP_STARTING"
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
INTERMEDIATE_SPACE_STAGES = (
|
| 50 |
+
SpaceStage.BUILDING,
|
| 51 |
+
SpaceStage.RUNNING_BUILDING,
|
| 52 |
+
SpaceStage.APP_STARTING,
|
| 53 |
+
SpaceStage.RUNNING_APP_STARTING,
|
| 54 |
+
)
|
| 55 |
+
|
| 56 |
+
TERMINAL_SPACE_STAGES = (
|
| 57 |
+
SpaceStage.RUNNING,
|
| 58 |
+
SpaceStage.BUILD_ERROR,
|
| 59 |
+
SpaceStage.RUNTIME_ERROR,
|
| 60 |
+
SpaceStage.CONFIG_ERROR,
|
| 61 |
+
SpaceStage.NO_APP_FILE,
|
| 62 |
+
SpaceStage.STOPPED,
|
| 63 |
+
SpaceStage.PAUSED,
|
| 64 |
+
SpaceStage.DELETING,
|
| 65 |
+
)
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
class SpaceHardware(str, Enum):
|
| 69 |
+
"""
|
| 70 |
+
Enumeration of hardwares available to run your Space on the Hub.
|
| 71 |
+
|
| 72 |
+
Value can be compared to a string:
|
| 73 |
+
```py
|
| 74 |
+
assert SpaceHardware.CPU_BASIC == "cpu-basic"
|
| 75 |
+
```
|
| 76 |
+
|
| 77 |
+
Taken from https://github.com/huggingface-internal/moon-landing/blob/main/server/repo_types/SpaceHardwareFlavor.ts (private url).
|
| 78 |
+
"""
|
| 79 |
+
|
| 80 |
+
# CPU
|
| 81 |
+
CPU_BASIC = "cpu-basic"
|
| 82 |
+
CPU_UPGRADE = "cpu-upgrade"
|
| 83 |
+
|
| 84 |
+
# ZeroGPU
|
| 85 |
+
ZERO_A10G = "zero-a10g"
|
| 86 |
+
|
| 87 |
+
# GPU
|
| 88 |
+
T4_SMALL = "t4-small"
|
| 89 |
+
T4_MEDIUM = "t4-medium"
|
| 90 |
+
L4X1 = "l4x1"
|
| 91 |
+
L4X4 = "l4x4"
|
| 92 |
+
L40SX1 = "l40sx1"
|
| 93 |
+
L40SX4 = "l40sx4"
|
| 94 |
+
L40SX8 = "l40sx8"
|
| 95 |
+
A10G_SMALL = "a10g-small"
|
| 96 |
+
A10G_LARGE = "a10g-large"
|
| 97 |
+
A10G_LARGEX2 = "a10g-largex2"
|
| 98 |
+
A10G_LARGEX4 = "a10g-largex4"
|
| 99 |
+
A100_LARGE = "a100-large"
|
| 100 |
+
A100X4 = "a100x4"
|
| 101 |
+
A100X8 = "a100x8"
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
class SpaceStorage(str, Enum):
|
| 105 |
+
"""
|
| 106 |
+
Enumeration of persistent storage available for your Space on the Hub.
|
| 107 |
+
|
| 108 |
+
Value can be compared to a string:
|
| 109 |
+
```py
|
| 110 |
+
assert SpaceStorage.SMALL == "small"
|
| 111 |
+
```
|
| 112 |
+
|
| 113 |
+
Taken from https://github.com/huggingface/moon-landing/blob/main/server/repo_types/SpaceHardwareFlavor.ts#L24 (private url).
|
| 114 |
+
"""
|
| 115 |
+
|
| 116 |
+
SMALL = "small"
|
| 117 |
+
MEDIUM = "medium"
|
| 118 |
+
LARGE = "large"
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
@dataclass
|
| 122 |
+
class Volume:
|
| 123 |
+
"""
|
| 124 |
+
Describes a volume to mount in a Space or Job container.
|
| 125 |
+
|
| 126 |
+
Args:
|
| 127 |
+
type (`str`):
|
| 128 |
+
Type of volume: `"bucket"`, `"model"`, `"dataset"`, or `"space"`.
|
| 129 |
+
source (`str`):
|
| 130 |
+
Source identifier, e.g. `"username/my-bucket"` or `"username/my-model"`.
|
| 131 |
+
mount_path (`str`):
|
| 132 |
+
Mount path inside the container, e.g. `"/data"`. Must start with `/`.
|
| 133 |
+
revision (`str` or `None`):
|
| 134 |
+
Git revision (only for repos, defaults to `"main"`).
|
| 135 |
+
read_only (`bool` or `None`):
|
| 136 |
+
Read-only mount. Forced `True` for repos, defaults to `False` for buckets.
|
| 137 |
+
path (`str` or `None`):
|
| 138 |
+
Subfolder prefix inside the bucket/repo to mount, e.g. `"path/to/dir"`.
|
| 139 |
+
"""
|
| 140 |
+
|
| 141 |
+
type: Literal["bucket", "model", "dataset", "space"]
|
| 142 |
+
source: str
|
| 143 |
+
mount_path: str
|
| 144 |
+
revision: str | None = None
|
| 145 |
+
read_only: bool | None = None
|
| 146 |
+
path: str | None = None
|
| 147 |
+
|
| 148 |
+
def __init__(self, **kwargs) -> None:
|
| 149 |
+
self.type = kwargs.get("type", "model")
|
| 150 |
+
self.source = kwargs["source"]
|
| 151 |
+
mount_path = kwargs.get("mountPath")
|
| 152 |
+
self.mount_path = mount_path if mount_path is not None else kwargs["mount_path"]
|
| 153 |
+
self.revision = kwargs.get("revision")
|
| 154 |
+
read_only = kwargs.get("readOnly")
|
| 155 |
+
self.read_only = read_only if read_only is not None else kwargs.get("read_only")
|
| 156 |
+
self.path = kwargs.get("path")
|
| 157 |
+
|
| 158 |
+
def to_dict(self) -> dict:
|
| 159 |
+
"""Serialize to the JSON payload expected by the Hub API."""
|
| 160 |
+
data: dict = {
|
| 161 |
+
"type": self.type,
|
| 162 |
+
"source": self.source,
|
| 163 |
+
"mountPath": self.mount_path,
|
| 164 |
+
}
|
| 165 |
+
if self.revision is not None:
|
| 166 |
+
data["revision"] = self.revision
|
| 167 |
+
if self.read_only is not None:
|
| 168 |
+
data["readOnly"] = self.read_only
|
| 169 |
+
if self.path is not None:
|
| 170 |
+
data["path"] = self.path
|
| 171 |
+
return data
|
| 172 |
+
|
| 173 |
+
def to_uri(self) -> str:
|
| 174 |
+
"""Return the volume as an HF mount URI in the format expected by the CLI."""
|
| 175 |
+
return HfMount(
|
| 176 |
+
source=HfUri(type=self.type, id=self.source, revision=self.revision, path_in_repo=self.path or ""),
|
| 177 |
+
mount_path=self.mount_path,
|
| 178 |
+
read_only=self.read_only,
|
| 179 |
+
).to_uri()
|
| 180 |
+
|
| 181 |
+
|
| 182 |
+
@dataclass
|
| 183 |
+
class SpaceHotReloading:
|
| 184 |
+
status: Literal["created", "canceled"]
|
| 185 |
+
replica_statuses: list[tuple[str, str | None]] # See _hot_reloading_types.ApiCreateReloadResponse.res.status
|
| 186 |
+
raw: dict
|
| 187 |
+
|
| 188 |
+
def __init__(self, data: dict) -> None:
|
| 189 |
+
self.status = data["status"]
|
| 190 |
+
self.replica_statuses = data["replicaStatuses"]
|
| 191 |
+
self.raw = data
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
@dataclass
|
| 195 |
+
class SpaceRuntime:
|
| 196 |
+
"""
|
| 197 |
+
Contains information about the current runtime of a Space.
|
| 198 |
+
|
| 199 |
+
Args:
|
| 200 |
+
stage (`str`):
|
| 201 |
+
Current stage of the space. Example: RUNNING.
|
| 202 |
+
hardware (`str` or `None`):
|
| 203 |
+
Current hardware of the space. Example: "cpu-basic". Can be `None` if Space
|
| 204 |
+
is `BUILDING` for the first time.
|
| 205 |
+
requested_hardware (`str` or `None`):
|
| 206 |
+
Requested hardware. Can be different from `hardware` especially if the request
|
| 207 |
+
has just been made. Example: "t4-medium". Can be `None` if no hardware has
|
| 208 |
+
been requested yet.
|
| 209 |
+
sleep_time (`int` or `None`):
|
| 210 |
+
Number of seconds the Space will be kept alive after the last request. By default (if value is `None`), the
|
| 211 |
+
Space will never go to sleep if it's running on an upgraded hardware, while it will go to sleep after 48
|
| 212 |
+
hours on a free 'cpu-basic' hardware. For more details, see https://huggingface.co/docs/hub/spaces-gpus#sleep-time.
|
| 213 |
+
volumes (`list[Volume]` or `None`):
|
| 214 |
+
List of volumes mounted in the Space. Each volume is a [`Volume`] object describing its type, source,
|
| 215 |
+
mount path, and optional settings. `None` if no volumes are attached.
|
| 216 |
+
raw (`dict`):
|
| 217 |
+
Raw response from the server. Contains more information about the Space
|
| 218 |
+
runtime like number of replicas, number of cpu, memory size,...
|
| 219 |
+
"""
|
| 220 |
+
|
| 221 |
+
stage: SpaceStage
|
| 222 |
+
hardware: SpaceHardware | None
|
| 223 |
+
requested_hardware: SpaceHardware | None
|
| 224 |
+
sleep_time: int | None
|
| 225 |
+
storage: SpaceStorage | None
|
| 226 |
+
dev_mode: bool
|
| 227 |
+
hot_reloading: SpaceHotReloading | None
|
| 228 |
+
volumes: list[Volume] | None
|
| 229 |
+
raw: dict
|
| 230 |
+
|
| 231 |
+
def __init__(self, data: dict) -> None:
|
| 232 |
+
self.stage = data["stage"]
|
| 233 |
+
self.hardware = data.get("hardware", {}).get("current")
|
| 234 |
+
self.requested_hardware = data.get("hardware", {}).get("requested")
|
| 235 |
+
self.sleep_time = data.get("gcTimeout")
|
| 236 |
+
self.storage = data.get("storage")
|
| 237 |
+
self.dev_mode = data.get("devMode", False)
|
| 238 |
+
self.hot_reloading = SpaceHotReloading(raw_hr) if (raw_hr := data.get("hotReloading")) is not None else None
|
| 239 |
+
raw_volumes = data.get("volumes")
|
| 240 |
+
self.volumes = [Volume(**v) for v in raw_volumes] if raw_volumes is not None else None
|
| 241 |
+
self.raw = data
|
| 242 |
+
|
| 243 |
+
|
| 244 |
+
@dataclass
|
| 245 |
+
class SpaceSecret:
|
| 246 |
+
"""
|
| 247 |
+
Contains information about a secret of a Space.
|
| 248 |
+
|
| 249 |
+
Secret values are write-only and cannot be read back. Only the key, description,
|
| 250 |
+
and last update time are returned by the API.
|
| 251 |
+
|
| 252 |
+
Args:
|
| 253 |
+
key (`str`):
|
| 254 |
+
Secret key. Example: `"GITHUB_API_KEY"`
|
| 255 |
+
description (`str` or None):
|
| 256 |
+
Description of the secret. Example: `"Github API key to access the Github API"`.
|
| 257 |
+
updated_at (`datetime` or None):
|
| 258 |
+
datetime of the last update of the secret (if the secret has been updated at least once).
|
| 259 |
+
"""
|
| 260 |
+
|
| 261 |
+
key: str
|
| 262 |
+
description: str | None
|
| 263 |
+
updated_at: datetime | None
|
| 264 |
+
|
| 265 |
+
def __init__(self, key: str, values: dict) -> None:
|
| 266 |
+
self.key = key
|
| 267 |
+
self.description = values.get("description")
|
| 268 |
+
updated_at = values.get("updatedAt")
|
| 269 |
+
self.updated_at = parse_datetime(updated_at) if updated_at is not None else None
|
| 270 |
+
|
| 271 |
+
|
| 272 |
+
@dataclass
|
| 273 |
+
class SpaceVariable:
|
| 274 |
+
"""
|
| 275 |
+
Contains information about the current variables of a Space.
|
| 276 |
+
|
| 277 |
+
Args:
|
| 278 |
+
key (`str`):
|
| 279 |
+
Variable key. Example: `"MODEL_REPO_ID"`
|
| 280 |
+
value (`str`):
|
| 281 |
+
Variable value. Example: `"the_model_repo_id"`.
|
| 282 |
+
description (`str` or None):
|
| 283 |
+
Description of the variable. Example: `"Model Repo ID of the implemented model"`.
|
| 284 |
+
updatedAt (`datetime` or None):
|
| 285 |
+
datetime of the last update of the variable (if the variable has been updated at least once).
|
| 286 |
+
"""
|
| 287 |
+
|
| 288 |
+
key: str
|
| 289 |
+
value: str
|
| 290 |
+
description: str | None
|
| 291 |
+
updated_at: datetime | None
|
| 292 |
+
|
| 293 |
+
def __init__(self, key: str, values: dict) -> None:
|
| 294 |
+
self.key = key
|
| 295 |
+
self.value = values["value"]
|
| 296 |
+
self.description = values.get("description")
|
| 297 |
+
updated_at = values.get("updatedAt")
|
| 298 |
+
self.updated_at = parse_datetime(updated_at) if updated_at is not None else None
|
| 299 |
+
|
| 300 |
+
|
| 301 |
+
@dataclass
|
| 302 |
+
class SpaceSearchResult:
|
| 303 |
+
"""A single result from the Spaces semantic search API.
|
| 304 |
+
|
| 305 |
+
Returned by [`HfApi.search_spaces`].
|
| 306 |
+
|
| 307 |
+
Attributes:
|
| 308 |
+
id (`str`):
|
| 309 |
+
ID of the Space (e.g. `"username/repo-name"`).
|
| 310 |
+
author (`str`):
|
| 311 |
+
Author of the Space.
|
| 312 |
+
title (`str`):
|
| 313 |
+
Display title of the Space.
|
| 314 |
+
emoji (`str` or `None`):
|
| 315 |
+
Emoji icon of the Space.
|
| 316 |
+
sdk (`str` or `None`):
|
| 317 |
+
SDK used by the Space (e.g. `"gradio"`, `"docker"`, `"static"`).
|
| 318 |
+
likes (`int`):
|
| 319 |
+
Number of likes.
|
| 320 |
+
private (`bool`):
|
| 321 |
+
Whether the Space is private.
|
| 322 |
+
tags (`list[str]` or `None`):
|
| 323 |
+
List of tags.
|
| 324 |
+
runtime ([`SpaceRuntime`] or `None`):
|
| 325 |
+
Runtime information (stage, hardware, etc.).
|
| 326 |
+
ai_short_description (`str` or `None`):
|
| 327 |
+
AI-generated short description.
|
| 328 |
+
ai_category (`str` or `None`):
|
| 329 |
+
AI-generated category (e.g. `"Image Generation"`).
|
| 330 |
+
semantic_relevancy_score (`float` or `None`):
|
| 331 |
+
Semantic relevancy score (0-1) relative to the search query.
|
| 332 |
+
trending_score (`int` or `None`):
|
| 333 |
+
Trending score.
|
| 334 |
+
"""
|
| 335 |
+
|
| 336 |
+
id: str
|
| 337 |
+
author: str
|
| 338 |
+
title: str
|
| 339 |
+
emoji: str | None
|
| 340 |
+
sdk: str | None
|
| 341 |
+
likes: int
|
| 342 |
+
private: bool
|
| 343 |
+
tags: list[str] | None
|
| 344 |
+
runtime: SpaceRuntime | None
|
| 345 |
+
ai_short_description: str | None
|
| 346 |
+
ai_category: str | None
|
| 347 |
+
semantic_relevancy_score: float | None
|
| 348 |
+
trending_score: int | None
|
| 349 |
+
|
| 350 |
+
def __init__(self, data: dict) -> None:
|
| 351 |
+
runtime = data.get("runtime")
|
| 352 |
+
self.id = data["id"]
|
| 353 |
+
self.author = data.get("author", "")
|
| 354 |
+
self.title = data.get("title", "")
|
| 355 |
+
self.emoji = data.get("emoji")
|
| 356 |
+
self.sdk = data.get("sdk")
|
| 357 |
+
self.likes = data.get("likes", 0)
|
| 358 |
+
self.private = data.get("private", False)
|
| 359 |
+
self.tags = data.get("tags")
|
| 360 |
+
self.runtime = SpaceRuntime(runtime) if runtime else None
|
| 361 |
+
self.ai_short_description = data.get("ai_short_description")
|
| 362 |
+
self.ai_category = data.get("ai_category")
|
| 363 |
+
self.semantic_relevancy_score = data.get("semanticRelevancyScore")
|
| 364 |
+
self.trending_score = data.get("trendingScore")
|
| 365 |
+
|
| 366 |
+
|
| 367 |
+
@dataclass
|
| 368 |
+
class SpaceTemplate:
|
| 369 |
+
"""
|
| 370 |
+
Contains information about a Space template available on the Hub.
|
| 371 |
+
|
| 372 |
+
Returned by [`HfApi.list_space_templates`]. The `repo_id` can be passed as `space_template`
|
| 373 |
+
to [`HfApi.create_repo`] to seed a new Space from that template.
|
| 374 |
+
|
| 375 |
+
Args:
|
| 376 |
+
name (`str`):
|
| 377 |
+
Human-friendly name of the template (e.g. `"JupyterLab"`, `"chatbot"`).
|
| 378 |
+
repo_id (`str`):
|
| 379 |
+
Repo id of the template Space (e.g. `"SpacesExamples/jupyterlab"`).
|
| 380 |
+
sdk (`str`):
|
| 381 |
+
SDK the template is built with (e.g. `"gradio"`, `"docker"`, `"static"`).
|
| 382 |
+
preferred_private (`bool`):
|
| 383 |
+
Whether Spaces created from this template are recommended to be private.
|
| 384 |
+
"""
|
| 385 |
+
|
| 386 |
+
name: str
|
| 387 |
+
repo_id: str
|
| 388 |
+
sdk: str
|
| 389 |
+
preferred_private: bool
|
| 390 |
+
|
| 391 |
+
def __init__(self, data: dict) -> None:
|
| 392 |
+
self.name = data["name"]
|
| 393 |
+
self.repo_id = data["repoId"]
|
| 394 |
+
self.sdk = data["sdk"]
|
| 395 |
+
self.preferred_private = data["preferredPrivate"]
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_tensorboard_logger.py
ADDED
|
@@ -0,0 +1,189 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2023 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains a logger to push training logs to the Hub, using Tensorboard."""
|
| 15 |
+
|
| 16 |
+
from pathlib import Path
|
| 17 |
+
|
| 18 |
+
from ._commit_scheduler import CommitScheduler
|
| 19 |
+
from .errors import EntryNotFoundError
|
| 20 |
+
from .repocard import ModelCard
|
| 21 |
+
from .utils import experimental
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
# Depending on user's setup, SummaryWriter can come either from 'tensorboardX'
|
| 25 |
+
# or from 'torch.utils.tensorboard'. Both are compatible so let's try to load
|
| 26 |
+
# from either of them.
|
| 27 |
+
try:
|
| 28 |
+
from tensorboardX import SummaryWriter as _RuntimeSummaryWriter
|
| 29 |
+
|
| 30 |
+
is_summary_writer_available = True
|
| 31 |
+
except ImportError:
|
| 32 |
+
try:
|
| 33 |
+
from torch.utils.tensorboard import SummaryWriter as _RuntimeSummaryWriter
|
| 34 |
+
|
| 35 |
+
is_summary_writer_available = True
|
| 36 |
+
except ImportError:
|
| 37 |
+
# Dummy class to avoid failing at import. Will raise on instance creation.
|
| 38 |
+
class _DummySummaryWriter:
|
| 39 |
+
pass
|
| 40 |
+
|
| 41 |
+
_RuntimeSummaryWriter = _DummySummaryWriter # type: ignore[assignment] # ty: ignore[conflicting-declarations]
|
| 42 |
+
is_summary_writer_available = False
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
class HFSummaryWriter(_RuntimeSummaryWriter):
|
| 46 |
+
"""
|
| 47 |
+
Wrapper around the tensorboard's `SummaryWriter` to push training logs to the Hub.
|
| 48 |
+
|
| 49 |
+
Data is logged locally and then pushed to the Hub asynchronously. Pushing data to the Hub is done in a separate
|
| 50 |
+
thread to avoid blocking the training script. In particular, if the upload fails for any reason (e.g. a connection
|
| 51 |
+
issue), the main script will not be interrupted. Data is automatically pushed to the Hub every `commit_every`
|
| 52 |
+
minutes (default to every 5 minutes).
|
| 53 |
+
|
| 54 |
+
> [!WARNING]
|
| 55 |
+
> `HFSummaryWriter` is experimental. Its API is subject to change in the future without prior notice.
|
| 56 |
+
|
| 57 |
+
Args:
|
| 58 |
+
repo_id (`str`):
|
| 59 |
+
The id of the repo to which the logs will be pushed.
|
| 60 |
+
logdir (`str`, *optional*):
|
| 61 |
+
The directory where the logs will be written. If not specified, a local directory will be created by the
|
| 62 |
+
underlying `SummaryWriter` object.
|
| 63 |
+
commit_every (`int` or `float`, *optional*):
|
| 64 |
+
The frequency (in minutes) at which the logs will be pushed to the Hub. Defaults to 5 minutes.
|
| 65 |
+
squash_history (`bool`, *optional*):
|
| 66 |
+
Whether to squash the history of the repo after each commit. Defaults to `False`. Squashing commits is
|
| 67 |
+
useful to avoid degraded performances on the repo when it grows too large.
|
| 68 |
+
repo_type (`str`, *optional*):
|
| 69 |
+
The type of the repo to which the logs will be pushed. Defaults to "model".
|
| 70 |
+
repo_revision (`str`, *optional*):
|
| 71 |
+
The revision of the repo to which the logs will be pushed. Defaults to "main".
|
| 72 |
+
repo_private (`bool`, *optional*):
|
| 73 |
+
Whether to make the repo private. If `None` (default), the repo will be public unless the organization's default is private. This value is ignored if the repo already exists.
|
| 74 |
+
path_in_repo (`str`, *optional*):
|
| 75 |
+
The path to the folder in the repo where the logs will be pushed. Defaults to "tensorboard/".
|
| 76 |
+
repo_allow_patterns (`list[str]` or `str`, *optional*):
|
| 77 |
+
A list of patterns to include in the upload. Defaults to `"*.tfevents.*"`. Check out the
|
| 78 |
+
[upload guide](https://huggingface.co/docs/huggingface_hub/guides/upload#upload-a-folder) for more details.
|
| 79 |
+
repo_ignore_patterns (`list[str]` or `str`, *optional*):
|
| 80 |
+
A list of patterns to exclude in the upload. Check out the
|
| 81 |
+
[upload guide](https://huggingface.co/docs/huggingface_hub/guides/upload#upload-a-folder) for more details.
|
| 82 |
+
token (`str`, *optional*):
|
| 83 |
+
Authentication token. Will default to the stored token. See https://huggingface.co/settings/token for more
|
| 84 |
+
details
|
| 85 |
+
kwargs:
|
| 86 |
+
Additional keyword arguments passed to `SummaryWriter`.
|
| 87 |
+
|
| 88 |
+
Examples:
|
| 89 |
+
```diff
|
| 90 |
+
# Taken from https://pytorch.org/docs/stable/tensorboard.html
|
| 91 |
+
- from torch.utils.tensorboard import SummaryWriter
|
| 92 |
+
+ from huggingface_hub import HFSummaryWriter
|
| 93 |
+
|
| 94 |
+
import numpy as np
|
| 95 |
+
|
| 96 |
+
- writer = SummaryWriter()
|
| 97 |
+
+ writer = HFSummaryWriter(repo_id="username/my-trained-model")
|
| 98 |
+
|
| 99 |
+
for n_iter in range(100):
|
| 100 |
+
writer.add_scalar('Loss/train', np.random.random(), n_iter)
|
| 101 |
+
writer.add_scalar('Loss/test', np.random.random(), n_iter)
|
| 102 |
+
writer.add_scalar('Accuracy/train', np.random.random(), n_iter)
|
| 103 |
+
writer.add_scalar('Accuracy/test', np.random.random(), n_iter)
|
| 104 |
+
```
|
| 105 |
+
|
| 106 |
+
```py
|
| 107 |
+
>>> from huggingface_hub import HFSummaryWriter
|
| 108 |
+
|
| 109 |
+
# Logs are automatically pushed every 15 minutes (5 by default) + when exiting the context manager
|
| 110 |
+
>>> with HFSummaryWriter(repo_id="test_hf_logger", commit_every=15) as logger:
|
| 111 |
+
... logger.add_scalar("a", 1)
|
| 112 |
+
... logger.add_scalar("b", 2)
|
| 113 |
+
```
|
| 114 |
+
"""
|
| 115 |
+
|
| 116 |
+
@experimental
|
| 117 |
+
def __new__(cls, *args, **kwargs) -> "HFSummaryWriter":
|
| 118 |
+
if not is_summary_writer_available:
|
| 119 |
+
raise ImportError(
|
| 120 |
+
"You must have `tensorboard` installed to use `HFSummaryWriter`. Please run `pip install --upgrade"
|
| 121 |
+
" tensorboardX` first."
|
| 122 |
+
)
|
| 123 |
+
return super().__new__(cls)
|
| 124 |
+
|
| 125 |
+
def __init__(
|
| 126 |
+
self,
|
| 127 |
+
repo_id: str,
|
| 128 |
+
*,
|
| 129 |
+
logdir: str | None = None,
|
| 130 |
+
commit_every: int | float = 5,
|
| 131 |
+
squash_history: bool = False,
|
| 132 |
+
repo_type: str | None = None,
|
| 133 |
+
repo_revision: str | None = None,
|
| 134 |
+
repo_private: bool | None = None,
|
| 135 |
+
path_in_repo: str | None = "tensorboard",
|
| 136 |
+
repo_allow_patterns: list[str] | str | None = "*.tfevents.*",
|
| 137 |
+
repo_ignore_patterns: list[str] | str | None = None,
|
| 138 |
+
token: str | None = None,
|
| 139 |
+
**kwargs,
|
| 140 |
+
):
|
| 141 |
+
# Initialize SummaryWriter
|
| 142 |
+
super().__init__(logdir=logdir, **kwargs)
|
| 143 |
+
|
| 144 |
+
# Check logdir has been correctly initialized and fail early otherwise. In practice, SummaryWriter takes care of it.
|
| 145 |
+
if not isinstance(self.logdir, str):
|
| 146 |
+
raise ValueError(f"`self.logdir` must be a string. Got '{self.logdir}' of type {type(self.logdir)}.")
|
| 147 |
+
|
| 148 |
+
# Append logdir name to `path_in_repo`
|
| 149 |
+
if path_in_repo is None or path_in_repo == "":
|
| 150 |
+
path_in_repo = Path(self.logdir).name
|
| 151 |
+
else:
|
| 152 |
+
path_in_repo = path_in_repo.strip("/") + "/" + Path(self.logdir).name
|
| 153 |
+
|
| 154 |
+
# Initialize scheduler
|
| 155 |
+
self.scheduler = CommitScheduler(
|
| 156 |
+
folder_path=self.logdir,
|
| 157 |
+
path_in_repo=path_in_repo,
|
| 158 |
+
repo_id=repo_id,
|
| 159 |
+
repo_type=repo_type,
|
| 160 |
+
revision=repo_revision,
|
| 161 |
+
private=repo_private,
|
| 162 |
+
token=token,
|
| 163 |
+
allow_patterns=repo_allow_patterns,
|
| 164 |
+
ignore_patterns=repo_ignore_patterns,
|
| 165 |
+
every=commit_every,
|
| 166 |
+
squash_history=squash_history,
|
| 167 |
+
)
|
| 168 |
+
|
| 169 |
+
# Exposing some high-level info at root level
|
| 170 |
+
self.repo_id = self.scheduler.repo_id
|
| 171 |
+
self.repo_type = self.scheduler.repo_type
|
| 172 |
+
self.repo_revision = self.scheduler.revision
|
| 173 |
+
|
| 174 |
+
# Add `hf-summary-writer` tag to the model card metadata
|
| 175 |
+
try:
|
| 176 |
+
card = ModelCard.load(repo_id_or_path=self.repo_id, repo_type=self.repo_type)
|
| 177 |
+
except EntryNotFoundError:
|
| 178 |
+
card = ModelCard("")
|
| 179 |
+
tags = card.data.get("tags", [])
|
| 180 |
+
if "hf-summary-writer" not in tags:
|
| 181 |
+
tags.append("hf-summary-writer")
|
| 182 |
+
card.data["tags"] = tags
|
| 183 |
+
card.push_to_hub(repo_id=self.repo_id, repo_type=self.repo_type)
|
| 184 |
+
|
| 185 |
+
def __exit__(self, exc_type, exc_val, exc_tb):
|
| 186 |
+
"""Push to hub in a non-blocking way when exiting the logger's context manager."""
|
| 187 |
+
super().__exit__(exc_type, exc_val, exc_tb)
|
| 188 |
+
future = self.scheduler.trigger()
|
| 189 |
+
future.result()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_tree_cache.py
ADDED
|
@@ -0,0 +1,138 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""On-disk cache for repository tree listings.
|
| 15 |
+
|
| 16 |
+
A tree listing is the set of files (with their download metadata) contained in a repo at a given commit. Because a
|
| 17 |
+
commit hash is immutable, its tree listing never changes and can be cached forever without any invalidation logic.
|
| 18 |
+
|
| 19 |
+
The listing is stored as a human-readable JSON file under `<tree_cache_folder>/trees/<commit_hash>.json`. The
|
| 20 |
+
folder depends on the download target: the per-repo `storage_folder` for `cache_dir` downloads, or
|
| 21 |
+
`local_dir/.cache/huggingface/` for `local_dir` downloads (see `tree_cache_folder_for_local_dir`).
|
| 22 |
+
|
| 23 |
+
```json
|
| 24 |
+
{
|
| 25 |
+
"format_version": 1,
|
| 26 |
+
"files": {
|
| 27 |
+
"config.json": {"size": 519, "blob_id": "<git sha1>"},
|
| 28 |
+
"model.safetensors": {"size": 1234, "blob_id": "...", "lfs_sha256": "<sha256>", "lfs_size": 1234, "xet_hash": "..."}
|
| 29 |
+
}
|
| 30 |
+
}
|
| 31 |
+
```
|
| 32 |
+
"""
|
| 33 |
+
|
| 34 |
+
import json
|
| 35 |
+
import os
|
| 36 |
+
import tempfile
|
| 37 |
+
import threading
|
| 38 |
+
from dataclasses import dataclass
|
| 39 |
+
|
| 40 |
+
from .utils import logging
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
logger = logging.get_logger(__name__)
|
| 44 |
+
|
| 45 |
+
TREE_CACHE_FORMAT_VERSION = 1
|
| 46 |
+
|
| 47 |
+
# In-memory cache of parsed tree listings, keyed by absolute file path.
|
| 48 |
+
_IN_MEMORY_TREE_CACHE: dict[str, "dict[str, TreeCacheEntry]"] = {}
|
| 49 |
+
_IN_MEMORY_TREE_CACHE_LOCK = threading.Lock()
|
| 50 |
+
|
| 51 |
+
|
| 52 |
+
@dataclass(frozen=True)
|
| 53 |
+
class TreeCacheEntry:
|
| 54 |
+
"""Raw metadata of a single file in a cached tree listing, mirroring the `/tree` endpoint fields."""
|
| 55 |
+
|
| 56 |
+
size: int
|
| 57 |
+
blob_id: str
|
| 58 |
+
lfs_sha256: str | None = None
|
| 59 |
+
lfs_size: int | None = None
|
| 60 |
+
xet_hash: str | None = None
|
| 61 |
+
|
| 62 |
+
def to_json(self) -> dict:
|
| 63 |
+
info: dict = {"size": self.size, "blob_id": self.blob_id}
|
| 64 |
+
if self.lfs_sha256 is not None:
|
| 65 |
+
info["lfs_sha256"] = self.lfs_sha256
|
| 66 |
+
info["lfs_size"] = self.lfs_size
|
| 67 |
+
if self.xet_hash is not None:
|
| 68 |
+
info["xet_hash"] = self.xet_hash
|
| 69 |
+
return info
|
| 70 |
+
|
| 71 |
+
@classmethod
|
| 72 |
+
def from_json(cls, info: dict) -> "TreeCacheEntry":
|
| 73 |
+
return cls(
|
| 74 |
+
size=info["size"],
|
| 75 |
+
blob_id=info["blob_id"],
|
| 76 |
+
lfs_sha256=info.get("lfs_sha256"),
|
| 77 |
+
lfs_size=info.get("lfs_size"),
|
| 78 |
+
xet_hash=info.get("xet_hash"),
|
| 79 |
+
)
|
| 80 |
+
|
| 81 |
+
|
| 82 |
+
def _tree_cache_path(tree_cache_folder: str, commit_hash: str) -> str:
|
| 83 |
+
return os.path.join(tree_cache_folder, "trees", f"{commit_hash}.json")
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
def tree_cache_folder_for_local_dir(local_dir: str) -> str:
|
| 87 |
+
"""Folder under which the `trees/` cache lives for a `local_dir` download."""
|
| 88 |
+
return os.path.join(local_dir, ".cache", "huggingface")
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
def read_tree_cache(tree_cache_folder: str, commit_hash: str) -> dict[str, TreeCacheEntry] | None:
|
| 92 |
+
"""Return the cached tree listing for a commit hash, or `None` if not cached (or unreadable)."""
|
| 93 |
+
path = _tree_cache_path(tree_cache_folder, commit_hash)
|
| 94 |
+
with _IN_MEMORY_TREE_CACHE_LOCK:
|
| 95 |
+
if path in _IN_MEMORY_TREE_CACHE:
|
| 96 |
+
return _IN_MEMORY_TREE_CACHE[path]
|
| 97 |
+
entries = _read_tree_cache_from_disk(path)
|
| 98 |
+
if entries is not None:
|
| 99 |
+
with _IN_MEMORY_TREE_CACHE_LOCK:
|
| 100 |
+
_IN_MEMORY_TREE_CACHE[path] = entries
|
| 101 |
+
return entries
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
def _read_tree_cache_from_disk(path: str) -> dict[str, TreeCacheEntry] | None:
|
| 105 |
+
try:
|
| 106 |
+
with open(path, encoding="utf-8") as f:
|
| 107 |
+
data = json.load(f)
|
| 108 |
+
if data.get("format_version") != TREE_CACHE_FORMAT_VERSION:
|
| 109 |
+
# Unknown format (e.g. written by a newer version) => ignore and re-fetch.
|
| 110 |
+
return None
|
| 111 |
+
return {file_path: TreeCacheEntry.from_json(info) for file_path, info in data["files"].items()}
|
| 112 |
+
except FileNotFoundError:
|
| 113 |
+
return None
|
| 114 |
+
except (OSError, ValueError, KeyError, TypeError) as e:
|
| 115 |
+
logger.warning(f"Ignoring corrupted tree cache file {path}: {e}")
|
| 116 |
+
return None
|
| 117 |
+
|
| 118 |
+
|
| 119 |
+
def write_tree_cache(tree_cache_folder: str, commit_hash: str, entries: dict[str, TreeCacheEntry]) -> None:
|
| 120 |
+
"""Write the tree listing of a commit hash to the cache (ignoring any failures)."""
|
| 121 |
+
path = _tree_cache_path(tree_cache_folder, commit_hash)
|
| 122 |
+
data = {
|
| 123 |
+
"format_version": TREE_CACHE_FORMAT_VERSION,
|
| 124 |
+
"files": {file_path: entries[file_path].to_json() for file_path in sorted(entries)},
|
| 125 |
+
}
|
| 126 |
+
try:
|
| 127 |
+
os.makedirs(os.path.dirname(path), exist_ok=True)
|
| 128 |
+
tmp_fd, tmp_path = tempfile.mkstemp(dir=os.path.dirname(path), suffix=".tmp")
|
| 129 |
+
with os.fdopen(tmp_fd, "w", encoding="utf-8") as f:
|
| 130 |
+
json.dump(data, f, indent=1)
|
| 131 |
+
os.replace(tmp_path, path)
|
| 132 |
+
except OSError as e:
|
| 133 |
+
logger.warning(f"Ignored error while writing tree cache file {path}: {e}")
|
| 134 |
+
return
|
| 135 |
+
|
| 136 |
+
# Seed the in-memory cache so later readers of this commit skip re-reading and re-parsing the file.
|
| 137 |
+
with _IN_MEMORY_TREE_CACHE_LOCK:
|
| 138 |
+
_IN_MEMORY_TREE_CACHE[path] = dict(entries)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_upload_large_folder.py
ADDED
|
@@ -0,0 +1,769 @@
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|
| 1 |
+
# Copyright 2024-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
import enum
|
| 15 |
+
import logging
|
| 16 |
+
import os
|
| 17 |
+
import queue
|
| 18 |
+
import shutil
|
| 19 |
+
import sys
|
| 20 |
+
import threading
|
| 21 |
+
import time
|
| 22 |
+
import traceback
|
| 23 |
+
from datetime import datetime
|
| 24 |
+
from pathlib import Path
|
| 25 |
+
from threading import Lock
|
| 26 |
+
from typing import TYPE_CHECKING, Any
|
| 27 |
+
from urllib.parse import quote
|
| 28 |
+
|
| 29 |
+
from ._commit_api import CommitOperationAdd, UploadInfo, _fetch_upload_modes
|
| 30 |
+
from ._local_folder import LocalUploadFileMetadata, LocalUploadFilePaths, get_local_upload_paths, read_upload_metadata
|
| 31 |
+
from .constants import DEFAULT_REVISION, REPO_TYPES
|
| 32 |
+
from .utils import DEFAULT_IGNORE_PATTERNS, _format_size, filter_repo_objects, tqdm
|
| 33 |
+
from .utils._runtime import is_xet_available
|
| 34 |
+
from .utils.sha import sha_fileobj
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
if TYPE_CHECKING:
|
| 38 |
+
from .hf_api import HfApi
|
| 39 |
+
|
| 40 |
+
logger = logging.getLogger(__name__)
|
| 41 |
+
|
| 42 |
+
WAITING_TIME_IF_NO_TASKS = 10 # seconds
|
| 43 |
+
MAX_NB_FILES_FETCH_UPLOAD_MODE = 100
|
| 44 |
+
COMMIT_SIZE_SCALE: list[int] = [20, 50, 75, 100, 125, 200, 250, 400, 600, 1000]
|
| 45 |
+
|
| 46 |
+
UPLOAD_BATCH_SIZE_XET = 256 # Max 256 files per upload batch for XET-enabled repos
|
| 47 |
+
UPLOAD_BATCH_SIZE_LFS = 1 # Otherwise, batches of 1 for regular LFS upload
|
| 48 |
+
|
| 49 |
+
# Repository limits (from https://huggingface.co/docs/hub/repositories-recommendations)
|
| 50 |
+
MAX_FILES_PER_REPO = 100_000 # Recommended maximum number of files per repository
|
| 51 |
+
MAX_FILES_PER_FOLDER = 10_000 # Recommended maximum number of files per folder
|
| 52 |
+
MAX_FILE_SIZE_GB = 200 # Recommended maximum for individual file size (split larger files)
|
| 53 |
+
RECOMMENDED_FILE_SIZE_GB = 20 # Recommended maximum for individual file size
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
def _validate_upload_limits(paths_list: list[LocalUploadFilePaths]) -> None:
|
| 57 |
+
"""
|
| 58 |
+
Validate upload against repository limits and warn about potential issues.
|
| 59 |
+
|
| 60 |
+
Args:
|
| 61 |
+
paths_list: List of file paths to be uploaded
|
| 62 |
+
|
| 63 |
+
Warns about:
|
| 64 |
+
- Too many files in the repository (>100k)
|
| 65 |
+
- Too many entries (files or subdirectories) in a single folder (>10k)
|
| 66 |
+
- Files exceeding size limits (>20GB recommended, >200GB maximum)
|
| 67 |
+
"""
|
| 68 |
+
logger.info("Running validation checks on files to upload...")
|
| 69 |
+
|
| 70 |
+
# Check 1: Total file count
|
| 71 |
+
if len(paths_list) > MAX_FILES_PER_REPO:
|
| 72 |
+
logger.warning(
|
| 73 |
+
f"You are about to upload {len(paths_list):,} files. "
|
| 74 |
+
f"This exceeds the recommended limit of {MAX_FILES_PER_REPO:,} files per repository.\n"
|
| 75 |
+
f"Consider:\n"
|
| 76 |
+
f" - Splitting your data into multiple repositories\n"
|
| 77 |
+
f" - Using fewer, larger files (e.g., parquet files)\n"
|
| 78 |
+
f" - See: https://huggingface.co/docs/hub/repositories-recommendations"
|
| 79 |
+
)
|
| 80 |
+
|
| 81 |
+
# Check 2: Files and subdirectories per folder
|
| 82 |
+
# Track immediate children (files and subdirs) for each folder
|
| 83 |
+
from collections import defaultdict
|
| 84 |
+
|
| 85 |
+
entries_per_folder: dict[str, Any] = defaultdict(lambda: {"files": 0, "subdirs": set()})
|
| 86 |
+
|
| 87 |
+
for paths in paths_list:
|
| 88 |
+
path = Path(paths.path_in_repo)
|
| 89 |
+
parts = path.parts
|
| 90 |
+
|
| 91 |
+
# Count this file in its immediate parent directory
|
| 92 |
+
parent = str(path.parent) if str(path.parent) != "." else "."
|
| 93 |
+
entries_per_folder[parent]["files"] += 1
|
| 94 |
+
|
| 95 |
+
# Track immediate subdirectories for each parent folder
|
| 96 |
+
# Walk through the path components to track parent-child relationships
|
| 97 |
+
for i, child in enumerate(parts[:-1]):
|
| 98 |
+
parent = "." if i == 0 else "/".join(parts[:i])
|
| 99 |
+
entries_per_folder[parent]["subdirs"].add(child)
|
| 100 |
+
|
| 101 |
+
# Check limits for each folder
|
| 102 |
+
for folder, data in entries_per_folder.items():
|
| 103 |
+
file_count = data["files"]
|
| 104 |
+
subdir_count = len(data["subdirs"])
|
| 105 |
+
total_entries = file_count + subdir_count
|
| 106 |
+
|
| 107 |
+
if total_entries > MAX_FILES_PER_FOLDER:
|
| 108 |
+
folder_display = "root" if folder == "." else folder
|
| 109 |
+
logger.warning(
|
| 110 |
+
f"Folder '{folder_display}' contains {total_entries:,} entries "
|
| 111 |
+
f"({file_count:,} files and {subdir_count:,} subdirectories). "
|
| 112 |
+
f"This exceeds the recommended {MAX_FILES_PER_FOLDER:,} entries per folder.\n"
|
| 113 |
+
"Consider reorganising into sub-folders."
|
| 114 |
+
)
|
| 115 |
+
|
| 116 |
+
# Check 3: File sizes
|
| 117 |
+
large_files = []
|
| 118 |
+
very_large_files = []
|
| 119 |
+
|
| 120 |
+
for paths in paths_list:
|
| 121 |
+
size = paths.file_path.stat().st_size
|
| 122 |
+
size_gb = size / 1_000_000_000 # Use decimal GB as per Hub limits
|
| 123 |
+
|
| 124 |
+
if size_gb > MAX_FILE_SIZE_GB:
|
| 125 |
+
very_large_files.append((paths.path_in_repo, size_gb))
|
| 126 |
+
elif size_gb > RECOMMENDED_FILE_SIZE_GB:
|
| 127 |
+
large_files.append((paths.path_in_repo, size_gb))
|
| 128 |
+
|
| 129 |
+
# Warn about very large files (>200GB)
|
| 130 |
+
if very_large_files:
|
| 131 |
+
files_str = "\n - ".join(f"{path}: {size:.1f}GB" for path, size in very_large_files[:5])
|
| 132 |
+
more_str = f"\n ... and {len(very_large_files) - 5} more files" if len(very_large_files) > 5 else ""
|
| 133 |
+
logger.warning(
|
| 134 |
+
f"Found {len(very_large_files)} files exceeding the {MAX_FILE_SIZE_GB}GB recommended maximum:\n"
|
| 135 |
+
f" - {files_str}{more_str}\n"
|
| 136 |
+
f"Consider splitting these files into smaller chunks."
|
| 137 |
+
)
|
| 138 |
+
|
| 139 |
+
# Warn about large files (>20GB)
|
| 140 |
+
if large_files:
|
| 141 |
+
files_str = "\n - ".join(f"{path}: {size:.1f}GB" for path, size in large_files[:5])
|
| 142 |
+
more_str = f"\n ... and {len(large_files) - 5} more files" if len(large_files) > 5 else ""
|
| 143 |
+
logger.warning(
|
| 144 |
+
f"Found {len(large_files)} files larger than {RECOMMENDED_FILE_SIZE_GB}GB (recommended limit):\n"
|
| 145 |
+
f" - {files_str}{more_str}\n"
|
| 146 |
+
f"Large files may slow down loading and processing."
|
| 147 |
+
)
|
| 148 |
+
|
| 149 |
+
logger.info("Validation checks complete.")
|
| 150 |
+
|
| 151 |
+
|
| 152 |
+
def upload_large_folder_internal(
|
| 153 |
+
api: "HfApi",
|
| 154 |
+
repo_id: str,
|
| 155 |
+
folder_path: str | Path,
|
| 156 |
+
*,
|
| 157 |
+
repo_type: str, # Repo type is required!
|
| 158 |
+
revision: str | None = None,
|
| 159 |
+
private: bool | None = None,
|
| 160 |
+
allow_patterns: list[str] | str | None = None,
|
| 161 |
+
ignore_patterns: list[str] | str | None = None,
|
| 162 |
+
num_workers: int | None = None,
|
| 163 |
+
print_report: bool = True,
|
| 164 |
+
print_report_every: int = 60,
|
| 165 |
+
):
|
| 166 |
+
"""Upload a large folder to the Hub in the most resilient way possible.
|
| 167 |
+
|
| 168 |
+
See [`HfApi.upload_large_folder`] for the full documentation.
|
| 169 |
+
"""
|
| 170 |
+
# 1. Check args and setup
|
| 171 |
+
if repo_type is None:
|
| 172 |
+
raise ValueError(
|
| 173 |
+
"For large uploads, `repo_type` is explicitly required. Please set it to `model`, `dataset` or `space`."
|
| 174 |
+
" If you are using the CLI, pass it as `--repo-type=model`."
|
| 175 |
+
)
|
| 176 |
+
if repo_type not in REPO_TYPES:
|
| 177 |
+
raise ValueError(f"Invalid repo type, must be one of {REPO_TYPES}")
|
| 178 |
+
if revision is None:
|
| 179 |
+
revision = DEFAULT_REVISION
|
| 180 |
+
|
| 181 |
+
folder_path = Path(folder_path).expanduser().resolve()
|
| 182 |
+
if not folder_path.is_dir():
|
| 183 |
+
raise ValueError(f"Provided path: '{folder_path}' is not a directory")
|
| 184 |
+
|
| 185 |
+
if ignore_patterns is None:
|
| 186 |
+
ignore_patterns = []
|
| 187 |
+
elif isinstance(ignore_patterns, str):
|
| 188 |
+
ignore_patterns = [ignore_patterns]
|
| 189 |
+
ignore_patterns += DEFAULT_IGNORE_PATTERNS
|
| 190 |
+
|
| 191 |
+
if num_workers is None:
|
| 192 |
+
nb_cores = os.cpu_count() or 1
|
| 193 |
+
num_workers = max(nb_cores // 2, 1) # Use at most half of cpu cores
|
| 194 |
+
|
| 195 |
+
# 2. Create repo if missing
|
| 196 |
+
repo_url = api.create_repo(repo_id=repo_id, repo_type=repo_type, private=private, exist_ok=True)
|
| 197 |
+
logger.info(f"Repo created: {repo_url}")
|
| 198 |
+
repo_id = repo_url.repo_id
|
| 199 |
+
|
| 200 |
+
# Warn on too many commits
|
| 201 |
+
try:
|
| 202 |
+
commits = api.list_repo_commits(repo_id=repo_id, repo_type=repo_type, revision=revision)
|
| 203 |
+
commit_count = len(commits)
|
| 204 |
+
if commit_count > 500:
|
| 205 |
+
logger.warning(
|
| 206 |
+
f"\n{'=' * 80}\n"
|
| 207 |
+
f"WARNING: This repository has {commit_count} commits.\n"
|
| 208 |
+
f"Repositories with a large number of commits can experience performance issues.\n"
|
| 209 |
+
f"\n"
|
| 210 |
+
f"Consider squashing your commit history using `super_squash_history()`.\n"
|
| 211 |
+
"To do so, you need to stop this process, run the snippet below and restart the upload command."
|
| 212 |
+
f" from huggingface_hub import super_squash_history\n"
|
| 213 |
+
f" super_squash_history(repo_id='{repo_id}', repo_type='{repo_type}')\n"
|
| 214 |
+
f"\n"
|
| 215 |
+
f"Note: This is a non-revertible operation. See the documentation for more details:\n"
|
| 216 |
+
f"https://huggingface.co/docs/huggingface_hub/main/en/package_reference/hf_api#huggingface_hub.HfApi.super_squash_history\n"
|
| 217 |
+
f"{'=' * 80}\n"
|
| 218 |
+
)
|
| 219 |
+
except Exception as e:
|
| 220 |
+
# Don't fail the upload if we can't check commit count
|
| 221 |
+
logger.debug(f"Could not check commit count: {e}")
|
| 222 |
+
|
| 223 |
+
# 2.1 Check if xet is enabled to set batch file upload size
|
| 224 |
+
upload_batch_size = UPLOAD_BATCH_SIZE_XET if is_xet_available() else UPLOAD_BATCH_SIZE_LFS
|
| 225 |
+
|
| 226 |
+
# 3. List files to upload
|
| 227 |
+
filtered_paths_list = filter_repo_objects(
|
| 228 |
+
(path.relative_to(folder_path).as_posix() for path in folder_path.glob("**/*") if path.is_file()),
|
| 229 |
+
allow_patterns=allow_patterns,
|
| 230 |
+
ignore_patterns=ignore_patterns,
|
| 231 |
+
)
|
| 232 |
+
paths_list = [get_local_upload_paths(folder_path, relpath) for relpath in filtered_paths_list]
|
| 233 |
+
logger.info(f"Found {len(paths_list)} candidate files to upload")
|
| 234 |
+
|
| 235 |
+
# Validate upload against repository limits
|
| 236 |
+
_validate_upload_limits(paths_list)
|
| 237 |
+
|
| 238 |
+
logger.info("Starting upload...")
|
| 239 |
+
|
| 240 |
+
# Read metadata for each file
|
| 241 |
+
items = [
|
| 242 |
+
(paths, read_upload_metadata(folder_path, paths.path_in_repo))
|
| 243 |
+
for paths in tqdm(paths_list, desc="Recovering from metadata files")
|
| 244 |
+
]
|
| 245 |
+
|
| 246 |
+
# 4. Start workers
|
| 247 |
+
status = LargeUploadStatus(items, upload_batch_size)
|
| 248 |
+
threads = [
|
| 249 |
+
threading.Thread(
|
| 250 |
+
target=_worker_job,
|
| 251 |
+
kwargs={
|
| 252 |
+
"status": status,
|
| 253 |
+
"api": api,
|
| 254 |
+
"repo_id": repo_id,
|
| 255 |
+
"repo_type": repo_type,
|
| 256 |
+
"revision": revision,
|
| 257 |
+
},
|
| 258 |
+
)
|
| 259 |
+
for _ in range(num_workers)
|
| 260 |
+
]
|
| 261 |
+
|
| 262 |
+
for thread in threads:
|
| 263 |
+
thread.start()
|
| 264 |
+
|
| 265 |
+
# 5. Print regular reports
|
| 266 |
+
if print_report:
|
| 267 |
+
print("\n\n" + status.current_report())
|
| 268 |
+
last_report_ts = time.time()
|
| 269 |
+
while True:
|
| 270 |
+
time.sleep(1)
|
| 271 |
+
if time.time() - last_report_ts >= print_report_every:
|
| 272 |
+
if print_report:
|
| 273 |
+
_print_overwrite(status.current_report())
|
| 274 |
+
last_report_ts = time.time()
|
| 275 |
+
if status.is_done():
|
| 276 |
+
logger.info("Is done: exiting main loop")
|
| 277 |
+
break
|
| 278 |
+
|
| 279 |
+
for thread in threads:
|
| 280 |
+
thread.join()
|
| 281 |
+
|
| 282 |
+
logger.info(status.current_report())
|
| 283 |
+
logger.info("Upload is complete!")
|
| 284 |
+
|
| 285 |
+
|
| 286 |
+
####################
|
| 287 |
+
# Logic to manage workers and synchronize tasks
|
| 288 |
+
####################
|
| 289 |
+
|
| 290 |
+
|
| 291 |
+
class WorkerJob(enum.Enum):
|
| 292 |
+
SHA256 = enum.auto()
|
| 293 |
+
GET_UPLOAD_MODE = enum.auto()
|
| 294 |
+
PREUPLOAD_LFS = enum.auto()
|
| 295 |
+
COMMIT = enum.auto()
|
| 296 |
+
WAIT = enum.auto() # if no tasks are available but we don't want to exit
|
| 297 |
+
|
| 298 |
+
|
| 299 |
+
JOB_ITEM_T = tuple[LocalUploadFilePaths, LocalUploadFileMetadata]
|
| 300 |
+
|
| 301 |
+
|
| 302 |
+
class LargeUploadStatus:
|
| 303 |
+
"""Contains information, queues and tasks for a large upload process."""
|
| 304 |
+
|
| 305 |
+
def __init__(self, items: list[JOB_ITEM_T], upload_batch_size: int = 1):
|
| 306 |
+
self.items = items
|
| 307 |
+
self.queue_sha256: "queue.Queue[JOB_ITEM_T]" = queue.Queue()
|
| 308 |
+
self.queue_get_upload_mode: "queue.Queue[JOB_ITEM_T]" = queue.Queue()
|
| 309 |
+
self.queue_preupload_lfs: "queue.Queue[JOB_ITEM_T]" = queue.Queue()
|
| 310 |
+
self.queue_commit: "queue.Queue[JOB_ITEM_T]" = queue.Queue()
|
| 311 |
+
self.lock = Lock()
|
| 312 |
+
|
| 313 |
+
self.nb_workers_sha256: int = 0
|
| 314 |
+
self.nb_workers_get_upload_mode: int = 0
|
| 315 |
+
self.nb_workers_preupload_lfs: int = 0
|
| 316 |
+
self.upload_batch_size: int = upload_batch_size
|
| 317 |
+
self.nb_workers_commit: int = 0
|
| 318 |
+
self.nb_workers_waiting: int = 0
|
| 319 |
+
self.last_commit_attempt: float | None = None
|
| 320 |
+
|
| 321 |
+
self._started_at = datetime.now()
|
| 322 |
+
self._chunk_idx: int = 1
|
| 323 |
+
self._chunk_lock: Lock = Lock()
|
| 324 |
+
|
| 325 |
+
# Setup queues
|
| 326 |
+
for item in self.items:
|
| 327 |
+
paths, metadata = item
|
| 328 |
+
if metadata.sha256 is None:
|
| 329 |
+
self.queue_sha256.put(item)
|
| 330 |
+
elif metadata.upload_mode is None:
|
| 331 |
+
self.queue_get_upload_mode.put(item)
|
| 332 |
+
elif metadata.upload_mode == "lfs" and not metadata.is_uploaded:
|
| 333 |
+
self.queue_preupload_lfs.put(item)
|
| 334 |
+
elif not metadata.is_committed:
|
| 335 |
+
self.queue_commit.put(item)
|
| 336 |
+
else:
|
| 337 |
+
logger.debug(f"Skipping file {paths.path_in_repo} (already uploaded and committed)")
|
| 338 |
+
|
| 339 |
+
def target_chunk(self) -> int:
|
| 340 |
+
with self._chunk_lock:
|
| 341 |
+
return COMMIT_SIZE_SCALE[self._chunk_idx]
|
| 342 |
+
|
| 343 |
+
def update_chunk(self, success: bool, nb_items: int, duration: float) -> None:
|
| 344 |
+
with self._chunk_lock:
|
| 345 |
+
if not success:
|
| 346 |
+
logger.warning(f"Failed to commit {nb_items} files at once. Will retry with less files in next batch.")
|
| 347 |
+
self._chunk_idx -= 1
|
| 348 |
+
elif nb_items >= COMMIT_SIZE_SCALE[self._chunk_idx] and duration < 40:
|
| 349 |
+
logger.info(f"Successfully committed {nb_items} at once. Increasing the limit for next batch.")
|
| 350 |
+
self._chunk_idx += 1
|
| 351 |
+
|
| 352 |
+
self._chunk_idx = max(0, min(self._chunk_idx, len(COMMIT_SIZE_SCALE) - 1))
|
| 353 |
+
|
| 354 |
+
def current_report(self) -> str:
|
| 355 |
+
"""Generate a report of the current status of the large upload."""
|
| 356 |
+
nb_hashed = 0
|
| 357 |
+
size_hashed = 0
|
| 358 |
+
nb_preuploaded = 0
|
| 359 |
+
nb_lfs = 0
|
| 360 |
+
nb_lfs_unsure = 0
|
| 361 |
+
size_preuploaded = 0
|
| 362 |
+
nb_committed = 0
|
| 363 |
+
size_committed = 0
|
| 364 |
+
total_size = 0
|
| 365 |
+
ignored_files = 0
|
| 366 |
+
total_files = 0
|
| 367 |
+
|
| 368 |
+
with self.lock:
|
| 369 |
+
for _, metadata in self.items:
|
| 370 |
+
if metadata.should_ignore:
|
| 371 |
+
ignored_files += 1
|
| 372 |
+
continue
|
| 373 |
+
total_size += metadata.size
|
| 374 |
+
total_files += 1
|
| 375 |
+
if metadata.sha256 is not None:
|
| 376 |
+
nb_hashed += 1
|
| 377 |
+
size_hashed += metadata.size
|
| 378 |
+
if metadata.upload_mode == "lfs":
|
| 379 |
+
nb_lfs += 1
|
| 380 |
+
if metadata.upload_mode is None:
|
| 381 |
+
nb_lfs_unsure += 1
|
| 382 |
+
if metadata.is_uploaded:
|
| 383 |
+
nb_preuploaded += 1
|
| 384 |
+
size_preuploaded += metadata.size
|
| 385 |
+
if metadata.is_committed:
|
| 386 |
+
nb_committed += 1
|
| 387 |
+
size_committed += metadata.size
|
| 388 |
+
total_size_str = _format_size(total_size)
|
| 389 |
+
|
| 390 |
+
now = datetime.now()
|
| 391 |
+
now_str = now.strftime("%Y-%m-%d %H:%M:%S")
|
| 392 |
+
elapsed = now - self._started_at
|
| 393 |
+
elapsed_str = str(elapsed).split(".")[0] # remove milliseconds
|
| 394 |
+
|
| 395 |
+
message = "\n" + "-" * 10
|
| 396 |
+
message += f" {now_str} ({elapsed_str}) "
|
| 397 |
+
message += "-" * 10 + "\n"
|
| 398 |
+
|
| 399 |
+
message += "Files: "
|
| 400 |
+
message += f"hashed {nb_hashed}/{total_files} ({_format_size(size_hashed)}/{total_size_str}) | "
|
| 401 |
+
message += f"pre-uploaded: {nb_preuploaded}/{nb_lfs} ({_format_size(size_preuploaded)}/{total_size_str})"
|
| 402 |
+
if nb_lfs_unsure > 0:
|
| 403 |
+
message += f" (+{nb_lfs_unsure} unsure)"
|
| 404 |
+
message += f" | committed: {nb_committed}/{total_files} ({_format_size(size_committed)}/{total_size_str})"
|
| 405 |
+
message += f" | ignored: {ignored_files}\n"
|
| 406 |
+
|
| 407 |
+
message += "Workers: "
|
| 408 |
+
message += f"hashing: {self.nb_workers_sha256} | "
|
| 409 |
+
message += f"get upload mode: {self.nb_workers_get_upload_mode} | "
|
| 410 |
+
message += f"pre-uploading: {self.nb_workers_preupload_lfs} | "
|
| 411 |
+
message += f"committing: {self.nb_workers_commit} | "
|
| 412 |
+
message += f"waiting: {self.nb_workers_waiting}\n"
|
| 413 |
+
message += "-" * 51
|
| 414 |
+
|
| 415 |
+
return message
|
| 416 |
+
|
| 417 |
+
def is_done(self) -> bool:
|
| 418 |
+
with self.lock:
|
| 419 |
+
return all(metadata.is_committed or metadata.should_ignore for _, metadata in self.items)
|
| 420 |
+
|
| 421 |
+
|
| 422 |
+
def _worker_job(
|
| 423 |
+
status: LargeUploadStatus,
|
| 424 |
+
api: "HfApi",
|
| 425 |
+
repo_id: str,
|
| 426 |
+
repo_type: str,
|
| 427 |
+
revision: str,
|
| 428 |
+
):
|
| 429 |
+
"""
|
| 430 |
+
Main process for a worker. The worker will perform tasks based on the priority list until all files are uploaded
|
| 431 |
+
and committed. If no tasks are available, the worker will wait for 10 seconds before checking again.
|
| 432 |
+
|
| 433 |
+
If a task fails for any reason, the item(s) are put back in the queue for another worker to pick up.
|
| 434 |
+
|
| 435 |
+
Read `upload_large_folder` docstring for more information on how tasks are prioritized.
|
| 436 |
+
"""
|
| 437 |
+
while True:
|
| 438 |
+
next_job: tuple[WorkerJob, list[JOB_ITEM_T]] | None = None
|
| 439 |
+
|
| 440 |
+
# Determine next task
|
| 441 |
+
next_job = _determine_next_job(status)
|
| 442 |
+
if next_job is None:
|
| 443 |
+
return
|
| 444 |
+
job, items = next_job
|
| 445 |
+
|
| 446 |
+
# Perform task
|
| 447 |
+
match job:
|
| 448 |
+
case WorkerJob.SHA256:
|
| 449 |
+
item = items[0] # single item
|
| 450 |
+
try:
|
| 451 |
+
_compute_sha256(item)
|
| 452 |
+
status.queue_get_upload_mode.put(item)
|
| 453 |
+
except KeyboardInterrupt:
|
| 454 |
+
raise
|
| 455 |
+
except Exception as e:
|
| 456 |
+
logger.error(f"Failed to compute sha256: {e}")
|
| 457 |
+
traceback.format_exc()
|
| 458 |
+
status.queue_sha256.put(item)
|
| 459 |
+
|
| 460 |
+
with status.lock:
|
| 461 |
+
status.nb_workers_sha256 -= 1
|
| 462 |
+
|
| 463 |
+
case WorkerJob.GET_UPLOAD_MODE:
|
| 464 |
+
try:
|
| 465 |
+
_get_upload_mode(items, api=api, repo_id=repo_id, repo_type=repo_type, revision=revision)
|
| 466 |
+
except KeyboardInterrupt:
|
| 467 |
+
raise
|
| 468 |
+
except Exception as e:
|
| 469 |
+
logger.error(f"Failed to get upload mode: {e}")
|
| 470 |
+
traceback.format_exc()
|
| 471 |
+
|
| 472 |
+
# Items are either:
|
| 473 |
+
# - dropped (if should_ignore)
|
| 474 |
+
# - put in LFS queue (if LFS)
|
| 475 |
+
# - put in commit queue (if regular)
|
| 476 |
+
# - or put back (if error occurred).
|
| 477 |
+
for item in items:
|
| 478 |
+
_, metadata = item
|
| 479 |
+
if metadata.should_ignore:
|
| 480 |
+
continue
|
| 481 |
+
match metadata.upload_mode:
|
| 482 |
+
case "lfs":
|
| 483 |
+
status.queue_preupload_lfs.put(item)
|
| 484 |
+
case "regular":
|
| 485 |
+
status.queue_commit.put(item)
|
| 486 |
+
case _:
|
| 487 |
+
status.queue_get_upload_mode.put(item)
|
| 488 |
+
|
| 489 |
+
with status.lock:
|
| 490 |
+
status.nb_workers_get_upload_mode -= 1
|
| 491 |
+
|
| 492 |
+
case WorkerJob.PREUPLOAD_LFS:
|
| 493 |
+
try:
|
| 494 |
+
_preupload_lfs(items, api=api, repo_id=repo_id, repo_type=repo_type, revision=revision)
|
| 495 |
+
for item in items:
|
| 496 |
+
status.queue_commit.put(item)
|
| 497 |
+
except KeyboardInterrupt:
|
| 498 |
+
raise
|
| 499 |
+
except Exception as e:
|
| 500 |
+
logger.error(f"Failed to preupload LFS: {e}")
|
| 501 |
+
traceback.format_exc()
|
| 502 |
+
for item in items:
|
| 503 |
+
status.queue_preupload_lfs.put(item)
|
| 504 |
+
|
| 505 |
+
with status.lock:
|
| 506 |
+
status.nb_workers_preupload_lfs -= 1
|
| 507 |
+
|
| 508 |
+
case WorkerJob.COMMIT:
|
| 509 |
+
start_ts = time.time()
|
| 510 |
+
success = True
|
| 511 |
+
try:
|
| 512 |
+
_commit(items, api=api, repo_id=repo_id, repo_type=repo_type, revision=revision)
|
| 513 |
+
except KeyboardInterrupt:
|
| 514 |
+
raise
|
| 515 |
+
except Exception as e:
|
| 516 |
+
logger.error(f"Failed to commit: {e}")
|
| 517 |
+
traceback.format_exc()
|
| 518 |
+
for item in items:
|
| 519 |
+
status.queue_commit.put(item)
|
| 520 |
+
success = False
|
| 521 |
+
duration = time.time() - start_ts
|
| 522 |
+
status.update_chunk(success, len(items), duration)
|
| 523 |
+
with status.lock:
|
| 524 |
+
status.last_commit_attempt = time.time()
|
| 525 |
+
status.nb_workers_commit -= 1
|
| 526 |
+
|
| 527 |
+
case WorkerJob.WAIT:
|
| 528 |
+
time.sleep(WAITING_TIME_IF_NO_TASKS)
|
| 529 |
+
with status.lock:
|
| 530 |
+
status.nb_workers_waiting -= 1
|
| 531 |
+
|
| 532 |
+
|
| 533 |
+
def _determine_next_job(status: LargeUploadStatus) -> tuple[WorkerJob, list[JOB_ITEM_T]] | None:
|
| 534 |
+
with status.lock:
|
| 535 |
+
# 1. Commit if more than 5 minutes since last commit attempt (and at least 1 file)
|
| 536 |
+
if (
|
| 537 |
+
status.nb_workers_commit == 0
|
| 538 |
+
and status.queue_commit.qsize() > 0
|
| 539 |
+
and status.last_commit_attempt is not None
|
| 540 |
+
and time.time() - status.last_commit_attempt > 5 * 60
|
| 541 |
+
):
|
| 542 |
+
status.nb_workers_commit += 1
|
| 543 |
+
logger.debug("Job: commit (more than 5 minutes since last commit attempt)")
|
| 544 |
+
return (WorkerJob.COMMIT, _get_n(status.queue_commit, status.target_chunk()))
|
| 545 |
+
|
| 546 |
+
# 2. Commit if at least 100 files are ready to commit
|
| 547 |
+
elif status.nb_workers_commit == 0 and status.queue_commit.qsize() >= 150:
|
| 548 |
+
status.nb_workers_commit += 1
|
| 549 |
+
logger.debug("Job: commit (>100 files ready)")
|
| 550 |
+
return (WorkerJob.COMMIT, _get_n(status.queue_commit, status.target_chunk()))
|
| 551 |
+
|
| 552 |
+
# 3. Get upload mode if at least 100 files
|
| 553 |
+
elif status.queue_get_upload_mode.qsize() >= MAX_NB_FILES_FETCH_UPLOAD_MODE:
|
| 554 |
+
status.nb_workers_get_upload_mode += 1
|
| 555 |
+
logger.debug(f"Job: get upload mode (>{MAX_NB_FILES_FETCH_UPLOAD_MODE} files ready)")
|
| 556 |
+
return (WorkerJob.GET_UPLOAD_MODE, _get_n(status.queue_get_upload_mode, MAX_NB_FILES_FETCH_UPLOAD_MODE))
|
| 557 |
+
|
| 558 |
+
# 4. Preupload LFS file if at least `status.upload_batch_size` files and no worker is preuploading LFS
|
| 559 |
+
elif status.queue_preupload_lfs.qsize() >= status.upload_batch_size and status.nb_workers_preupload_lfs == 0:
|
| 560 |
+
status.nb_workers_preupload_lfs += 1
|
| 561 |
+
logger.debug("Job: preupload LFS (no other worker preuploading LFS)")
|
| 562 |
+
return (WorkerJob.PREUPLOAD_LFS, _get_n(status.queue_preupload_lfs, status.upload_batch_size))
|
| 563 |
+
|
| 564 |
+
# 5. Compute sha256 if at least 1 file and no worker is computing sha256
|
| 565 |
+
elif status.queue_sha256.qsize() > 0 and status.nb_workers_sha256 == 0:
|
| 566 |
+
status.nb_workers_sha256 += 1
|
| 567 |
+
logger.debug("Job: sha256 (no other worker computing sha256)")
|
| 568 |
+
return (WorkerJob.SHA256, _get_one(status.queue_sha256))
|
| 569 |
+
|
| 570 |
+
# 6. Get upload mode if at least 1 file and no worker is getting upload mode
|
| 571 |
+
elif status.queue_get_upload_mode.qsize() > 0 and status.nb_workers_get_upload_mode == 0:
|
| 572 |
+
status.nb_workers_get_upload_mode += 1
|
| 573 |
+
logger.debug("Job: get upload mode (no other worker getting upload mode)")
|
| 574 |
+
return (WorkerJob.GET_UPLOAD_MODE, _get_n(status.queue_get_upload_mode, MAX_NB_FILES_FETCH_UPLOAD_MODE))
|
| 575 |
+
|
| 576 |
+
# 7. Preupload LFS file if at least `status.upload_batch_size` files
|
| 577 |
+
elif status.queue_preupload_lfs.qsize() >= status.upload_batch_size:
|
| 578 |
+
status.nb_workers_preupload_lfs += 1
|
| 579 |
+
logger.debug("Job: preupload LFS")
|
| 580 |
+
return (WorkerJob.PREUPLOAD_LFS, _get_n(status.queue_preupload_lfs, status.upload_batch_size))
|
| 581 |
+
|
| 582 |
+
# 8. Compute sha256 if at least 1 file
|
| 583 |
+
elif status.queue_sha256.qsize() > 0:
|
| 584 |
+
status.nb_workers_sha256 += 1
|
| 585 |
+
logger.debug("Job: sha256")
|
| 586 |
+
return (WorkerJob.SHA256, _get_one(status.queue_sha256))
|
| 587 |
+
|
| 588 |
+
# 9. Get upload mode if at least 1 file
|
| 589 |
+
elif status.queue_get_upload_mode.qsize() > 0:
|
| 590 |
+
status.nb_workers_get_upload_mode += 1
|
| 591 |
+
logger.debug("Job: get upload mode")
|
| 592 |
+
return (WorkerJob.GET_UPLOAD_MODE, _get_n(status.queue_get_upload_mode, MAX_NB_FILES_FETCH_UPLOAD_MODE))
|
| 593 |
+
|
| 594 |
+
# 10. Preupload LFS file if at least 1 file
|
| 595 |
+
elif status.queue_preupload_lfs.qsize() > 0:
|
| 596 |
+
status.nb_workers_preupload_lfs += 1
|
| 597 |
+
logger.debug("Job: preupload LFS")
|
| 598 |
+
return (WorkerJob.PREUPLOAD_LFS, _get_n(status.queue_preupload_lfs, status.upload_batch_size))
|
| 599 |
+
|
| 600 |
+
# 11. Commit if at least 1 file and 1 min since last commit attempt
|
| 601 |
+
elif (
|
| 602 |
+
status.nb_workers_commit == 0
|
| 603 |
+
and status.queue_commit.qsize() > 0
|
| 604 |
+
and status.last_commit_attempt is not None
|
| 605 |
+
and time.time() - status.last_commit_attempt > 1 * 60
|
| 606 |
+
):
|
| 607 |
+
status.nb_workers_commit += 1
|
| 608 |
+
logger.debug("Job: commit (1 min since last commit attempt)")
|
| 609 |
+
return (WorkerJob.COMMIT, _get_n(status.queue_commit, status.target_chunk()))
|
| 610 |
+
|
| 611 |
+
# 12. Commit if at least 1 file all other queues are empty and all workers are waiting
|
| 612 |
+
# e.g. when it's the last commit
|
| 613 |
+
elif (
|
| 614 |
+
status.nb_workers_commit == 0
|
| 615 |
+
and status.queue_commit.qsize() > 0
|
| 616 |
+
and status.queue_sha256.qsize() == 0
|
| 617 |
+
and status.queue_get_upload_mode.qsize() == 0
|
| 618 |
+
and status.queue_preupload_lfs.qsize() == 0
|
| 619 |
+
and status.nb_workers_sha256 == 0
|
| 620 |
+
and status.nb_workers_get_upload_mode == 0
|
| 621 |
+
and status.nb_workers_preupload_lfs == 0
|
| 622 |
+
):
|
| 623 |
+
status.nb_workers_commit += 1
|
| 624 |
+
logger.debug("Job: commit")
|
| 625 |
+
return (WorkerJob.COMMIT, _get_n(status.queue_commit, status.target_chunk()))
|
| 626 |
+
|
| 627 |
+
# 13. If all queues are empty, exit
|
| 628 |
+
elif all(metadata.is_committed or metadata.should_ignore for _, metadata in status.items):
|
| 629 |
+
logger.info("All files have been processed! Exiting worker.")
|
| 630 |
+
return None
|
| 631 |
+
|
| 632 |
+
# 14. If no task is available, wait
|
| 633 |
+
else:
|
| 634 |
+
status.nb_workers_waiting += 1
|
| 635 |
+
logger.debug(f"No task available, waiting... ({WAITING_TIME_IF_NO_TASKS}s)")
|
| 636 |
+
return (WorkerJob.WAIT, [])
|
| 637 |
+
|
| 638 |
+
|
| 639 |
+
####################
|
| 640 |
+
# Atomic jobs (sha256, get_upload_mode, preupload_lfs, commit)
|
| 641 |
+
####################
|
| 642 |
+
|
| 643 |
+
|
| 644 |
+
def _compute_sha256(item: JOB_ITEM_T) -> None:
|
| 645 |
+
"""Compute sha256 of a file and save it in metadata."""
|
| 646 |
+
paths, metadata = item
|
| 647 |
+
if metadata.sha256 is None:
|
| 648 |
+
with paths.file_path.open("rb") as f:
|
| 649 |
+
metadata.sha256 = sha_fileobj(f).hex()
|
| 650 |
+
metadata.save(paths)
|
| 651 |
+
|
| 652 |
+
|
| 653 |
+
def _get_upload_mode(items: list[JOB_ITEM_T], api: "HfApi", repo_id: str, repo_type: str, revision: str) -> None:
|
| 654 |
+
"""Get upload mode for each file and update metadata.
|
| 655 |
+
|
| 656 |
+
Also receive info if the file should be ignored.
|
| 657 |
+
"""
|
| 658 |
+
additions = [_build_hacky_operation(item) for item in items]
|
| 659 |
+
_fetch_upload_modes(
|
| 660 |
+
additions=additions,
|
| 661 |
+
repo_type=repo_type,
|
| 662 |
+
repo_id=repo_id,
|
| 663 |
+
headers=api._build_hf_headers(),
|
| 664 |
+
revision=quote(revision, safe=""),
|
| 665 |
+
endpoint=api.endpoint,
|
| 666 |
+
)
|
| 667 |
+
for item, addition in zip(items, additions):
|
| 668 |
+
paths, metadata = item
|
| 669 |
+
metadata.upload_mode = addition._upload_mode
|
| 670 |
+
metadata.should_ignore = addition._should_ignore
|
| 671 |
+
metadata.remote_oid = addition._remote_oid
|
| 672 |
+
metadata.save(paths)
|
| 673 |
+
|
| 674 |
+
|
| 675 |
+
def _preupload_lfs(items: list[JOB_ITEM_T], api: "HfApi", repo_id: str, repo_type: str, revision: str) -> None:
|
| 676 |
+
"""Preupload LFS files and update metadata."""
|
| 677 |
+
additions = [_build_hacky_operation(item) for item in items]
|
| 678 |
+
api.preupload_lfs_files(
|
| 679 |
+
repo_id=repo_id,
|
| 680 |
+
repo_type=repo_type,
|
| 681 |
+
revision=revision,
|
| 682 |
+
additions=additions,
|
| 683 |
+
)
|
| 684 |
+
|
| 685 |
+
for paths, metadata in items:
|
| 686 |
+
metadata.is_uploaded = True
|
| 687 |
+
metadata.save(paths)
|
| 688 |
+
|
| 689 |
+
|
| 690 |
+
def _commit(items: list[JOB_ITEM_T], api: "HfApi", repo_id: str, repo_type: str, revision: str) -> None:
|
| 691 |
+
"""Commit files to the repo."""
|
| 692 |
+
additions = [_build_hacky_operation(item) for item in items]
|
| 693 |
+
api.create_commit(
|
| 694 |
+
repo_id=repo_id,
|
| 695 |
+
repo_type=repo_type,
|
| 696 |
+
revision=revision,
|
| 697 |
+
operations=additions,
|
| 698 |
+
commit_message="Add files using upload-large-folder tool",
|
| 699 |
+
)
|
| 700 |
+
for paths, metadata in items:
|
| 701 |
+
metadata.is_committed = True
|
| 702 |
+
metadata.save(paths)
|
| 703 |
+
|
| 704 |
+
|
| 705 |
+
####################
|
| 706 |
+
# Hacks with CommitOperationAdd to bypass checks/sha256 calculation
|
| 707 |
+
####################
|
| 708 |
+
|
| 709 |
+
|
| 710 |
+
class HackyCommitOperationAdd(CommitOperationAdd):
|
| 711 |
+
def __post_init__(self) -> None:
|
| 712 |
+
if isinstance(self.path_or_fileobj, Path):
|
| 713 |
+
self.path_or_fileobj = str(self.path_or_fileobj)
|
| 714 |
+
|
| 715 |
+
|
| 716 |
+
def _build_hacky_operation(item: JOB_ITEM_T) -> HackyCommitOperationAdd:
|
| 717 |
+
paths, metadata = item
|
| 718 |
+
operation = HackyCommitOperationAdd(path_in_repo=paths.path_in_repo, path_or_fileobj=paths.file_path)
|
| 719 |
+
with paths.file_path.open("rb") as file:
|
| 720 |
+
sample = file.peek(512)[:512]
|
| 721 |
+
if metadata.sha256 is None:
|
| 722 |
+
raise ValueError("sha256 must have been computed by now!")
|
| 723 |
+
operation.upload_info = UploadInfo(sha256=bytes.fromhex(metadata.sha256), size=metadata.size, sample=sample)
|
| 724 |
+
operation._upload_mode = metadata.upload_mode # type: ignore
|
| 725 |
+
operation._should_ignore = metadata.should_ignore
|
| 726 |
+
operation._remote_oid = metadata.remote_oid
|
| 727 |
+
operation._is_uploaded = metadata.is_uploaded
|
| 728 |
+
if metadata.is_uploaded and metadata.upload_mode == "lfs":
|
| 729 |
+
operation.path_or_fileobj = b""
|
| 730 |
+
return operation
|
| 731 |
+
|
| 732 |
+
|
| 733 |
+
####################
|
| 734 |
+
# Misc helpers
|
| 735 |
+
####################
|
| 736 |
+
|
| 737 |
+
|
| 738 |
+
def _get_one(queue: "queue.Queue[JOB_ITEM_T]") -> list[JOB_ITEM_T]:
|
| 739 |
+
return [queue.get()]
|
| 740 |
+
|
| 741 |
+
|
| 742 |
+
def _get_n(queue: "queue.Queue[JOB_ITEM_T]", n: int) -> list[JOB_ITEM_T]:
|
| 743 |
+
return [queue.get() for _ in range(min(queue.qsize(), n))]
|
| 744 |
+
|
| 745 |
+
|
| 746 |
+
def _print_overwrite(report: str) -> None:
|
| 747 |
+
"""Print a report, overwriting the previous lines.
|
| 748 |
+
|
| 749 |
+
Since tqdm in using `sys.stderr` to (re-)write progress bars, we need to use `sys.stdout`
|
| 750 |
+
to print the report.
|
| 751 |
+
|
| 752 |
+
Note: works well only if no other process is writing to `sys.stdout`!
|
| 753 |
+
"""
|
| 754 |
+
report += "\n"
|
| 755 |
+
# Get terminal width
|
| 756 |
+
terminal_width = shutil.get_terminal_size().columns
|
| 757 |
+
|
| 758 |
+
# Count number of lines that should be cleared
|
| 759 |
+
nb_lines = sum(len(line) // terminal_width + 1 for line in report.splitlines())
|
| 760 |
+
|
| 761 |
+
# Clear previous lines based on the number of lines in the report
|
| 762 |
+
for _ in range(nb_lines):
|
| 763 |
+
sys.stdout.write("\r\033[K") # Clear line
|
| 764 |
+
sys.stdout.write("\033[F") # Move cursor up one line
|
| 765 |
+
|
| 766 |
+
# Print the new report, filling remaining space with whitespace
|
| 767 |
+
sys.stdout.write(report)
|
| 768 |
+
sys.stdout.write(" " * (terminal_width - len(report.splitlines()[-1])))
|
| 769 |
+
sys.stdout.flush()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_upload_pipeline.py
ADDED
|
@@ -0,0 +1,682 @@
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|
| 1 |
+
# coding=utf-8
|
| 2 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 3 |
+
#
|
| 4 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 5 |
+
# you may not use this file except in compliance with the License.
|
| 6 |
+
# You may obtain a copy of the License at
|
| 7 |
+
#
|
| 8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 9 |
+
#
|
| 10 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 12 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 13 |
+
# See the License for the specific language governing permissions and
|
| 14 |
+
# limitations under the License.
|
| 15 |
+
"""Streamed, multi-commit upload of a folder on top of the Xet upload protocol.
|
| 16 |
+
|
| 17 |
+
How it works:
|
| 18 |
+
|
| 19 |
+
- The **coordinator** (caller's thread) walks the list of files and asks the Hub, 256 files at a
|
| 20 |
+
time, what each file is (regular git blob, xet file, ignored). Regular files are accumulated
|
| 21 |
+
directly; xet files are registered into a `XetSession` upload-commit, which chunks, deduplicates,
|
| 22 |
+
retries and uploads them in the background while the coordinator keeps going. No Python-side
|
| 23 |
+
sha256 computation: `hf_xet` computes it during chunking (single read pass over each file).
|
| 24 |
+
- Whenever enough files have accumulated (adaptive batch size), the batch is handed over to the
|
| 25 |
+
**committer** thread which joins the xet uploads, drops unchanged files, and creates a git
|
| 26 |
+
commit for the batch. While a batch is being committed, the coordinator is already uploading
|
| 27 |
+
the next one.
|
| 28 |
+
- Interrupted uploads are resumable by simply re-running the same call: already-committed files
|
| 29 |
+
are dropped (no-op detection against the remote oid) and already-uploaded chunks are
|
| 30 |
+
deduplicated by the xet storage backend, transferring ~0 bytes.
|
| 31 |
+
"""
|
| 32 |
+
|
| 33 |
+
import queue
|
| 34 |
+
import shutil
|
| 35 |
+
import sys
|
| 36 |
+
import threading
|
| 37 |
+
import time
|
| 38 |
+
from typing import TYPE_CHECKING, Any, Callable
|
| 39 |
+
from urllib.parse import quote
|
| 40 |
+
|
| 41 |
+
from . import constants
|
| 42 |
+
from ._commit_api import (
|
| 43 |
+
CommitOperationAdd,
|
| 44 |
+
CommitOperationDelete,
|
| 45 |
+
_fetch_upload_modes,
|
| 46 |
+
_send_commit,
|
| 47 |
+
_warn_on_overwriting_operations,
|
| 48 |
+
)
|
| 49 |
+
from .errors import RepositoryNotFoundError
|
| 50 |
+
from .utils import are_progress_bars_disabled, logging
|
| 51 |
+
from .utils._xet import (
|
| 52 |
+
XetTokenType,
|
| 53 |
+
abort_xet_session,
|
| 54 |
+
get_xet_session,
|
| 55 |
+
xet_connection_info_refresh_url,
|
| 56 |
+
xet_headers_without_auth,
|
| 57 |
+
)
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
if TYPE_CHECKING:
|
| 61 |
+
from .hf_api import CommitInfo, HfApi
|
| 62 |
+
|
| 63 |
+
logger = logging.get_logger(__name__)
|
| 64 |
+
|
| 65 |
+
# Number of files sent to the "preupload" endpoint per call (server-side limit).
|
| 66 |
+
PREUPLOAD_BATCH_SIZE = 256
|
| 67 |
+
|
| 68 |
+
# Files per git commit: adaptive, scaled up after fast commits and down after failures.
|
| 69 |
+
COMMIT_SIZE_SCALE = [20, 50, 75, 100, 125, 200, 250, 400, 600, 1000]
|
| 70 |
+
INITIAL_COMMIT_SIZE_INDEX = 6 # start at 256 files per commit
|
| 71 |
+
TARGET_COMMIT_DURATION = 40.0 # seconds; scale up batch size if commits are faster than this
|
| 72 |
+
MAX_COMMIT_INTERVAL = 5 * 60.0 # seconds; force a commit if the current batch is older than this
|
| 73 |
+
|
| 74 |
+
# Budget of regular-file content per commit (regular files are base64-encoded in the payload).
|
| 75 |
+
REGULAR_CONTENT_BYTES_BUDGET = 100 * 1024 * 1024
|
| 76 |
+
|
| 77 |
+
_SENTINEL = object() # Sentinel value for the batch queue to indicate the end of the upload
|
| 78 |
+
|
| 79 |
+
# Live display tuning
|
| 80 |
+
_BAR_WIDTH = 20
|
| 81 |
+
_REFRESH_INTERVAL = 0.5 # seconds between redraws on a TTY
|
| 82 |
+
_NON_TTY_LOG_INTERVAL = 30.0 # seconds between summary logs when stderr is not a TTY
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
def _bar(current: float, total: float, width: int = _BAR_WIDTH) -> str:
|
| 86 |
+
if total <= 0:
|
| 87 |
+
return "░" * width
|
| 88 |
+
filled = int(min(current / total, 1.0) * width)
|
| 89 |
+
return "█" * filled + "░" * (width - filled)
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def _format_bytes(n: float) -> str:
|
| 93 |
+
for unit in ("B", "kB", "MB", "GB", "TB"):
|
| 94 |
+
if abs(n) < 1000:
|
| 95 |
+
if n < 10:
|
| 96 |
+
return f"{n:.2f}{unit}"
|
| 97 |
+
elif n < 100:
|
| 98 |
+
return f"{n:.1f}{unit}"
|
| 99 |
+
return f"{n:.0f}{unit}"
|
| 100 |
+
n /= 1000
|
| 101 |
+
return f"{n:.1f}PB"
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
class _LiveDisplay:
|
| 105 |
+
"""Three-line live progress display on stderr::
|
| 106 |
+
|
| 107 |
+
Preparing ████████████████████ 11,100 / 11,100 ✓
|
| 108 |
+
Uploading ██████████████░░░░░░ 580 / 603 files 3.8GB · 19.7MB/s
|
| 109 |
+
Committing ██████████████████░░ 10,800 / 11,100 14 commits
|
| 110 |
+
|
| 111 |
+
A small renderer thread redraws the three lines in-place every ~0.5 s on a TTY
|
| 112 |
+
(worker threads only update counters under a lock). When stderr is not a TTY,
|
| 113 |
+
it falls back to a periodic ``logger.info`` summary instead.
|
| 114 |
+
|
| 115 |
+
Disabling progress bars (e.g. agent output mode) only turns off the TTY renderer:
|
| 116 |
+
the non-TTY log summaries are gated by the logger verbosity alone, so consumers
|
| 117 |
+
tailing stderr during a long upload still see periodic progress.
|
| 118 |
+
"""
|
| 119 |
+
|
| 120 |
+
_N_LINES = 3
|
| 121 |
+
|
| 122 |
+
def __init__(self, total_files: int, enabled: bool = True) -> None:
|
| 123 |
+
self._total = total_files
|
| 124 |
+
self._tty = enabled and sys.stderr.isatty()
|
| 125 |
+
self._active = self._tty or logger.isEnabledFor(logging.INFO)
|
| 126 |
+
self._lock = threading.Lock()
|
| 127 |
+
self._drawn = False
|
| 128 |
+
self._stop_event = threading.Event()
|
| 129 |
+
self._thread: threading.Thread | None = None
|
| 130 |
+
|
| 131 |
+
# Counters (written by coordinator/committer threads, read by the renderer)
|
| 132 |
+
self._prepared = 0
|
| 133 |
+
self._ignored = 0
|
| 134 |
+
self._xet_total = 0
|
| 135 |
+
self._xet_done: set[str] = set() # item names; unique across batches
|
| 136 |
+
self._committed = 0 # committed or skipped-as-unchanged
|
| 137 |
+
self._nb_commits = 0
|
| 138 |
+
|
| 139 |
+
# Xet transfer bytes, summed across (possibly concurrent) upload-commits
|
| 140 |
+
self._xet_bytes = 0
|
| 141 |
+
self._speed_ema = 0.0
|
| 142 |
+
self._prev_bytes = 0
|
| 143 |
+
self._prev_time: float | None = None
|
| 144 |
+
|
| 145 |
+
# -- lifecycle (main thread) ------------------------------------------------
|
| 146 |
+
|
| 147 |
+
def start(self) -> None:
|
| 148 |
+
if not self._active:
|
| 149 |
+
return
|
| 150 |
+
if self._tty:
|
| 151 |
+
sys.stderr.write(f"Found {self._total:,} files to upload\n")
|
| 152 |
+
sys.stderr.flush()
|
| 153 |
+
else:
|
| 154 |
+
logger.info(f"Found {self._total:,} files to upload")
|
| 155 |
+
self._thread = threading.Thread(target=self._render_loop, name="hf-upload-display", daemon=True)
|
| 156 |
+
self._thread.start()
|
| 157 |
+
|
| 158 |
+
def close(self) -> None:
|
| 159 |
+
if self._thread is not None:
|
| 160 |
+
self._stop_event.set()
|
| 161 |
+
self._thread.join()
|
| 162 |
+
if self._tty:
|
| 163 |
+
with self._lock:
|
| 164 |
+
self._redraw() # final state
|
| 165 |
+
|
| 166 |
+
# -- counter updates (coordinator / committer / xet callback threads) --------
|
| 167 |
+
|
| 168 |
+
def notify_prepared(self, n: int) -> None:
|
| 169 |
+
with self._lock:
|
| 170 |
+
self._prepared += n
|
| 171 |
+
|
| 172 |
+
def notify_ignored(self, n: int) -> None:
|
| 173 |
+
with self._lock:
|
| 174 |
+
self._ignored += n
|
| 175 |
+
|
| 176 |
+
def notify_xet_registered(self, n: int) -> None:
|
| 177 |
+
with self._lock:
|
| 178 |
+
self._xet_total += n
|
| 179 |
+
|
| 180 |
+
def notify_xet_uploaded(self, names: list[str]) -> None:
|
| 181 |
+
with self._lock:
|
| 182 |
+
self._xet_done.update(names)
|
| 183 |
+
|
| 184 |
+
def notify_skipped(self, n: int) -> None:
|
| 185 |
+
with self._lock:
|
| 186 |
+
self._committed += n
|
| 187 |
+
|
| 188 |
+
def notify_commit(self, n_files: int) -> None:
|
| 189 |
+
with self._lock:
|
| 190 |
+
self._committed += n_files
|
| 191 |
+
self._nb_commits += 1
|
| 192 |
+
|
| 193 |
+
def new_xet_callback(self) -> "Callable | None":
|
| 194 |
+
"""Progress callback for one ``new_upload_commit``.
|
| 195 |
+
|
| 196 |
+
The byte counters in ``group_report`` are cumulative *per upload-commit* and several
|
| 197 |
+
upload-commits can be in flight at once (one finalizing, one filling), so each commit
|
| 198 |
+
gets its own closure tracking its own previous value; increments are summed globally.
|
| 199 |
+
"""
|
| 200 |
+
if not self._active:
|
| 201 |
+
return None
|
| 202 |
+
prev = 0
|
| 203 |
+
|
| 204 |
+
def callback(group_report: Any, item_reports: Any) -> None:
|
| 205 |
+
nonlocal prev
|
| 206 |
+
with self._lock:
|
| 207 |
+
completed = group_report.total_transfer_bytes_completed
|
| 208 |
+
self._xet_bytes += max(0, completed - prev)
|
| 209 |
+
prev = completed
|
| 210 |
+
for item in item_reports.values():
|
| 211 |
+
if item.total_bytes > 0 and item.bytes_completed == item.total_bytes:
|
| 212 |
+
self._xet_done.add(item.item_name)
|
| 213 |
+
|
| 214 |
+
return callback
|
| 215 |
+
|
| 216 |
+
# -- rendering (display thread) ----------------------------------------------
|
| 217 |
+
|
| 218 |
+
def _render_loop(self) -> None:
|
| 219 |
+
last_log = 0.0
|
| 220 |
+
while not self._stop_event.wait(_REFRESH_INTERVAL):
|
| 221 |
+
with self._lock:
|
| 222 |
+
self._update_speed()
|
| 223 |
+
if self._tty:
|
| 224 |
+
self._redraw()
|
| 225 |
+
elif time.monotonic() - last_log >= _NON_TTY_LOG_INTERVAL:
|
| 226 |
+
logger.info(self._summary())
|
| 227 |
+
last_log = time.monotonic()
|
| 228 |
+
|
| 229 |
+
def _update_speed(self) -> None:
|
| 230 |
+
now = time.monotonic()
|
| 231 |
+
if self._prev_time is not None and now > self._prev_time:
|
| 232 |
+
rate = (self._xet_bytes - self._prev_bytes) / (now - self._prev_time)
|
| 233 |
+
self._speed_ema = rate if self._speed_ema == 0 else 0.3 * rate + 0.7 * self._speed_ema
|
| 234 |
+
self._prev_time = now
|
| 235 |
+
self._prev_bytes = self._xet_bytes
|
| 236 |
+
|
| 237 |
+
def _redraw(self) -> None:
|
| 238 |
+
if self._drawn:
|
| 239 |
+
sys.stderr.write(f"\033[{self._N_LINES}A")
|
| 240 |
+
width = shutil.get_terminal_size().columns
|
| 241 |
+
for line in (self._line_preparing(), self._line_uploading(), self._line_committing()):
|
| 242 |
+
truncated = line[: width - 4] + "..." if len(line) > width - 1 else line
|
| 243 |
+
sys.stderr.write(f"\r\033[K{truncated}\n")
|
| 244 |
+
sys.stderr.flush()
|
| 245 |
+
self._drawn = True
|
| 246 |
+
|
| 247 |
+
def _line_preparing(self) -> str:
|
| 248 |
+
done = " ✓" if self._prepared >= self._total else ""
|
| 249 |
+
return f" Preparing {_bar(self._prepared, self._total)} {self._prepared:,} / {self._total:,}{done}"
|
| 250 |
+
|
| 251 |
+
def _line_uploading(self) -> str:
|
| 252 |
+
if self._xet_total == 0:
|
| 253 |
+
bar = _bar(1, 1) if self._prepared >= self._total else _bar(0, 1)
|
| 254 |
+
return f" Uploading {bar} -"
|
| 255 |
+
n_done = len(self._xet_done)
|
| 256 |
+
parts = []
|
| 257 |
+
if self._xet_bytes > 0:
|
| 258 |
+
parts.append(_format_bytes(self._xet_bytes))
|
| 259 |
+
if self._speed_ema > 0:
|
| 260 |
+
parts.append(f"{_format_bytes(self._speed_ema)}/s")
|
| 261 |
+
extra = f" {' · '.join(parts)}" if parts else ""
|
| 262 |
+
done = " ✓" if self._prepared >= self._total and n_done >= self._xet_total else ""
|
| 263 |
+
return f" Uploading {_bar(n_done, self._xet_total)} {n_done:,} / {self._xet_total:,} files{extra}{done}"
|
| 264 |
+
|
| 265 |
+
def _line_committing(self) -> str:
|
| 266 |
+
effective = self._total - self._ignored
|
| 267 |
+
commits_str = f" {self._nb_commits} commits" if self._nb_commits > 1 else ""
|
| 268 |
+
done = " ✓" if self._committed >= effective > 0 else ""
|
| 269 |
+
return (
|
| 270 |
+
f" Committing {_bar(self._committed, effective)} {self._committed:,} / {effective:,}{commits_str}{done}"
|
| 271 |
+
)
|
| 272 |
+
|
| 273 |
+
def _summary(self) -> str:
|
| 274 |
+
return (
|
| 275 |
+
f"Uploading... {self._prepared:,}/{self._total:,} files checked, "
|
| 276 |
+
f"{len(self._xet_done):,}/{self._xet_total:,} uploaded ({_format_bytes(self._xet_bytes)} transferred), "
|
| 277 |
+
f"{self._committed:,} committed in {self._nb_commits} commit(s)"
|
| 278 |
+
)
|
| 279 |
+
|
| 280 |
+
|
| 281 |
+
class _CommitPacer:
|
| 282 |
+
"""Adaptive number of files per commit, to stay below server-side commit timeouts."""
|
| 283 |
+
|
| 284 |
+
def __init__(self) -> None:
|
| 285 |
+
self._index = INITIAL_COMMIT_SIZE_INDEX
|
| 286 |
+
|
| 287 |
+
@property
|
| 288 |
+
def target(self) -> int:
|
| 289 |
+
return COMMIT_SIZE_SCALE[self._index]
|
| 290 |
+
|
| 291 |
+
def record_success(self, duration: float, nb_files: int) -> None:
|
| 292 |
+
if duration < TARGET_COMMIT_DURATION and nb_files >= self.target:
|
| 293 |
+
self._index = min(self._index + 1, len(COMMIT_SIZE_SCALE) - 1)
|
| 294 |
+
elif duration > TARGET_COMMIT_DURATION:
|
| 295 |
+
self._index = max(self._index - 1, 0)
|
| 296 |
+
|
| 297 |
+
def record_failure(self) -> None:
|
| 298 |
+
self._index = max(self._index - 1, 0)
|
| 299 |
+
|
| 300 |
+
|
| 301 |
+
class _Batch:
|
| 302 |
+
"""A group of files destined to a single git commit, with their in-flight xet uploads."""
|
| 303 |
+
|
| 304 |
+
def __init__(self) -> None:
|
| 305 |
+
self.ops: list[CommitOperationAdd] = []
|
| 306 |
+
self.regular_bytes: int = 0
|
| 307 |
+
self.xet_commit: Any = None # XetUploadCommit, opened lazily
|
| 308 |
+
self.handles: list[tuple[CommitOperationAdd, Any]] = [] # (op, XetFileUpload)
|
| 309 |
+
self.created_at: float = time.monotonic()
|
| 310 |
+
|
| 311 |
+
|
| 312 |
+
class _UploadPipeline:
|
| 313 |
+
def __init__(
|
| 314 |
+
self,
|
| 315 |
+
api: "HfApi",
|
| 316 |
+
*,
|
| 317 |
+
repo_id: str,
|
| 318 |
+
repo_type: str,
|
| 319 |
+
add_operations: list[CommitOperationAdd],
|
| 320 |
+
delete_operations: list[CommitOperationDelete],
|
| 321 |
+
commit_message: str,
|
| 322 |
+
commit_description: str | None,
|
| 323 |
+
token: str | bool | None,
|
| 324 |
+
revision: str | None,
|
| 325 |
+
create_pr: bool,
|
| 326 |
+
parent_commit: str | None,
|
| 327 |
+
) -> None:
|
| 328 |
+
self.api = api
|
| 329 |
+
self.repo_id = repo_id
|
| 330 |
+
self.repo_type = repo_type
|
| 331 |
+
self.add_operations = add_operations
|
| 332 |
+
self.delete_operations = delete_operations
|
| 333 |
+
self.commit_message = commit_message
|
| 334 |
+
self.commit_description = commit_description
|
| 335 |
+
self.token = token
|
| 336 |
+
self.headers = api._build_hf_headers(token=token)
|
| 337 |
+
self.revision = revision or constants.DEFAULT_REVISION
|
| 338 |
+
self.create_pr = create_pr
|
| 339 |
+
self.parent_commit = parent_commit
|
| 340 |
+
|
| 341 |
+
# The base revision is used by the coordinator for ALL preupload calls and the xet token
|
| 342 |
+
# refresh URL, with the `create_pr` flag — exactly like `create_commit` does. It never
|
| 343 |
+
# changes during the run, even after a PR has been created.
|
| 344 |
+
self.base_revision_quoted = quote(self.revision, safe="")
|
| 345 |
+
|
| 346 |
+
# Committer state (mutated by the committer thread only)
|
| 347 |
+
self.commit_revision_quoted = self.base_revision_quoted # switched to the PR ref once created
|
| 348 |
+
self.pr_url: str | None = None
|
| 349 |
+
self.pr_revision: str | None = None
|
| 350 |
+
self.nb_commits = 0
|
| 351 |
+
self.last_commit_info: "CommitInfo | None" = None
|
| 352 |
+
self.pacer = _CommitPacer()
|
| 353 |
+
|
| 354 |
+
# Pipeline plumbing
|
| 355 |
+
self.batch_queue: queue.Queue = queue.Queue(maxsize=1)
|
| 356 |
+
self.errors: list[BaseException] = []
|
| 357 |
+
self.abort_event = threading.Event()
|
| 358 |
+
self.display = _LiveDisplay(total_files=len(add_operations), enabled=not are_progress_bars_disabled())
|
| 359 |
+
|
| 360 |
+
# All xet uploads share the same token refresh URL. With `create_pr`, the final ref is not
|
| 361 |
+
# known in advance: `?create_pr=1` makes the server grant a token valid for PR refs.
|
| 362 |
+
refresh_url = xet_connection_info_refresh_url(
|
| 363 |
+
token_type=XetTokenType.WRITE,
|
| 364 |
+
repo_id=repo_id,
|
| 365 |
+
repo_type=repo_type,
|
| 366 |
+
revision=self.base_revision_quoted,
|
| 367 |
+
endpoint=api.endpoint,
|
| 368 |
+
)
|
| 369 |
+
if create_pr:
|
| 370 |
+
refresh_url += "?create_pr=1"
|
| 371 |
+
self.xet_session = get_xet_session()
|
| 372 |
+
self.xet_commit_kwargs = {
|
| 373 |
+
"token_refresh_url": refresh_url,
|
| 374 |
+
"token_refresh_headers": self.headers,
|
| 375 |
+
"custom_headers": xet_headers_without_auth(self.headers),
|
| 376 |
+
}
|
| 377 |
+
|
| 378 |
+
# `.gitignore` rules are enforced server-side: forward the local one if it's being uploaded.
|
| 379 |
+
self.gitignore_content: str | None = None
|
| 380 |
+
for op in add_operations:
|
| 381 |
+
if op.path_in_repo == ".gitignore":
|
| 382 |
+
with op.as_file() as f:
|
| 383 |
+
self.gitignore_content = f.read().decode()
|
| 384 |
+
break
|
| 385 |
+
|
| 386 |
+
def run(self) -> "CommitInfo":
|
| 387 |
+
_warn_on_overwriting_operations([*self.delete_operations, *self.add_operations])
|
| 388 |
+
committer = threading.Thread(target=self._committer_loop, name="hf-upload-committer", daemon=True)
|
| 389 |
+
committer.start()
|
| 390 |
+
self.display.start()
|
| 391 |
+
try:
|
| 392 |
+
self._coordinator_loop()
|
| 393 |
+
except BaseException:
|
| 394 |
+
self.abort_event.set()
|
| 395 |
+
abort_xet_session()
|
| 396 |
+
raise
|
| 397 |
+
finally:
|
| 398 |
+
if self.abort_event.is_set():
|
| 399 |
+
# The committer exits on its own once the queue is drained (see `_committer_loop`).
|
| 400 |
+
# Bound the wait so a xet call blocked on the (aborted) session can never hang the
|
| 401 |
+
# shutdown — the committer is a daemon thread.
|
| 402 |
+
committer.join(timeout=10)
|
| 403 |
+
else:
|
| 404 |
+
self.batch_queue.put(_SENTINEL)
|
| 405 |
+
committer.join()
|
| 406 |
+
self.display.close()
|
| 407 |
+
if self.abort_event.is_set() and self.pr_revision is not None:
|
| 408 |
+
logger.warning(
|
| 409 |
+
f"Upload to pull request {self.pr_url} did not complete. To resume into the"
|
| 410 |
+
f' same PR, re-run with `revision="{self.pr_revision}"` (without `create_pr=True`). Re-running'
|
| 411 |
+
" with `create_pr=True` would open a new pull request."
|
| 412 |
+
)
|
| 413 |
+
if self.errors:
|
| 414 |
+
raise self.errors[0]
|
| 415 |
+
return self._final_commit_info()
|
| 416 |
+
|
| 417 |
+
# ---------------------------------------------------------------- coordinator
|
| 418 |
+
|
| 419 |
+
def _coordinator_loop(self) -> None:
|
| 420 |
+
import hf_xet
|
| 421 |
+
|
| 422 |
+
batch = _Batch()
|
| 423 |
+
for start in range(0, len(self.add_operations), PREUPLOAD_BATCH_SIZE):
|
| 424 |
+
if self.abort_event.is_set():
|
| 425 |
+
self._abort_batch(batch)
|
| 426 |
+
return
|
| 427 |
+
chunk = self.add_operations[start : start + PREUPLOAD_BATCH_SIZE]
|
| 428 |
+
try:
|
| 429 |
+
_fetch_upload_modes(
|
| 430 |
+
additions=chunk,
|
| 431 |
+
repo_type=self.repo_type,
|
| 432 |
+
repo_id=self.repo_id,
|
| 433 |
+
headers=self.headers,
|
| 434 |
+
revision=self.base_revision_quoted,
|
| 435 |
+
endpoint=self.api.endpoint,
|
| 436 |
+
create_pr=self.create_pr,
|
| 437 |
+
gitignore_content=self.gitignore_content,
|
| 438 |
+
)
|
| 439 |
+
except RepositoryNotFoundError as e:
|
| 440 |
+
from .hf_api import _CREATE_COMMIT_NO_REPO_ERROR_MESSAGE
|
| 441 |
+
|
| 442 |
+
e.append_to_message(_CREATE_COMMIT_NO_REPO_ERROR_MESSAGE)
|
| 443 |
+
raise
|
| 444 |
+
self.display.notify_prepared(len(chunk))
|
| 445 |
+
for op in chunk:
|
| 446 |
+
if op._should_ignore:
|
| 447 |
+
logger.debug(f"Skipping upload for '{op.path_in_repo}' (ignored by gitignore rules).")
|
| 448 |
+
self.display.notify_ignored(1)
|
| 449 |
+
continue
|
| 450 |
+
if op._upload_mode == "regular":
|
| 451 |
+
batch.regular_bytes += op.upload_info.size
|
| 452 |
+
else:
|
| 453 |
+
if batch.xet_commit is None:
|
| 454 |
+
batch.xet_commit = self.xet_session.new_upload_commit(
|
| 455 |
+
progress_callback=self.display.new_xet_callback(), **self.xet_commit_kwargs
|
| 456 |
+
)
|
| 457 |
+
# Upload starts immediately in the background. sha256 is computed by hf_xet
|
| 458 |
+
# while chunking, unless already known (e.g. resumed operations).
|
| 459 |
+
sha_arg = op.upload_info.sha256.hex() if op.upload_info.is_hashed else hf_xet.COMPUTE_SHA256
|
| 460 |
+
if isinstance(op.path_or_fileobj, bytes):
|
| 461 |
+
handle = batch.xet_commit.start_upload_bytes(
|
| 462 |
+
op.path_or_fileobj, sha256=sha_arg, name=op.path_in_repo
|
| 463 |
+
)
|
| 464 |
+
else:
|
| 465 |
+
handle = batch.xet_commit.start_upload_file(str(op.path_or_fileobj), sha256=sha_arg)
|
| 466 |
+
batch.handles.append((op, handle))
|
| 467 |
+
self.display.notify_xet_registered(1)
|
| 468 |
+
batch.ops.append(op)
|
| 469 |
+
|
| 470 |
+
if (
|
| 471 |
+
len(batch.ops) >= self.pacer.target
|
| 472 |
+
or batch.regular_bytes >= REGULAR_CONTENT_BYTES_BUDGET
|
| 473 |
+
or (time.monotonic() - batch.created_at > MAX_COMMIT_INTERVAL and len(batch.ops) > 0)
|
| 474 |
+
):
|
| 475 |
+
self._enqueue(batch)
|
| 476 |
+
batch = _Batch()
|
| 477 |
+
self._enqueue(batch)
|
| 478 |
+
|
| 479 |
+
def _enqueue(self, batch: _Batch) -> None:
|
| 480 |
+
if len(batch.ops) == 0 and not (self.nb_commits == 0 and len(self.delete_operations) > 0):
|
| 481 |
+
return
|
| 482 |
+
# Blocks if a batch is already waiting: natural backpressure on scanning/uploading.
|
| 483 |
+
while not self.abort_event.is_set():
|
| 484 |
+
try:
|
| 485 |
+
self.batch_queue.put(batch, timeout=1.0)
|
| 486 |
+
return
|
| 487 |
+
except queue.Full:
|
| 488 |
+
continue
|
| 489 |
+
self._abort_batch(batch)
|
| 490 |
+
|
| 491 |
+
def _abort_batch(self, batch: _Batch) -> None:
|
| 492 |
+
if batch.xet_commit is not None:
|
| 493 |
+
try:
|
| 494 |
+
batch.xet_commit.abort()
|
| 495 |
+
except Exception:
|
| 496 |
+
pass
|
| 497 |
+
|
| 498 |
+
# ---------------------------------------------------------------- committer
|
| 499 |
+
|
| 500 |
+
def _committer_loop(self) -> None:
|
| 501 |
+
while True:
|
| 502 |
+
try:
|
| 503 |
+
batch = self.batch_queue.get(timeout=0.5)
|
| 504 |
+
except queue.Empty:
|
| 505 |
+
if self.abort_event.is_set():
|
| 506 |
+
return # aborted: exit once the queue is drained, no sentinel needed
|
| 507 |
+
continue
|
| 508 |
+
if batch is _SENTINEL:
|
| 509 |
+
return
|
| 510 |
+
try:
|
| 511 |
+
if not self.abort_event.is_set():
|
| 512 |
+
self._process_batch(batch)
|
| 513 |
+
else:
|
| 514 |
+
self._abort_batch(batch)
|
| 515 |
+
except BaseException as e:
|
| 516 |
+
self._abort_batch(batch)
|
| 517 |
+
self.errors.append(e)
|
| 518 |
+
self.abort_event.set()
|
| 519 |
+
|
| 520 |
+
def _process_batch(self, batch: _Batch) -> None:
|
| 521 |
+
# 1. Wait for all xet uploads of this batch and finalize them (atomic xet commit). Files
|
| 522 |
+
# can only be referenced by a git commit once their xet upload-commit is finalized.
|
| 523 |
+
if batch.xet_commit is not None:
|
| 524 |
+
batch.xet_commit.wait_to_finish()
|
| 525 |
+
for op, handle in batch.handles:
|
| 526 |
+
if not op.upload_info.is_hashed:
|
| 527 |
+
op.upload_info.sha256 = bytes.fromhex(handle.result().xet_info.sha256)
|
| 528 |
+
op._is_uploaded = True
|
| 529 |
+
# Files whose last progress tick was missed are still done at this point.
|
| 530 |
+
self.display.notify_xet_uploaded(
|
| 531 |
+
[
|
| 532 |
+
str(op.path_or_fileobj) if not isinstance(op.path_or_fileobj, bytes) else op.path_in_repo
|
| 533 |
+
for op, _ in batch.handles
|
| 534 |
+
]
|
| 535 |
+
)
|
| 536 |
+
|
| 537 |
+
# 2. Drop files that have not changed compared to the remote (prevents empty commits).
|
| 538 |
+
# Their chunks were deduplicated anyway (~0 bytes transferred).
|
| 539 |
+
ops_to_commit = []
|
| 540 |
+
for op in batch.ops:
|
| 541 |
+
if op._remote_oid is not None and op._remote_oid == op._local_oid:
|
| 542 |
+
logger.debug(f"Skipping commit for '{op.path_in_repo}' (file unchanged).")
|
| 543 |
+
self.display.notify_skipped(1)
|
| 544 |
+
continue
|
| 545 |
+
ops_to_commit.append(op)
|
| 546 |
+
|
| 547 |
+
# 3. Create the git commit(s). On failure, scale down and split the batch.
|
| 548 |
+
if len(ops_to_commit) > 0 or (self.nb_commits == 0 and len(self.delete_operations) > 0):
|
| 549 |
+
self._commit_with_split(ops_to_commit)
|
| 550 |
+
|
| 551 |
+
def _commit_with_split(self, ops: list[CommitOperationAdd]) -> None:
|
| 552 |
+
try:
|
| 553 |
+
self._do_commit(ops)
|
| 554 |
+
except Exception as e:
|
| 555 |
+
self.pacer.record_failure()
|
| 556 |
+
if len(ops) <= COMMIT_SIZE_SCALE[0]:
|
| 557 |
+
raise
|
| 558 |
+
logger.warning(f"Commit of {len(ops)} files failed ({e!r}). Retrying in smaller chunks.")
|
| 559 |
+
target = self.pacer.target
|
| 560 |
+
for start in range(0, len(ops), target):
|
| 561 |
+
self._commit_with_split(ops[start : start + target])
|
| 562 |
+
|
| 563 |
+
def _do_commit(self, ops: list[CommitOperationAdd]) -> None:
|
| 564 |
+
if self.create_pr and self.pr_revision is None:
|
| 565 |
+
# Create the (draft) pull request explicitly and push every commit to its ref. Committing
|
| 566 |
+
# with `?create_pr=1` instead would risk opening a second PR if the commit POST is retried
|
| 567 |
+
# after a lost response. Created lazily so that a fully-unchanged upload opens no PR.
|
| 568 |
+
# Note: PRs created this way are always opened against the default branch, hence the
|
| 569 |
+
# `create_pr` + `revision` combination being rejected in `upload_folder`.
|
| 570 |
+
pr = self.api.create_pull_request(
|
| 571 |
+
repo_id=self.repo_id,
|
| 572 |
+
title=self.commit_message,
|
| 573 |
+
token=self.token,
|
| 574 |
+
description=self.commit_description,
|
| 575 |
+
repo_type=self.repo_type,
|
| 576 |
+
)
|
| 577 |
+
if pr.git_reference is None:
|
| 578 |
+
raise ValueError("Server did not return a git reference for the created pull request.")
|
| 579 |
+
self.pr_url = pr.url
|
| 580 |
+
self.pr_revision = pr.git_reference
|
| 581 |
+
self.commit_revision_quoted = quote(pr.git_reference, safe="")
|
| 582 |
+
|
| 583 |
+
operations: list[Any] = list(ops)
|
| 584 |
+
if self.nb_commits == 0:
|
| 585 |
+
# Deletions and `parent_commit` ride the first commit.
|
| 586 |
+
operations = list(self.delete_operations) + operations
|
| 587 |
+
|
| 588 |
+
commit_message = (
|
| 589 |
+
self.commit_message if self.nb_commits == 0 else f"{self.commit_message} (part {self.nb_commits + 1})"
|
| 590 |
+
)
|
| 591 |
+
t0 = time.monotonic()
|
| 592 |
+
# Retried with backoff on transient errors: safe because the commit targets an explicit
|
| 593 |
+
# ref (`?create_pr=1` is never used, see above).
|
| 594 |
+
self.last_commit_info = _send_commit(
|
| 595 |
+
operations=operations,
|
| 596 |
+
files_to_copy={},
|
| 597 |
+
commit_message=commit_message,
|
| 598 |
+
commit_description=self.commit_description or "",
|
| 599 |
+
repo_type=self.repo_type,
|
| 600 |
+
repo_id=self.repo_id,
|
| 601 |
+
headers=self.headers,
|
| 602 |
+
revision=self.commit_revision_quoted,
|
| 603 |
+
endpoint=self.api.endpoint,
|
| 604 |
+
parent_commit=self.parent_commit if self.nb_commits == 0 else None,
|
| 605 |
+
retry_on_error=True,
|
| 606 |
+
)
|
| 607 |
+
duration = time.monotonic() - t0
|
| 608 |
+
self.pacer.record_success(duration, len(ops))
|
| 609 |
+
self.nb_commits += 1
|
| 610 |
+
|
| 611 |
+
for op in ops:
|
| 612 |
+
op._is_committed = True
|
| 613 |
+
self.display.notify_commit(len(ops))
|
| 614 |
+
logger.debug(f"Committed {len(ops)} file(s) in {duration:.1f}s: {self.last_commit_info.commit_url}")
|
| 615 |
+
|
| 616 |
+
# ---------------------------------------------------------------- result
|
| 617 |
+
|
| 618 |
+
def _final_commit_info(self) -> "CommitInfo":
|
| 619 |
+
from .hf_api import CommitInfo
|
| 620 |
+
|
| 621 |
+
if self.last_commit_info is None:
|
| 622 |
+
# Nothing was committed (everything unchanged/ignored): mimic `create_commit` and
|
| 623 |
+
# return info about the latest commit on the target revision.
|
| 624 |
+
logger.warning("No files have been modified since last commit. Skipping to prevent empty commit.")
|
| 625 |
+
info = self.api.repo_info(repo_id=self.repo_id, repo_type=self.repo_type, revision=self.revision)
|
| 626 |
+
url_prefix = self.api.endpoint
|
| 627 |
+
if self.repo_type != constants.REPO_TYPE_MODEL:
|
| 628 |
+
url_prefix = f"{url_prefix}/{self.repo_type}s"
|
| 629 |
+
return CommitInfo(
|
| 630 |
+
commit_url=f"{url_prefix}/{self.repo_id}/commit/{info.sha}",
|
| 631 |
+
commit_message=self.commit_message,
|
| 632 |
+
commit_description=self.commit_description or "",
|
| 633 |
+
oid=info.sha, # type: ignore
|
| 634 |
+
_endpoint=self.api.endpoint,
|
| 635 |
+
)
|
| 636 |
+
if self.nb_commits > 1:
|
| 637 |
+
logger.info(f"Upload completed in {self.nb_commits} commits.")
|
| 638 |
+
if self.pr_url is not None:
|
| 639 |
+
# PR upload: attach the PR info (commit responses don't carry it; the PR is created separately).
|
| 640 |
+
return CommitInfo(
|
| 641 |
+
commit_url=self.last_commit_info.commit_url,
|
| 642 |
+
commit_message=self.last_commit_info.commit_message,
|
| 643 |
+
commit_description=self.last_commit_info.commit_description,
|
| 644 |
+
oid=self.last_commit_info.oid,
|
| 645 |
+
pr_url=self.pr_url,
|
| 646 |
+
_endpoint=self.api.endpoint,
|
| 647 |
+
)
|
| 648 |
+
return self.last_commit_info
|
| 649 |
+
|
| 650 |
+
|
| 651 |
+
def pipelined_upload(
|
| 652 |
+
api: "HfApi",
|
| 653 |
+
*,
|
| 654 |
+
repo_id: str,
|
| 655 |
+
repo_type: str,
|
| 656 |
+
add_operations: list[CommitOperationAdd],
|
| 657 |
+
delete_operations: list[CommitOperationDelete],
|
| 658 |
+
commit_message: str,
|
| 659 |
+
commit_description: str | None = None,
|
| 660 |
+
token: str | bool | None = None,
|
| 661 |
+
revision: str | None = None,
|
| 662 |
+
create_pr: bool = False,
|
| 663 |
+
parent_commit: str | None = None,
|
| 664 |
+
) -> "CommitInfo":
|
| 665 |
+
"""Upload a prepared list of operations through the streamed multi-commit pipeline.
|
| 666 |
+
|
| 667 |
+
Requires `hf_xet` to be installed. See module docstring for the architecture.
|
| 668 |
+
"""
|
| 669 |
+
|
| 670 |
+
return _UploadPipeline(
|
| 671 |
+
api,
|
| 672 |
+
repo_id=repo_id,
|
| 673 |
+
repo_type=repo_type,
|
| 674 |
+
add_operations=add_operations,
|
| 675 |
+
delete_operations=delete_operations,
|
| 676 |
+
commit_message=commit_message,
|
| 677 |
+
commit_description=commit_description,
|
| 678 |
+
token=token,
|
| 679 |
+
revision=revision,
|
| 680 |
+
create_pr=create_pr,
|
| 681 |
+
parent_commit=parent_commit,
|
| 682 |
+
).run()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_webhooks_payload.py
ADDED
|
@@ -0,0 +1,136 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2023-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains data structures to parse the webhooks payload."""
|
| 15 |
+
|
| 16 |
+
from typing import Literal
|
| 17 |
+
|
| 18 |
+
from .utils import is_pydantic_available
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
if is_pydantic_available():
|
| 22 |
+
from pydantic import BaseModel
|
| 23 |
+
else:
|
| 24 |
+
# Define a dummy BaseModel to avoid import errors when pydantic is not installed
|
| 25 |
+
# Import error will be raised when trying to use the class
|
| 26 |
+
|
| 27 |
+
class BaseModel: # type: ignore [no-redef]
|
| 28 |
+
def __init__(self, *args, **kwargs) -> None:
|
| 29 |
+
raise ImportError(
|
| 30 |
+
"You must have `pydantic` installed to use `WebhookPayload`. This is an optional dependency that"
|
| 31 |
+
" should be installed separately. Please run `pip install --upgrade pydantic` and retry."
|
| 32 |
+
)
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
# This is an adaptation of the ReportV3 interface implemented in moon-landing. V0, V1 and V2 have been ignored as they
|
| 36 |
+
# are not in used anymore. To keep in sync when format is updated in
|
| 37 |
+
# https://github.com/huggingface/moon-landing/blob/main/server/lib/HFWebhooks.ts (internal link).
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
WebhookEvent_T = Literal[
|
| 41 |
+
"create",
|
| 42 |
+
"delete",
|
| 43 |
+
"move",
|
| 44 |
+
"update",
|
| 45 |
+
]
|
| 46 |
+
RepoChangeEvent_T = Literal[
|
| 47 |
+
"add",
|
| 48 |
+
"move",
|
| 49 |
+
"remove",
|
| 50 |
+
"update",
|
| 51 |
+
]
|
| 52 |
+
RepoType_T = Literal[
|
| 53 |
+
"dataset",
|
| 54 |
+
"model",
|
| 55 |
+
"space",
|
| 56 |
+
]
|
| 57 |
+
DiscussionStatus_T = Literal[
|
| 58 |
+
"closed",
|
| 59 |
+
"draft",
|
| 60 |
+
"open",
|
| 61 |
+
"merged",
|
| 62 |
+
]
|
| 63 |
+
SupportedWebhookVersion = Literal[3]
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
class ObjectId(BaseModel):
|
| 67 |
+
id: str
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
class WebhookPayloadUrl(BaseModel):
|
| 71 |
+
web: str
|
| 72 |
+
api: str | None = None
|
| 73 |
+
|
| 74 |
+
|
| 75 |
+
class WebhookPayloadMovedTo(BaseModel):
|
| 76 |
+
name: str
|
| 77 |
+
owner: ObjectId
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
class WebhookPayloadWebhook(ObjectId):
|
| 81 |
+
version: SupportedWebhookVersion
|
| 82 |
+
|
| 83 |
+
|
| 84 |
+
class WebhookPayloadEvent(BaseModel):
|
| 85 |
+
action: WebhookEvent_T
|
| 86 |
+
scope: str
|
| 87 |
+
|
| 88 |
+
|
| 89 |
+
class WebhookPayloadDiscussionChanges(BaseModel):
|
| 90 |
+
base: str
|
| 91 |
+
mergeCommitId: str | None = None
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
class WebhookPayloadComment(ObjectId):
|
| 95 |
+
author: ObjectId
|
| 96 |
+
hidden: bool
|
| 97 |
+
content: str | None = None
|
| 98 |
+
url: WebhookPayloadUrl
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
class WebhookPayloadDiscussion(ObjectId):
|
| 102 |
+
num: int
|
| 103 |
+
author: ObjectId
|
| 104 |
+
url: WebhookPayloadUrl
|
| 105 |
+
title: str
|
| 106 |
+
isPullRequest: bool
|
| 107 |
+
status: DiscussionStatus_T
|
| 108 |
+
changes: WebhookPayloadDiscussionChanges | None = None
|
| 109 |
+
pinned: bool | None = None
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
class WebhookPayloadRepo(ObjectId):
|
| 113 |
+
owner: ObjectId
|
| 114 |
+
head_sha: str | None = None
|
| 115 |
+
name: str
|
| 116 |
+
private: bool
|
| 117 |
+
subdomain: str | None = None
|
| 118 |
+
tags: list[str] | None = None
|
| 119 |
+
type: Literal["dataset", "model", "space"]
|
| 120 |
+
url: WebhookPayloadUrl
|
| 121 |
+
|
| 122 |
+
|
| 123 |
+
class WebhookPayloadUpdatedRef(BaseModel):
|
| 124 |
+
ref: str
|
| 125 |
+
oldSha: str | None = None
|
| 126 |
+
newSha: str | None = None
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
class WebhookPayload(BaseModel):
|
| 130 |
+
event: WebhookPayloadEvent
|
| 131 |
+
repo: WebhookPayloadRepo
|
| 132 |
+
discussion: WebhookPayloadDiscussion | None = None
|
| 133 |
+
comment: WebhookPayloadComment | None = None
|
| 134 |
+
webhook: WebhookPayloadWebhook
|
| 135 |
+
movedTo: WebhookPayloadMovedTo | None = None
|
| 136 |
+
updatedRefs: list[WebhookPayloadUpdatedRef] | None = None
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/_webhooks_server.py
ADDED
|
@@ -0,0 +1,376 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
# Copyright 2023-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains `WebhooksServer` and `webhook_endpoint` to create a webhook server easily."""
|
| 15 |
+
|
| 16 |
+
import atexit
|
| 17 |
+
import inspect
|
| 18 |
+
import os
|
| 19 |
+
from collections.abc import Callable
|
| 20 |
+
from functools import wraps
|
| 21 |
+
from typing import TYPE_CHECKING, Any, Optional
|
| 22 |
+
|
| 23 |
+
from .utils import experimental, is_fastapi_available, is_gradio_available
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
if TYPE_CHECKING:
|
| 27 |
+
import gradio as gr
|
| 28 |
+
from fastapi import Request
|
| 29 |
+
|
| 30 |
+
if is_fastapi_available():
|
| 31 |
+
from fastapi import FastAPI, Request
|
| 32 |
+
from fastapi.responses import JSONResponse
|
| 33 |
+
else:
|
| 34 |
+
# Will fail at runtime if FastAPI is not available
|
| 35 |
+
FastAPI = Request = JSONResponse = None # type: ignore
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
_global_app: Optional["WebhooksServer"] = None # ty: ignore[invalid-type-form]
|
| 39 |
+
_is_local = os.environ.get("SPACE_ID") is None
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
@experimental
|
| 43 |
+
class WebhooksServer:
|
| 44 |
+
"""
|
| 45 |
+
The [`WebhooksServer`] class lets you create an instance of a Gradio app that can receive Huggingface webhooks.
|
| 46 |
+
These webhooks can be registered using the [`~WebhooksServer.add_webhook`] decorator. Webhook endpoints are added to
|
| 47 |
+
the app as a POST endpoint to the FastAPI router. Once all the webhooks are registered, the `launch` method has to be
|
| 48 |
+
called to start the app.
|
| 49 |
+
|
| 50 |
+
It is recommended to accept [`WebhookPayload`] as the first argument of the webhook function. It is a Pydantic
|
| 51 |
+
model that contains all the information about the webhook event. The data will be parsed automatically for you.
|
| 52 |
+
|
| 53 |
+
Check out the [webhooks guide](../guides/webhooks_server) for a step-by-step tutorial on how to set up your
|
| 54 |
+
WebhooksServer and deploy it on a Space.
|
| 55 |
+
|
| 56 |
+
> [!WARNING]
|
| 57 |
+
> `WebhooksServer` is experimental. Its API is subject to change in the future.
|
| 58 |
+
|
| 59 |
+
> [!WARNING]
|
| 60 |
+
> You must have `gradio` installed to use `WebhooksServer` (`pip install --upgrade gradio`).
|
| 61 |
+
|
| 62 |
+
Args:
|
| 63 |
+
ui (`gradio.Blocks`, optional):
|
| 64 |
+
A Gradio UI instance to be used as the Space landing page. If `None`, a UI displaying instructions
|
| 65 |
+
about the configured webhooks is created.
|
| 66 |
+
webhook_secret (`str`, optional):
|
| 67 |
+
A secret key to verify incoming webhook requests. You can set this value to any secret you want as long as
|
| 68 |
+
you also configure it in your [webhooks settings panel](https://huggingface.co/settings/webhooks). You
|
| 69 |
+
can also set this value as the `WEBHOOK_SECRET` environment variable. If no secret is provided, the
|
| 70 |
+
webhook endpoints are opened without any security.
|
| 71 |
+
|
| 72 |
+
Example:
|
| 73 |
+
|
| 74 |
+
```python
|
| 75 |
+
import gradio as gr
|
| 76 |
+
from huggingface_hub import WebhooksServer, WebhookPayload
|
| 77 |
+
|
| 78 |
+
with gr.Blocks() as ui:
|
| 79 |
+
...
|
| 80 |
+
|
| 81 |
+
app = WebhooksServer(ui=ui, webhook_secret="my_secret_key")
|
| 82 |
+
|
| 83 |
+
@app.add_webhook("/say_hello")
|
| 84 |
+
async def hello(payload: WebhookPayload):
|
| 85 |
+
return {"message": "hello"}
|
| 86 |
+
|
| 87 |
+
app.launch()
|
| 88 |
+
```
|
| 89 |
+
"""
|
| 90 |
+
|
| 91 |
+
def __new__(cls, *args, **kwargs) -> "WebhooksServer": # ty: ignore[invalid-type-form]
|
| 92 |
+
if not is_gradio_available():
|
| 93 |
+
raise ImportError(
|
| 94 |
+
"You must have `gradio` installed to use `WebhooksServer`. Please run `pip install --upgrade gradio`"
|
| 95 |
+
" first."
|
| 96 |
+
)
|
| 97 |
+
if not is_fastapi_available():
|
| 98 |
+
raise ImportError(
|
| 99 |
+
"You must have `fastapi` installed to use `WebhooksServer`. Please run `pip install --upgrade fastapi`"
|
| 100 |
+
" first."
|
| 101 |
+
)
|
| 102 |
+
return super().__new__(cls)
|
| 103 |
+
|
| 104 |
+
def __init__(
|
| 105 |
+
self,
|
| 106 |
+
ui: Optional["gr.Blocks"] = None,
|
| 107 |
+
webhook_secret: str | None = None,
|
| 108 |
+
) -> None:
|
| 109 |
+
self._ui = ui
|
| 110 |
+
|
| 111 |
+
self.webhook_secret = webhook_secret or os.getenv("WEBHOOK_SECRET")
|
| 112 |
+
self.registered_webhooks: dict[str, Callable] = {}
|
| 113 |
+
_warn_on_empty_secret(self.webhook_secret)
|
| 114 |
+
|
| 115 |
+
def add_webhook(self, path: str | None = None) -> Callable:
|
| 116 |
+
"""
|
| 117 |
+
Decorator to add a webhook to the [`WebhooksServer`] server.
|
| 118 |
+
|
| 119 |
+
Args:
|
| 120 |
+
path (`str`, optional):
|
| 121 |
+
The URL path to register the webhook function. If not provided, the function name will be used as the
|
| 122 |
+
path. In any case, all webhooks are registered under `/webhooks`.
|
| 123 |
+
|
| 124 |
+
Raises:
|
| 125 |
+
ValueError: If the provided path is already registered as a webhook.
|
| 126 |
+
|
| 127 |
+
Example:
|
| 128 |
+
```python
|
| 129 |
+
from huggingface_hub import WebhooksServer, WebhookPayload
|
| 130 |
+
|
| 131 |
+
app = WebhooksServer()
|
| 132 |
+
|
| 133 |
+
@app.add_webhook
|
| 134 |
+
async def trigger_training(payload: WebhookPayload):
|
| 135 |
+
if payload.repo.type == "dataset" and payload.event.action == "update":
|
| 136 |
+
# Trigger a training job if a dataset is updated
|
| 137 |
+
...
|
| 138 |
+
|
| 139 |
+
app.launch()
|
| 140 |
+
```
|
| 141 |
+
"""
|
| 142 |
+
# Usage: directly as decorator. Example: `@app.add_webhook`
|
| 143 |
+
if callable(path):
|
| 144 |
+
# If path is a function, it means it was used as a decorator without arguments
|
| 145 |
+
return self.add_webhook()(path)
|
| 146 |
+
|
| 147 |
+
# Usage: provide a path. Example: `@app.add_webhook(...)`
|
| 148 |
+
@wraps(FastAPI.post)
|
| 149 |
+
def _inner_post(*args, **kwargs):
|
| 150 |
+
func = args[0]
|
| 151 |
+
abs_path = f"/webhooks/{(path or func.__name__).strip('/')}"
|
| 152 |
+
if abs_path in self.registered_webhooks:
|
| 153 |
+
raise ValueError(f"Webhook {abs_path} already exists.")
|
| 154 |
+
self.registered_webhooks[abs_path] = func
|
| 155 |
+
|
| 156 |
+
return _inner_post
|
| 157 |
+
|
| 158 |
+
def launch(self, prevent_thread_lock: bool = False, **launch_kwargs: Any) -> None:
|
| 159 |
+
"""Launch the Gradio app and register webhooks to the underlying FastAPI server.
|
| 160 |
+
|
| 161 |
+
Input parameters are forwarded to Gradio when launching the app.
|
| 162 |
+
"""
|
| 163 |
+
ui = self._ui or self._get_default_ui()
|
| 164 |
+
|
| 165 |
+
# Start Gradio App
|
| 166 |
+
# - as non-blocking so that webhooks can be added afterwards
|
| 167 |
+
# - as shared if launch locally (to debug webhooks)
|
| 168 |
+
launch_kwargs.setdefault("share", _is_local)
|
| 169 |
+
self.fastapi_app, _, _ = ui.launch(prevent_thread_lock=True, **launch_kwargs)
|
| 170 |
+
|
| 171 |
+
# Register webhooks to FastAPI app
|
| 172 |
+
for path, func in self.registered_webhooks.items():
|
| 173 |
+
# Add secret check if required
|
| 174 |
+
if self.webhook_secret is not None:
|
| 175 |
+
func = _wrap_webhook_to_check_secret(func, webhook_secret=self.webhook_secret)
|
| 176 |
+
|
| 177 |
+
# Add route to FastAPI app
|
| 178 |
+
self.fastapi_app.post(path)(func)
|
| 179 |
+
|
| 180 |
+
# Print instructions and block main thread
|
| 181 |
+
space_host = os.environ.get("SPACE_HOST")
|
| 182 |
+
url = "https://" + space_host if space_host is not None else (ui.share_url or ui.local_url)
|
| 183 |
+
if url is None:
|
| 184 |
+
raise ValueError("Cannot find the URL of the app. Please provide a valid `ui` or update `gradio` version.")
|
| 185 |
+
url = url.strip("/")
|
| 186 |
+
message = "\nWebhooks are correctly setup and ready to use:"
|
| 187 |
+
message += "\n" + "\n".join(f" - POST {url}{webhook}" for webhook in self.registered_webhooks)
|
| 188 |
+
message += "\nGo to https://huggingface.co/settings/webhooks to setup your webhooks."
|
| 189 |
+
print(message)
|
| 190 |
+
|
| 191 |
+
if not prevent_thread_lock:
|
| 192 |
+
ui.block_thread()
|
| 193 |
+
|
| 194 |
+
def _get_default_ui(self) -> "gr.Blocks":
|
| 195 |
+
"""Default UI if not provided (lists webhooks and provides basic instructions)."""
|
| 196 |
+
import gradio as gr
|
| 197 |
+
|
| 198 |
+
with gr.Blocks() as ui:
|
| 199 |
+
gr.Markdown("# This is an app to process 🤗 Webhooks")
|
| 200 |
+
gr.Markdown(
|
| 201 |
+
"Webhooks are a foundation for MLOps-related features. They allow you to listen for new changes on"
|
| 202 |
+
" specific repos or to all repos belonging to particular set of users/organizations (not just your"
|
| 203 |
+
" repos, but any repo). Check out this [guide](https://huggingface.co/docs/hub/webhooks) to get to"
|
| 204 |
+
" know more about webhooks on the Huggingface Hub."
|
| 205 |
+
)
|
| 206 |
+
gr.Markdown(
|
| 207 |
+
f"{len(self.registered_webhooks)} webhook(s) are registered:"
|
| 208 |
+
+ "\n\n"
|
| 209 |
+
+ "\n ".join(
|
| 210 |
+
f"- [{webhook_path}]({_get_webhook_doc_url(webhook.__name__, webhook_path)})"
|
| 211 |
+
for webhook_path, webhook in self.registered_webhooks.items()
|
| 212 |
+
)
|
| 213 |
+
)
|
| 214 |
+
gr.Markdown(
|
| 215 |
+
"Go to https://huggingface.co/settings/webhooks to setup your webhooks."
|
| 216 |
+
+ "\nYou app is running locally. Please look at the logs to check the full URL you need to set."
|
| 217 |
+
if _is_local
|
| 218 |
+
else (
|
| 219 |
+
"\nThis app is running on a Space. You can find the corresponding URL in the options menu"
|
| 220 |
+
" (top-right) > 'Embed the Space'. The URL looks like 'https://{username}-{repo_name}.hf.space'."
|
| 221 |
+
)
|
| 222 |
+
)
|
| 223 |
+
return ui
|
| 224 |
+
|
| 225 |
+
|
| 226 |
+
@experimental
|
| 227 |
+
def webhook_endpoint(path: str | None = None) -> Callable:
|
| 228 |
+
"""Decorator to start a [`WebhooksServer`] and register the decorated function as a webhook endpoint.
|
| 229 |
+
|
| 230 |
+
This is a helper to get started quickly. If you need more flexibility (custom landing page or webhook secret),
|
| 231 |
+
you can use [`WebhooksServer`] directly. You can register multiple webhook endpoints (to the same server) by using
|
| 232 |
+
this decorator multiple times.
|
| 233 |
+
|
| 234 |
+
Check out the [webhooks guide](../guides/webhooks_server) for a step-by-step tutorial on how to set up your
|
| 235 |
+
server and deploy it on a Space.
|
| 236 |
+
|
| 237 |
+
> [!WARNING]
|
| 238 |
+
> `webhook_endpoint` is experimental. Its API is subject to change in the future.
|
| 239 |
+
|
| 240 |
+
> [!WARNING]
|
| 241 |
+
> You must have `gradio` installed to use `webhook_endpoint` (`pip install --upgrade gradio`).
|
| 242 |
+
|
| 243 |
+
Args:
|
| 244 |
+
path (`str`, optional):
|
| 245 |
+
The URL path to register the webhook function. If not provided, the function name will be used as the path.
|
| 246 |
+
In any case, all webhooks are registered under `/webhooks`.
|
| 247 |
+
|
| 248 |
+
Examples:
|
| 249 |
+
The default usage is to register a function as a webhook endpoint. The function name will be used as the path.
|
| 250 |
+
The server will be started automatically at exit (i.e. at the end of the script).
|
| 251 |
+
|
| 252 |
+
```python
|
| 253 |
+
from huggingface_hub import webhook_endpoint, WebhookPayload
|
| 254 |
+
|
| 255 |
+
@webhook_endpoint
|
| 256 |
+
async def trigger_training(payload: WebhookPayload):
|
| 257 |
+
if payload.repo.type == "dataset" and payload.event.action == "update":
|
| 258 |
+
# Trigger a training job if a dataset is updated
|
| 259 |
+
...
|
| 260 |
+
|
| 261 |
+
# Server is automatically started at the end of the script.
|
| 262 |
+
```
|
| 263 |
+
|
| 264 |
+
Advanced usage: register a function as a webhook endpoint and start the server manually. This is useful if you
|
| 265 |
+
are running it in a notebook.
|
| 266 |
+
|
| 267 |
+
```python
|
| 268 |
+
from huggingface_hub import webhook_endpoint, WebhookPayload
|
| 269 |
+
|
| 270 |
+
@webhook_endpoint
|
| 271 |
+
async def trigger_training(payload: WebhookPayload):
|
| 272 |
+
if payload.repo.type == "dataset" and payload.event.action == "update":
|
| 273 |
+
# Trigger a training job if a dataset is updated
|
| 274 |
+
...
|
| 275 |
+
|
| 276 |
+
# Start the server manually
|
| 277 |
+
trigger_training.launch()
|
| 278 |
+
```
|
| 279 |
+
"""
|
| 280 |
+
if callable(path):
|
| 281 |
+
# If path is a function, it means it was used as a decorator without arguments
|
| 282 |
+
return webhook_endpoint()(path)
|
| 283 |
+
|
| 284 |
+
@wraps(WebhooksServer.add_webhook)
|
| 285 |
+
def _inner(func: Callable) -> Callable:
|
| 286 |
+
app = _get_global_app()
|
| 287 |
+
app.add_webhook(path)(func)
|
| 288 |
+
if len(app.registered_webhooks) == 1:
|
| 289 |
+
# Register `app.launch` to run at exit (only once)
|
| 290 |
+
atexit.register(app.launch)
|
| 291 |
+
|
| 292 |
+
@wraps(app.launch)
|
| 293 |
+
def _launch_now():
|
| 294 |
+
# Run the app directly (without waiting atexit)
|
| 295 |
+
atexit.unregister(app.launch)
|
| 296 |
+
app.launch()
|
| 297 |
+
|
| 298 |
+
func.launch = _launch_now # type: ignore
|
| 299 |
+
return func
|
| 300 |
+
|
| 301 |
+
return _inner
|
| 302 |
+
|
| 303 |
+
|
| 304 |
+
def _get_global_app() -> WebhooksServer: # ty: ignore[invalid-type-form]
|
| 305 |
+
global _global_app
|
| 306 |
+
if _global_app is None:
|
| 307 |
+
_global_app = WebhooksServer()
|
| 308 |
+
return _global_app
|
| 309 |
+
|
| 310 |
+
|
| 311 |
+
def _warn_on_empty_secret(webhook_secret: str | None) -> None:
|
| 312 |
+
if webhook_secret is None:
|
| 313 |
+
print("Webhook secret is not defined. This means your webhook endpoints will be open to everyone.")
|
| 314 |
+
print(
|
| 315 |
+
"To add a secret, set `WEBHOOK_SECRET` as environment variable or pass it at initialization: "
|
| 316 |
+
"\n\t`app = WebhooksServer(webhook_secret='my_secret', ...)`"
|
| 317 |
+
)
|
| 318 |
+
print(
|
| 319 |
+
"For more details about webhook secrets, please refer to"
|
| 320 |
+
" https://huggingface.co/docs/hub/webhooks#webhook-secret."
|
| 321 |
+
)
|
| 322 |
+
else:
|
| 323 |
+
print("Webhook secret is correctly defined.")
|
| 324 |
+
|
| 325 |
+
|
| 326 |
+
def _get_webhook_doc_url(webhook_name: str, webhook_path: str) -> str:
|
| 327 |
+
"""Returns the anchor to a given webhook in the docs (experimental)"""
|
| 328 |
+
return "/docs#/default/" + webhook_name + webhook_path.replace("/", "_") + "_post"
|
| 329 |
+
|
| 330 |
+
|
| 331 |
+
def _wrap_webhook_to_check_secret(func: Callable, webhook_secret: str) -> Callable:
|
| 332 |
+
"""Wraps a webhook function to check the webhook secret before calling the function.
|
| 333 |
+
|
| 334 |
+
This is a hacky way to add the `request` parameter to the function signature. Since FastAPI based itself on route
|
| 335 |
+
parameters to inject the values to the function, we need to hack the function signature to retrieve the `Request`
|
| 336 |
+
object (and hence the headers). A far cleaner solution would be to use a middleware. However, since
|
| 337 |
+
`fastapi==0.90.1`, a middleware cannot be added once the app has started. And since the FastAPI app is started by
|
| 338 |
+
Gradio internals (and not by us), we cannot add a middleware.
|
| 339 |
+
|
| 340 |
+
This method is called only when a secret has been defined by the user. If a request is sent without the
|
| 341 |
+
"x-webhook-secret", the function will return a 401 error (unauthorized). If the header is sent but is incorrect,
|
| 342 |
+
the function will return a 403 error (forbidden).
|
| 343 |
+
|
| 344 |
+
Inspired by https://stackoverflow.com/a/33112180.
|
| 345 |
+
"""
|
| 346 |
+
initial_sig = inspect.signature(func)
|
| 347 |
+
|
| 348 |
+
@wraps(func)
|
| 349 |
+
async def _protected_func(request: Request, **kwargs):
|
| 350 |
+
request_secret = request.headers.get("x-webhook-secret")
|
| 351 |
+
if request_secret is None:
|
| 352 |
+
return JSONResponse({"error": "x-webhook-secret header not set."}, status_code=401)
|
| 353 |
+
if request_secret != webhook_secret:
|
| 354 |
+
return JSONResponse({"error": "Invalid webhook secret."}, status_code=403)
|
| 355 |
+
|
| 356 |
+
# Inject `request` in kwargs if required
|
| 357 |
+
if "request" in initial_sig.parameters:
|
| 358 |
+
kwargs["request"] = request
|
| 359 |
+
|
| 360 |
+
# Handle both sync and async routes
|
| 361 |
+
if inspect.iscoroutinefunction(func):
|
| 362 |
+
return await func(**kwargs)
|
| 363 |
+
else:
|
| 364 |
+
return func(**kwargs)
|
| 365 |
+
|
| 366 |
+
# Update signature to include request
|
| 367 |
+
if "request" not in initial_sig.parameters:
|
| 368 |
+
_protected_func.__signature__ = initial_sig.replace( # type: ignore
|
| 369 |
+
parameters=(
|
| 370 |
+
inspect.Parameter(name="request", kind=inspect.Parameter.POSITIONAL_OR_KEYWORD, annotation=Request),
|
| 371 |
+
)
|
| 372 |
+
+ tuple(initial_sig.parameters.values())
|
| 373 |
+
)
|
| 374 |
+
|
| 375 |
+
# Return protected route
|
| 376 |
+
return _protected_func
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/__init__.py
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2025 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
from huggingface_hub.cli._output import out # noqa: F401
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_city_game.py
ADDED
|
@@ -0,0 +1,661 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
|
|
|
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|
|
|
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|
|
|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Interactive isometric city explorer — easter egg for `hf repos ls --explore`."""
|
| 2 |
+
|
| 3 |
+
import dataclasses
|
| 4 |
+
import math
|
| 5 |
+
import os
|
| 6 |
+
import random
|
| 7 |
+
import re
|
| 8 |
+
import select
|
| 9 |
+
import shutil
|
| 10 |
+
import sys
|
| 11 |
+
import time
|
| 12 |
+
|
| 13 |
+
from huggingface_hub.hf_api import RepoStorageInfo
|
| 14 |
+
|
| 15 |
+
from ._file_listing import format_size
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
Color = tuple[int, int, int]
|
| 19 |
+
|
| 20 |
+
# (top_face, left_face, right_face) — lighter to darker for 3D effect
|
| 21 |
+
_TYPE_COLORS: dict[str, tuple[Color, Color, Color]] = {
|
| 22 |
+
"model": ((175, 148, 240), (138, 112, 208), (105, 80, 180)),
|
| 23 |
+
"dataset": ((245, 128, 128), (222, 92, 92), (190, 60, 60)),
|
| 24 |
+
"space": ((245, 175, 85), (218, 140, 55), (185, 110, 30)),
|
| 25 |
+
"bucket": ((112, 185, 242), (70, 150, 220), (40, 118, 192)),
|
| 26 |
+
}
|
| 27 |
+
_EXTRA_COLORS: tuple[Color, Color, Color] = ((168, 176, 188), (128, 136, 148), (90, 98, 110))
|
| 28 |
+
_GRID_COLOR: Color = (178, 182, 190)
|
| 29 |
+
|
| 30 |
+
_DX = 4 # isometric half-width (pixels)
|
| 31 |
+
_DY = 2 # isometric half-height (pixels)
|
| 32 |
+
_MAX_H = 16 # tallest tile (pixels)
|
| 33 |
+
_MIN_H = 1
|
| 34 |
+
_COLS = 6
|
| 35 |
+
_EXT = 1 # grid extension beyond tiles
|
| 36 |
+
_MAX_TILES = 30
|
| 37 |
+
|
| 38 |
+
# Cursor sprite — pixel art arrow pointer
|
| 39 |
+
_OUTLINE: Color = (30, 30, 30)
|
| 40 |
+
_FILL: Color = (255, 255, 255)
|
| 41 |
+
|
| 42 |
+
_CURSOR_GRID = [
|
| 43 |
+
" X ",
|
| 44 |
+
" XWX ",
|
| 45 |
+
"XWWWX",
|
| 46 |
+
" XWX ",
|
| 47 |
+
" X ",
|
| 48 |
+
]
|
| 49 |
+
_CURSOR_PALETTE: dict[str, Color] = {
|
| 50 |
+
"X": _OUTLINE,
|
| 51 |
+
"W": _FILL,
|
| 52 |
+
}
|
| 53 |
+
_CURSOR_H = len(_CURSOR_GRID)
|
| 54 |
+
|
| 55 |
+
_MOVE_FRAMES = 8
|
| 56 |
+
_MOVE_DELAY = 0.03
|
| 57 |
+
_CURSOR_PAD = _CURSOR_H + 16
|
| 58 |
+
_GAP = 3
|
| 59 |
+
_MIN_TERM_W = 100
|
| 60 |
+
_MIN_TERM_H = 24
|
| 61 |
+
_SUMMARY_W = 24
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
# ---------------------------------------------------------------------------
|
| 65 |
+
# Data structures
|
| 66 |
+
# ---------------------------------------------------------------------------
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
@dataclasses.dataclass
|
| 70 |
+
class TileInfo:
|
| 71 |
+
grid_row: int
|
| 72 |
+
grid_col: int
|
| 73 |
+
height: int
|
| 74 |
+
top: Color
|
| 75 |
+
left: Color
|
| 76 |
+
right: Color
|
| 77 |
+
repo: RepoStorageInfo | None
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
@dataclasses.dataclass
|
| 81 |
+
class CityData:
|
| 82 |
+
tiles: list[TileInfo]
|
| 83 |
+
rows: int
|
| 84 |
+
cols: int
|
| 85 |
+
x_off: int
|
| 86 |
+
y_off: int
|
| 87 |
+
buf_w: int
|
| 88 |
+
buf_h: int
|
| 89 |
+
total_storage: int
|
| 90 |
+
extra_count: int
|
| 91 |
+
extra_storage: int
|
| 92 |
+
all_repos: list[RepoStorageInfo]
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
# ---------------------------------------------------------------------------
|
| 96 |
+
# City layout
|
| 97 |
+
# ---------------------------------------------------------------------------
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
def _prepare_city_data(repos: list[RepoStorageInfo]) -> CityData:
|
| 101 |
+
sorted_repos = sorted(repos, key=lambda r: r.storage, reverse=True)
|
| 102 |
+
display = sorted_repos[:_MAX_TILES]
|
| 103 |
+
extra_count = max(0, len(sorted_repos) - _MAX_TILES)
|
| 104 |
+
extra_storage = sum(r.storage for r in sorted_repos[_MAX_TILES:])
|
| 105 |
+
total_storage = sum(r.storage for r in repos)
|
| 106 |
+
max_storage = max(1, display[0].storage)
|
| 107 |
+
|
| 108 |
+
n = len(display) + (1 if extra_count > 0 else 0)
|
| 109 |
+
cols = min(n, _COLS)
|
| 110 |
+
rows = math.ceil(n / cols) if cols > 0 else 1
|
| 111 |
+
|
| 112 |
+
tiles: list[TileInfo] = []
|
| 113 |
+
for i, repo in enumerate(display):
|
| 114 |
+
r, c = divmod(i, cols)
|
| 115 |
+
h = max(_MIN_H, round(math.sqrt(repo.storage / max_storage) * _MAX_H))
|
| 116 |
+
top, left, right = _TYPE_COLORS.get(repo.type, _EXTRA_COLORS)
|
| 117 |
+
tiles.append(TileInfo(r, c, h, top, left, right, repo))
|
| 118 |
+
if extra_count > 0:
|
| 119 |
+
r, c = divmod(len(display), cols)
|
| 120 |
+
h = max(_MIN_H, round(math.sqrt(extra_storage / max_storage) * _MAX_H))
|
| 121 |
+
tiles.append(TileInfo(r, c, h, *_EXTRA_COLORS, None))
|
| 122 |
+
|
| 123 |
+
r_lo, r_hi = -_EXT, rows - 1 + _EXT
|
| 124 |
+
c_lo, c_hi = -_EXT, cols - 1 + _EXT
|
| 125 |
+
|
| 126 |
+
xs: list[int] = []
|
| 127 |
+
ys: list[int] = []
|
| 128 |
+
for rr in range(r_lo, r_hi + 1):
|
| 129 |
+
for cc in range(c_lo, c_hi + 1):
|
| 130 |
+
cx, cy = (cc - rr) * _DX, (cc + rr) * _DY
|
| 131 |
+
xs.extend([cx - _DX, cx + _DX])
|
| 132 |
+
ys.extend([cy, cy + 2 * _DY])
|
| 133 |
+
for tile in tiles:
|
| 134 |
+
ys.append((tile.grid_col + tile.grid_row) * _DY - tile.height)
|
| 135 |
+
|
| 136 |
+
x_off = -min(xs)
|
| 137 |
+
y_off = -min(ys)
|
| 138 |
+
buf_w = max(xs) - min(xs) + 1
|
| 139 |
+
buf_h = max(ys) - min(ys) + 1
|
| 140 |
+
if buf_h % 2:
|
| 141 |
+
buf_h += 1
|
| 142 |
+
|
| 143 |
+
return CityData(
|
| 144 |
+
tiles=tiles,
|
| 145 |
+
rows=rows,
|
| 146 |
+
cols=cols,
|
| 147 |
+
x_off=x_off,
|
| 148 |
+
y_off=y_off,
|
| 149 |
+
buf_w=buf_w,
|
| 150 |
+
buf_h=buf_h,
|
| 151 |
+
total_storage=total_storage,
|
| 152 |
+
extra_count=extra_count,
|
| 153 |
+
extra_storage=extra_storage,
|
| 154 |
+
all_repos=repos,
|
| 155 |
+
)
|
| 156 |
+
|
| 157 |
+
|
| 158 |
+
# ---------------------------------------------------------------------------
|
| 159 |
+
# Drawing primitives
|
| 160 |
+
# ---------------------------------------------------------------------------
|
| 161 |
+
|
| 162 |
+
|
| 163 |
+
def _draw_diamond_outline(buf: list[list[Color | None]], cx: int, cy: int) -> None:
|
| 164 |
+
t = (cx, cy)
|
| 165 |
+
r = (cx + _DX, cy + _DY)
|
| 166 |
+
b = (cx, cy + 2 * _DY)
|
| 167 |
+
ll = (cx - _DX, cy + _DY)
|
| 168 |
+
_draw_line(buf, *t, *r, _GRID_COLOR)
|
| 169 |
+
_draw_line(buf, *r, *b, _GRID_COLOR)
|
| 170 |
+
_draw_line(buf, *b, *ll, _GRID_COLOR)
|
| 171 |
+
_draw_line(buf, *ll, *t, _GRID_COLOR)
|
| 172 |
+
|
| 173 |
+
|
| 174 |
+
def _draw_block(
|
| 175 |
+
buf: list[list[Color | None]],
|
| 176 |
+
cx: int,
|
| 177 |
+
cy: int,
|
| 178 |
+
h: int,
|
| 179 |
+
top: Color,
|
| 180 |
+
left: Color,
|
| 181 |
+
right: Color,
|
| 182 |
+
) -> None:
|
| 183 |
+
_fill_poly(
|
| 184 |
+
buf,
|
| 185 |
+
[(cx - _DX, cy + _DY - h), (cx, cy + 2 * _DY - h), (cx, cy + 2 * _DY), (cx - _DX, cy + _DY)],
|
| 186 |
+
left,
|
| 187 |
+
)
|
| 188 |
+
_fill_poly(
|
| 189 |
+
buf,
|
| 190 |
+
[(cx, cy + 2 * _DY - h), (cx + _DX, cy + _DY - h), (cx + _DX, cy + _DY), (cx, cy + 2 * _DY)],
|
| 191 |
+
right,
|
| 192 |
+
)
|
| 193 |
+
_fill_poly(
|
| 194 |
+
buf,
|
| 195 |
+
[(cx, cy - h), (cx + _DX, cy + _DY - h), (cx, cy + 2 * _DY - h), (cx - _DX, cy + _DY - h)],
|
| 196 |
+
top,
|
| 197 |
+
)
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
def _fill_poly(buf: list[list[Color | None]], verts: list[tuple[int, int]], color: Color) -> None:
|
| 201 |
+
bh = len(buf)
|
| 202 |
+
bw = len(buf[0]) if buf else 0
|
| 203 |
+
all_y = [v[1] for v in verts]
|
| 204 |
+
y0 = max(0, min(all_y))
|
| 205 |
+
y1 = min(bh - 1, max(all_y))
|
| 206 |
+
n = len(verts)
|
| 207 |
+
for y in range(y0, y1 + 1):
|
| 208 |
+
xl: float = float("inf")
|
| 209 |
+
xr: float = float("-inf")
|
| 210 |
+
for i in range(n):
|
| 211 |
+
ax, ay = verts[i]
|
| 212 |
+
bx, by = verts[(i + 1) % n]
|
| 213 |
+
if ay == by:
|
| 214 |
+
if y == ay:
|
| 215 |
+
xl = min(xl, float(min(ax, bx)))
|
| 216 |
+
xr = max(xr, float(max(ax, bx)))
|
| 217 |
+
continue
|
| 218 |
+
if not (min(ay, by) <= y <= max(ay, by)):
|
| 219 |
+
continue
|
| 220 |
+
t = (y - ay) / (by - ay)
|
| 221 |
+
ix = ax + t * (bx - ax)
|
| 222 |
+
xl = min(xl, ix)
|
| 223 |
+
xr = max(xr, ix)
|
| 224 |
+
if xl <= xr:
|
| 225 |
+
for x in range(max(0, round(xl)), min(bw, round(xr) + 1)):
|
| 226 |
+
buf[y][x] = color
|
| 227 |
+
|
| 228 |
+
|
| 229 |
+
def _draw_line(buf: list[list[Color | None]], x0: int, y0: int, x1: int, y1: int, color: Color) -> None:
|
| 230 |
+
bh = len(buf)
|
| 231 |
+
bw = len(buf[0]) if buf else 0
|
| 232 |
+
dx = abs(x1 - x0)
|
| 233 |
+
dy = abs(y1 - y0)
|
| 234 |
+
steps = max(dx, dy)
|
| 235 |
+
if steps == 0:
|
| 236 |
+
if 0 <= y0 < bh and 0 <= x0 < bw:
|
| 237 |
+
buf[y0][x0] = color
|
| 238 |
+
return
|
| 239 |
+
xi = (x1 - x0) / steps
|
| 240 |
+
yi = (y1 - y0) / steps
|
| 241 |
+
fx, fy = float(x0), float(y0)
|
| 242 |
+
for _ in range(steps + 1):
|
| 243 |
+
px, py = round(fx), round(fy)
|
| 244 |
+
if 0 <= py < bh and 0 <= px < bw:
|
| 245 |
+
buf[py][px] = color
|
| 246 |
+
fx += xi
|
| 247 |
+
fy += yi
|
| 248 |
+
|
| 249 |
+
|
| 250 |
+
# ---------------------------------------------------------------------------
|
| 251 |
+
# Pixel buffer → terminal
|
| 252 |
+
# ---------------------------------------------------------------------------
|
| 253 |
+
|
| 254 |
+
_ANSI_RE = re.compile(r"\033\[[0-9;]*m")
|
| 255 |
+
|
| 256 |
+
|
| 257 |
+
def _strip_ansi(s: str) -> str:
|
| 258 |
+
return _ANSI_RE.sub("", s)
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
def _visible_len(s: str) -> int:
|
| 262 |
+
return len(_strip_ansi(s))
|
| 263 |
+
|
| 264 |
+
|
| 265 |
+
def _pixels_to_lines(buf: list[list[Color | None]]) -> list[str]:
|
| 266 |
+
height = len(buf)
|
| 267 |
+
width = len(buf[0]) if buf else 0
|
| 268 |
+
lines: list[str] = []
|
| 269 |
+
for row in range(0, height, 2):
|
| 270 |
+
last = -1
|
| 271 |
+
for col in range(width - 1, -1, -1):
|
| 272 |
+
top = buf[row][col]
|
| 273 |
+
bot = buf[row + 1][col] if row + 1 < height else None
|
| 274 |
+
if top or bot:
|
| 275 |
+
last = col
|
| 276 |
+
break
|
| 277 |
+
if last < 0:
|
| 278 |
+
lines.append("")
|
| 279 |
+
continue
|
| 280 |
+
|
| 281 |
+
parts: list[str] = []
|
| 282 |
+
cfg: Color | None = None
|
| 283 |
+
cbg: Color | None = None
|
| 284 |
+
|
| 285 |
+
for col in range(last + 1):
|
| 286 |
+
top = buf[row][col]
|
| 287 |
+
bot = buf[row + 1][col] if row + 1 < height else None
|
| 288 |
+
|
| 289 |
+
if not top and not bot:
|
| 290 |
+
if cfg is not None or cbg is not None:
|
| 291 |
+
parts.append("\033[0m")
|
| 292 |
+
cfg = cbg = None
|
| 293 |
+
parts.append(" ")
|
| 294 |
+
continue
|
| 295 |
+
|
| 296 |
+
if top and bot and top == bot:
|
| 297 |
+
nfg, nbg, ch = top, None, "█"
|
| 298 |
+
elif top and bot:
|
| 299 |
+
nfg, nbg, ch = bot, top, "▄"
|
| 300 |
+
elif top:
|
| 301 |
+
nfg, nbg, ch = top, None, "▀"
|
| 302 |
+
else:
|
| 303 |
+
nfg, nbg, ch = bot, None, "▄" # type: ignore[assignment]
|
| 304 |
+
|
| 305 |
+
esc = ""
|
| 306 |
+
if nfg != cfg:
|
| 307 |
+
esc += f"\033[38;2;{nfg[0]};{nfg[1]};{nfg[2]}m"
|
| 308 |
+
cfg = nfg
|
| 309 |
+
if nbg != cbg:
|
| 310 |
+
esc += "\033[49m" if nbg is None else f"\033[48;2;{nbg[0]};{nbg[1]};{nbg[2]}m"
|
| 311 |
+
cbg = nbg
|
| 312 |
+
parts.append(esc + ch)
|
| 313 |
+
|
| 314 |
+
if cfg is not None or cbg is not None:
|
| 315 |
+
parts.append("\033[0m")
|
| 316 |
+
lines.append("".join(parts))
|
| 317 |
+
return lines
|
| 318 |
+
|
| 319 |
+
|
| 320 |
+
# ---------------------------------------------------------------------------
|
| 321 |
+
# Rendering
|
| 322 |
+
# ---------------------------------------------------------------------------
|
| 323 |
+
|
| 324 |
+
|
| 325 |
+
def _render_base_buffer(city: CityData) -> list[list[Color | None]]:
|
| 326 |
+
buf: list[list[Color | None]] = [[None] * city.buf_w for _ in range(city.buf_h)]
|
| 327 |
+
|
| 328 |
+
for tile in city.tiles:
|
| 329 |
+
cx = city.x_off + (tile.grid_col - tile.grid_row) * _DX
|
| 330 |
+
cy = city.y_off + (tile.grid_col + tile.grid_row) * _DY
|
| 331 |
+
_draw_diamond_outline(buf, cx, cy)
|
| 332 |
+
|
| 333 |
+
sorted_tiles = sorted(city.tiles, key=lambda t: (t.grid_row + t.grid_col, t.grid_col))
|
| 334 |
+
for tile in sorted_tiles:
|
| 335 |
+
cx = city.x_off + (tile.grid_col - tile.grid_row) * _DX
|
| 336 |
+
cy = city.y_off + (tile.grid_col + tile.grid_row) * _DY
|
| 337 |
+
_draw_block(buf, cx, cy, tile.height, tile.top, tile.left, tile.right)
|
| 338 |
+
|
| 339 |
+
return buf
|
| 340 |
+
|
| 341 |
+
|
| 342 |
+
# ---------------------------------------------------------------------------
|
| 343 |
+
# Summary panel
|
| 344 |
+
# ---------------------------------------------------------------------------
|
| 345 |
+
|
| 346 |
+
|
| 347 |
+
def _colored_square(color: Color) -> str:
|
| 348 |
+
return f"\033[38;2;{color[0]};{color[1]};{color[2]}m■\033[0m"
|
| 349 |
+
|
| 350 |
+
|
| 351 |
+
def _build_summary(
|
| 352 |
+
repos: list[RepoStorageInfo],
|
| 353 |
+
total_storage: int,
|
| 354 |
+
extra_count: int,
|
| 355 |
+
) -> list[str]:
|
| 356 |
+
lines: list[str] = [""]
|
| 357 |
+
lines.append(" Storage Overview")
|
| 358 |
+
lines.append(" " + "─" * 16)
|
| 359 |
+
lines.append(f" {format_size(total_storage, human_readable=True)} total")
|
| 360 |
+
lines.append("")
|
| 361 |
+
|
| 362 |
+
order = ["model", "dataset", "space", "bucket"]
|
| 363 |
+
labels = {"model": "Models", "dataset": "Datasets", "space": "Spaces", "bucket": "Buckets"}
|
| 364 |
+
for rtype in order:
|
| 365 |
+
group = [r for r in repos if r.type == rtype]
|
| 366 |
+
if not group:
|
| 367 |
+
continue
|
| 368 |
+
storage = sum(r.storage for r in group)
|
| 369 |
+
sq = _colored_square(_TYPE_COLORS[rtype][0])
|
| 370 |
+
lines.append(f" {sq} {labels[rtype]}")
|
| 371 |
+
lines.append(f" {len(group)} repos · {format_size(storage, human_readable=True)}")
|
| 372 |
+
lines.append("")
|
| 373 |
+
|
| 374 |
+
if extra_count > 0:
|
| 375 |
+
sq = _colored_square(_EXTRA_COLORS[0])
|
| 376 |
+
lines.append(f" {sq} +{extra_count} more repos")
|
| 377 |
+
|
| 378 |
+
return lines
|
| 379 |
+
|
| 380 |
+
|
| 381 |
+
# ---------------------------------------------------------------------------
|
| 382 |
+
# Cursor
|
| 383 |
+
# ---------------------------------------------------------------------------
|
| 384 |
+
|
| 385 |
+
|
| 386 |
+
def _build_cursor() -> list[tuple[int, int, Color]]:
|
| 387 |
+
pixels: list[tuple[int, int, Color]] = []
|
| 388 |
+
for ri, row in enumerate(_CURSOR_GRID):
|
| 389 |
+
for ci, ch in enumerate(row):
|
| 390 |
+
if ch in _CURSOR_PALETTE:
|
| 391 |
+
pixels.append((ci - len(row) // 2, ri - _CURSOR_H + 1, _CURSOR_PALETTE[ch]))
|
| 392 |
+
return pixels
|
| 393 |
+
|
| 394 |
+
|
| 395 |
+
_CURSOR_PIXELS = _build_cursor()
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
# ---------------------------------------------------------------------------
|
| 399 |
+
# Interactive game
|
| 400 |
+
# ---------------------------------------------------------------------------
|
| 401 |
+
|
| 402 |
+
|
| 403 |
+
def run_city_game(repos: list[RepoStorageInfo]) -> None:
|
| 404 |
+
"""Launch the interactive city explorer."""
|
| 405 |
+
if not repos:
|
| 406 |
+
print("No repositories found.")
|
| 407 |
+
return
|
| 408 |
+
|
| 409 |
+
try:
|
| 410 |
+
import termios
|
| 411 |
+
import tty
|
| 412 |
+
except ImportError:
|
| 413 |
+
print("Interactive mode requires a Unix-like terminal (Linux/macOS).")
|
| 414 |
+
return
|
| 415 |
+
|
| 416 |
+
if not sys.stdin.isatty() or not sys.stdout.isatty():
|
| 417 |
+
print("Interactive mode requires a terminal.")
|
| 418 |
+
return
|
| 419 |
+
|
| 420 |
+
term = shutil.get_terminal_size()
|
| 421 |
+
if term.columns < _MIN_TERM_W or term.lines < _MIN_TERM_H:
|
| 422 |
+
print(f"Your terminal is {term.columns}×{term.lines} characters.")
|
| 423 |
+
print(f"Please resize to at least {_MIN_TERM_W}×{_MIN_TERM_H} to explore the city!")
|
| 424 |
+
return
|
| 425 |
+
|
| 426 |
+
city = _prepare_city_data(repos)
|
| 427 |
+
|
| 428 |
+
tiles_with_repos = [t for t in city.tiles if t.repo is not None]
|
| 429 |
+
start_tile = random.choice(tiles_with_repos) if tiles_with_repos else city.tiles[0]
|
| 430 |
+
|
| 431 |
+
fd = sys.stdin.fileno()
|
| 432 |
+
old_settings = termios.tcgetattr(fd)
|
| 433 |
+
try:
|
| 434 |
+
tty.setraw(fd)
|
| 435 |
+
sys.stdout.write("\033[?1049h\033[?25l\033[2J")
|
| 436 |
+
sys.stdout.flush()
|
| 437 |
+
_game_loop(city, start_tile.grid_row, start_tile.grid_col)
|
| 438 |
+
finally:
|
| 439 |
+
sys.stdout.write("\033[?25h\033[?1049l")
|
| 440 |
+
sys.stdout.flush()
|
| 441 |
+
termios.tcsetattr(fd, termios.TCSADRAIN, old_settings)
|
| 442 |
+
|
| 443 |
+
|
| 444 |
+
def _game_loop(city: CityData, cur_row: int, cur_col: int) -> None:
|
| 445 |
+
tile_map: dict[tuple[int, int], TileInfo] = {(t.grid_row, t.grid_col): t for t in city.tiles}
|
| 446 |
+
city = dataclasses.replace(city, buf_h=city.buf_h + _CURSOR_PAD, y_off=city.y_off + _CURSOR_PAD)
|
| 447 |
+
base_buf = _render_base_buffer(city)
|
| 448 |
+
|
| 449 |
+
summary = _build_summary(city.all_repos, city.total_storage, city.extra_count)
|
| 450 |
+
|
| 451 |
+
# Intro: cursor drops onto starting tile
|
| 452 |
+
tx, ty = _tile_top_center(city, cur_row, cur_col, tile_map)
|
| 453 |
+
for i in range(1, _MOVE_FRAMES + 1):
|
| 454 |
+
t = i / _MOVE_FRAMES
|
| 455 |
+
t = t * t * (3 - 2 * t)
|
| 456 |
+
drop_y = ty - 16 * (1 - t)
|
| 457 |
+
frame = _copy_buf(base_buf)
|
| 458 |
+
_highlight_tile(frame, city, tile_map[(cur_row, cur_col)])
|
| 459 |
+
_draw_cursor(frame, tx, round(drop_y))
|
| 460 |
+
_present(city, frame, tile_map.get((cur_row, cur_col)), summary)
|
| 461 |
+
time.sleep(_MOVE_DELAY)
|
| 462 |
+
|
| 463 |
+
while True:
|
| 464 |
+
cx, cy = _tile_top_center(city, cur_row, cur_col, tile_map)
|
| 465 |
+
frame = _copy_buf(base_buf)
|
| 466 |
+
_highlight_tile(frame, city, tile_map[(cur_row, cur_col)])
|
| 467 |
+
_draw_cursor(frame, cx, cy)
|
| 468 |
+
_present(city, frame, tile_map.get((cur_row, cur_col)), summary)
|
| 469 |
+
|
| 470 |
+
key = _read_key()
|
| 471 |
+
if key in ("q", "Q", "esc", "\x03"):
|
| 472 |
+
return
|
| 473 |
+
|
| 474 |
+
dr, dc = _key_to_direction(key)
|
| 475 |
+
if dr == 0 and dc == 0:
|
| 476 |
+
continue
|
| 477 |
+
|
| 478 |
+
nr, nc = cur_row + dr, cur_col + dc
|
| 479 |
+
if (nr, nc) not in tile_map:
|
| 480 |
+
continue
|
| 481 |
+
|
| 482 |
+
ex, ey = _tile_top_center(city, nr, nc, tile_map)
|
| 483 |
+
for i in range(1, _MOVE_FRAMES + 1):
|
| 484 |
+
t = i / _MOVE_FRAMES
|
| 485 |
+
t = t * t * (3 - 2 * t)
|
| 486 |
+
bx = cx + (ex - cx) * t
|
| 487 |
+
by = cy + (ey - cy) * t
|
| 488 |
+
frame = _copy_buf(base_buf)
|
| 489 |
+
_highlight_tile(frame, city, tile_map[(nr, nc)])
|
| 490 |
+
_draw_cursor(frame, round(bx), round(by))
|
| 491 |
+
_present(city, frame, tile_map.get((nr, nc)), summary)
|
| 492 |
+
time.sleep(_MOVE_DELAY)
|
| 493 |
+
|
| 494 |
+
cur_row, cur_col = nr, nc
|
| 495 |
+
|
| 496 |
+
|
| 497 |
+
def _tile_top_center(city: CityData, row: int, col: int, tile_map: dict[tuple[int, int], TileInfo]) -> tuple[int, int]:
|
| 498 |
+
tile = tile_map.get((row, col))
|
| 499 |
+
h = tile.height if tile else 1
|
| 500 |
+
cx = city.x_off + (col - row) * _DX
|
| 501 |
+
cy = city.y_off + (col + row) * _DY
|
| 502 |
+
return cx, cy + _DY - h
|
| 503 |
+
|
| 504 |
+
|
| 505 |
+
def _key_to_direction(key: str) -> tuple[int, int]:
|
| 506 |
+
match key:
|
| 507 |
+
case "w" | "W" | "\x1b[A":
|
| 508 |
+
return -1, 0
|
| 509 |
+
case "s" | "S" | "\x1b[B":
|
| 510 |
+
return 1, 0
|
| 511 |
+
case "a" | "A" | "\x1b[D":
|
| 512 |
+
return 0, -1
|
| 513 |
+
case "d" | "D" | "\x1b[C":
|
| 514 |
+
return 0, 1
|
| 515 |
+
case _:
|
| 516 |
+
return 0, 0
|
| 517 |
+
|
| 518 |
+
|
| 519 |
+
def _draw_cursor(buf: list[list[Color | None]], cx: int, cy: int) -> None:
|
| 520 |
+
bh = len(buf)
|
| 521 |
+
bw = len(buf[0]) if buf else 0
|
| 522 |
+
for dx, dy, color in _CURSOR_PIXELS:
|
| 523 |
+
px, py = cx + dx, cy + dy
|
| 524 |
+
if 0 <= py < bh and 0 <= px < bw:
|
| 525 |
+
buf[py][px] = color
|
| 526 |
+
|
| 527 |
+
|
| 528 |
+
def _highlight_tile(buf: list[list[Color | None]], city: CityData, tile: TileInfo) -> None:
|
| 529 |
+
cx = city.x_off + (tile.grid_col - tile.grid_row) * _DX
|
| 530 |
+
cy = city.y_off + (tile.grid_col + tile.grid_row) * _DY
|
| 531 |
+
h = tile.height
|
| 532 |
+
_fill_poly(
|
| 533 |
+
buf,
|
| 534 |
+
[(cx, cy - h), (cx + _DX, cy + _DY - h), (cx, cy + 2 * _DY - h), (cx - _DX, cy + _DY - h)],
|
| 535 |
+
_brighten(tile.top, 35),
|
| 536 |
+
)
|
| 537 |
+
|
| 538 |
+
|
| 539 |
+
def _brighten(color: Color, amount: int) -> Color:
|
| 540 |
+
return (min(255, color[0] + amount), min(255, color[1] + amount), min(255, color[2] + amount))
|
| 541 |
+
|
| 542 |
+
|
| 543 |
+
def _present(
|
| 544 |
+
city: CityData,
|
| 545 |
+
buf: list[list[Color | None]],
|
| 546 |
+
tile: TileInfo | None,
|
| 547 |
+
summary: list[str],
|
| 548 |
+
) -> None:
|
| 549 |
+
city_lines = _pixels_to_lines(buf)
|
| 550 |
+
while city_lines and not _strip_ansi(city_lines[0]).strip():
|
| 551 |
+
city_lines.pop(0)
|
| 552 |
+
while city_lines and not _strip_ansi(city_lines[-1]).strip():
|
| 553 |
+
city_lines.pop()
|
| 554 |
+
|
| 555 |
+
city_w = max((_visible_len(line) for line in city_lines), default=0)
|
| 556 |
+
term = shutil.get_terminal_size()
|
| 557 |
+
panel_max_w = max(20, term.columns - city_w - _SUMMARY_W - 2 * _GAP)
|
| 558 |
+
|
| 559 |
+
info = _build_info_panel(tile, city, panel_max_w)
|
| 560 |
+
|
| 561 |
+
n = max(len(summary), len(city_lines), len(info))
|
| 562 |
+
summary_lo = max(0, (n - len(summary)) // 2)
|
| 563 |
+
info_lo = max(0, (n - len(info)) // 2)
|
| 564 |
+
|
| 565 |
+
lines: list[str] = []
|
| 566 |
+
for i in range(n):
|
| 567 |
+
si = i - summary_lo
|
| 568 |
+
lt = summary[si] if 0 <= si < len(summary) else ""
|
| 569 |
+
lpad = max(0, _SUMMARY_W - _visible_len(lt))
|
| 570 |
+
|
| 571 |
+
ct = city_lines[i] if i < len(city_lines) else ""
|
| 572 |
+
cpad = max(0, city_w - _visible_len(ct))
|
| 573 |
+
|
| 574 |
+
ri = i - info_lo
|
| 575 |
+
rt = info[ri] if 0 <= ri < len(info) else ""
|
| 576 |
+
|
| 577 |
+
lines.append(lt + " " * lpad + " " * _GAP + ct + " " * cpad + " " * _GAP + rt)
|
| 578 |
+
|
| 579 |
+
lines.append("")
|
| 580 |
+
lines.append(" \033[90mWASD/Arrows: move · Q/ESC: quit\033[0m")
|
| 581 |
+
|
| 582 |
+
while len(lines) < term.lines - 1:
|
| 583 |
+
lines.append("")
|
| 584 |
+
|
| 585 |
+
output = "\033[H"
|
| 586 |
+
for line in lines[: term.lines - 1]:
|
| 587 |
+
output += line + "\033[K\r\n"
|
| 588 |
+
sys.stdout.write(output)
|
| 589 |
+
sys.stdout.flush()
|
| 590 |
+
|
| 591 |
+
|
| 592 |
+
def _build_info_panel(tile: TileInfo | None, city: CityData, max_w: int) -> list[str]:
|
| 593 |
+
reset = "\033[0m"
|
| 594 |
+
gray = "\033[90m"
|
| 595 |
+
bold = "\033[1m"
|
| 596 |
+
indent = " "
|
| 597 |
+
content_w = max_w - len(indent)
|
| 598 |
+
|
| 599 |
+
lines: list[str] = [""]
|
| 600 |
+
lines.append(f"{indent}{bold}City Explorer{reset}")
|
| 601 |
+
lines.append(indent + "─" * min(22, content_w))
|
| 602 |
+
lines.append("")
|
| 603 |
+
|
| 604 |
+
if tile is None:
|
| 605 |
+
lines.append(f"{indent}{gray}Move to a tile")
|
| 606 |
+
lines.append(f"{indent}to see details.{reset}")
|
| 607 |
+
return lines
|
| 608 |
+
|
| 609 |
+
if tile.repo is None:
|
| 610 |
+
lines.append(f"{indent}{gray}+{city.extra_count} more repos{reset}")
|
| 611 |
+
lines.append(f"{indent}{gray}{format_size(city.extra_storage, human_readable=True)} combined{reset}")
|
| 612 |
+
return lines
|
| 613 |
+
|
| 614 |
+
repo = tile.repo
|
| 615 |
+
name = repo.id
|
| 616 |
+
if len(name) > content_w:
|
| 617 |
+
name = name[: content_w - 3] + "..."
|
| 618 |
+
lines.append(f"{indent}{bold}{name}{reset}")
|
| 619 |
+
lines.append("")
|
| 620 |
+
|
| 621 |
+
type_ansi = {
|
| 622 |
+
"model": "\033[38;2;175;148;240m",
|
| 623 |
+
"dataset": "\033[38;2;245;128;128m",
|
| 624 |
+
"space": "\033[38;2;245;175;85m",
|
| 625 |
+
"bucket": "\033[38;2;112;185;242m",
|
| 626 |
+
}
|
| 627 |
+
tc = type_ansi.get(repo.type, "")
|
| 628 |
+
|
| 629 |
+
lines.append(f"{indent}Type {tc}{repo.type}{reset}")
|
| 630 |
+
lines.append(f"{indent}Visibility {repo.visibility}")
|
| 631 |
+
lines.append(f"{indent}Storage {format_size(repo.storage, human_readable=True)}")
|
| 632 |
+
lines.append(f"{indent}Usage {repo.storage_percent:.1f}%")
|
| 633 |
+
lines.append("")
|
| 634 |
+
|
| 635 |
+
bar_w = min(18, content_w)
|
| 636 |
+
filled = max(0, min(bar_w, round(repo.storage_percent / 100 * bar_w)))
|
| 637 |
+
lines.append(f"{indent}{tc}{'█' * filled}{gray}{'░' * (bar_w - filled)}{reset}")
|
| 638 |
+
|
| 639 |
+
return lines
|
| 640 |
+
|
| 641 |
+
|
| 642 |
+
def _copy_buf(buf: list[list[Color | None]]) -> list[list[Color | None]]:
|
| 643 |
+
return [row[:] for row in buf]
|
| 644 |
+
|
| 645 |
+
|
| 646 |
+
def _read_key() -> str:
|
| 647 |
+
fd = sys.stdin.fileno()
|
| 648 |
+
ch = os.read(fd, 1)
|
| 649 |
+
if ch == b"\x1b":
|
| 650 |
+
if _has_input(fd, 0.05):
|
| 651 |
+
ch2 = os.read(fd, 1)
|
| 652 |
+
if ch2 == b"[" and _has_input(fd, 0.05):
|
| 653 |
+
ch3 = os.read(fd, 1)
|
| 654 |
+
return f"\x1b[{ch3.decode()}"
|
| 655 |
+
return "esc"
|
| 656 |
+
return ch.decode("utf-8", errors="replace")
|
| 657 |
+
|
| 658 |
+
|
| 659 |
+
def _has_input(fd: int, timeout: float) -> bool:
|
| 660 |
+
r, _, _ = select.select([fd], [], [], timeout)
|
| 661 |
+
return bool(r)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_cli_utils.py
ADDED
|
@@ -0,0 +1,1069 @@
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|
| 1 |
+
# Copyright 2022 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains CLI utilities (styling, helpers)."""
|
| 15 |
+
|
| 16 |
+
import difflib
|
| 17 |
+
import importlib.metadata
|
| 18 |
+
import os
|
| 19 |
+
import re
|
| 20 |
+
import shlex
|
| 21 |
+
import subprocess
|
| 22 |
+
import sys
|
| 23 |
+
import time
|
| 24 |
+
from collections.abc import Callable, Sequence
|
| 25 |
+
from enum import Enum
|
| 26 |
+
from pathlib import Path
|
| 27 |
+
from typing import TYPE_CHECKING, Annotated, Any, Literal, TypeVar, cast
|
| 28 |
+
|
| 29 |
+
import click
|
| 30 |
+
|
| 31 |
+
from huggingface_hub import Volume, __version__, constants
|
| 32 |
+
from huggingface_hub.errors import CLIError
|
| 33 |
+
from huggingface_hub.utils import (
|
| 34 |
+
get_session,
|
| 35 |
+
hf_raise_for_status,
|
| 36 |
+
installation_method,
|
| 37 |
+
logging,
|
| 38 |
+
parse_hf_mount,
|
| 39 |
+
)
|
| 40 |
+
from huggingface_hub.utils._dotenv import load_dotenv
|
| 41 |
+
|
| 42 |
+
from ._framework import Argument, HfCommand, HfGroup, Option
|
| 43 |
+
from ._help_formatter import StyledContext
|
| 44 |
+
from ._output import OutputFormat, out
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
logger = logging.get_logger()
|
| 48 |
+
|
| 49 |
+
# Arbitrary default limit for models/datasets/spaces list commands.
|
| 50 |
+
REPO_LIST_DEFAULT_LIMIT = 30
|
| 51 |
+
|
| 52 |
+
if TYPE_CHECKING:
|
| 53 |
+
from huggingface_hub.hf_api import HfApi
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
def get_hf_api(token: str | None = None) -> "HfApi":
|
| 57 |
+
# Import here to avoid circular import
|
| 58 |
+
from huggingface_hub.hf_api import HfApi
|
| 59 |
+
|
| 60 |
+
return HfApi(token=token, library_name="huggingface-cli", library_version=__version__)
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
#### TYPER UTILS
|
| 64 |
+
|
| 65 |
+
CLI_REFERENCE_URL = "https://huggingface.co/docs/huggingface_hub/en/guides/cli"
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def generate_epilog(examples: list[str], docs_anchor: str | None = None) -> str:
|
| 69 |
+
"""Generate an epilog with examples and a Learn More section.
|
| 70 |
+
|
| 71 |
+
Args:
|
| 72 |
+
examples: List of example commands (without the `$ ` prefix).
|
| 73 |
+
docs_anchor: Optional anchor for the docs URL (e.g., "#hf-download").
|
| 74 |
+
|
| 75 |
+
Returns:
|
| 76 |
+
Formatted epilog string.
|
| 77 |
+
"""
|
| 78 |
+
docs_url = f"{CLI_REFERENCE_URL}{docs_anchor}" if docs_anchor else CLI_REFERENCE_URL
|
| 79 |
+
examples_str = "\n".join(f" $ {ex}" for ex in examples)
|
| 80 |
+
return f"""\
|
| 81 |
+
Examples
|
| 82 |
+
{examples_str}
|
| 83 |
+
|
| 84 |
+
Learn more
|
| 85 |
+
Use `hf <command> --help` for more information about a command.
|
| 86 |
+
Read the documentation at {docs_url}
|
| 87 |
+
"""
|
| 88 |
+
|
| 89 |
+
|
| 90 |
+
TOPIC_T = Literal["main", "help"] | str
|
| 91 |
+
FallbackHandlerT = Callable[[list[str], set[str]], int | None]
|
| 92 |
+
ExpandPropertyT = TypeVar("ExpandPropertyT", bound=str)
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
def _format_epilog_no_indent(epilog: str | None, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 96 |
+
"""Write the epilog without indentation."""
|
| 97 |
+
if epilog:
|
| 98 |
+
formatter.write_paragraph()
|
| 99 |
+
for line in epilog.split("\n"):
|
| 100 |
+
formatter.write_text(line)
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
_ALIAS_SPLIT = re.compile(r"\s*\|\s*")
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
class HFCliTyperGroup(HfGroup):
|
| 107 |
+
"""
|
| 108 |
+
CLI Group that:
|
| 109 |
+
- lists commands alphabetically within sections.
|
| 110 |
+
- separates commands by topic (main, help, etc.).
|
| 111 |
+
- formats epilog without extra indentation.
|
| 112 |
+
- supports aliases via pipe-separated names (e.g. ``name="list | ls"``).
|
| 113 |
+
- consumes the global formatting flags (``--format``, ``--json``, ``-q`` / ``--quiet``, ``--no-truncate``)
|
| 114 |
+
anywhere in the args of a leaf command and applies them to ``out``, so leaf
|
| 115 |
+
commands don't need to declare these options themselves.
|
| 116 |
+
- rewrites ``spaces/user/repo`` to ``user/repo --type space`` for commands that accept ``--type``.
|
| 117 |
+
- enriches "No such option" / "No such command" errors with available options or commands.
|
| 118 |
+
"""
|
| 119 |
+
|
| 120 |
+
context_class = StyledContext
|
| 121 |
+
|
| 122 |
+
def invoke(self, ctx: click.Context) -> None:
|
| 123 |
+
"""Enrich unknown-option errors with available options or subcommands.
|
| 124 |
+
|
| 125 |
+
Catches `NoSuchOption` raised during subcommand `make_context()`
|
| 126 |
+
(option parsing). For leaf commands (e.g. `hf repos create --test`)
|
| 127 |
+
we list the command's options; for groups (e.g. `hf cache --test`)
|
| 128 |
+
we list subcommands since groups have no user-facing options.
|
| 129 |
+
"""
|
| 130 |
+
try:
|
| 131 |
+
return super().invoke(ctx)
|
| 132 |
+
except click.NoSuchOption as e:
|
| 133 |
+
if e.ctx is not None and e.ctx.command is not None:
|
| 134 |
+
cmd = e.ctx.command
|
| 135 |
+
if isinstance(cmd, click.Group):
|
| 136 |
+
# Group has no user-facing options -> show subcommands instead
|
| 137 |
+
items = [
|
| 138 |
+
(name, sub.get_short_help_str(limit=80))
|
| 139 |
+
for name in cmd.list_commands(e.ctx)
|
| 140 |
+
if (sub := cmd.get_command(e.ctx, name)) is not None and not sub.hidden
|
| 141 |
+
]
|
| 142 |
+
_enrich_usage_error(e, "commands", items)
|
| 143 |
+
else:
|
| 144 |
+
# Leaf command -> show its options using Click's rich formatting
|
| 145 |
+
items = [
|
| 146 |
+
record
|
| 147 |
+
for p in cmd.get_params(e.ctx)
|
| 148 |
+
if isinstance(p, click.Option) and not p.hidden and (record := p.get_help_record(e.ctx))
|
| 149 |
+
]
|
| 150 |
+
_enrich_usage_error(e, "options", items)
|
| 151 |
+
raise
|
| 152 |
+
|
| 153 |
+
def resolve_command(self, ctx: click.Context, args: list[str]) -> tuple:
|
| 154 |
+
cmd_name = args[0] if args and not args[0].startswith("-") else None
|
| 155 |
+
cmd = self.get_command(ctx, cmd_name) if cmd_name else None
|
| 156 |
+
|
| 157 |
+
if cmd is not None:
|
| 158 |
+
self._rewrite_repo_type_prefix(cmd, args)
|
| 159 |
+
|
| 160 |
+
try:
|
| 161 |
+
name, resolved_cmd, sub_args = super().resolve_command(ctx, args)
|
| 162 |
+
except click.UsageError as e:
|
| 163 |
+
# Unknown subcommand -> add fuzzy suggestions and list available commands.
|
| 164 |
+
if cmd is None and cmd_name is not None:
|
| 165 |
+
# Expand aliases ("list | ls" → ["list", "ls"]) for accurate fuzzy matching.
|
| 166 |
+
visible_names = [
|
| 167 |
+
alias
|
| 168 |
+
for key, registered in self.commands.items()
|
| 169 |
+
if not registered.hidden
|
| 170 |
+
for alias in _ALIAS_SPLIT.split(key)
|
| 171 |
+
]
|
| 172 |
+
matches = difflib.get_close_matches(cmd_name, visible_names)
|
| 173 |
+
if matches:
|
| 174 |
+
suggestions = ", ".join(f"'{m}'" for m in matches)
|
| 175 |
+
setattr(e, "message", f"{e.message.rstrip('.')}. Did you mean {suggestions}?")
|
| 176 |
+
items = [
|
| 177 |
+
(name, sub.get_short_help_str(limit=80))
|
| 178 |
+
for name in self.list_commands(ctx)
|
| 179 |
+
if (sub := self.get_command(ctx, name)) is not None and not sub.hidden
|
| 180 |
+
]
|
| 181 |
+
_enrich_usage_error(e, "commands", items)
|
| 182 |
+
raise
|
| 183 |
+
|
| 184 |
+
# If we just resolved a leaf command, eagerly consume any global formatting
|
| 185 |
+
# flags (--format / --json / -q / --quiet / --no-truncate) from its args before click parses
|
| 186 |
+
# them. Group resolution is recursive — leaves (and only leaves) need this.
|
| 187 |
+
if resolved_cmd is not None and not isinstance(resolved_cmd, click.Group):
|
| 188 |
+
_consume_format_flags_for_leaf(resolved_cmd, sub_args)
|
| 189 |
+
|
| 190 |
+
return name, resolved_cmd, sub_args
|
| 191 |
+
|
| 192 |
+
@staticmethod
|
| 193 |
+
def _rewrite_repo_type_prefix(cmd: click.Command, args: list[str]) -> None:
|
| 194 |
+
"""Rewrite prefixed repo IDs (e.g. ``spaces/user/repo``) to ``user/repo --type space``.
|
| 195 |
+
|
| 196 |
+
Only applies to commands that have a ``--type`` / ``--repo-type`` option and
|
| 197 |
+
at least one repo-ID positional argument (any ``click.Argument`` whose name
|
| 198 |
+
ends with ``_id``, e.g. ``repo_id``, ``from_id``, ``to_id``). When the
|
| 199 |
+
token that maps to such an argument matches ``{prefix}/org/repo`` (where
|
| 200 |
+
*prefix* is one of ``spaces``, ``datasets``, or ``models``), the prefix is
|
| 201 |
+
stripped and an implicit ``--type {type}`` is appended. An error is raised
|
| 202 |
+
if ``--type`` is also provided explicitly or if multiple prefixed arguments
|
| 203 |
+
disagree on the repo type.
|
| 204 |
+
|
| 205 |
+
Only repo-ID positional slots are inspected so that other positional
|
| 206 |
+
arguments (filenames, local paths, patterns …) are never misinterpreted as
|
| 207 |
+
prefixed repo IDs.
|
| 208 |
+
"""
|
| 209 |
+
has_type_option = any(isinstance(param, click.Option) and "--type" in param.opts for param in cmd.params)
|
| 210 |
+
if not has_type_option:
|
| 211 |
+
return
|
| 212 |
+
|
| 213 |
+
# Locate all repo-ID positional arguments and their indices among Arguments.
|
| 214 |
+
repo_id_positions: set[int] = set()
|
| 215 |
+
arg_idx = 0
|
| 216 |
+
for param in cmd.params:
|
| 217 |
+
if isinstance(param, click.Argument):
|
| 218 |
+
if param.name in ("repo_id", "from_id", "to_id"):
|
| 219 |
+
repo_id_positions.add(arg_idx)
|
| 220 |
+
arg_idx += 1
|
| 221 |
+
|
| 222 |
+
if not repo_id_positions:
|
| 223 |
+
return
|
| 224 |
+
|
| 225 |
+
# Build a set of option names that consume a following value token.
|
| 226 |
+
value_options: set[str] = set()
|
| 227 |
+
for param in cmd.params:
|
| 228 |
+
if isinstance(param, click.Option) and not param.is_flag:
|
| 229 |
+
for opt in (*param.opts, *param.secondary_opts):
|
| 230 |
+
value_options.add(opt)
|
| 231 |
+
|
| 232 |
+
# Walk through args (skipping args[0] = command name) to map positional
|
| 233 |
+
# slots to their indices in `args`.
|
| 234 |
+
positional_count = 0
|
| 235 |
+
repo_id_arg_indices: list[int] = []
|
| 236 |
+
i = 1
|
| 237 |
+
while i < len(args):
|
| 238 |
+
arg = args[i]
|
| 239 |
+
if arg == "--":
|
| 240 |
+
break # everything after -- is positional literal; stop rewriting
|
| 241 |
+
if arg.startswith("-"):
|
| 242 |
+
if "=" in arg or arg not in value_options:
|
| 243 |
+
i += 1 # flag or --opt=val — single token
|
| 244 |
+
else:
|
| 245 |
+
i += 2 # value-taking option — skip the value too
|
| 246 |
+
else:
|
| 247 |
+
if positional_count in repo_id_positions:
|
| 248 |
+
repo_id_arg_indices.append(i)
|
| 249 |
+
positional_count += 1
|
| 250 |
+
i += 1
|
| 251 |
+
|
| 252 |
+
if not repo_id_arg_indices:
|
| 253 |
+
return
|
| 254 |
+
|
| 255 |
+
# Check each repo-ID arg for a type prefix and collect rewrites.
|
| 256 |
+
inferred_type: str | None = None
|
| 257 |
+
first_prefix: str | None = None
|
| 258 |
+
rewrites: list[tuple[int, str]] = [] # (args index, new value without prefix)
|
| 259 |
+
|
| 260 |
+
for arg_index in repo_id_arg_indices:
|
| 261 |
+
parts = args[arg_index].split("/", 2)
|
| 262 |
+
if len(parts) != 3 or parts[0] not in constants.REPO_TYPES_MAPPING:
|
| 263 |
+
continue
|
| 264 |
+
prefix = parts[0]
|
| 265 |
+
mapped_type = constants.REPO_TYPES_MAPPING[prefix]
|
| 266 |
+
if inferred_type is not None and mapped_type != inferred_type:
|
| 267 |
+
raise click.UsageError(f"Conflicting repo type prefixes: '{first_prefix}/' and '{prefix}/'.")
|
| 268 |
+
inferred_type = mapped_type
|
| 269 |
+
first_prefix = prefix
|
| 270 |
+
rewrites.append((arg_index, f"{parts[1]}/{parts[2]}"))
|
| 271 |
+
|
| 272 |
+
if not rewrites:
|
| 273 |
+
return
|
| 274 |
+
|
| 275 |
+
# Error if --type / --repo-type was also provided explicitly.
|
| 276 |
+
if any(
|
| 277 |
+
arg == "--type" or arg.startswith("--type=") or arg == "--repo-type" or arg.startswith("--repo-type=")
|
| 278 |
+
for arg in args
|
| 279 |
+
):
|
| 280 |
+
raise click.UsageError(
|
| 281 |
+
f"Ambiguous repo type: got prefix '{first_prefix}/' in repo ID and explicit --type. Use one or the other."
|
| 282 |
+
)
|
| 283 |
+
|
| 284 |
+
# Apply all rewrites and append --type once.
|
| 285 |
+
for arg_index, new_value in rewrites:
|
| 286 |
+
args[arg_index] = new_value
|
| 287 |
+
args.extend(["--type", inferred_type]) # type: ignore
|
| 288 |
+
|
| 289 |
+
def get_command(self, ctx: click.Context, cmd_name: str) -> click.Command | None:
|
| 290 |
+
# Try exact match first
|
| 291 |
+
cmd = super().get_command(ctx, cmd_name)
|
| 292 |
+
if cmd is not None:
|
| 293 |
+
return cmd
|
| 294 |
+
# Fall back to alias lookup: check if cmd_name matches any alias
|
| 295 |
+
# taken from https://github.com/fastapi/typer/issues/132#issuecomment-2417492805
|
| 296 |
+
for registered_name, registered_cmd in self.commands.items():
|
| 297 |
+
aliases = _ALIAS_SPLIT.split(registered_name)
|
| 298 |
+
if cmd_name in aliases:
|
| 299 |
+
return registered_cmd
|
| 300 |
+
return None
|
| 301 |
+
|
| 302 |
+
def _alias_map(self) -> dict[str, list[str]]:
|
| 303 |
+
"""Build a mapping from primary command name to its aliases (if any)."""
|
| 304 |
+
result: dict[str, list[str]] = {}
|
| 305 |
+
for registered_name in self.commands:
|
| 306 |
+
parts = _ALIAS_SPLIT.split(registered_name)
|
| 307 |
+
primary = parts[0]
|
| 308 |
+
result[primary] = parts[1:]
|
| 309 |
+
return result
|
| 310 |
+
|
| 311 |
+
def format_commands(self, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 312 |
+
topics: dict[str, list] = {}
|
| 313 |
+
alias_map = self._alias_map()
|
| 314 |
+
|
| 315 |
+
for name in self.list_commands(ctx):
|
| 316 |
+
cmd = self.get_command(ctx, name)
|
| 317 |
+
if cmd is None or cmd.hidden:
|
| 318 |
+
continue
|
| 319 |
+
help_text = cmd.get_short_help_str(limit=formatter.width)
|
| 320 |
+
aliases = alias_map.get(name, [])
|
| 321 |
+
if aliases:
|
| 322 |
+
help_text = f"{help_text} [alias: {', '.join(aliases)}]"
|
| 323 |
+
topic = getattr(cmd, "topic", "main")
|
| 324 |
+
topics.setdefault(topic, []).append((name, help_text))
|
| 325 |
+
|
| 326 |
+
with formatter.section("Main commands"):
|
| 327 |
+
formatter.write_dl(topics["main"])
|
| 328 |
+
for topic in sorted(topics.keys()):
|
| 329 |
+
if topic == "main":
|
| 330 |
+
continue
|
| 331 |
+
with formatter.section(f"{topic.capitalize()} commands"):
|
| 332 |
+
formatter.write_dl(topics[topic])
|
| 333 |
+
|
| 334 |
+
def format_epilog(self, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 335 |
+
# Collect only the first example from each command (to keep group help concise)
|
| 336 |
+
# Full examples are shown in individual subcommand help (e.g. `hf buckets sync --help`)
|
| 337 |
+
all_examples: list[str] = []
|
| 338 |
+
for name in self.list_commands(ctx):
|
| 339 |
+
cmd = self.get_command(ctx, name)
|
| 340 |
+
if cmd is None or cmd.hidden:
|
| 341 |
+
continue
|
| 342 |
+
cmd_examples = getattr(cmd, "examples", [])
|
| 343 |
+
if cmd_examples:
|
| 344 |
+
all_examples.append(cmd_examples[0])
|
| 345 |
+
|
| 346 |
+
if all_examples:
|
| 347 |
+
epilog = generate_epilog(all_examples)
|
| 348 |
+
_format_epilog_no_indent(epilog, ctx, formatter)
|
| 349 |
+
elif self.epilog:
|
| 350 |
+
_format_epilog_no_indent(self.epilog, ctx, formatter)
|
| 351 |
+
|
| 352 |
+
def list_commands(self, ctx: click.Context) -> list[str]: # type: ignore[name-defined]
|
| 353 |
+
# For aliased commands ("list | ls"), use the primary name (first entry).
|
| 354 |
+
primary_names: list[str] = []
|
| 355 |
+
for name in self.commands:
|
| 356 |
+
primary = _ALIAS_SPLIT.split(name)[0]
|
| 357 |
+
primary_names.append(primary)
|
| 358 |
+
return sorted(primary_names)
|
| 359 |
+
|
| 360 |
+
def command( # type: ignore # adds topic/examples on top of HfGroup.command
|
| 361 |
+
self,
|
| 362 |
+
name: str | None = None,
|
| 363 |
+
*,
|
| 364 |
+
topic: TOPIC_T = "main",
|
| 365 |
+
examples: list[str] | None = None,
|
| 366 |
+
epilog: str | None = None,
|
| 367 |
+
**kwargs: Any,
|
| 368 |
+
) -> Callable[[Callable[..., Any]], Callable[..., Any]]:
|
| 369 |
+
# Generate the epilog from examples when not provided explicitly, then build the
|
| 370 |
+
# command with a topic/examples-aware command class.
|
| 371 |
+
if epilog is None and examples:
|
| 372 |
+
epilog = generate_epilog(examples)
|
| 373 |
+
return super().command(name, cls=HFCliCommand(topic, examples), epilog=epilog, **kwargs)
|
| 374 |
+
|
| 375 |
+
|
| 376 |
+
_FORMATTING_OPTIONS_HELP_RECORDS: list[tuple[str, str]] = [
|
| 377 |
+
(
|
| 378 |
+
"--format [auto|human|agent|json|quiet]",
|
| 379 |
+
"Output format. Defaults to 'auto' which picks 'agent' or 'human' based on the terminal.",
|
| 380 |
+
),
|
| 381 |
+
("--json", "JSON output. Equivalent to '--format json'."),
|
| 382 |
+
("-q, --quiet", "Quiet output (one ID per line). Equivalent to '--format quiet'."),
|
| 383 |
+
("--no-truncate", "Do not truncate scalar values in human tables (list/dict columns stay shortened)."),
|
| 384 |
+
]
|
| 385 |
+
|
| 386 |
+
|
| 387 |
+
def _format_formatting_options_section(formatter: click.HelpFormatter) -> None:
|
| 388 |
+
with formatter.section("Formatting options"):
|
| 389 |
+
formatter.write_dl(_FORMATTING_OPTIONS_HELP_RECORDS)
|
| 390 |
+
|
| 391 |
+
|
| 392 |
+
def _has_local_formatting_option(cmd: click.Command) -> bool:
|
| 393 |
+
"""Return True if the command defines its own --format, --json or --quiet / -q.
|
| 394 |
+
|
| 395 |
+
Used to skip the global formatting flag pre-processor and the duplicated "Formatting options" help section for
|
| 396 |
+
legacy commands like 'hf jobs ls' that have their own format/quiet options.
|
| 397 |
+
"""
|
| 398 |
+
for param in cmd.params:
|
| 399 |
+
if not isinstance(param, click.Option):
|
| 400 |
+
continue
|
| 401 |
+
opts = (*param.opts, *param.secondary_opts)
|
| 402 |
+
if "--format" in opts or "--json" in opts or "--quiet" in opts or "-q" in opts:
|
| 403 |
+
return True
|
| 404 |
+
return False
|
| 405 |
+
|
| 406 |
+
|
| 407 |
+
def _consume_format_flags_for_leaf(cmd: click.Command, args: list[str]) -> None:
|
| 408 |
+
"""Apply global formatting flags from 'args' to a leaf command.
|
| 409 |
+
|
| 410 |
+
Two modes, depending on the command:
|
| 411 |
+
|
| 412 |
+
* **Pass-through commands** (ignore_unknown_options=True, e.g. 'hf extensions exec'):
|
| 413 |
+
args are forwarded verbatim to an external binary; we don't touch them.
|
| 414 |
+
|
| 415 |
+
* **Legacy commands with a local --format option** (e.g. 'hf jobs ls' whose '--format' accepts Go templates):
|
| 416 |
+
the global flags are rewritten in-place to the legacy form ('--json' → '--format json', '--quiet'/'-q' → '--format quiet'
|
| 417 |
+
when the cmd has no own '--quiet') so click can parse them locally. This preserves backwards compatibility with the previous shorthand behavior.
|
| 418 |
+
|
| 419 |
+
* **Modern commands** (no local format/quiet/json options): the flags '--format <value>' / '--json' / '--quiet' / '-q' are stripped from 'args' and applied to the singleton 'out'.
|
| 420 |
+
|
| 421 |
+
'--no-truncate' is stripped for all non-pass-through commands; when present, human table cells are not truncated.
|
| 422 |
+
|
| 423 |
+
Raises click.UsageError if multiple conflicting flags are supplied (e.g. '--json' together with '--format table').
|
| 424 |
+
"""
|
| 425 |
+
if cmd.context_settings.get("ignore_unknown_options"):
|
| 426 |
+
return
|
| 427 |
+
|
| 428 |
+
no_truncate = _consume_no_truncate_flags(args)
|
| 429 |
+
out.set_no_truncate(no_truncate)
|
| 430 |
+
|
| 431 |
+
has_local_format = False
|
| 432 |
+
has_local_quiet = False
|
| 433 |
+
has_local_json = False
|
| 434 |
+
for param in cmd.params:
|
| 435 |
+
if not isinstance(param, click.Option):
|
| 436 |
+
continue
|
| 437 |
+
opts = (*param.opts, *param.secondary_opts)
|
| 438 |
+
if "--format" in opts:
|
| 439 |
+
has_local_format = True
|
| 440 |
+
if "--quiet" in opts or "-q" in opts:
|
| 441 |
+
has_local_quiet = True
|
| 442 |
+
if "--json" in opts:
|
| 443 |
+
has_local_json = True
|
| 444 |
+
|
| 445 |
+
if has_local_format:
|
| 446 |
+
_rewrite_legacy_shorthands(args, rewrite_json=not has_local_json, rewrite_quiet=not has_local_quiet)
|
| 447 |
+
return
|
| 448 |
+
|
| 449 |
+
# Strip --format/--json/-q/--quiet from 'args' and apply to 'out'
|
| 450 |
+
chosen_mode: OutputFormat = OutputFormat.auto
|
| 451 |
+
chosen_flag: str | None = None
|
| 452 |
+
|
| 453 |
+
def _check_conflict(new_flag: str) -> None:
|
| 454 |
+
# Reject any second formatting flag before parsing values, so the user gets
|
| 455 |
+
# a "mutually exclusive" error rather than e.g. an "invalid value" error
|
| 456 |
+
# from the second flag's argument.
|
| 457 |
+
if chosen_flag is not None:
|
| 458 |
+
raise click.UsageError(f"'{chosen_flag}' and '{new_flag}' are mutually exclusive.")
|
| 459 |
+
|
| 460 |
+
i = 0
|
| 461 |
+
while i < len(args):
|
| 462 |
+
arg = args[i]
|
| 463 |
+
if arg == "--":
|
| 464 |
+
break # everything after '--' is a positional literal
|
| 465 |
+
if arg == "--format":
|
| 466 |
+
_check_conflict("--format")
|
| 467 |
+
if i + 1 >= len(args):
|
| 468 |
+
raise click.UsageError("Option '--format' requires a value.")
|
| 469 |
+
chosen_mode = _parse_format_value(args[i + 1])
|
| 470 |
+
chosen_flag = "--format"
|
| 471 |
+
del args[i : i + 2] # --format value => 2 args removed
|
| 472 |
+
continue
|
| 473 |
+
if arg.startswith("--format="):
|
| 474 |
+
_check_conflict("--format")
|
| 475 |
+
chosen_mode = _parse_format_value(arg[len("--format=") :])
|
| 476 |
+
chosen_flag = "--format"
|
| 477 |
+
del args[i : i + 1]
|
| 478 |
+
continue
|
| 479 |
+
if arg == "--json":
|
| 480 |
+
_check_conflict("--json")
|
| 481 |
+
chosen_mode = OutputFormat.json
|
| 482 |
+
chosen_flag = "--json"
|
| 483 |
+
del args[i : i + 1]
|
| 484 |
+
continue
|
| 485 |
+
if arg in ("-q", "--quiet"):
|
| 486 |
+
_check_conflict(arg)
|
| 487 |
+
chosen_mode = OutputFormat.quiet
|
| 488 |
+
chosen_flag = arg
|
| 489 |
+
del args[i : i + 1]
|
| 490 |
+
continue
|
| 491 |
+
i += 1
|
| 492 |
+
|
| 493 |
+
out.set_mode(chosen_mode)
|
| 494 |
+
|
| 495 |
+
|
| 496 |
+
def _consume_no_truncate_flags(args: list[str]) -> bool:
|
| 497 |
+
"""Strip all global --no-truncate flags from args and return whether any was provided."""
|
| 498 |
+
no_truncate = False
|
| 499 |
+
i = 0
|
| 500 |
+
while i < len(args):
|
| 501 |
+
arg = args[i]
|
| 502 |
+
if arg == "--":
|
| 503 |
+
break # everything after '--' is a positional literal
|
| 504 |
+
if arg == "--no-truncate":
|
| 505 |
+
no_truncate = True
|
| 506 |
+
del args[i : i + 1]
|
| 507 |
+
continue
|
| 508 |
+
if arg.startswith("--no-truncate="):
|
| 509 |
+
raise click.UsageError("Option '--no-truncate' does not take a value.")
|
| 510 |
+
i += 1
|
| 511 |
+
return no_truncate
|
| 512 |
+
|
| 513 |
+
|
| 514 |
+
def _rewrite_legacy_shorthands(args: list[str], *, rewrite_json: bool, rewrite_quiet: bool) -> None:
|
| 515 |
+
"""Rewrite --json / -q / --quiet to --format ... for legacy commands.
|
| 516 |
+
|
| 517 |
+
Used for commands like 'hf jobs ls' that still own their '--format' option.
|
| 518 |
+
The rewrite lets users keep using the global shorthand while click parses
|
| 519 |
+
'--format <value>' locally.
|
| 520 |
+
"""
|
| 521 |
+
has_format_in_args = any(arg == "--format" or arg.startswith("--format=") for arg in args)
|
| 522 |
+
|
| 523 |
+
if rewrite_json and "--json" in args:
|
| 524 |
+
if has_format_in_args:
|
| 525 |
+
raise click.UsageError("'--json' and '--format' are mutually exclusive.")
|
| 526 |
+
idx = args.index("--json")
|
| 527 |
+
args[idx : idx + 1] = ["--format", "json"]
|
| 528 |
+
has_format_in_args = True
|
| 529 |
+
|
| 530 |
+
if rewrite_quiet:
|
| 531 |
+
flag = "-q" if "-q" in args else ("--quiet" if "--quiet" in args else None)
|
| 532 |
+
if flag is not None:
|
| 533 |
+
if has_format_in_args:
|
| 534 |
+
raise click.UsageError(f"'{flag}' and '--format' are mutually exclusive.")
|
| 535 |
+
idx = args.index(flag)
|
| 536 |
+
args[idx : idx + 1] = ["--format", "quiet"]
|
| 537 |
+
|
| 538 |
+
|
| 539 |
+
def _parse_format_value(value: str) -> "OutputFormat":
|
| 540 |
+
try:
|
| 541 |
+
return OutputFormat(value)
|
| 542 |
+
except ValueError:
|
| 543 |
+
valid = ", ".join(m.value for m in OutputFormat)
|
| 544 |
+
raise click.UsageError(f"Invalid value for '--format': '{value}'. Valid values: {valid}.") from None
|
| 545 |
+
|
| 546 |
+
|
| 547 |
+
def _enrich_usage_error(error: click.UsageError, label: str, items: list[tuple[str, str]]) -> None:
|
| 548 |
+
"""Append a list of available options or commands to a usage error message."""
|
| 549 |
+
if not items or error.ctx is None or f"Available {label} for" in error.message:
|
| 550 |
+
return
|
| 551 |
+
cmd_path = error.ctx.command_path
|
| 552 |
+
lines = [f"\n\nAvailable {label} for '{cmd_path}':"]
|
| 553 |
+
for name, help_text in items:
|
| 554 |
+
lines.append(f" {name:30s} {help_text}")
|
| 555 |
+
lines.append(f"\nRun '{cmd_path} --help' for full details.")
|
| 556 |
+
if isinstance(error, click.NoSuchOption) and error.possibilities:
|
| 557 |
+
lines.append(f"\nDid you mean: {', '.join(sorted(error.possibilities))}?")
|
| 558 |
+
setattr(error, "possibilities", [])
|
| 559 |
+
setattr(error, "message", error.message + "\n".join(lines))
|
| 560 |
+
|
| 561 |
+
|
| 562 |
+
def fallback_typer_group_factory(
|
| 563 |
+
fallback_handler: FallbackHandlerT,
|
| 564 |
+
extra_commands_provider: Callable[[], list[tuple[str, str]]] | None = None,
|
| 565 |
+
) -> type[HFCliTyperGroup]:
|
| 566 |
+
"""Return a Typer group class that runs a fallback handler before command resolution."""
|
| 567 |
+
|
| 568 |
+
class FallbackTyperGroup(HFCliTyperGroup):
|
| 569 |
+
def resolve_command(self, ctx: click.Context, args: list[str]) -> tuple:
|
| 570 |
+
fallback_exit_code = fallback_handler(args, set(self.commands.keys()))
|
| 571 |
+
if fallback_exit_code is not None:
|
| 572 |
+
raise SystemExit(fallback_exit_code)
|
| 573 |
+
return super().resolve_command(ctx, args)
|
| 574 |
+
|
| 575 |
+
def format_commands(self, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 576 |
+
super().format_commands(ctx, formatter)
|
| 577 |
+
if extra_commands_provider is not None:
|
| 578 |
+
entries = extra_commands_provider()
|
| 579 |
+
if entries:
|
| 580 |
+
with formatter.section("Extension commands"):
|
| 581 |
+
formatter.write_dl(entries)
|
| 582 |
+
|
| 583 |
+
return FallbackTyperGroup
|
| 584 |
+
|
| 585 |
+
|
| 586 |
+
def HFCliCommand(topic: TOPIC_T, examples: list[str] | None = None) -> type[HfCommand]:
|
| 587 |
+
def format_epilog(self: click.Command, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 588 |
+
_format_epilog_no_indent(self.epilog, ctx, formatter)
|
| 589 |
+
|
| 590 |
+
def format_options(self: HfCommand, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 591 |
+
HfCommand.format_options(self, ctx, formatter)
|
| 592 |
+
# Skip the section for commands that define their own --format / --quiet / --json,
|
| 593 |
+
# or for pass-through commands that forward args to an external binary.
|
| 594 |
+
if _has_local_formatting_option(self):
|
| 595 |
+
return
|
| 596 |
+
if self.context_settings.get("ignore_unknown_options"):
|
| 597 |
+
return
|
| 598 |
+
_format_formatting_options_section(formatter)
|
| 599 |
+
|
| 600 |
+
def parse_args(self: click.Command, ctx: click.Context, args: list[str]) -> list[str]:
|
| 601 |
+
# Show help when a command with required arguments is invoked without any args
|
| 602 |
+
# (mirrors group behavior: `hf jobs` prints help, so `hf download` should too).
|
| 603 |
+
if not args and not ctx.resilient_parsing:
|
| 604 |
+
if any(isinstance(p, click.Argument) and p.required for p in self.params):
|
| 605 |
+
click.echo(ctx.get_help(), color=ctx.color)
|
| 606 |
+
ctx.exit()
|
| 607 |
+
return HfCommand.parse_args(self, ctx, args)
|
| 608 |
+
|
| 609 |
+
return type(
|
| 610 |
+
f"HfCommand{topic.capitalize()}",
|
| 611 |
+
(HfCommand,),
|
| 612 |
+
{
|
| 613 |
+
"context_class": StyledContext,
|
| 614 |
+
"topic": topic,
|
| 615 |
+
"examples": examples or [],
|
| 616 |
+
"format_epilog": format_epilog,
|
| 617 |
+
"format_options": format_options,
|
| 618 |
+
"parse_args": parse_args,
|
| 619 |
+
},
|
| 620 |
+
)
|
| 621 |
+
|
| 622 |
+
|
| 623 |
+
def typer_factory(help: str, epilog: str | None = None, cls: type[HFCliTyperGroup] | None = None) -> "HFCliTyperGroup":
|
| 624 |
+
"""Create a CLI command group with consistent settings.
|
| 625 |
+
|
| 626 |
+
The returned group is the app: register commands with ``@group.command(...)``,
|
| 627 |
+
subgroups with ``group.add_group(sub, name=...)``, and a group-level callback
|
| 628 |
+
with ``@group.callback(...)``.
|
| 629 |
+
|
| 630 |
+
Args:
|
| 631 |
+
help: Help text for the group.
|
| 632 |
+
epilog: Optional epilog text (use `generate_epilog` to create one).
|
| 633 |
+
cls: Optional group class to use (defaults to `HFCliTyperGroup`).
|
| 634 |
+
|
| 635 |
+
Returns:
|
| 636 |
+
A configured `HFCliTyperGroup` instance.
|
| 637 |
+
"""
|
| 638 |
+
if cls is None:
|
| 639 |
+
cls = HFCliTyperGroup
|
| 640 |
+
return cls(
|
| 641 |
+
help=help,
|
| 642 |
+
epilog=epilog,
|
| 643 |
+
no_args_is_help=True,
|
| 644 |
+
# Increase max content width for better readability
|
| 645 |
+
context_settings={
|
| 646 |
+
"max_content_width": 120,
|
| 647 |
+
"help_option_names": ["-h", "--help"],
|
| 648 |
+
},
|
| 649 |
+
)
|
| 650 |
+
|
| 651 |
+
|
| 652 |
+
class SoftChoice(click.Choice):
|
| 653 |
+
"""A click Choice that suggests choices for autocompletion/docs but accepts any string.
|
| 654 |
+
|
| 655 |
+
Unlike `click.Choice`, unknown values are passed through as-is instead of raising an error.
|
| 656 |
+
This makes CLI options future-compatible when new server-side values are added.
|
| 657 |
+
|
| 658 |
+
Accepts either a sequence of strings or an Enum class:
|
| 659 |
+
```python
|
| 660 |
+
SoftChoice(SpaceHardware) # from an enum
|
| 661 |
+
SoftChoice(["a", "b", "c"]) # from a list
|
| 662 |
+
```
|
| 663 |
+
"""
|
| 664 |
+
|
| 665 |
+
def __init__(self, choices: Sequence[str] | type[Enum]) -> None:
|
| 666 |
+
values = (
|
| 667 |
+
[m.value for m in choices] if isinstance(choices, type) and issubclass(choices, Enum) else list(choices)
|
| 668 |
+
)
|
| 669 |
+
super().__init__(values, case_sensitive=True)
|
| 670 |
+
|
| 671 |
+
def convert(self, value: Any, param: click.Parameter | None, ctx: click.Context | None) -> str:
|
| 672 |
+
try:
|
| 673 |
+
return super().convert(value, param, ctx)
|
| 674 |
+
except click.exceptions.BadParameter:
|
| 675 |
+
return str(value)
|
| 676 |
+
|
| 677 |
+
|
| 678 |
+
class RepoType(str, Enum):
|
| 679 |
+
model = "model"
|
| 680 |
+
dataset = "dataset"
|
| 681 |
+
space = "space"
|
| 682 |
+
|
| 683 |
+
|
| 684 |
+
RepoIdArg = Annotated[
|
| 685 |
+
str,
|
| 686 |
+
Argument(
|
| 687 |
+
help="The ID of the repo (e.g. `username/repo-name` or `spaces/username/repo-name`).",
|
| 688 |
+
),
|
| 689 |
+
]
|
| 690 |
+
|
| 691 |
+
|
| 692 |
+
RepoTypeOpt = Annotated[
|
| 693 |
+
RepoType,
|
| 694 |
+
Option(
|
| 695 |
+
"--type",
|
| 696 |
+
"--repo-type",
|
| 697 |
+
help="The type of repository (model, dataset, or space).",
|
| 698 |
+
),
|
| 699 |
+
]
|
| 700 |
+
|
| 701 |
+
# Same as `RepoTypeOpt` but optional (defaults to `None` rather than `model`). Used by commands that
|
| 702 |
+
# accept an `hf://` URI as repo id: a `None` default lets us tell apart "user did not pass --repo-type"
|
| 703 |
+
# from "user explicitly passed --repo-type model", which is required to detect conflicts with the URI.
|
| 704 |
+
RepoTypeOptionalOpt = Annotated[
|
| 705 |
+
RepoType | None,
|
| 706 |
+
Option(
|
| 707 |
+
"--type",
|
| 708 |
+
"--repo-type",
|
| 709 |
+
help="The type of repository (model, dataset, or space).",
|
| 710 |
+
show_default="model",
|
| 711 |
+
),
|
| 712 |
+
]
|
| 713 |
+
|
| 714 |
+
TokenOpt = Annotated[
|
| 715 |
+
str | None,
|
| 716 |
+
Option(
|
| 717 |
+
help="A User Access Token generated from https://huggingface.co/settings/tokens.",
|
| 718 |
+
),
|
| 719 |
+
]
|
| 720 |
+
|
| 721 |
+
PrivateOpt = Annotated[
|
| 722 |
+
bool | None,
|
| 723 |
+
Option(
|
| 724 |
+
help="Whether to create a private repo if repo doesn't exist on the Hub. Ignored if the repo already exists.",
|
| 725 |
+
),
|
| 726 |
+
]
|
| 727 |
+
|
| 728 |
+
RevisionOpt = Annotated[
|
| 729 |
+
str | None,
|
| 730 |
+
Option(
|
| 731 |
+
help="Git revision id which can be a branch name, a tag, or a commit hash.",
|
| 732 |
+
),
|
| 733 |
+
]
|
| 734 |
+
|
| 735 |
+
|
| 736 |
+
LimitOpt = Annotated[
|
| 737 |
+
int,
|
| 738 |
+
Option(help="Limit the number of results."),
|
| 739 |
+
]
|
| 740 |
+
|
| 741 |
+
AuthorOpt = Annotated[
|
| 742 |
+
str | None,
|
| 743 |
+
Option(help="Filter by author or organization."),
|
| 744 |
+
]
|
| 745 |
+
|
| 746 |
+
FilterOpt = Annotated[
|
| 747 |
+
list[str] | None,
|
| 748 |
+
Option(help="Filter by tags (e.g. 'text-classification'). Can be used multiple times."),
|
| 749 |
+
]
|
| 750 |
+
|
| 751 |
+
SearchOpt = Annotated[
|
| 752 |
+
str | None,
|
| 753 |
+
Option(help="Search query."),
|
| 754 |
+
]
|
| 755 |
+
|
| 756 |
+
|
| 757 |
+
# --- Env / Secrets shared options and parsing helpers (used by jobs, repos, etc.) ---
|
| 758 |
+
|
| 759 |
+
EnvOpt = Annotated[
|
| 760 |
+
list[str] | None,
|
| 761 |
+
Option(
|
| 762 |
+
"-e",
|
| 763 |
+
"--env",
|
| 764 |
+
help="Set environment variables. E.g. --env ENV=value",
|
| 765 |
+
),
|
| 766 |
+
]
|
| 767 |
+
|
| 768 |
+
SecretsOpt = Annotated[
|
| 769 |
+
list[str] | None,
|
| 770 |
+
Option(
|
| 771 |
+
"-s",
|
| 772 |
+
"--secrets",
|
| 773 |
+
help=(
|
| 774 |
+
"Set secret environment variables. E.g. --secrets SECRET=value"
|
| 775 |
+
" or `--secrets HF_TOKEN` to pass your Hugging Face token."
|
| 776 |
+
),
|
| 777 |
+
),
|
| 778 |
+
]
|
| 779 |
+
|
| 780 |
+
EnvFileOpt = Annotated[
|
| 781 |
+
str | None,
|
| 782 |
+
Option(
|
| 783 |
+
"--env-file",
|
| 784 |
+
help="Read in a file of environment variables.",
|
| 785 |
+
),
|
| 786 |
+
]
|
| 787 |
+
|
| 788 |
+
SecretsFileOpt = Annotated[
|
| 789 |
+
str | None,
|
| 790 |
+
Option(
|
| 791 |
+
help="Read in a file of secret environment variables.",
|
| 792 |
+
),
|
| 793 |
+
]
|
| 794 |
+
|
| 795 |
+
|
| 796 |
+
def _get_extended_environ() -> dict[str, str]:
|
| 797 |
+
"""Return a copy of ``os.environ`` with the user's HF token injected (if available)."""
|
| 798 |
+
from huggingface_hub import get_token
|
| 799 |
+
|
| 800 |
+
extended_environ = os.environ.copy()
|
| 801 |
+
if (token := get_token()) is not None:
|
| 802 |
+
extended_environ["HF_TOKEN"] = token
|
| 803 |
+
return extended_environ
|
| 804 |
+
|
| 805 |
+
|
| 806 |
+
def parse_env_map(
|
| 807 |
+
env: list[str] | None = None,
|
| 808 |
+
env_file: str | None = None,
|
| 809 |
+
) -> dict[str, str | None]:
|
| 810 |
+
"""Parse ``-e``/``--env``/``-s``/``--secrets`` and ``--env-file``/``--secrets-file`` CLI args into a dict.
|
| 811 |
+
|
| 812 |
+
Uses an extended environment that includes the user's HF token so that
|
| 813 |
+
bare ``--secrets HF_TOKEN`` resolves correctly.
|
| 814 |
+
"""
|
| 815 |
+
extended_environ = _get_extended_environ()
|
| 816 |
+
env_map: dict[str, str | None] = {}
|
| 817 |
+
if env_file:
|
| 818 |
+
env_map.update(load_dotenv(Path(env_file).read_text(), environ=extended_environ))
|
| 819 |
+
for env_value in env or []:
|
| 820 |
+
env_map.update(load_dotenv(env_value, environ=extended_environ))
|
| 821 |
+
return env_map
|
| 822 |
+
|
| 823 |
+
|
| 824 |
+
def env_map_to_key_value_list(env_map: dict[str, str | None]) -> list[dict[str, str]] | None:
|
| 825 |
+
"""Convert an env/secrets dict to the ``[{"key": ..., "value": ...}]`` format used by the Hub API."""
|
| 826 |
+
if not env_map:
|
| 827 |
+
return None
|
| 828 |
+
return [{"key": k, "value": v or ""} for k, v in env_map.items()]
|
| 829 |
+
|
| 830 |
+
|
| 831 |
+
VolumesOpt = Annotated[
|
| 832 |
+
list[str] | None,
|
| 833 |
+
Option(
|
| 834 |
+
"-v",
|
| 835 |
+
"--volume",
|
| 836 |
+
help="Mount one or more volumes. Format: hf://[TYPE/]SOURCE:/MOUNT_PATH[:ro]. "
|
| 837 |
+
"TYPE is one of: models, datasets, spaces, buckets. "
|
| 838 |
+
"TYPE defaults to models if omitted. "
|
| 839 |
+
"models, datasets and spaces are always mounted read-only. buckets are read+write by default. "
|
| 840 |
+
"E.g. -v hf://org/m:/data or -v hf://datasets/org/ds:/data or -v hf://buckets/org/b:/mnt:ro",
|
| 841 |
+
),
|
| 842 |
+
]
|
| 843 |
+
|
| 844 |
+
|
| 845 |
+
def parse_volumes(volumes: list[str] | None) -> "list[Volume] | None":
|
| 846 |
+
"""Parse volume specs from CLI arguments.
|
| 847 |
+
|
| 848 |
+
Format: hf://[TYPE/]SOURCE[/PATH]:/MOUNT_PATH[:ro|:rw]
|
| 849 |
+
Where TYPE is one of: models, datasets, spaces, buckets (defaults to models if omitted).
|
| 850 |
+
SOURCE is the repo/bucket identifier (e.g. 'username/my-model').
|
| 851 |
+
PATH is an optional subfolder inside the repo/bucket.
|
| 852 |
+
MOUNT_PATH starts with '/'.
|
| 853 |
+
Optional ':ro' or ':rw' suffix for read-only or read-write.
|
| 854 |
+
|
| 855 |
+
Examples:
|
| 856 |
+
hf://my-org/my-model:/data (model, implicit type)
|
| 857 |
+
hf://models/my-org/my-model:/data (model, explicit type)
|
| 858 |
+
hf://datasets/my-org/my-dataset:/data:ro
|
| 859 |
+
hf://buckets/my-org/my-bucket:/mnt
|
| 860 |
+
hf://spaces/my-org/my-space:/app
|
| 861 |
+
hf://datasets/org/ds/train:/data (with path inside repo)
|
| 862 |
+
hf://buckets/org/b/sub/dir:/mnt (with path inside bucket)
|
| 863 |
+
"""
|
| 864 |
+
if not volumes:
|
| 865 |
+
return None
|
| 866 |
+
|
| 867 |
+
result: list[Volume] = []
|
| 868 |
+
for raw_spec in volumes:
|
| 869 |
+
mount = parse_hf_mount(raw_spec)
|
| 870 |
+
result.append(
|
| 871 |
+
Volume(
|
| 872 |
+
type=mount.source.type,
|
| 873 |
+
source=mount.source.id,
|
| 874 |
+
mount_path=mount.mount_path,
|
| 875 |
+
read_only=mount.read_only,
|
| 876 |
+
path=mount.source.path_in_repo or None,
|
| 877 |
+
revision=mount.source.revision or None,
|
| 878 |
+
)
|
| 879 |
+
)
|
| 880 |
+
return result
|
| 881 |
+
|
| 882 |
+
|
| 883 |
+
def make_expand_properties_parser(valid_properties: Sequence[ExpandPropertyT]):
|
| 884 |
+
"""Create a callback to parse and validate comma-separated expand properties."""
|
| 885 |
+
|
| 886 |
+
def _parse_expand_properties(value: str | None) -> list[ExpandPropertyT] | None:
|
| 887 |
+
if value is None:
|
| 888 |
+
return None
|
| 889 |
+
properties = [p.strip() for p in value.split(",")]
|
| 890 |
+
for prop in properties:
|
| 891 |
+
if prop not in valid_properties:
|
| 892 |
+
raise click.BadParameter(
|
| 893 |
+
f"Invalid expand property: '{prop}'. Valid values are: {', '.join(valid_properties)}"
|
| 894 |
+
)
|
| 895 |
+
return [cast(ExpandPropertyT, prop) for prop in properties]
|
| 896 |
+
|
| 897 |
+
return _parse_expand_properties
|
| 898 |
+
|
| 899 |
+
|
| 900 |
+
### SSH
|
| 901 |
+
|
| 902 |
+
|
| 903 |
+
SshIdentityFileOpt = Annotated[
|
| 904 |
+
Path | None,
|
| 905 |
+
Option("-i", "--identity-file", help="Path to the SSH identity file (forwarded to `ssh -i`)."),
|
| 906 |
+
]
|
| 907 |
+
|
| 908 |
+
SshDryRunOpt = Annotated[
|
| 909 |
+
bool,
|
| 910 |
+
Option("--dry-run", help="Print the SSH command instead of running it."),
|
| 911 |
+
]
|
| 912 |
+
|
| 913 |
+
|
| 914 |
+
def exec_ssh(
|
| 915 |
+
destination: str, *, port: int | None = None, identity_file: Path | None = None, dry_run: bool = False
|
| 916 |
+
) -> None:
|
| 917 |
+
"""Run an interactive `ssh` command to `destination` (`user@host`) and exit with its return code.
|
| 918 |
+
|
| 919 |
+
With `dry_run`, print the command instead of running it.
|
| 920 |
+
"""
|
| 921 |
+
cmd = ["ssh"]
|
| 922 |
+
if identity_file is not None:
|
| 923 |
+
cmd += ["-i", str(identity_file)]
|
| 924 |
+
if port is not None:
|
| 925 |
+
cmd += ["-p", str(port)]
|
| 926 |
+
cmd.append(destination)
|
| 927 |
+
if dry_run:
|
| 928 |
+
out.text(shlex.join(cmd))
|
| 929 |
+
return
|
| 930 |
+
out.text(f"Running `{shlex.join(cmd)}`")
|
| 931 |
+
result = subprocess.run(cmd)
|
| 932 |
+
raise click.exceptions.Exit(code=result.returncode)
|
| 933 |
+
|
| 934 |
+
|
| 935 |
+
### PyPI VERSION CHECKER
|
| 936 |
+
|
| 937 |
+
|
| 938 |
+
def check_cli_update(library: Literal["huggingface_hub", "transformers"]) -> None:
|
| 939 |
+
"""
|
| 940 |
+
Check whether a newer version of a library is available on PyPI.
|
| 941 |
+
|
| 942 |
+
If a newer version is found, print a hint pointing at `hf update`.
|
| 943 |
+
|
| 944 |
+
If current version is a pre-release (e.g. `1.0.0.rc1`), or a dev version (e.g. `1.0.0.dev1`), no check is performed.
|
| 945 |
+
If `HF_HUB_DISABLE_UPDATE_CHECK` is set, the check is skipped entirely.
|
| 946 |
+
|
| 947 |
+
This function is called at the entry point of the CLI. It only performs the check once every 24 hours, and any error
|
| 948 |
+
during the check is caught and logged, to avoid breaking the CLI.
|
| 949 |
+
|
| 950 |
+
Args:
|
| 951 |
+
library: The library to check for updates. Currently supports "huggingface_hub" and "transformers".
|
| 952 |
+
"""
|
| 953 |
+
try:
|
| 954 |
+
_check_cli_update(library)
|
| 955 |
+
except Exception:
|
| 956 |
+
# We don't want the CLI to fail on version checks, no matter the reason.
|
| 957 |
+
logger.debug("Error while checking for CLI update.", exc_info=True)
|
| 958 |
+
|
| 959 |
+
|
| 960 |
+
def _check_cli_update(library: Literal["huggingface_hub", "transformers"]) -> None:
|
| 961 |
+
if constants.HF_HUB_DISABLE_UPDATE_CHECK:
|
| 962 |
+
return
|
| 963 |
+
|
| 964 |
+
current_version = importlib.metadata.version(library)
|
| 965 |
+
|
| 966 |
+
# Skip if current version is a pre-release or dev version
|
| 967 |
+
if any(tag in current_version for tag in ["rc", "dev"]):
|
| 968 |
+
return
|
| 969 |
+
|
| 970 |
+
# Skip if already checked in the last 24 hours
|
| 971 |
+
if os.path.exists(constants.CHECK_FOR_UPDATE_DONE_PATH):
|
| 972 |
+
mtime = os.path.getmtime(constants.CHECK_FOR_UPDATE_DONE_PATH)
|
| 973 |
+
if (time.time() - mtime) < 24 * 3600:
|
| 974 |
+
return
|
| 975 |
+
|
| 976 |
+
# Touch the file to mark that we did the check now
|
| 977 |
+
Path(constants.CHECK_FOR_UPDATE_DONE_PATH).parent.mkdir(parents=True, exist_ok=True)
|
| 978 |
+
Path(constants.CHECK_FOR_UPDATE_DONE_PATH).touch()
|
| 979 |
+
|
| 980 |
+
# Check latest version from the appropriate registry
|
| 981 |
+
if library == "huggingface_hub" and installation_method() == "brew":
|
| 982 |
+
latest_version = _fetch_latest_brew_version()
|
| 983 |
+
else:
|
| 984 |
+
latest_version = _fetch_latest_pypi_version(library)
|
| 985 |
+
if latest_version is None or current_version == latest_version:
|
| 986 |
+
return
|
| 987 |
+
|
| 988 |
+
if library == "huggingface_hub":
|
| 989 |
+
update_command = _get_huggingface_hub_update_command()
|
| 990 |
+
else:
|
| 991 |
+
update_command = _get_transformers_update_command()
|
| 992 |
+
|
| 993 |
+
message = f"A new version of {library} ({latest_version}) is available! You are using version {current_version}."
|
| 994 |
+
if update_command is not None:
|
| 995 |
+
match library:
|
| 996 |
+
case "huggingface_hub":
|
| 997 |
+
message += "\nTo update, run: hf update"
|
| 998 |
+
case _:
|
| 999 |
+
message += f"\nTo update, run: {' '.join(update_command)}"
|
| 1000 |
+
out.hint(message)
|
| 1001 |
+
|
| 1002 |
+
|
| 1003 |
+
def _fetch_latest_pypi_version(library: str) -> str | None:
|
| 1004 |
+
"""Fetch the latest version of a library from PyPI. Returns None if the request fails."""
|
| 1005 |
+
try:
|
| 1006 |
+
response = get_session().get(f"https://pypi.org/pypi/{library}/json", timeout=2)
|
| 1007 |
+
hf_raise_for_status(response)
|
| 1008 |
+
return response.json()["info"]["version"]
|
| 1009 |
+
except Exception:
|
| 1010 |
+
logger.debug("Error while fetching latest version from PyPI.", exc_info=True)
|
| 1011 |
+
return None
|
| 1012 |
+
|
| 1013 |
+
|
| 1014 |
+
def _fetch_latest_brew_version() -> str | None:
|
| 1015 |
+
"""Fetch the latest version of the `hf` formula from the Homebrew registry. Returns None if the request fails."""
|
| 1016 |
+
try:
|
| 1017 |
+
response = get_session().get("https://formulae.brew.sh/api/formula/hf.json", timeout=2)
|
| 1018 |
+
hf_raise_for_status(response)
|
| 1019 |
+
return response.json()["versions"]["stable"]
|
| 1020 |
+
except Exception:
|
| 1021 |
+
logger.debug("Error while fetching latest version from Homebrew.", exc_info=True)
|
| 1022 |
+
return None
|
| 1023 |
+
|
| 1024 |
+
|
| 1025 |
+
def run_update() -> int:
|
| 1026 |
+
"""Run the install-method-appropriate update command for the `hf` CLI.
|
| 1027 |
+
|
| 1028 |
+
Raises CLIError if the installation method can't be determined.
|
| 1029 |
+
Returns the subprocess exit code on success/failure of the update itself.
|
| 1030 |
+
"""
|
| 1031 |
+
cmd = _get_huggingface_hub_update_command()
|
| 1032 |
+
if cmd is None:
|
| 1033 |
+
raise CLIError(
|
| 1034 |
+
"Cannot determine how to update huggingface_hub (unknown installation method). Please update manually."
|
| 1035 |
+
)
|
| 1036 |
+
return subprocess.call(cmd)
|
| 1037 |
+
|
| 1038 |
+
|
| 1039 |
+
def _get_huggingface_hub_update_command() -> list[str] | None:
|
| 1040 |
+
"""Return the command to update huggingface_hub as an argv list, or None if the installation method is unknown."""
|
| 1041 |
+
match installation_method():
|
| 1042 |
+
case "brew":
|
| 1043 |
+
return ["brew", "upgrade", "hf"]
|
| 1044 |
+
case "hf_installer" if os.name == "nt":
|
| 1045 |
+
return ["powershell", "-NoProfile", "-Command", "iwr -useb https://hf.co/cli/install.ps1 | iex"]
|
| 1046 |
+
case "hf_installer":
|
| 1047 |
+
return ["bash", "-c", "curl -LsSf https://hf.co/cli/install.sh | bash -"]
|
| 1048 |
+
case "pip":
|
| 1049 |
+
return [sys.executable, "-m", "pip", "install", "-U", "huggingface_hub"]
|
| 1050 |
+
case _:
|
| 1051 |
+
return None
|
| 1052 |
+
|
| 1053 |
+
|
| 1054 |
+
def _get_transformers_update_command() -> list[str] | None:
|
| 1055 |
+
"""Return the command to update transformers as an argv list, or None if the installation method is unknown."""
|
| 1056 |
+
match installation_method():
|
| 1057 |
+
case "hf_installer" if os.name == "nt":
|
| 1058 |
+
return [
|
| 1059 |
+
"powershell",
|
| 1060 |
+
"-NoProfile",
|
| 1061 |
+
"-Command",
|
| 1062 |
+
"iwr -useb https://hf.co/cli/install.ps1 | iex -WithTransformers",
|
| 1063 |
+
]
|
| 1064 |
+
case "hf_installer":
|
| 1065 |
+
return ["bash", "-c", "curl -LsSf https://hf.co/cli/install.sh | bash -s -- --with-transformers"]
|
| 1066 |
+
case "pip":
|
| 1067 |
+
return [sys.executable, "-m", "pip", "install", "-U", "transformers"]
|
| 1068 |
+
case _:
|
| 1069 |
+
return None
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_completion.py
ADDED
|
@@ -0,0 +1,105 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Shell completion for the ``hf`` CLI, built on Click's native completion.
|
| 15 |
+
|
| 16 |
+
Click generates completion scripts activated by the ``_HF_COMPLETE`` env var (this
|
| 17 |
+
works out of the box because ``hf`` is a Click command). This module exposes the two
|
| 18 |
+
conveniences Typer used to provide — ``--install-completion`` / ``--show-completion``
|
| 19 |
+
— as thin eager options over that machinery.
|
| 20 |
+
"""
|
| 21 |
+
|
| 22 |
+
import os
|
| 23 |
+
from pathlib import Path
|
| 24 |
+
from typing import Annotated
|
| 25 |
+
|
| 26 |
+
import click
|
| 27 |
+
from click.shell_completion import get_completion_class
|
| 28 |
+
|
| 29 |
+
from ._framework import Option
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
_COMPLETE_VAR = "_HF_COMPLETE"
|
| 33 |
+
|
| 34 |
+
# Shells with a shared rc file: the line that activates completion (appended once).
|
| 35 |
+
_RC_ACTIVATION: dict[str, tuple[Path, str]] = {
|
| 36 |
+
"bash": (Path.home() / ".bashrc", f'eval "$({_COMPLETE_VAR}=bash_source hf)"'),
|
| 37 |
+
"zsh": (Path.home() / ".zshrc", f'eval "$({_COMPLETE_VAR}=zsh_source hf)"'),
|
| 38 |
+
}
|
| 39 |
+
# Fish auto-loads per-command files from its completions directory. The file is dedicated
|
| 40 |
+
# to `hf`, so the full script is written there directly (overwriting any stale version)
|
| 41 |
+
# instead of re-generating it via `hf` on every shell startup.
|
| 42 |
+
_FISH_COMPLETION_PATH = Path.home() / ".config" / "fish" / "completions" / "hf.fish"
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
def _detect_shell() -> str:
|
| 46 |
+
return Path(os.environ.get("SHELL", "")).name or "bash"
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
def _completion_script(shell: str) -> str:
|
| 50 |
+
# Imported lazily to avoid a circular import (hf.py imports the options below).
|
| 51 |
+
from .hf import app
|
| 52 |
+
|
| 53 |
+
completion_cls = get_completion_class(shell)
|
| 54 |
+
if completion_cls is None:
|
| 55 |
+
raise click.ClickException(f"Shell '{shell}' is not supported for completion.")
|
| 56 |
+
return completion_cls(app, {}, "hf", _COMPLETE_VAR).source()
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
def _show_completion(value: bool) -> None:
|
| 60 |
+
if not value:
|
| 61 |
+
return
|
| 62 |
+
click.echo(_completion_script(_detect_shell()))
|
| 63 |
+
raise click.exceptions.Exit()
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
def _install_completion(value: bool) -> None:
|
| 67 |
+
if not value:
|
| 68 |
+
return
|
| 69 |
+
shell = _detect_shell()
|
| 70 |
+
if shell == "fish":
|
| 71 |
+
path = _FISH_COMPLETION_PATH
|
| 72 |
+
path.parent.mkdir(parents=True, exist_ok=True)
|
| 73 |
+
path.write_text(_completion_script("fish"))
|
| 74 |
+
elif shell in _RC_ACTIVATION:
|
| 75 |
+
path, activation = _RC_ACTIVATION[shell]
|
| 76 |
+
path.parent.mkdir(parents=True, exist_ok=True)
|
| 77 |
+
existing = path.read_text() if path.exists() else ""
|
| 78 |
+
if activation not in existing:
|
| 79 |
+
with path.open("a") as file:
|
| 80 |
+
file.write(f"\n{activation}\n")
|
| 81 |
+
else:
|
| 82 |
+
raise click.ClickException(f"Shell '{shell}' is not supported for completion.")
|
| 83 |
+
click.echo(f"{shell} completion installed in {path}. Restart your shell for it to take effect.")
|
| 84 |
+
raise click.exceptions.Exit()
|
| 85 |
+
|
| 86 |
+
|
| 87 |
+
InstallCompletionOpt = Annotated[
|
| 88 |
+
bool,
|
| 89 |
+
Option(
|
| 90 |
+
"--install-completion",
|
| 91 |
+
callback=_install_completion,
|
| 92 |
+
is_eager=True,
|
| 93 |
+
help="Install completion for the current shell.",
|
| 94 |
+
),
|
| 95 |
+
]
|
| 96 |
+
|
| 97 |
+
ShowCompletionOpt = Annotated[
|
| 98 |
+
bool,
|
| 99 |
+
Option(
|
| 100 |
+
"--show-completion",
|
| 101 |
+
callback=_show_completion,
|
| 102 |
+
is_eager=True,
|
| 103 |
+
help="Show completion for the current shell, to copy it or customize the installation.",
|
| 104 |
+
),
|
| 105 |
+
]
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_cp.py
ADDED
|
@@ -0,0 +1,253 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Shared ``cp`` command to copy files between local paths, repositories and buckets.
|
| 15 |
+
|
| 16 |
+
This single command backs three identical CLI entry points: ``hf cp`` (top-level),
|
| 17 |
+
``hf repos cp`` and ``hf buckets cp``. It supports any source/destination combination
|
| 18 |
+
of local file, repo/bucket ``hf://`` URI, and ``-`` (stdin/stdout), with two exceptions:
|
| 19 |
+
- bucket-to-repo copies are not supported (server limitation), and
|
| 20 |
+
- local-to-local copies (use a regular ``cp`` for that).
|
| 21 |
+
"""
|
| 22 |
+
|
| 23 |
+
import os
|
| 24 |
+
import sys
|
| 25 |
+
from dataclasses import replace
|
| 26 |
+
from typing import Annotated, Literal
|
| 27 |
+
|
| 28 |
+
import click
|
| 29 |
+
|
| 30 |
+
from huggingface_hub import HfApi
|
| 31 |
+
from huggingface_hub.errors import CLIError
|
| 32 |
+
from huggingface_hub.utils import HfUri, SoftTemporaryDirectory, disable_progress_bars, is_hf_uri, parse_hf_uri
|
| 33 |
+
|
| 34 |
+
from ._cli_utils import TokenOpt, get_hf_api
|
| 35 |
+
from ._framework import Argument
|
| 36 |
+
from ._output import out
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
CP_EXAMPLES = [
|
| 40 |
+
# Download (repo or bucket -> local / stdout)
|
| 41 |
+
"hf cp hf://username/my-model/config.json",
|
| 42 |
+
"hf cp hf://username/my-model/config.json ./config.json",
|
| 43 |
+
"hf cp hf://datasets/username/my-dataset/data.csv ./data/",
|
| 44 |
+
"hf cp hf://buckets/username/my-bucket/config.json -",
|
| 45 |
+
# Upload (local / stdin -> repo or bucket)
|
| 46 |
+
"hf cp ./model.safetensors hf://username/my-model/model.safetensors",
|
| 47 |
+
"hf cp ./config.json hf://buckets/username/my-bucket/logs/",
|
| 48 |
+
"hf cp - hf://buckets/username/my-bucket/config.json",
|
| 49 |
+
# Remote to remote (repo/bucket -> repo/bucket, server-side when possible)
|
| 50 |
+
"hf cp hf://username/source-model/ hf://username/dest-model/",
|
| 51 |
+
"hf cp hf://datasets/username/my-dataset/processed/ hf://buckets/username/my-bucket/processed/",
|
| 52 |
+
"hf cp hf://buckets/username/my-bucket/logs/ hf://buckets/username/archive-bucket/ # copies contents only",
|
| 53 |
+
]
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
# Which alias registered the command, used to restrict the remote endpoint type (see `_enforce_context`).
|
| 57 |
+
CpContext = Literal["repos", "buckets"]
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
def make_cp(context: CpContext | None = None):
|
| 61 |
+
"""Build the ``cp`` command function for a given alias.
|
| 62 |
+
|
| 63 |
+
The three entry points (`hf cp`, `hf repos cp`, `hf buckets cp`) share the exact same logic;
|
| 64 |
+
'context' only adds a guardrail on the remote endpoint type (see `_enforce_context`).
|
| 65 |
+
"""
|
| 66 |
+
|
| 67 |
+
def cp(
|
| 68 |
+
src: Annotated[
|
| 69 |
+
str,
|
| 70 |
+
Argument(help="Source: local file, hf:// URI (repo or bucket), or - for stdin."),
|
| 71 |
+
],
|
| 72 |
+
dst: Annotated[
|
| 73 |
+
str | None,
|
| 74 |
+
Argument(help="Destination: local path, hf:// URI (repo or bucket), or - for stdout."),
|
| 75 |
+
] = None,
|
| 76 |
+
token: TokenOpt = None,
|
| 77 |
+
) -> None:
|
| 78 |
+
"""Copy files between local paths, repositories, and buckets.
|
| 79 |
+
|
| 80 |
+
Handles uploads (local/stdin -> repo/bucket), downloads (repo/bucket -> local/stdout) and
|
| 81 |
+
remote-to-remote copies (repo/bucket -> repo/bucket). Bucket-to-repo and local-to-local
|
| 82 |
+
copies are not supported. For directories, use `hf upload`/`hf download` (repos) or
|
| 83 |
+
`hf buckets sync` (buckets). Remote-to-remote copies only work within the same storage
|
| 84 |
+
region (https://huggingface.co/docs/hub/storage-regions).
|
| 85 |
+
"""
|
| 86 |
+
_enforce_context(context, src, dst)
|
| 87 |
+
_run_cp(src, dst, token)
|
| 88 |
+
|
| 89 |
+
return cp
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def _enforce_context(context: CpContext | None, src: str, dst: str | None) -> None:
|
| 93 |
+
"""Guardrail for the `hf repos cp` / `hf buckets cp` aliases.
|
| 94 |
+
|
| 95 |
+
These aliases are exact duplicates of `hf cp`, so a bare `hf repos cp` could otherwise touch a
|
| 96 |
+
bucket (and vice versa). We validate the type of the remote side: the destination for uploads and
|
| 97 |
+
remote-to-remote copies, or the source when downloading to a local path / stdout. The top-level
|
| 98 |
+
`hf cp` (i.e. 'context' is None) accepts any combination.
|
| 99 |
+
"""
|
| 100 |
+
if context is None:
|
| 101 |
+
return
|
| 102 |
+
# The remote endpoint is the destination when it is an hf:// URI, otherwise the source (download).
|
| 103 |
+
remote = dst if (dst is not None and is_hf_uri(dst)) else src
|
| 104 |
+
if not is_hf_uri(remote):
|
| 105 |
+
return
|
| 106 |
+
if context == "repos" and parse_hf_uri(remote).is_bucket:
|
| 107 |
+
raise CLIError("`hf repos cp` only works with repositories. Use `hf cp` or `hf buckets cp` for buckets.")
|
| 108 |
+
if context == "buckets" and not parse_hf_uri(remote).is_bucket:
|
| 109 |
+
raise CLIError("`hf buckets cp` only works with buckets. Use `hf cp` or `hf repos cp` for repositories.")
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
def _run_cp(src: str, dst: str | None, token: str | None) -> None:
|
| 113 |
+
api = get_hf_api(token=token)
|
| 114 |
+
|
| 115 |
+
src_is_stdin = src == "-"
|
| 116 |
+
dst_is_stdout = dst == "-"
|
| 117 |
+
src_is_hf = is_hf_uri(src)
|
| 118 |
+
dst_is_hf = dst is not None and is_hf_uri(dst)
|
| 119 |
+
|
| 120 |
+
# --- Remote to remote: delegate to copy_files (repo/bucket -> repo/bucket) ---
|
| 121 |
+
if src_is_hf and dst_is_hf:
|
| 122 |
+
assert dst is not None # guaranteed by dst_is_hf
|
| 123 |
+
api.copy_files(src, dst)
|
| 124 |
+
out.result("Copied", src=src, dst=dst)
|
| 125 |
+
return
|
| 126 |
+
|
| 127 |
+
# --- At least one side must be a remote hf:// URI (rules out local->local, stdin->local, etc.) ---
|
| 128 |
+
if not src_is_hf and not dst_is_hf:
|
| 129 |
+
if dst is None:
|
| 130 |
+
raise click.BadParameter("Missing destination. Provide a repo or bucket hf:// URI as DST.")
|
| 131 |
+
raise click.BadParameter(
|
| 132 |
+
"One of SRC or DST must be a repo (hf://username/...) or bucket (hf://buckets/...) URI."
|
| 133 |
+
)
|
| 134 |
+
|
| 135 |
+
# --- Download: repo/bucket -> local file or stdout ---
|
| 136 |
+
if src_is_hf:
|
| 137 |
+
if dst_is_stdout:
|
| 138 |
+
_download_file_to_stdout(api, src)
|
| 139 |
+
return
|
| 140 |
+
_download_file_to_local(api, src, dst)
|
| 141 |
+
return
|
| 142 |
+
|
| 143 |
+
# --- Upload: local file or stdin -> repo/bucket ---
|
| 144 |
+
assert dst is not None # guaranteed: reaching here means dst_is_hf is True
|
| 145 |
+
_upload_file_to_remote(api, src, dst, src_is_stdin=src_is_stdin)
|
| 146 |
+
|
| 147 |
+
|
| 148 |
+
def _download_file_to_stdout(api: HfApi, src: str) -> None:
|
| 149 |
+
uri = parse_hf_uri(src)
|
| 150 |
+
filename = _source_filename(uri, src)
|
| 151 |
+
# Suppress progress bars to avoid polluting the piped output.
|
| 152 |
+
with disable_progress_bars():
|
| 153 |
+
with SoftTemporaryDirectory() as tmp_dir:
|
| 154 |
+
tmp_path = os.path.join(tmp_dir, filename)
|
| 155 |
+
_download_single(api, uri, tmp_path)
|
| 156 |
+
with open(tmp_path, "rb") as f:
|
| 157 |
+
while chunk := f.read(32_000_000): # 32MB chunks
|
| 158 |
+
sys.stdout.buffer.write(chunk)
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
def _download_file_to_local(api: HfApi, src: str, dst: str | None) -> None:
|
| 162 |
+
uri = parse_hf_uri(src)
|
| 163 |
+
filename = _source_filename(uri, src)
|
| 164 |
+
|
| 165 |
+
if dst is None:
|
| 166 |
+
local_path = filename
|
| 167 |
+
elif os.path.isdir(dst) or dst.endswith(os.sep) or dst.endswith("/"):
|
| 168 |
+
local_path = os.path.join(dst, filename)
|
| 169 |
+
else:
|
| 170 |
+
local_path = dst
|
| 171 |
+
|
| 172 |
+
parent_dir = os.path.dirname(local_path)
|
| 173 |
+
if parent_dir:
|
| 174 |
+
os.makedirs(parent_dir, exist_ok=True)
|
| 175 |
+
|
| 176 |
+
_download_single(api, uri, local_path)
|
| 177 |
+
out.result("Downloaded", src=src, dst=local_path)
|
| 178 |
+
|
| 179 |
+
|
| 180 |
+
def _download_single(api: HfApi, uri: HfUri, local_path: str) -> None:
|
| 181 |
+
"""Download a single file (repo or bucket) to ``local_path``.
|
| 182 |
+
|
| 183 |
+
Used by `_download_file_to_local` and `_download_file_to_stdout`.
|
| 184 |
+
"""
|
| 185 |
+
if uri.is_bucket:
|
| 186 |
+
api.download_bucket_files(uri.id, [(uri.path_in_repo, local_path)], raise_on_missing_files=True)
|
| 187 |
+
else:
|
| 188 |
+
# Download into a temporary folder next to the destination (rather than the shared cache)
|
| 189 |
+
# so the final move stays on the same filesystem and is instant. The temp folder is
|
| 190 |
+
# cleaned up automatically once the move is complete.
|
| 191 |
+
parent_dir = os.path.dirname(local_path) or "."
|
| 192 |
+
with SoftTemporaryDirectory(prefix=".tmp", dir=parent_dir) as tmp_dir:
|
| 193 |
+
downloaded_path = api.hf_hub_download(
|
| 194 |
+
repo_id=uri.id,
|
| 195 |
+
repo_type=uri.type,
|
| 196 |
+
filename=uri.path_in_repo,
|
| 197 |
+
revision=uri.revision,
|
| 198 |
+
local_dir=tmp_dir,
|
| 199 |
+
)
|
| 200 |
+
os.replace(downloaded_path, local_path)
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
def _source_filename(uri: HfUri, src: str) -> str:
|
| 204 |
+
if uri.path_in_repo == "" or src.endswith("/"):
|
| 205 |
+
raise click.BadParameter(
|
| 206 |
+
"Source path must include a file name, not just a repo/bucket or directory path."
|
| 207 |
+
" Use `hf download` or `hf buckets sync` to copy directories."
|
| 208 |
+
)
|
| 209 |
+
return uri.path_in_repo.rsplit("/", 1)[-1]
|
| 210 |
+
|
| 211 |
+
|
| 212 |
+
def _upload_file_to_remote(api: HfApi, src: str, dst: str, *, src_is_stdin: bool) -> None:
|
| 213 |
+
uri = parse_hf_uri(dst)
|
| 214 |
+
|
| 215 |
+
if src_is_stdin:
|
| 216 |
+
if uri.path_in_repo == "" or dst.endswith("/"):
|
| 217 |
+
raise click.BadParameter("Stdin upload requires a full destination path including filename.")
|
| 218 |
+
data = sys.stdin.buffer.read()
|
| 219 |
+
_upload_single(api, uri, data, uri.path_in_repo)
|
| 220 |
+
out.result("Uploaded", src="stdin", dst=uri.to_uri())
|
| 221 |
+
return
|
| 222 |
+
|
| 223 |
+
if os.path.isdir(src):
|
| 224 |
+
raise click.BadParameter(
|
| 225 |
+
"Source must be a file, not a directory. Use `hf upload` or `hf buckets sync` for directories."
|
| 226 |
+
)
|
| 227 |
+
if not os.path.isfile(src):
|
| 228 |
+
raise click.BadParameter(f"Source file not found: {src}")
|
| 229 |
+
|
| 230 |
+
prefix = uri.path_in_repo
|
| 231 |
+
if prefix == "":
|
| 232 |
+
remote_path = os.path.basename(src)
|
| 233 |
+
elif dst.endswith("/"):
|
| 234 |
+
remote_path = prefix + "/" + os.path.basename(src)
|
| 235 |
+
else:
|
| 236 |
+
remote_path = prefix
|
| 237 |
+
|
| 238 |
+
_upload_single(api, uri, src, remote_path)
|
| 239 |
+
out.result("Uploaded", src=src, dst=replace(uri, path_in_repo=remote_path).to_uri())
|
| 240 |
+
|
| 241 |
+
|
| 242 |
+
def _upload_single(api: HfApi, uri: HfUri, source: str | bytes, remote_path: str) -> None:
|
| 243 |
+
"""Upload a single file or bytes (to a repo or bucket)."""
|
| 244 |
+
if uri.is_bucket:
|
| 245 |
+
api.batch_bucket_files(uri.id, add=[(source, remote_path)])
|
| 246 |
+
else:
|
| 247 |
+
api.upload_file(
|
| 248 |
+
path_or_fileobj=source,
|
| 249 |
+
path_in_repo=remote_path,
|
| 250 |
+
repo_id=uri.id,
|
| 251 |
+
repo_type=uri.type,
|
| 252 |
+
revision=uri.revision,
|
| 253 |
+
)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_errors.py
ADDED
|
@@ -0,0 +1,155 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""CLI error handling utilities."""
|
| 15 |
+
|
| 16 |
+
import traceback
|
| 17 |
+
from collections.abc import Callable
|
| 18 |
+
|
| 19 |
+
from huggingface_hub.errors import (
|
| 20 |
+
BucketNotFoundError,
|
| 21 |
+
CLIError,
|
| 22 |
+
CLIExtensionInstallError,
|
| 23 |
+
DeviceCodeError,
|
| 24 |
+
EntryNotFoundError,
|
| 25 |
+
GatedRepoError,
|
| 26 |
+
HfHubHTTPError,
|
| 27 |
+
HfUriError,
|
| 28 |
+
IncompleteSnapshotError,
|
| 29 |
+
LocalEntryNotFoundError,
|
| 30 |
+
LocalTokenNotFoundError,
|
| 31 |
+
OfflineModeIsEnabled,
|
| 32 |
+
OIDCError,
|
| 33 |
+
RemoteEntryNotFoundError,
|
| 34 |
+
RepositoryNotFoundError,
|
| 35 |
+
RevisionNotFoundError,
|
| 36 |
+
)
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def _format_repo_not_found(error: RepositoryNotFoundError) -> str:
|
| 40 |
+
label = error.repo_type.capitalize() if error.repo_type else "Repository"
|
| 41 |
+
if error.repo_id:
|
| 42 |
+
msg = f"{label} '{error.repo_id}' not found."
|
| 43 |
+
else:
|
| 44 |
+
msg = f"{label} not found."
|
| 45 |
+
msg += "\nIf the repo is private, make sure you are authenticated and your token has the required permissions."
|
| 46 |
+
|
| 47 |
+
msg += "\nIf the repo does not exist, create it with: "
|
| 48 |
+
if error.repo_id is not None:
|
| 49 |
+
type_flag = f" --type {error.repo_type}" if error.repo_type and error.repo_type != "model" else ""
|
| 50 |
+
msg += f"hf repos create {error.repo_id}{type_flag}"
|
| 51 |
+
else:
|
| 52 |
+
msg += "hf repos create <repo_id>"
|
| 53 |
+
|
| 54 |
+
return msg
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
def _format_gated_repo(error: GatedRepoError) -> str:
|
| 58 |
+
label = error.repo_type if error.repo_type else "repository"
|
| 59 |
+
if error.repo_id:
|
| 60 |
+
return f"Access denied. {label.capitalize()} '{error.repo_id}' requires approval."
|
| 61 |
+
return f"Access denied. This {label} requires approval."
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
def _format_bucket_not_found(error: BucketNotFoundError) -> str:
|
| 65 |
+
if error.bucket_id:
|
| 66 |
+
msg = f"Bucket '{error.bucket_id}' not found."
|
| 67 |
+
cmd = f"hf buckets create {error.bucket_id}"
|
| 68 |
+
else:
|
| 69 |
+
msg = "Bucket not found."
|
| 70 |
+
cmd = "hf buckets create <bucket_id>"
|
| 71 |
+
msg += "\nIf the bucket is private, make sure you are authenticated and your token has the required permissions."
|
| 72 |
+
msg += f"\nIf the bucket does not exist, create it with: {cmd}"
|
| 73 |
+
return msg
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
def _format_entry_not_found(error: RemoteEntryNotFoundError) -> str:
|
| 77 |
+
label = error.repo_type if error.repo_type else "repository"
|
| 78 |
+
url = str(error.response.url) if error.response else None
|
| 79 |
+
if error.repo_id:
|
| 80 |
+
msg = f"File not found in {label} '{error.repo_id}'."
|
| 81 |
+
else:
|
| 82 |
+
msg = f"File not found in {label}."
|
| 83 |
+
if url:
|
| 84 |
+
msg += f"\nURL: {url}"
|
| 85 |
+
return msg
|
| 86 |
+
|
| 87 |
+
|
| 88 |
+
def _format_local_entry_not_found(error: LocalEntryNotFoundError) -> str:
|
| 89 |
+
cause = error.__cause__
|
| 90 |
+
if cause is not None:
|
| 91 |
+
return f"Local entry not found. {cause}"
|
| 92 |
+
return f"Local entry not found. {error}"
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
def _format_incomplete_snapshot(error: IncompleteSnapshotError) -> str:
|
| 96 |
+
msg = _format_local_entry_not_found(error)
|
| 97 |
+
msg += f"\nIncomplete snapshot available at: {error.snapshot_path}"
|
| 98 |
+
return msg
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
def _format_revision_not_found(error: RevisionNotFoundError) -> str:
|
| 102 |
+
label = error.repo_type if error.repo_type else "repository"
|
| 103 |
+
if error.repo_id:
|
| 104 |
+
return f"Revision not found in {label} '{error.repo_id}'."
|
| 105 |
+
return f"Revision not found in {label}. Check the revision parameter."
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
def _format_cli_error(error: CLIError) -> str:
|
| 109 |
+
"""No traceback, just the error message."""
|
| 110 |
+
return str(error)
|
| 111 |
+
|
| 112 |
+
|
| 113 |
+
def _format_cli_extension_install_error(error: CLIExtensionInstallError) -> str:
|
| 114 |
+
"""Format a CLI extension installation error.
|
| 115 |
+
|
| 116 |
+
The error is likely to be a tricky subprocess error to investigate. In this specific case we want to format the
|
| 117 |
+
traceback of the root cause while keeping the "nicely formatted" error message of the CLIExtensionInstallError
|
| 118 |
+
as a 1-line message.
|
| 119 |
+
"""
|
| 120 |
+
cause_tb = (
|
| 121 |
+
"".join(traceback.format_exception(type(error.__cause__), error.__cause__, error.__cause__.__traceback__))
|
| 122 |
+
if error.__cause__ is not None
|
| 123 |
+
else ""
|
| 124 |
+
)
|
| 125 |
+
return f"{cause_tb}\n{error}"
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
CLI_ERROR_MAPPINGS: dict[type[Exception], Callable[..., str]] = {
|
| 129 |
+
OfflineModeIsEnabled: lambda error: str(error),
|
| 130 |
+
# GatedRepoError must come before RepositoryNotFoundError (it's a subclass).
|
| 131 |
+
GatedRepoError: _format_gated_repo,
|
| 132 |
+
BucketNotFoundError: _format_bucket_not_found,
|
| 133 |
+
RepositoryNotFoundError: _format_repo_not_found,
|
| 134 |
+
RevisionNotFoundError: _format_revision_not_found,
|
| 135 |
+
LocalTokenNotFoundError: lambda _: "Not logged in. Run 'hf auth login' first.",
|
| 136 |
+
OIDCError: lambda error: f"OIDC Exchange failed. {error}",
|
| 137 |
+
DeviceCodeError: lambda error: f"Login failed: {error}",
|
| 138 |
+
RemoteEntryNotFoundError: _format_entry_not_found,
|
| 139 |
+
# IncompleteSnapshotError must come before LocalEntryNotFoundError (it's a subclass).
|
| 140 |
+
IncompleteSnapshotError: _format_incomplete_snapshot,
|
| 141 |
+
LocalEntryNotFoundError: _format_local_entry_not_found,
|
| 142 |
+
EntryNotFoundError: lambda error: str(error),
|
| 143 |
+
HfHubHTTPError: lambda error: str(error),
|
| 144 |
+
HfUriError: lambda error: f"Invalid HF URI: {error.uri}. {error.msg}",
|
| 145 |
+
ValueError: lambda error: f"Invalid value. {error}",
|
| 146 |
+
CLIExtensionInstallError: _format_cli_extension_install_error,
|
| 147 |
+
CLIError: _format_cli_error,
|
| 148 |
+
}
|
| 149 |
+
|
| 150 |
+
|
| 151 |
+
def format_known_exception(error: Exception) -> str | None:
|
| 152 |
+
for exc_type, formatter in CLI_ERROR_MAPPINGS.items():
|
| 153 |
+
if isinstance(error, exc_type):
|
| 154 |
+
return formatter(error)
|
| 155 |
+
return None
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_file_listing.py
ADDED
|
@@ -0,0 +1,225 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
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|
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|
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|
|
|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Shared helpers for listing files in buckets and repos (tree view, flat view, formatting)."""
|
| 15 |
+
|
| 16 |
+
import json
|
| 17 |
+
from datetime import datetime
|
| 18 |
+
from typing import Sequence
|
| 19 |
+
|
| 20 |
+
import click
|
| 21 |
+
|
| 22 |
+
from huggingface_hub._buckets import BucketFile, BucketFolder
|
| 23 |
+
from huggingface_hub.hf_api import RepoFile, RepoFolder
|
| 24 |
+
|
| 25 |
+
from ._cli_utils import get_hf_api
|
| 26 |
+
from ._output import OutputFormat, _dataclass_to_dict, out
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
BucketItem = BucketFile | BucketFolder
|
| 30 |
+
RepoItem = RepoFile | RepoFolder
|
| 31 |
+
ListingItem = BucketItem | RepoItem
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
def get_item_date(item: ListingItem) -> datetime | None:
|
| 35 |
+
"""Extract date from an item, supporting both repo items (last_commit.date) and bucket items (mtime/uploaded_at)."""
|
| 36 |
+
match item:
|
| 37 |
+
case BucketFile(mtime=mtime) if mtime is not None:
|
| 38 |
+
return mtime
|
| 39 |
+
case BucketFile(uploaded_at=uploaded_at) | BucketFolder(uploaded_at=uploaded_at) if uploaded_at is not None:
|
| 40 |
+
return uploaded_at
|
| 41 |
+
case RepoFile(last_commit=last_commit) | RepoFolder(last_commit=last_commit) if last_commit is not None:
|
| 42 |
+
return last_commit.date
|
| 43 |
+
case _:
|
| 44 |
+
return None
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
def format_size(size: int | float, human_readable: bool = False) -> str:
|
| 48 |
+
"""Format a size in bytes."""
|
| 49 |
+
if not human_readable:
|
| 50 |
+
return str(size)
|
| 51 |
+
|
| 52 |
+
for unit in ["B", "KB", "MB", "GB", "TB"]:
|
| 53 |
+
if size < 1000:
|
| 54 |
+
if unit == "B":
|
| 55 |
+
return f"{size} {unit}"
|
| 56 |
+
return f"{size:.1f} {unit}"
|
| 57 |
+
size /= 1000
|
| 58 |
+
return f"{size:.1f} PB"
|
| 59 |
+
|
| 60 |
+
|
| 61 |
+
def format_date(dt: datetime | None, human_readable: bool = False) -> str:
|
| 62 |
+
"""Format a datetime to a readable date string."""
|
| 63 |
+
if dt is None:
|
| 64 |
+
return ""
|
| 65 |
+
if human_readable:
|
| 66 |
+
return dt.strftime("%b %d %H:%M")
|
| 67 |
+
return dt.strftime("%Y-%m-%d %H:%M:%S")
|
| 68 |
+
|
| 69 |
+
|
| 70 |
+
def build_tree(
|
| 71 |
+
items: Sequence[BucketItem] | Sequence[RepoItem],
|
| 72 |
+
human_readable: bool = False,
|
| 73 |
+
quiet: bool = False,
|
| 74 |
+
) -> list[str]:
|
| 75 |
+
"""Build a tree representation of files and directories.
|
| 76 |
+
|
| 77 |
+
Produces ASCII tree with size and date columns before the tree connector.
|
| 78 |
+
When quiet=True, only the tree structure is shown (no size/date).
|
| 79 |
+
"""
|
| 80 |
+
tree: dict = {}
|
| 81 |
+
|
| 82 |
+
for item in items:
|
| 83 |
+
parts = item.path.split("/")
|
| 84 |
+
current = tree
|
| 85 |
+
for part in parts[:-1]:
|
| 86 |
+
if part not in current:
|
| 87 |
+
current[part] = {"__children__": {}}
|
| 88 |
+
current = current[part]["__children__"]
|
| 89 |
+
|
| 90 |
+
final_part = parts[-1]
|
| 91 |
+
if isinstance(item, BucketFolder | RepoFolder):
|
| 92 |
+
if final_part not in current:
|
| 93 |
+
current[final_part] = {"__children__": {}}
|
| 94 |
+
else:
|
| 95 |
+
current[final_part] = {"__item__": item}
|
| 96 |
+
|
| 97 |
+
prefix_width = 0
|
| 98 |
+
max_size_width = 0
|
| 99 |
+
max_date_width = 0
|
| 100 |
+
if not quiet:
|
| 101 |
+
for item in items:
|
| 102 |
+
if isinstance(item, BucketFile | RepoFile):
|
| 103 |
+
size_str = format_size(item.size, human_readable)
|
| 104 |
+
max_size_width = max(max_size_width, len(size_str))
|
| 105 |
+
date_str = format_date(get_item_date(item), human_readable)
|
| 106 |
+
max_date_width = max(max_date_width, len(date_str))
|
| 107 |
+
if max_size_width > 0:
|
| 108 |
+
prefix_width = max_size_width + 2 + max_date_width
|
| 109 |
+
|
| 110 |
+
lines: list[str] = []
|
| 111 |
+
_render_tree(
|
| 112 |
+
tree,
|
| 113 |
+
lines,
|
| 114 |
+
"",
|
| 115 |
+
prefix_width=prefix_width,
|
| 116 |
+
max_size_width=max_size_width,
|
| 117 |
+
human_readable=human_readable,
|
| 118 |
+
)
|
| 119 |
+
return lines
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
def _render_tree(
|
| 123 |
+
node: dict,
|
| 124 |
+
lines: list[str],
|
| 125 |
+
indent: str,
|
| 126 |
+
prefix_width: int = 0,
|
| 127 |
+
max_size_width: int = 0,
|
| 128 |
+
human_readable: bool = False,
|
| 129 |
+
) -> None:
|
| 130 |
+
"""Recursively render a tree structure with size+date prefix."""
|
| 131 |
+
sorted_items = sorted(node.items())
|
| 132 |
+
for i, (name, value) in enumerate(sorted_items):
|
| 133 |
+
is_last = i == len(sorted_items) - 1
|
| 134 |
+
connector = "└── " if is_last else "├── "
|
| 135 |
+
|
| 136 |
+
is_dir = "__children__" in value
|
| 137 |
+
children = value.get("__children__", {})
|
| 138 |
+
|
| 139 |
+
if prefix_width > 0:
|
| 140 |
+
if is_dir:
|
| 141 |
+
prefix = " " * prefix_width
|
| 142 |
+
else:
|
| 143 |
+
item = value.get("__item__")
|
| 144 |
+
if item is not None:
|
| 145 |
+
size_str = format_size(item.size, human_readable)
|
| 146 |
+
date_str = format_date(get_item_date(item), human_readable)
|
| 147 |
+
prefix = f"{size_str:>{max_size_width}} {date_str}"
|
| 148 |
+
else:
|
| 149 |
+
prefix = " " * prefix_width
|
| 150 |
+
lines.append(f"{prefix} {indent}{connector}{name}{'/' if is_dir else ''}")
|
| 151 |
+
else:
|
| 152 |
+
lines.append(f"{indent}{connector}{name}{'/' if is_dir else ''}")
|
| 153 |
+
|
| 154 |
+
if children:
|
| 155 |
+
child_indent = indent + (" " if is_last else "│ ")
|
| 156 |
+
_render_tree(
|
| 157 |
+
children,
|
| 158 |
+
lines,
|
| 159 |
+
child_indent,
|
| 160 |
+
prefix_width=prefix_width,
|
| 161 |
+
max_size_width=max_size_width,
|
| 162 |
+
human_readable=human_readable,
|
| 163 |
+
)
|
| 164 |
+
|
| 165 |
+
|
| 166 |
+
def list_repo_files_cmd(
|
| 167 |
+
repo_id: str,
|
| 168 |
+
repo_type: str,
|
| 169 |
+
human_readable: bool,
|
| 170 |
+
as_tree: bool,
|
| 171 |
+
recursive: bool,
|
| 172 |
+
revision: str | None,
|
| 173 |
+
token: str | None,
|
| 174 |
+
) -> None:
|
| 175 |
+
"""List files in a repo on the Hub. Used by models/datasets/spaces ls commands."""
|
| 176 |
+
if as_tree and out.mode == OutputFormat.json:
|
| 177 |
+
raise click.BadParameter("Cannot use --tree with --format json.")
|
| 178 |
+
|
| 179 |
+
api = get_hf_api(token=token)
|
| 180 |
+
items = list(api.list_repo_tree(repo_id, recursive=recursive, revision=revision, repo_type=repo_type, expand=True))
|
| 181 |
+
print_file_listing(items, human_readable=human_readable, as_tree=as_tree, recursive=recursive)
|
| 182 |
+
|
| 183 |
+
|
| 184 |
+
def print_file_listing(
|
| 185 |
+
items: Sequence[BucketItem] | Sequence[RepoItem],
|
| 186 |
+
*,
|
| 187 |
+
human_readable: bool = False,
|
| 188 |
+
as_tree: bool = False,
|
| 189 |
+
recursive: bool = False,
|
| 190 |
+
) -> None:
|
| 191 |
+
"""Print a file listing in the appropriate format based on the current output mode.
|
| 192 |
+
|
| 193 |
+
Supports tree, json, quiet, and flat human-readable views. Works with both
|
| 194 |
+
BucketFile/BucketFolder and RepoFile/RepoFolder items.
|
| 195 |
+
"""
|
| 196 |
+
if not items:
|
| 197 |
+
out.text("(empty)")
|
| 198 |
+
return
|
| 199 |
+
|
| 200 |
+
has_directories = any(isinstance(item, BucketFolder | RepoFolder) for item in items)
|
| 201 |
+
|
| 202 |
+
if as_tree:
|
| 203 |
+
quiet = out.mode == OutputFormat.quiet
|
| 204 |
+
for line in build_tree(items, human_readable=human_readable, quiet=quiet):
|
| 205 |
+
print(line)
|
| 206 |
+
elif out.mode == OutputFormat.json:
|
| 207 |
+
print(json.dumps([_dataclass_to_dict(item) for item in items], indent=2))
|
| 208 |
+
elif out.mode == OutputFormat.quiet:
|
| 209 |
+
for item in items:
|
| 210 |
+
if isinstance(item, BucketFolder | RepoFolder):
|
| 211 |
+
print(f"{item.path}/")
|
| 212 |
+
else:
|
| 213 |
+
print(item.path)
|
| 214 |
+
else:
|
| 215 |
+
for item in items:
|
| 216 |
+
if isinstance(item, BucketFolder | RepoFolder):
|
| 217 |
+
date_str = format_date(get_item_date(item), human_readable)
|
| 218 |
+
print(f"{'':>12} {date_str:>19} {item.path}/")
|
| 219 |
+
else:
|
| 220 |
+
size_str = format_size(item.size, human_readable)
|
| 221 |
+
date_str = format_date(get_item_date(item), human_readable)
|
| 222 |
+
print(f"{size_str:>12} {date_str:>19} {item.path}")
|
| 223 |
+
|
| 224 |
+
if not recursive and has_directories:
|
| 225 |
+
out.hint("Use -R to list files recursively.")
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_framework.py
ADDED
|
@@ -0,0 +1,645 @@
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
|
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|
|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
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|
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|
|
|
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|
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|
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|
|
|
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|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
|
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|
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|
|
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|
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|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Minimal declaration layer over Click 8.x for the ``hf`` CLI.
|
| 15 |
+
|
| 16 |
+
This module vendors *only* the slice of Typer the CLI actually uses: turning
|
| 17 |
+
annotated function signatures (``Annotated[T, Option(...)]`` / ``Argument(...)``)
|
| 18 |
+
into Click parameters, and rendering argument/option help the way Typer did.
|
| 19 |
+
It exists so the CLI depends on Click's stable public API instead of Typer's
|
| 20 |
+
now-internal vendored Click (``typer._click``), which Typer reserves the right
|
| 21 |
+
to refactor at any release.
|
| 22 |
+
|
| 23 |
+
Deliberately *not* implemented (add a case here only when a command needs it):
|
| 24 |
+
rich rendering, shell-completion install commands, prompts/confirmation options,
|
| 25 |
+
env-var options, ``File``/``UUID`` params, ``count`` options, ``default_factory``.
|
| 26 |
+
Click's own machinery already handles exceptions, aborts, exits, and native
|
| 27 |
+
``_HF_COMPLETE`` shell completion, so none of Typer's ``main()`` overrides are
|
| 28 |
+
reproduced here.
|
| 29 |
+
|
| 30 |
+
The interesting logic mirrors four Typer functions, kept faithful so ``--help``
|
| 31 |
+
output stays byte-identical:
|
| 32 |
+
- :func:`_get_click_type` <- ``typer.main.get_click_type``
|
| 33 |
+
- :func:`_build_click_param` <- ``typer.main.get_click_param``
|
| 34 |
+
- :func:`_make_handler` <- ``typer.main.get_callback``
|
| 35 |
+
- :class:`HfArgument` / :class:`HfOption` help records <- ``typer.core.Typer*``
|
| 36 |
+
"""
|
| 37 |
+
|
| 38 |
+
import enum
|
| 39 |
+
import functools
|
| 40 |
+
import inspect
|
| 41 |
+
from collections.abc import Callable, Sequence
|
| 42 |
+
from datetime import datetime
|
| 43 |
+
from pathlib import Path
|
| 44 |
+
from types import UnionType
|
| 45 |
+
from typing import Annotated, Any, Literal, Union, get_args, get_origin
|
| 46 |
+
|
| 47 |
+
import click
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
def get_command_name(name: str) -> str:
|
| 51 |
+
"""Normalize a Python identifier to a CLI name (``force_download`` -> ``force-download``)."""
|
| 52 |
+
return name.lower().replace("_", "-")
|
| 53 |
+
|
| 54 |
+
|
| 55 |
+
# ---------------------------------------------------------------------------
|
| 56 |
+
# 1. Declaration markers — replace ``typer.Option`` / ``typer.Argument``.
|
| 57 |
+
# Attached in ``Annotated[T, Option(...)]``; the ``= value`` in the function
|
| 58 |
+
# signature carries the default (never the marker).
|
| 59 |
+
# ---------------------------------------------------------------------------
|
| 60 |
+
|
| 61 |
+
|
| 62 |
+
class ParameterInfo:
|
| 63 |
+
"""Base marker holding the (tiny) set of Click knobs the CLI actually sets.
|
| 64 |
+
|
| 65 |
+
``callback`` is a Typer-style value parser ``fn(value) -> parsed`` — it does NOT
|
| 66 |
+
receive Click's ``(ctx, param, value)``. It consumes the enum/list convertors, so
|
| 67 |
+
``value`` is already converted when it runs.
|
| 68 |
+
"""
|
| 69 |
+
|
| 70 |
+
def __init__(
|
| 71 |
+
self,
|
| 72 |
+
*param_decls: str,
|
| 73 |
+
help: str | None = None,
|
| 74 |
+
show_default: bool | str = True,
|
| 75 |
+
hidden: bool = False,
|
| 76 |
+
is_eager: bool = False,
|
| 77 |
+
callback: Callable[..., Any] | None = None,
|
| 78 |
+
min: int | None = None,
|
| 79 |
+
click_type: click.ParamType | None = None,
|
| 80 |
+
) -> None:
|
| 81 |
+
self.param_decls = list(param_decls)
|
| 82 |
+
self.help = help
|
| 83 |
+
self.show_default = show_default
|
| 84 |
+
self.hidden = hidden
|
| 85 |
+
self.is_eager = is_eager
|
| 86 |
+
self.callback = callback
|
| 87 |
+
self.min = min
|
| 88 |
+
self.click_type = click_type
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
class Option(ParameterInfo):
|
| 92 |
+
"""Declare a CLI option, e.g. ``Annotated[str | None, Option("--revision")]``."""
|
| 93 |
+
|
| 94 |
+
|
| 95 |
+
class Argument(ParameterInfo):
|
| 96 |
+
"""Declare a positional CLI argument, e.g. ``Annotated[str, Argument()]``."""
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
# ---------------------------------------------------------------------------
|
| 100 |
+
# 2. Annotation -> Click type + value convertors.
|
| 101 |
+
# ---------------------------------------------------------------------------
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
def _get_click_type(annotation: Any, info: ParameterInfo) -> click.ParamType:
|
| 105 |
+
"""Map a (already unwrapped) annotation to a Click ``ParamType``."""
|
| 106 |
+
if info.click_type is not None:
|
| 107 |
+
return info.click_type
|
| 108 |
+
if annotation is str:
|
| 109 |
+
return click.STRING
|
| 110 |
+
if annotation is bool:
|
| 111 |
+
return click.BOOL
|
| 112 |
+
if annotation is int:
|
| 113 |
+
return click.IntRange(min=info.min) if info.min is not None else click.INT
|
| 114 |
+
if annotation is float:
|
| 115 |
+
return click.FloatRange(min=info.min) if info.min is not None else click.FLOAT
|
| 116 |
+
if annotation is Path:
|
| 117 |
+
return click.Path(path_type=Path)
|
| 118 |
+
if annotation is datetime:
|
| 119 |
+
return click.DateTime()
|
| 120 |
+
if isinstance(annotation, type) and issubclass(annotation, enum.Enum):
|
| 121 |
+
values = [item.value for item in annotation]
|
| 122 |
+
if not all(isinstance(value, str) for value in values):
|
| 123 |
+
# A non-str member default would fail Choice validation at parse time with a
|
| 124 |
+
# cryptic error; fail at build time with a clear one instead.
|
| 125 |
+
raise TypeError(f"Unsupported enum {annotation.__name__!r}: only str-valued enums are supported.")
|
| 126 |
+
return click.Choice(values)
|
| 127 |
+
if get_origin(annotation) is Literal:
|
| 128 |
+
return click.Choice([str(value) for value in get_args(annotation)])
|
| 129 |
+
raise TypeError(f"Unsupported CLI annotation {annotation!r}. Add a case in `_framework._get_click_type()`.")
|
| 130 |
+
|
| 131 |
+
|
| 132 |
+
def _enum_convertor(enum_type: type[enum.Enum]) -> Callable[[Any], Any]:
|
| 133 |
+
"""Map a parsed choice string back to its ``Enum`` member (mirrors Typer)."""
|
| 134 |
+
value_map = {str(member.value): member for member in enum_type}
|
| 135 |
+
|
| 136 |
+
def convertor(value: Any) -> Any:
|
| 137 |
+
if value is not None:
|
| 138 |
+
return value_map.get(str(value))
|
| 139 |
+
return None
|
| 140 |
+
|
| 141 |
+
return convertor
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
def _list_convertor(
|
| 145 |
+
inner: Callable[[Any], Any] | None, default_value: Any | None
|
| 146 |
+
) -> Callable[[Sequence[Any] | None], list[Any] | None]:
|
| 147 |
+
"""Turn Click's tuple (from ``multiple=True``) into a list, applying ``inner`` per item."""
|
| 148 |
+
|
| 149 |
+
def convertor(value: Sequence[Any] | None) -> list[Any] | None:
|
| 150 |
+
if value is None or (default_value is None and len(value) == 0):
|
| 151 |
+
return None
|
| 152 |
+
return [inner(item) if inner else item for item in value]
|
| 153 |
+
|
| 154 |
+
return convertor
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
def _make_convertor(
|
| 158 |
+
annotation: Any, is_list: bool, default_value: Any | None, info: ParameterInfo
|
| 159 |
+
) -> Callable[[Any], Any] | None:
|
| 160 |
+
"""Build the value convertor for a param (``None`` when no coercion is needed).
|
| 161 |
+
|
| 162 |
+
An explicit ``click_type`` (e.g. ``SoftChoice``) owns its own conversion, so no
|
| 163 |
+
enum convertor is added on top of it.
|
| 164 |
+
"""
|
| 165 |
+
inner = None
|
| 166 |
+
if info.click_type is None and isinstance(annotation, type) and issubclass(annotation, enum.Enum):
|
| 167 |
+
inner = _enum_convertor(annotation)
|
| 168 |
+
if is_list:
|
| 169 |
+
return _list_convertor(inner, default_value)
|
| 170 |
+
return inner
|
| 171 |
+
|
| 172 |
+
|
| 173 |
+
def _unwrap_optional_and_list(annotation: Any) -> tuple[Any, bool]:
|
| 174 |
+
"""Strip ``T | None`` / ``Optional[T]`` and ``list[T]``; return ``(base_type, is_list)``."""
|
| 175 |
+
origin = get_origin(annotation)
|
| 176 |
+
if origin in (Union, UnionType):
|
| 177 |
+
non_none = [arg for arg in get_args(annotation) if arg is not type(None)]
|
| 178 |
+
if len(non_none) != 1:
|
| 179 |
+
raise TypeError(f"Unsupported union annotation {annotation!r}; only ``T | None`` is supported.")
|
| 180 |
+
annotation = non_none[0]
|
| 181 |
+
origin = get_origin(annotation)
|
| 182 |
+
if origin in (list, Sequence):
|
| 183 |
+
return get_args(annotation)[0], True
|
| 184 |
+
return annotation, False
|
| 185 |
+
|
| 186 |
+
|
| 187 |
+
def _split_annotated(annotation: Any) -> tuple[Any, ParameterInfo | None]:
|
| 188 |
+
"""Split ``Annotated[T, Option(...)]`` into ``(T, marker)``; ``(annotation, None)`` otherwise."""
|
| 189 |
+
if get_origin(annotation) is Annotated:
|
| 190 |
+
args = get_args(annotation)
|
| 191 |
+
marker = next((meta for meta in args[1:] if isinstance(meta, ParameterInfo)), None)
|
| 192 |
+
if marker is None and (typer_marker := next((meta for meta in args[1:] if _is_typer_marker(meta)), None)):
|
| 193 |
+
marker = _from_typer_marker(typer_marker, from_annotated=True)
|
| 194 |
+
return args[0], marker
|
| 195 |
+
return annotation, None
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
# ---------------------------------------------------------------------------
|
| 199 |
+
# Typer-marker compatibility shim (transition helper).
|
| 200 |
+
#
|
| 201 |
+
# ``typer_factory`` is exposed publicly and downstream CLIs (e.g. `transformers`)
|
| 202 |
+
# still register commands whose parameters carry ``typer.Option`` /
|
| 203 |
+
# ``typer.Argument`` markers. Recognize those markers structurally (no typer
|
| 204 |
+
# import required) and translate the fields this framework supports, so such
|
| 205 |
+
# commands keep working while downstream migrates.
|
| 206 |
+
# TODO: remove once transformers pins huggingface_hub>=1.22.0.
|
| 207 |
+
# ---------------------------------------------------------------------------
|
| 208 |
+
|
| 209 |
+
|
| 210 |
+
def _is_typer_marker(obj: Any) -> bool:
|
| 211 |
+
return type(obj).__module__.partition(".")[0] == "typer" and type(obj).__name__ in ("OptionInfo", "ArgumentInfo")
|
| 212 |
+
|
| 213 |
+
|
| 214 |
+
def _from_typer_marker(meta: Any, *, from_annotated: bool) -> ParameterInfo:
|
| 215 |
+
"""Translate a ``typer.models.OptionInfo`` / ``ArgumentInfo`` into our marker."""
|
| 216 |
+
param_decls = list(getattr(meta, "param_decls", None) or ())
|
| 217 |
+
if type(meta).__name__ == "OptionInfo":
|
| 218 |
+
# In ``Annotated[...]`` usage typer stores the first flag name in ``default``
|
| 219 |
+
# (``Option("--flag", "-f")`` -> ``default="--flag"``, ``param_decls=("-f",)``).
|
| 220 |
+
default = getattr(meta, "default", ...)
|
| 221 |
+
if from_annotated and isinstance(default, str):
|
| 222 |
+
param_decls = [default, *param_decls]
|
| 223 |
+
cls: type[ParameterInfo] = Option
|
| 224 |
+
else:
|
| 225 |
+
cls = Argument
|
| 226 |
+
return cls(
|
| 227 |
+
*param_decls,
|
| 228 |
+
help=getattr(meta, "help", None),
|
| 229 |
+
show_default=getattr(meta, "show_default", True),
|
| 230 |
+
hidden=getattr(meta, "hidden", False),
|
| 231 |
+
is_eager=getattr(meta, "is_eager", False),
|
| 232 |
+
callback=getattr(meta, "callback", None),
|
| 233 |
+
min=getattr(meta, "min", None),
|
| 234 |
+
click_type=getattr(meta, "click_type", None),
|
| 235 |
+
)
|
| 236 |
+
|
| 237 |
+
|
| 238 |
+
# ---------------------------------------------------------------------------
|
| 239 |
+
# 3. Signature -> Click parameters (mirrors ``typer.main.get_click_param``).
|
| 240 |
+
# ---------------------------------------------------------------------------
|
| 241 |
+
|
| 242 |
+
|
| 243 |
+
def _wrap_param_callback(
|
| 244 |
+
user_callback: Callable[[Any], Any], convertor: Callable[[Any], Any] | None
|
| 245 |
+
) -> Callable[[click.Context, click.Parameter, Any], Any]:
|
| 246 |
+
"""Adapt a Typer-style value parser ``fn(value) -> parsed`` to a Click param callback."""
|
| 247 |
+
|
| 248 |
+
def click_callback(ctx: click.Context, param: click.Parameter, value: Any) -> Any:
|
| 249 |
+
return user_callback(convertor(value) if convertor else value)
|
| 250 |
+
|
| 251 |
+
return click_callback
|
| 252 |
+
|
| 253 |
+
|
| 254 |
+
def _build_click_param(
|
| 255 |
+
name: str, annotation: Any, info: ParameterInfo | None, signature_default: Any
|
| 256 |
+
) -> tuple[click.Parameter, Callable[[Any], Any] | None]:
|
| 257 |
+
"""Build a Click ``Parameter`` (and its post-parse value convertor) for one function param."""
|
| 258 |
+
required = signature_default is inspect.Parameter.empty
|
| 259 |
+
default_value = None if required else signature_default
|
| 260 |
+
if isinstance(default_value, enum.Enum):
|
| 261 |
+
default_value = default_value.value
|
| 262 |
+
if info is None:
|
| 263 |
+
# A bare annotation with no marker: required positional -> Argument, else Option.
|
| 264 |
+
info = Argument() if required else Option()
|
| 265 |
+
|
| 266 |
+
base_type, is_list = _unwrap_optional_and_list(annotation)
|
| 267 |
+
convertor = _make_convertor(base_type, is_list, default_value, info)
|
| 268 |
+
|
| 269 |
+
# A user ``callback`` consumes the value itself (and the convertor with it); otherwise the
|
| 270 |
+
# convertor runs later in the command handler wrapper. This keeps conversion single-pass.
|
| 271 |
+
if info.callback is not None:
|
| 272 |
+
param_callback: Callable[..., Any] | None = _wrap_param_callback(info.callback, convertor)
|
| 273 |
+
handler_convertor: Callable[[Any], Any] | None = None
|
| 274 |
+
else:
|
| 275 |
+
param_callback = None
|
| 276 |
+
handler_convertor = convertor
|
| 277 |
+
|
| 278 |
+
if isinstance(info, Argument):
|
| 279 |
+
argument = HfArgument(
|
| 280 |
+
[name],
|
| 281 |
+
type=_get_click_type(base_type, info),
|
| 282 |
+
required=required,
|
| 283 |
+
default=default_value,
|
| 284 |
+
nargs=-1 if is_list else 1,
|
| 285 |
+
is_eager=info.is_eager,
|
| 286 |
+
callback=param_callback,
|
| 287 |
+
help=info.help,
|
| 288 |
+
show_default=info.show_default,
|
| 289 |
+
hidden=info.hidden,
|
| 290 |
+
)
|
| 291 |
+
return argument, handler_convertor
|
| 292 |
+
|
| 293 |
+
# Option: prepend the Python name so ``click.Parameter.name`` matches the function kwarg,
|
| 294 |
+
# regardless of the user-facing flag names ("-v"/"--version", "--type"/"--repo-type", ...).
|
| 295 |
+
is_flag = base_type is bool
|
| 296 |
+
decls = [name]
|
| 297 |
+
if info.param_decls:
|
| 298 |
+
decls.extend(info.param_decls)
|
| 299 |
+
else:
|
| 300 |
+
kebab = get_command_name(name)
|
| 301 |
+
decls.append(f"--{kebab}/--no-{kebab}" if is_flag else f"--{kebab}")
|
| 302 |
+
option = HfOption(
|
| 303 |
+
decls,
|
| 304 |
+
# Click infers the flag type itself; passing a type alongside ``is_flag`` is rejected.
|
| 305 |
+
type=None if is_flag else _get_click_type(base_type, info),
|
| 306 |
+
required=required,
|
| 307 |
+
default=default_value,
|
| 308 |
+
is_flag=is_flag,
|
| 309 |
+
multiple=is_list,
|
| 310 |
+
is_eager=info.is_eager,
|
| 311 |
+
callback=param_callback,
|
| 312 |
+
help=info.help,
|
| 313 |
+
show_default=info.show_default,
|
| 314 |
+
hidden=info.hidden,
|
| 315 |
+
)
|
| 316 |
+
return option, handler_convertor
|
| 317 |
+
|
| 318 |
+
|
| 319 |
+
def _build_params(
|
| 320 |
+
func: Callable[..., Any],
|
| 321 |
+
) -> tuple[list[click.Parameter], dict[str, Callable[[Any], Any]], str | None]:
|
| 322 |
+
"""Introspect ``func`` and return ``(params, convertors, context_param_name)``."""
|
| 323 |
+
params: list[click.Parameter] = []
|
| 324 |
+
convertors: dict[str, Callable[[Any], Any]] = {}
|
| 325 |
+
context_param_name: str | None = None
|
| 326 |
+
for name, sig_param in inspect.signature(func).parameters.items():
|
| 327 |
+
# Read raw signature annotations rather than ``typing.get_type_hints``: the CLI never uses
|
| 328 |
+
# ``from __future__ import annotations``, so annotations are already live objects, and
|
| 329 |
+
# get_type_hints mangles ``Annotated[X | None, ...]`` on Python 3.10 (drops the origin).
|
| 330 |
+
annotation = sig_param.annotation if sig_param.annotation is not inspect.Parameter.empty else str
|
| 331 |
+
base_type, info = _split_annotated(annotation)
|
| 332 |
+
if isinstance(base_type, type) and (
|
| 333 |
+
issubclass(base_type, click.Context)
|
| 334 |
+
# typer.Context subclasses typer's *vendored* click since typer 0.26, so an
|
| 335 |
+
# issubclass check against real click misses it. Match it structurally.
|
| 336 |
+
or (base_type.__module__.partition(".")[0] == "typer" and base_type.__name__ == "Context")
|
| 337 |
+
):
|
| 338 |
+
context_param_name = name
|
| 339 |
+
continue
|
| 340 |
+
signature_default = sig_param.default
|
| 341 |
+
if _is_typer_marker(signature_default):
|
| 342 |
+
# Old typer style: the marker *is* the signature default and carries the value.
|
| 343 |
+
if info is None:
|
| 344 |
+
info = _from_typer_marker(signature_default, from_annotated=False)
|
| 345 |
+
marker_default = getattr(signature_default, "default", ...)
|
| 346 |
+
signature_default = inspect.Parameter.empty if marker_default is ... else marker_default
|
| 347 |
+
click_param, convertor = _build_click_param(name, base_type, info, signature_default)
|
| 348 |
+
if convertor is not None and click_param.name is not None:
|
| 349 |
+
convertors[click_param.name] = convertor
|
| 350 |
+
params.append(click_param)
|
| 351 |
+
return params, convertors, context_param_name
|
| 352 |
+
|
| 353 |
+
|
| 354 |
+
def _make_handler(
|
| 355 |
+
func: Callable[..., Any],
|
| 356 |
+
convertors: dict[str, Callable[[Any], Any]],
|
| 357 |
+
context_param_name: str | None,
|
| 358 |
+
) -> Callable[..., Any]:
|
| 359 |
+
"""Wrap ``func`` so Click's kwargs map back to it, applying convertors and injecting the ctx."""
|
| 360 |
+
|
| 361 |
+
def handler(**kwargs: Any) -> Any:
|
| 362 |
+
call_kwargs = {key: (convertors[key](value) if key in convertors else value) for key, value in kwargs.items()}
|
| 363 |
+
if context_param_name is not None:
|
| 364 |
+
call_kwargs[context_param_name] = click.get_current_context()
|
| 365 |
+
return func(**call_kwargs)
|
| 366 |
+
|
| 367 |
+
functools.update_wrapper(handler, func)
|
| 368 |
+
return handler
|
| 369 |
+
|
| 370 |
+
|
| 371 |
+
# ---------------------------------------------------------------------------
|
| 372 |
+
# 4. Click parameter subclasses — port Typer's help records so arguments show up
|
| 373 |
+
# in ``--help`` (plain ``click.Argument`` renders none) and defaults/metavars
|
| 374 |
+
# read identically. Rich/env-var branches are dropped (never enabled here).
|
| 375 |
+
# ---------------------------------------------------------------------------
|
| 376 |
+
|
| 377 |
+
|
| 378 |
+
def _split_opt(opt: str) -> tuple[str, str]:
|
| 379 |
+
"""Split an option string into ``(prefix, name)`` (Click's ``split_opt``, inlined)."""
|
| 380 |
+
first = opt[:1]
|
| 381 |
+
if first.isalnum():
|
| 382 |
+
return "", opt
|
| 383 |
+
if opt[1:2] == first:
|
| 384 |
+
return opt[:2], opt[2:]
|
| 385 |
+
return first, opt[1:]
|
| 386 |
+
|
| 387 |
+
|
| 388 |
+
def _extract_default_help_str(param: click.Parameter, ctx: click.Context) -> Any:
|
| 389 |
+
# Resilient parsing avoids type casting failing while rendering the default.
|
| 390 |
+
resilient = ctx.resilient_parsing
|
| 391 |
+
ctx.resilient_parsing = True
|
| 392 |
+
try:
|
| 393 |
+
return param.get_default(ctx, call=False)
|
| 394 |
+
finally:
|
| 395 |
+
ctx.resilient_parsing = resilient
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
def _default_string(
|
| 399 |
+
param: "HfArgument | HfOption", ctx: click.Context, show_default_is_str: bool, default_value: Any
|
| 400 |
+
) -> str:
|
| 401 |
+
if show_default_is_str:
|
| 402 |
+
return f"({param.show_default})"
|
| 403 |
+
if isinstance(default_value, (list, tuple)):
|
| 404 |
+
return ", ".join(_default_string(param, ctx, show_default_is_str, item) for item in default_value)
|
| 405 |
+
if isinstance(default_value, enum.Enum):
|
| 406 |
+
return str(default_value.value)
|
| 407 |
+
if inspect.isfunction(default_value):
|
| 408 |
+
return "(dynamic)"
|
| 409 |
+
if isinstance(param, HfOption) and param.is_bool_flag and param.secondary_opts:
|
| 410 |
+
# Boolean toggle: show the opt name (without prefix) matching the current default.
|
| 411 |
+
if default_value:
|
| 412 |
+
return _split_opt(param.opts[0])[1] if param.opts else str(default_value)
|
| 413 |
+
return _split_opt(param.secondary_opts[0])[1]
|
| 414 |
+
if isinstance(param, HfOption) and param.is_bool_flag and not param.secondary_opts and not default_value:
|
| 415 |
+
return ""
|
| 416 |
+
return str(default_value)
|
| 417 |
+
|
| 418 |
+
|
| 419 |
+
def _describe_number_range(param_type: "click.IntRange | click.FloatRange") -> str:
|
| 420 |
+
"""Human-readable range hint like ``x>=1`` or ``1<=x<10``.
|
| 421 |
+
|
| 422 |
+
Reproduces click's private ``_NumberRangeBase._describe_range()`` using the public
|
| 423 |
+
``IntRange``/``FloatRange`` attributes, so the framework stays on Click's public API.
|
| 424 |
+
"""
|
| 425 |
+
if param_type.min is None:
|
| 426 |
+
return f"x{'<' if param_type.max_open else '<='}{param_type.max}"
|
| 427 |
+
if param_type.max is None:
|
| 428 |
+
return f"x{'>' if param_type.min_open else '>='}{param_type.min}"
|
| 429 |
+
left = "<" if param_type.min_open else "<="
|
| 430 |
+
right = "<" if param_type.max_open else "<="
|
| 431 |
+
return f"{param_type.min}{left}x{right}{param_type.max}"
|
| 432 |
+
|
| 433 |
+
|
| 434 |
+
def _build_help_extra(param: "HfArgument | HfOption", ctx: click.Context, base_help: str) -> str:
|
| 435 |
+
"""Append the ``[default: ...; required]`` suffix to a help string (shared by arg/option)."""
|
| 436 |
+
extra: list[str] = []
|
| 437 |
+
default_value = _extract_default_help_str(param, ctx)
|
| 438 |
+
show_default_is_str = isinstance(param.show_default, str)
|
| 439 |
+
if show_default_is_str or (default_value is not None and (param.show_default or ctx.show_default)):
|
| 440 |
+
default_string = _default_string(param, ctx, show_default_is_str, default_value)
|
| 441 |
+
if default_string:
|
| 442 |
+
extra.append(f"default: {default_string}")
|
| 443 |
+
# Numeric range hints are shown for options only (matches Typer; arguments omit them).
|
| 444 |
+
if isinstance(param, HfOption) and isinstance(param.type, (click.IntRange, click.FloatRange)):
|
| 445 |
+
range_str = _describe_number_range(param.type)
|
| 446 |
+
if range_str:
|
| 447 |
+
extra.append(range_str)
|
| 448 |
+
if param.required:
|
| 449 |
+
extra.append("required")
|
| 450 |
+
if extra:
|
| 451 |
+
suffix = f"[{'; '.join(extra)}]"
|
| 452 |
+
return f"{base_help} {suffix}" if base_help else suffix
|
| 453 |
+
return base_help
|
| 454 |
+
|
| 455 |
+
|
| 456 |
+
class HfArgument(click.Argument):
|
| 457 |
+
"""Positional argument that renders help text and a metavar (Click's does neither)."""
|
| 458 |
+
|
| 459 |
+
def __init__(
|
| 460 |
+
self,
|
| 461 |
+
param_decls: Sequence[str],
|
| 462 |
+
*,
|
| 463 |
+
help: str | None = None,
|
| 464 |
+
show_default: bool | str = True,
|
| 465 |
+
hidden: bool = False,
|
| 466 |
+
**attrs: Any,
|
| 467 |
+
) -> None:
|
| 468 |
+
self.help = help
|
| 469 |
+
self.show_default = show_default
|
| 470 |
+
self.hidden = hidden
|
| 471 |
+
super().__init__(param_decls, **attrs)
|
| 472 |
+
|
| 473 |
+
def make_metavar(self, ctx: click.Context) -> str:
|
| 474 |
+
if self.metavar is not None:
|
| 475 |
+
var = self.metavar
|
| 476 |
+
if not self.required and not var.startswith("["):
|
| 477 |
+
var = f"[{var}]"
|
| 478 |
+
return var
|
| 479 |
+
var = (self.name or "").upper()
|
| 480 |
+
if not self.required:
|
| 481 |
+
var = f"[{var}]"
|
| 482 |
+
type_var = self.type.get_metavar(self, ctx=ctx)
|
| 483 |
+
if type_var:
|
| 484 |
+
var += f":{type_var}"
|
| 485 |
+
if self.nargs != 1:
|
| 486 |
+
var += "..."
|
| 487 |
+
return var
|
| 488 |
+
|
| 489 |
+
def get_help_record(self, ctx: click.Context) -> tuple[str, str] | None:
|
| 490 |
+
if self.hidden:
|
| 491 |
+
return None
|
| 492 |
+
return self.make_metavar(ctx=ctx), _build_help_extra(self, ctx, self.help or "")
|
| 493 |
+
|
| 494 |
+
|
| 495 |
+
class HfOption(click.Option):
|
| 496 |
+
"""Option whose help record ports Typer's default/metavar rendering verbatim."""
|
| 497 |
+
|
| 498 |
+
show_default: bool | str
|
| 499 |
+
|
| 500 |
+
def get_help_record(self, ctx: click.Context) -> tuple[str, str] | None:
|
| 501 |
+
if self.hidden:
|
| 502 |
+
return None
|
| 503 |
+
|
| 504 |
+
any_prefix_is_slash = False
|
| 505 |
+
|
| 506 |
+
def _write_opts(opts: Sequence[str]) -> str:
|
| 507 |
+
nonlocal any_prefix_is_slash
|
| 508 |
+
rv, any_slashes = click.formatting.join_options(opts)
|
| 509 |
+
if any_slashes:
|
| 510 |
+
any_prefix_is_slash = True
|
| 511 |
+
if not self.is_flag and not self.count:
|
| 512 |
+
rv += f" {self.make_metavar(ctx=ctx)}"
|
| 513 |
+
return rv
|
| 514 |
+
|
| 515 |
+
rv = [_write_opts(self.opts)]
|
| 516 |
+
if self.secondary_opts:
|
| 517 |
+
rv.append(_write_opts(self.secondary_opts))
|
| 518 |
+
|
| 519 |
+
help_text = _build_help_extra(self, ctx, self.help or "")
|
| 520 |
+
return ("; " if any_prefix_is_slash else " / ").join(rv), help_text
|
| 521 |
+
|
| 522 |
+
|
| 523 |
+
# ---------------------------------------------------------------------------
|
| 524 |
+
# 5. Command / group base classes and the decorator API (replace ``typer.Typer``).
|
| 525 |
+
# ---------------------------------------------------------------------------
|
| 526 |
+
|
| 527 |
+
|
| 528 |
+
def _format_params(command: click.Command, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 529 |
+
"""Render params split into "Arguments" and "Options" sections (mirrors Typer)."""
|
| 530 |
+
args: list[tuple[str, str]] = []
|
| 531 |
+
opts: list[tuple[str, str]] = []
|
| 532 |
+
for param in command.get_params(ctx):
|
| 533 |
+
record = param.get_help_record(ctx)
|
| 534 |
+
if record is None:
|
| 535 |
+
continue
|
| 536 |
+
if param.param_type_name == "argument":
|
| 537 |
+
args.append(record)
|
| 538 |
+
elif param.param_type_name == "option":
|
| 539 |
+
opts.append(record)
|
| 540 |
+
if args:
|
| 541 |
+
with formatter.section("Arguments"):
|
| 542 |
+
formatter.write_dl(args)
|
| 543 |
+
if opts:
|
| 544 |
+
with formatter.section("Options"):
|
| 545 |
+
formatter.write_dl(opts)
|
| 546 |
+
|
| 547 |
+
|
| 548 |
+
class HfCommand(click.Command):
|
| 549 |
+
"""Leaf command that renders arguments and options in separate help sections."""
|
| 550 |
+
|
| 551 |
+
def format_options(self, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 552 |
+
_format_params(self, ctx, formatter)
|
| 553 |
+
|
| 554 |
+
|
| 555 |
+
def build_command(
|
| 556 |
+
func: Callable[..., Any],
|
| 557 |
+
*,
|
| 558 |
+
name: str | None = None,
|
| 559 |
+
cls: type[click.Command] | None = None,
|
| 560 |
+
help: str | None = None,
|
| 561 |
+
epilog: str | None = None,
|
| 562 |
+
short_help: str | None = None,
|
| 563 |
+
options_metavar: str = "[OPTIONS]",
|
| 564 |
+
add_help_option: bool = True,
|
| 565 |
+
no_args_is_help: bool = False,
|
| 566 |
+
hidden: bool = False,
|
| 567 |
+
deprecated: bool = False,
|
| 568 |
+
context_settings: dict[str, Any] | None = None,
|
| 569 |
+
) -> click.Command:
|
| 570 |
+
"""Build a Click ``Command`` from a function with ``Annotated`` params.
|
| 571 |
+
|
| 572 |
+
Replaces ``typer.main.get_command_from_info``.
|
| 573 |
+
"""
|
| 574 |
+
params, convertors, context_param_name = _build_params(func)
|
| 575 |
+
handler = _make_handler(func, convertors, context_param_name)
|
| 576 |
+
command_help = inspect.cleandoc(help) if help else inspect.getdoc(func)
|
| 577 |
+
return (cls or HfCommand)(
|
| 578 |
+
name=name if name is not None else get_command_name(func.__name__),
|
| 579 |
+
callback=handler,
|
| 580 |
+
params=params,
|
| 581 |
+
help=command_help,
|
| 582 |
+
epilog=epilog,
|
| 583 |
+
short_help=short_help,
|
| 584 |
+
options_metavar=options_metavar,
|
| 585 |
+
add_help_option=add_help_option,
|
| 586 |
+
no_args_is_help=no_args_is_help,
|
| 587 |
+
hidden=hidden,
|
| 588 |
+
deprecated=deprecated,
|
| 589 |
+
context_settings=context_settings or {},
|
| 590 |
+
)
|
| 591 |
+
|
| 592 |
+
|
| 593 |
+
class HfGroup(click.Group):
|
| 594 |
+
"""Command group with the decorator API the CLI relies on (``command``/``callback``/``add_group``).
|
| 595 |
+
|
| 596 |
+
Subclasses (see ``HFCliTyperGroup``) layer on styling, aliases, topics and error
|
| 597 |
+
enrichment; this base only wires functions to Click via :func:`build_command`.
|
| 598 |
+
"""
|
| 599 |
+
|
| 600 |
+
#: Command class used by ``@group.command()`` unless overridden per call.
|
| 601 |
+
command_class: type[click.Command] = HfCommand
|
| 602 |
+
|
| 603 |
+
def format_options(self, ctx: click.Context, formatter: click.HelpFormatter) -> None:
|
| 604 |
+
_format_params(self, ctx, formatter)
|
| 605 |
+
self.format_commands(ctx, formatter)
|
| 606 |
+
|
| 607 |
+
def list_commands(self, ctx: click.Context) -> list[str]:
|
| 608 |
+
# Preserve declaration order rather than Click's alphabetical default.
|
| 609 |
+
return list(self.commands)
|
| 610 |
+
|
| 611 |
+
def command( # type: ignore # deliberately narrows click.Group.command (builds from annotated signatures)
|
| 612 |
+
self, name: str | None = None, *, cls: type[click.Command] | None = None, **kwargs: Any
|
| 613 |
+
) -> Callable[[Callable[..., Any]], Callable[..., Any]]:
|
| 614 |
+
def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
|
| 615 |
+
command = build_command(func, name=name, cls=cls or self.command_class, **kwargs)
|
| 616 |
+
self.add_command(command, command.name)
|
| 617 |
+
return func
|
| 618 |
+
|
| 619 |
+
return decorator
|
| 620 |
+
|
| 621 |
+
def add_group(self, group: click.Group, *, name: str, hidden: bool = False) -> None:
|
| 622 |
+
"""Register a subgroup under ``name`` (which may carry pipe aliases, e.g. ``"repos | repo"``)."""
|
| 623 |
+
group.name = name
|
| 624 |
+
group.hidden = hidden
|
| 625 |
+
self.add_command(group, name)
|
| 626 |
+
|
| 627 |
+
def group_callback(
|
| 628 |
+
self, *, invoke_without_command: bool = False
|
| 629 |
+
) -> Callable[[Callable[..., Any]], Callable[..., Any]]:
|
| 630 |
+
"""Register the function invoked for this group (named ``group_callback`` because Click
|
| 631 |
+
already uses the ``callback`` attribute for the group's own handler)."""
|
| 632 |
+
|
| 633 |
+
def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
|
| 634 |
+
params, convertors, context_param_name = _build_params(func)
|
| 635 |
+
self.callback = _make_handler(func, convertors, context_param_name)
|
| 636 |
+
self.params = [*self.params, *params]
|
| 637 |
+
self.invoke_without_command = invoke_without_command
|
| 638 |
+
if invoke_without_command:
|
| 639 |
+
# Match Typer: the subcommand is optional when the group runs without one.
|
| 640 |
+
self.subcommand_metavar = "[COMMAND] [ARGS]..."
|
| 641 |
+
if self.help is None and func.__doc__:
|
| 642 |
+
self.help = inspect.cleandoc(func.__doc__)
|
| 643 |
+
return func
|
| 644 |
+
|
| 645 |
+
return decorator
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_help_formatter.py
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Pretty ANSI help formatter for the `hf` CLI."""
|
| 15 |
+
|
| 16 |
+
from collections.abc import Iterable
|
| 17 |
+
|
| 18 |
+
import click
|
| 19 |
+
|
| 20 |
+
from huggingface_hub.utils import ANSI
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
class StyledHelpFormatter(click.HelpFormatter):
|
| 24 |
+
def write_heading(self, heading: str) -> None:
|
| 25 |
+
styled = ANSI.underline(heading + ":")
|
| 26 |
+
self.write(f"{'':>{self.current_indent}}{styled}\n")
|
| 27 |
+
|
| 28 |
+
def write_dl(self, rows: Iterable[tuple[str, str]], col_max: int = 30, col_spacing: int = 2) -> None:
|
| 29 |
+
rows = [(ANSI.bold(first), second) for first, second in rows]
|
| 30 |
+
super().write_dl(rows, col_max=col_max, col_spacing=col_spacing)
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
class StyledContext(click.Context):
|
| 34 |
+
formatter_class = StyledHelpFormatter
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_output.py
ADDED
|
@@ -0,0 +1,360 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Output framework for the `hf` CLI."""
|
| 15 |
+
|
| 16 |
+
import dataclasses
|
| 17 |
+
import datetime
|
| 18 |
+
import json
|
| 19 |
+
import re
|
| 20 |
+
import shutil
|
| 21 |
+
import sys
|
| 22 |
+
from collections.abc import Sequence
|
| 23 |
+
from enum import Enum
|
| 24 |
+
from typing import Any, cast
|
| 25 |
+
|
| 26 |
+
import click
|
| 27 |
+
|
| 28 |
+
from huggingface_hub.errors import ConfirmationError
|
| 29 |
+
from huggingface_hub.utils import ANSI, StatusLine, disable_progress_bars, is_agent, tabulate
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
class OutputFormat(str, Enum):
|
| 33 |
+
"""Output format for CLI commands with auto detection of agent/human mode."""
|
| 34 |
+
|
| 35 |
+
agent = "agent"
|
| 36 |
+
auto = "auto"
|
| 37 |
+
human = "human"
|
| 38 |
+
json = "json"
|
| 39 |
+
quiet = "quiet"
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
def _print_flush(*values: Any, **kwargs: Any) -> None:
|
| 43 |
+
"""Like `print`, but always flushed: some CLI flows block on user action right after
|
| 44 |
+
printing (e.g. the device-code login), so output must not stay buffered."""
|
| 45 |
+
print(*values, **kwargs, flush=True)
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
class Output:
|
| 49 |
+
"""Output sink for the `hf` CLI.
|
| 50 |
+
|
| 51 |
+
Mode is resolved once at init time based on `is_agent()` auto-detection
|
| 52 |
+
and can be overridden per-command via `set_mode()`.
|
| 53 |
+
"""
|
| 54 |
+
|
| 55 |
+
mode: OutputFormat
|
| 56 |
+
no_truncate: bool
|
| 57 |
+
|
| 58 |
+
def __init__(self) -> None:
|
| 59 |
+
self.no_truncate = False
|
| 60 |
+
self.set_mode()
|
| 61 |
+
|
| 62 |
+
def set_mode(self, mode: OutputFormat = OutputFormat.auto) -> None:
|
| 63 |
+
"""Override the output mode (called once at startup and again per '--format' flag)."""
|
| 64 |
+
if mode == OutputFormat.auto:
|
| 65 |
+
mode = OutputFormat.agent if is_agent() else OutputFormat.human
|
| 66 |
+
self.mode = mode
|
| 67 |
+
if mode != OutputFormat.human:
|
| 68 |
+
disable_progress_bars()
|
| 69 |
+
|
| 70 |
+
def set_no_truncate(self, no_truncate: bool) -> None:
|
| 71 |
+
"""Toggle off cell truncation for human table output."""
|
| 72 |
+
self.no_truncate = no_truncate
|
| 73 |
+
|
| 74 |
+
def is_quiet(self) -> bool:
|
| 75 |
+
return self.mode == OutputFormat.quiet
|
| 76 |
+
|
| 77 |
+
def text(self, msg: str | None = None, *, human: str | None = None, agent: str | None = None) -> None:
|
| 78 |
+
"""Print a free-form text message to stdout."""
|
| 79 |
+
if msg is not None:
|
| 80 |
+
if human is not None or agent is not None:
|
| 81 |
+
raise ValueError("Cannot mix 'msg' with 'human'/'agent'.")
|
| 82 |
+
human = msg
|
| 83 |
+
agent = _strip_ansi(msg)
|
| 84 |
+
|
| 85 |
+
match self.mode:
|
| 86 |
+
case OutputFormat.human:
|
| 87 |
+
if human is not None:
|
| 88 |
+
_print_flush(human)
|
| 89 |
+
case OutputFormat.agent:
|
| 90 |
+
if agent is not None:
|
| 91 |
+
_print_flush(agent)
|
| 92 |
+
# json/quiet: no-op
|
| 93 |
+
|
| 94 |
+
def table(
|
| 95 |
+
self,
|
| 96 |
+
items: Sequence[dict[str, Any]],
|
| 97 |
+
*,
|
| 98 |
+
headers: list[str] | None = None,
|
| 99 |
+
id_key: str | None = None,
|
| 100 |
+
alignments: dict[str, str] | None = None,
|
| 101 |
+
) -> None:
|
| 102 |
+
"""Print tabular data to stdout.
|
| 103 |
+
|
| 104 |
+
Args:
|
| 105 |
+
items: List of dicts. Headers are auto-detected from keys if not provided.
|
| 106 |
+
headers: Explicit column names. If None, derived from dict keys (all-None columns filtered).
|
| 107 |
+
id_key: Key to print in quiet mode. If None, uses the first header.
|
| 108 |
+
alignments: Optional mapping of header name to "left" or "right". Defaults to "left".
|
| 109 |
+
"""
|
| 110 |
+
if not items:
|
| 111 |
+
match self.mode:
|
| 112 |
+
case OutputFormat.agent | OutputFormat.human:
|
| 113 |
+
_print_flush("No results found.")
|
| 114 |
+
case OutputFormat.json:
|
| 115 |
+
_print_flush("[]")
|
| 116 |
+
return
|
| 117 |
+
|
| 118 |
+
if headers is None:
|
| 119 |
+
all_columns = list(items[0].keys())
|
| 120 |
+
headers = [col for col in all_columns if any(item.get(col) is not None for item in items)]
|
| 121 |
+
rows = [[item.get(h) for h in headers] for item in items]
|
| 122 |
+
|
| 123 |
+
match self.mode:
|
| 124 |
+
case OutputFormat.human: # padded table, adaptive truncation, SCREAMING_SNAKE headers
|
| 125 |
+
screaming_headers = [_to_header(h) for h in headers]
|
| 126 |
+
formatted_rows: list[list[str]] = [[_format_table_value_human(v) for v in row] for row in rows]
|
| 127 |
+
|
| 128 |
+
is_truncated = _truncate_columns(screaming_headers, formatted_rows, no_truncate=self.no_truncate)
|
| 129 |
+
|
| 130 |
+
inferred = {**_infer_alignments(headers, rows), **(alignments or {})}
|
| 131 |
+
screaming_alignments = {_to_header(k): v for k, v in inferred.items()}
|
| 132 |
+
_print_flush(
|
| 133 |
+
tabulate(
|
| 134 |
+
cast("list[list[str | int]]", formatted_rows),
|
| 135 |
+
headers=screaming_headers,
|
| 136 |
+
alignments=screaming_alignments,
|
| 137 |
+
),
|
| 138 |
+
)
|
| 139 |
+
if is_truncated:
|
| 140 |
+
self.hint("Use `--no-truncate` or `--format json` to display full values.")
|
| 141 |
+
case OutputFormat.agent: # TSV, no truncation, full timestamps
|
| 142 |
+
_print_flush("\t".join(headers))
|
| 143 |
+
for row in rows:
|
| 144 |
+
_print_flush("\t".join(_format_table_cell_agent(v) for v in row))
|
| 145 |
+
case OutputFormat.json: # compact JSON array
|
| 146 |
+
_print_flush(json.dumps(list(items), default=str))
|
| 147 |
+
case OutputFormat.quiet: # id_key column (or first column), one per line
|
| 148 |
+
quiet_key = id_key or headers[0]
|
| 149 |
+
for item in items:
|
| 150 |
+
_print_flush(item.get(quiet_key, ""))
|
| 151 |
+
|
| 152 |
+
def dict(self, data: Any, *, id_key: str | None = None) -> None:
|
| 153 |
+
"""Print structured data as JSON in all modes (indented for human, compact otherwise).
|
| 154 |
+
|
| 155 |
+
Accepts a dict or a dataclass.
|
| 156 |
+
"""
|
| 157 |
+
if dataclasses.is_dataclass(data) and not isinstance(data, type):
|
| 158 |
+
data = _dataclass_to_dict(data)
|
| 159 |
+
if self.mode == OutputFormat.quiet and id_key is not None:
|
| 160 |
+
_print_flush(data.get(id_key, ""))
|
| 161 |
+
return
|
| 162 |
+
indent = 2 if self.mode == OutputFormat.human else None
|
| 163 |
+
_print_flush(json.dumps(data, indent=indent, default=str))
|
| 164 |
+
|
| 165 |
+
def result(self, message: str, **data: Any) -> None:
|
| 166 |
+
"""Print a success summary to stdout."""
|
| 167 |
+
match self.mode:
|
| 168 |
+
case OutputFormat.human: # ✓ message + key: value lines
|
| 169 |
+
parts = [ANSI.green(f"✓ {message}")]
|
| 170 |
+
for k, v in data.items():
|
| 171 |
+
if v is not None:
|
| 172 |
+
parts.append(f" {k}: {v}")
|
| 173 |
+
_print_flush("\n".join(parts))
|
| 174 |
+
case OutputFormat.agent: # key=val pairs, space-separated
|
| 175 |
+
parts = [f"{k}={v}" for k, v in data.items() if v is not None]
|
| 176 |
+
_print_flush(" ".join(parts) if parts else message)
|
| 177 |
+
case OutputFormat.json: # json.dumps(data), message ignored
|
| 178 |
+
_print_flush(json.dumps(data, default=str) if data else "")
|
| 179 |
+
case OutputFormat.quiet: # first value only
|
| 180 |
+
values = list(data.values())
|
| 181 |
+
if values:
|
| 182 |
+
_print_flush(values[0])
|
| 183 |
+
|
| 184 |
+
def confirm(self, message: str, *, default: bool = False, yes: bool = False, confirm_param: str = "--yes") -> None:
|
| 185 |
+
"""
|
| 186 |
+
Ask for confirmation. Raises `ConfirmationError` in non-human modes.
|
| 187 |
+
"""
|
| 188 |
+
if yes:
|
| 189 |
+
return
|
| 190 |
+
if self.mode != OutputFormat.human:
|
| 191 |
+
raise ConfirmationError(f"{message} Use {confirm_param} to skip confirmation.")
|
| 192 |
+
click.confirm(message, default=default, abort=True)
|
| 193 |
+
|
| 194 |
+
def status(self, message: str | None = None) -> StatusLine:
|
| 195 |
+
"""Return a status line that emits only in human mode (no-op otherwise)."""
|
| 196 |
+
status = StatusLine(enabled=self.mode == OutputFormat.human)
|
| 197 |
+
if message is not None:
|
| 198 |
+
status.update(message)
|
| 199 |
+
return status
|
| 200 |
+
|
| 201 |
+
def warning(self, message: str) -> None:
|
| 202 |
+
"""Print a non-fatal warning to stderr (all modes)."""
|
| 203 |
+
if self.mode == OutputFormat.human:
|
| 204 |
+
_print_flush(ANSI.yellow(f"Warning: {message}"), file=sys.stderr)
|
| 205 |
+
else:
|
| 206 |
+
_print_flush(f"Warning: {message}", file=sys.stderr)
|
| 207 |
+
|
| 208 |
+
def error(self, message: str) -> None:
|
| 209 |
+
"""Print an error to stderr (all modes)."""
|
| 210 |
+
if self.mode == OutputFormat.human:
|
| 211 |
+
_print_flush(ANSI.red(f"Error: {message}"), file=sys.stderr)
|
| 212 |
+
else:
|
| 213 |
+
_print_flush(f"Error: {message}", file=sys.stderr)
|
| 214 |
+
|
| 215 |
+
def log(self, message: str) -> None:
|
| 216 |
+
"""Print a text message to stderr (human: gray, json/agent: plain text).
|
| 217 |
+
|
| 218 |
+
Suppressed in quiet mode. Kept in json mode (like agent) since agents
|
| 219 |
+
commonly run with ``--format json`` and the message goes to stderr so
|
| 220 |
+
it never pollutes the parsed stdout.
|
| 221 |
+
"""
|
| 222 |
+
if self.mode == OutputFormat.quiet:
|
| 223 |
+
return
|
| 224 |
+
if self.mode == OutputFormat.human:
|
| 225 |
+
_print_flush(ANSI.gray(message), file=sys.stderr)
|
| 226 |
+
else:
|
| 227 |
+
_print_flush(message, file=sys.stderr)
|
| 228 |
+
|
| 229 |
+
def hint(self, message: str) -> None:
|
| 230 |
+
"""Print a helpful hint to stderr (human: gray, json/agent: plain text).
|
| 231 |
+
|
| 232 |
+
Suppressed in quiet mode. Kept in json mode (like agent) since agents
|
| 233 |
+
commonly run with ``--format json`` and the next-command hints are useful
|
| 234 |
+
there; hints go to stderr so they never pollute the parsed stdout.
|
| 235 |
+
"""
|
| 236 |
+
self.log(f"Hint: {message}")
|
| 237 |
+
|
| 238 |
+
|
| 239 |
+
# HELPERS
|
| 240 |
+
|
| 241 |
+
|
| 242 |
+
def _serialize_value(v: object) -> object:
|
| 243 |
+
"""Recursively serialize a value to be JSON-compatible."""
|
| 244 |
+
if isinstance(v, datetime.datetime):
|
| 245 |
+
return v.isoformat()
|
| 246 |
+
elif isinstance(v, dict):
|
| 247 |
+
return {key: _serialize_value(val) for key, val in v.items() if val is not None}
|
| 248 |
+
elif isinstance(v, list):
|
| 249 |
+
return [_serialize_value(item) for item in v]
|
| 250 |
+
return v
|
| 251 |
+
|
| 252 |
+
|
| 253 |
+
def _dataclass_to_dict(info: Any) -> dict[str, Any]:
|
| 254 |
+
"""Convert a dataclass to a json-serializable dict."""
|
| 255 |
+
return {k: _serialize_value(v) for k, v in dataclasses.asdict(info).items() if v is not None}
|
| 256 |
+
|
| 257 |
+
|
| 258 |
+
_ANSI_RE = re.compile(r"\033\[[0-9;]*m")
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
def _strip_ansi(text: str) -> str:
|
| 262 |
+
return _ANSI_RE.sub("", text)
|
| 263 |
+
|
| 264 |
+
|
| 265 |
+
def _single_line(text: str) -> str:
|
| 266 |
+
return " ".join(text.split())
|
| 267 |
+
|
| 268 |
+
|
| 269 |
+
def _to_header(name: str) -> str:
|
| 270 |
+
"""Convert a camelCase or PascalCase string to SCREAMING_SNAKE_CASE."""
|
| 271 |
+
s = re.sub(r"([a-z])([A-Z])", r"\1_\2", name)
|
| 272 |
+
return s.upper()
|
| 273 |
+
|
| 274 |
+
|
| 275 |
+
def _infer_alignments(headers: list[str], rows: list[list[Any]]) -> dict[str, str]:
|
| 276 |
+
"""Return ``{"col": "right"}`` for columns where every non-None value is numeric."""
|
| 277 |
+
result: dict[str, str] = {}
|
| 278 |
+
for c, h in enumerate(headers):
|
| 279 |
+
if all(row[c] is None or (isinstance(row[c], (int, float)) and not isinstance(row[c], bool)) for row in rows):
|
| 280 |
+
result[h] = "right"
|
| 281 |
+
return result
|
| 282 |
+
|
| 283 |
+
|
| 284 |
+
def _format_table_value_human(value: Any) -> str:
|
| 285 |
+
"""Convert a value to string for terminal display."""
|
| 286 |
+
if value is None:
|
| 287 |
+
return ""
|
| 288 |
+
if isinstance(value, bool):
|
| 289 |
+
return "✔" if value else ""
|
| 290 |
+
if isinstance(value, datetime.datetime):
|
| 291 |
+
return value.strftime("%Y-%m-%d")
|
| 292 |
+
if isinstance(value, str) and re.match(r"^\d{4}-\d{2}-\d{2}T", value):
|
| 293 |
+
return value[:10]
|
| 294 |
+
if isinstance(value, str):
|
| 295 |
+
return _single_line(value)
|
| 296 |
+
if isinstance(value, list):
|
| 297 |
+
return ", ".join(_format_table_value_human(v) for v in value)
|
| 298 |
+
elif isinstance(value, dict):
|
| 299 |
+
if "name" in value: # Likely to be a user or org => print name
|
| 300 |
+
return _single_line(str(value["name"]))
|
| 301 |
+
return _single_line(json.dumps(value))
|
| 302 |
+
return _single_line(str(value))
|
| 303 |
+
|
| 304 |
+
|
| 305 |
+
def _truncate_columns(
|
| 306 |
+
headers: list[str],
|
| 307 |
+
rows: list[list[str]],
|
| 308 |
+
*,
|
| 309 |
+
no_truncate: bool,
|
| 310 |
+
) -> bool:
|
| 311 |
+
"""Truncate cells in-place to fit the current terminal width.
|
| 312 |
+
|
| 313 |
+
Returns `True` if any cell was truncated, so the caller can emit a hint.
|
| 314 |
+
`shutil.get_terminal_size` is cross-platform: it honors `$COLUMNS`, then
|
| 315 |
+
queries the OS-native API, then falls back to `(80, 24)`.
|
| 316 |
+
"""
|
| 317 |
+
if no_truncate or not rows:
|
| 318 |
+
return False
|
| 319 |
+
|
| 320 |
+
n = len(headers)
|
| 321 |
+
# Per-column natural width: longest of header label and cell values.
|
| 322 |
+
natural = [max(len(headers[c]), *(len(rows[r][c]) for r in range(len(rows)))) for c in range(n)]
|
| 323 |
+
|
| 324 |
+
# `max(0, n - 1)` accounts for the single-space separator between columns.
|
| 325 |
+
budget = shutil.get_terminal_size().columns - max(0, n - 1)
|
| 326 |
+
if sum(natural) <= budget:
|
| 327 |
+
return False
|
| 328 |
+
|
| 329 |
+
# Shrink the widest column 1 char at a time. Floors keep the header label
|
| 330 |
+
# visible; the `4` is the smallest cap that still shows "x..." (one content
|
| 331 |
+
# char plus the "..." marker).
|
| 332 |
+
caps = natural.copy()
|
| 333 |
+
min_widths = [max(len(h), 4) for h in headers]
|
| 334 |
+
while sum(caps) > budget:
|
| 335 |
+
widest = max(
|
| 336 |
+
(i for i, w in enumerate(caps) if w > min_widths[i]),
|
| 337 |
+
key=lambda i: caps[i],
|
| 338 |
+
default=-1,
|
| 339 |
+
)
|
| 340 |
+
if widest < 0:
|
| 341 |
+
break # everything at floor — table wraps slightly
|
| 342 |
+
caps[widest] -= 1
|
| 343 |
+
|
| 344 |
+
truncated = False
|
| 345 |
+
for row in rows:
|
| 346 |
+
for c, cell in enumerate(row):
|
| 347 |
+
if len(cell) > caps[c]:
|
| 348 |
+
truncated = True
|
| 349 |
+
row[c] = cell[: caps[c] - 3] + "..."
|
| 350 |
+
return truncated
|
| 351 |
+
|
| 352 |
+
|
| 353 |
+
def _format_table_cell_agent(value: Any) -> str:
|
| 354 |
+
"""Format a cell value for agent TSV output (ISO timestamps, tabs escaped)."""
|
| 355 |
+
if isinstance(value, datetime.datetime):
|
| 356 |
+
return value.isoformat()
|
| 357 |
+
return _single_line(str(value))
|
| 358 |
+
|
| 359 |
+
|
| 360 |
+
out = Output()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/_skills.py
ADDED
|
@@ -0,0 +1,311 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
| 1 |
+
"""Internal helpers for Hugging Face marketplace skill installation and upgrades."""
|
| 2 |
+
|
| 3 |
+
import json
|
| 4 |
+
import re
|
| 5 |
+
import shutil
|
| 6 |
+
import tempfile
|
| 7 |
+
from collections.abc import Callable
|
| 8 |
+
from dataclasses import dataclass, replace
|
| 9 |
+
from pathlib import Path, PurePosixPath
|
| 10 |
+
from typing import Any, Literal
|
| 11 |
+
|
| 12 |
+
from huggingface_hub._buckets import BucketFile
|
| 13 |
+
from huggingface_hub.errors import CLIError
|
| 14 |
+
|
| 15 |
+
from ..utils import disable_progress_bars
|
| 16 |
+
from ._cli_utils import get_hf_api
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
DEFAULT_SKILL_ID = "hf-cli"
|
| 20 |
+
DEFAULT_SKILLS_BUCKET_ID = "huggingface/skills"
|
| 21 |
+
MARKETPLACE_PATH = "marketplace.json"
|
| 22 |
+
# Empty marker file dropped into managed skill installs so `hf skills update` knows
|
| 23 |
+
# to touch them and leave user-placed skill dirs alone. Filename is historical (used
|
| 24 |
+
# to be a JSON manifest with a revision); we keep it for backward compat with installs
|
| 25 |
+
# made by previous versions.
|
| 26 |
+
MANAGED_MARKER_FILENAME = ".hf-skill-manifest.json"
|
| 27 |
+
|
| 28 |
+
SkillUpdateStatus = Literal["up_to_date", "unmanaged", "source_unreachable"]
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
@dataclass(frozen=True)
|
| 32 |
+
class MarketplaceSkill:
|
| 33 |
+
name: str
|
| 34 |
+
repo_path: str
|
| 35 |
+
description: str | None = None
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
@dataclass(frozen=True)
|
| 39 |
+
class SkillUpdateInfo:
|
| 40 |
+
name: str
|
| 41 |
+
skill_dir: Path
|
| 42 |
+
status: SkillUpdateStatus
|
| 43 |
+
detail: str | None = None
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
def add_skill(skill_name: str, destination_root: Path, force: bool = False) -> Path:
|
| 47 |
+
"""Resolve a marketplace skill by name and install it."""
|
| 48 |
+
api = get_hf_api()
|
| 49 |
+
with disable_progress_bars():
|
| 50 |
+
marketplace_skills = _load_marketplace_skills(api)
|
| 51 |
+
skill = _select_marketplace_skill(marketplace_skills, skill_name)
|
| 52 |
+
if skill is None:
|
| 53 |
+
raise CLIError(
|
| 54 |
+
f"Skill '{skill_name}' not found in {DEFAULT_SKILLS_BUCKET_ID}. "
|
| 55 |
+
"Try `hf skills add` to install `hf-cli` or use a known skill name."
|
| 56 |
+
)
|
| 57 |
+
return _install_marketplace_skill(api, skill, destination_root, force=force)
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
def install_generated_skill(content: str, destination_root: Path, force: bool = False) -> Path:
|
| 61 |
+
"""Install the `hf-cli` skill from locally generated SKILL.md content (no bucket download)."""
|
| 62 |
+
|
| 63 |
+
def populate(install_dir: Path) -> None:
|
| 64 |
+
install_dir.mkdir(parents=True, exist_ok=True)
|
| 65 |
+
(install_dir / "SKILL.md").write_text(content, encoding="utf-8")
|
| 66 |
+
(install_dir / MANAGED_MARKER_FILENAME).touch()
|
| 67 |
+
|
| 68 |
+
return _install_skill(DEFAULT_SKILL_ID, destination_root, populate=populate, force=force)
|
| 69 |
+
|
| 70 |
+
|
| 71 |
+
def update_skills(roots: list[Path], selector: str | None = None, *, hf_cli_content: str) -> list[SkillUpdateInfo]:
|
| 72 |
+
"""Re-sync managed skill installs (`hf-cli` is rewritten from `hf_cli_content`, the rest from the bucket)."""
|
| 73 |
+
skill_dirs = _iter_unique_skill_dirs(roots)
|
| 74 |
+
if selector is not None:
|
| 75 |
+
selector_lower = selector.strip().lower()
|
| 76 |
+
skill_dirs = [d for d in skill_dirs if d.name.lower() == selector_lower]
|
| 77 |
+
if not skill_dirs:
|
| 78 |
+
raise CLIError(f"No installed skill matches '{selector}'. Install it with `hf skills add {selector}`.")
|
| 79 |
+
|
| 80 |
+
# `hf-cli` is regenerated locally, so only hit the marketplace when another managed skill needs it.
|
| 81 |
+
needs_marketplace = any(d.name != DEFAULT_SKILL_ID and (d / MANAGED_MARKER_FILENAME).exists() for d in skill_dirs)
|
| 82 |
+
api = None
|
| 83 |
+
marketplace_skills: dict[str, MarketplaceSkill] = {}
|
| 84 |
+
if needs_marketplace:
|
| 85 |
+
api = get_hf_api()
|
| 86 |
+
with disable_progress_bars():
|
| 87 |
+
marketplace_skills = {skill.name.lower(): skill for skill in _load_marketplace_skills(api)}
|
| 88 |
+
|
| 89 |
+
return [_apply_single_update(api, skill_dir, marketplace_skills, hf_cli_content) for skill_dir in skill_dirs]
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def _load_marketplace_skills(api) -> list[MarketplaceSkill]:
|
| 93 |
+
payload = _load_marketplace_payload(api)
|
| 94 |
+
plugins = payload.get("plugins")
|
| 95 |
+
if not isinstance(plugins, list):
|
| 96 |
+
raise CLIError("Invalid marketplace payload: expected a top-level 'plugins' list.")
|
| 97 |
+
|
| 98 |
+
skills: list[MarketplaceSkill] = []
|
| 99 |
+
for plugin in plugins:
|
| 100 |
+
if not isinstance(plugin, dict):
|
| 101 |
+
continue
|
| 102 |
+
name = plugin.get("name")
|
| 103 |
+
source = plugin.get("source")
|
| 104 |
+
if not isinstance(name, str) or not isinstance(source, str):
|
| 105 |
+
continue
|
| 106 |
+
description = plugin.get("description")
|
| 107 |
+
skills.append(
|
| 108 |
+
MarketplaceSkill(
|
| 109 |
+
name=name,
|
| 110 |
+
repo_path=_normalize_repo_path(source),
|
| 111 |
+
description=description if isinstance(description, str) else None,
|
| 112 |
+
)
|
| 113 |
+
)
|
| 114 |
+
return skills
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
def _install_marketplace_skill(api, skill: MarketplaceSkill, destination_root: Path, force: bool = False) -> Path:
|
| 118 |
+
"""Install a marketplace skill into a local skills directory."""
|
| 119 |
+
|
| 120 |
+
def populate(install_dir: Path) -> None:
|
| 121 |
+
install_dir.mkdir(parents=True, exist_ok=True)
|
| 122 |
+
bucket_files = _list_skill_files(api, skill)
|
| 123 |
+
_download_skill_files(api, skill, bucket_files, install_dir)
|
| 124 |
+
_validate_installed_skill_dir(install_dir)
|
| 125 |
+
(install_dir / MANAGED_MARKER_FILENAME).touch()
|
| 126 |
+
|
| 127 |
+
return _install_skill(skill.name, destination_root, populate=populate, force=force)
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
_VALID_SKILL_NAME = re.compile(r"[A-Za-z0-9][A-Za-z0-9._-]*")
|
| 131 |
+
|
| 132 |
+
|
| 133 |
+
def _install_skill(
|
| 134 |
+
name: str,
|
| 135 |
+
destination_root: Path,
|
| 136 |
+
populate: Callable[[Path], None],
|
| 137 |
+
force: bool = False,
|
| 138 |
+
) -> Path:
|
| 139 |
+
"""Install a skill into ``destination_root`` by calling ``populate(install_dir)`` to fill it.
|
| 140 |
+
|
| 141 |
+
Used by both the marketplace install (populate = download from bucket) and the
|
| 142 |
+
locally-generated install (populate = write content). When the install already
|
| 143 |
+
exists and ``force`` is set, the new content is staged in a sibling tempdir and
|
| 144 |
+
atomically swapped in, so the existing install stays intact if ``populate``
|
| 145 |
+
fails halfway through.
|
| 146 |
+
"""
|
| 147 |
+
# `name` may come from the remote marketplace payload and the install dir is removed on
|
| 148 |
+
# reinstall: validate it as defense-in-depth against path traversal.
|
| 149 |
+
if not _VALID_SKILL_NAME.fullmatch(name):
|
| 150 |
+
raise CLIError(f"Invalid skill name '{name}'.")
|
| 151 |
+
destination_root = destination_root.expanduser().resolve()
|
| 152 |
+
destination_root.mkdir(parents=True, exist_ok=True)
|
| 153 |
+
install_dir = destination_root / name
|
| 154 |
+
already_exists = install_dir.exists()
|
| 155 |
+
|
| 156 |
+
if already_exists and not force:
|
| 157 |
+
raise FileExistsError(f"Skill already exists: {install_dir}")
|
| 158 |
+
|
| 159 |
+
if already_exists:
|
| 160 |
+
with tempfile.TemporaryDirectory(dir=destination_root, prefix=f".{install_dir.name}.install-") as tmp_dir_str:
|
| 161 |
+
staged_dir = Path(tmp_dir_str) / install_dir.name
|
| 162 |
+
populate(staged_dir)
|
| 163 |
+
_atomic_replace_directory(existing_dir=install_dir, staged_dir=staged_dir)
|
| 164 |
+
return install_dir
|
| 165 |
+
|
| 166 |
+
try:
|
| 167 |
+
populate(install_dir)
|
| 168 |
+
except Exception:
|
| 169 |
+
if install_dir.exists():
|
| 170 |
+
shutil.rmtree(install_dir)
|
| 171 |
+
raise
|
| 172 |
+
return install_dir
|
| 173 |
+
|
| 174 |
+
|
| 175 |
+
def _load_marketplace_payload(api) -> dict[str, Any]:
|
| 176 |
+
with tempfile.TemporaryDirectory() as tmp_dir:
|
| 177 |
+
local_path = Path(tmp_dir) / "marketplace.json"
|
| 178 |
+
api.download_bucket_files(
|
| 179 |
+
DEFAULT_SKILLS_BUCKET_ID,
|
| 180 |
+
[(MARKETPLACE_PATH, local_path)],
|
| 181 |
+
raise_on_missing_files=True,
|
| 182 |
+
)
|
| 183 |
+
parsed = json.loads(local_path.read_text(encoding="utf-8"))
|
| 184 |
+
|
| 185 |
+
if not isinstance(parsed, dict):
|
| 186 |
+
raise CLIError("Invalid marketplace payload: expected a JSON object.")
|
| 187 |
+
return parsed
|
| 188 |
+
|
| 189 |
+
|
| 190 |
+
def _select_marketplace_skill(skills: list[MarketplaceSkill], selector: str) -> MarketplaceSkill | None:
|
| 191 |
+
selector_lower = selector.strip().lower()
|
| 192 |
+
for skill in skills:
|
| 193 |
+
if skill.name.lower() == selector_lower:
|
| 194 |
+
return skill
|
| 195 |
+
return None
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
def _normalize_repo_path(path: str) -> str:
|
| 199 |
+
normalized = path.strip()
|
| 200 |
+
while normalized.startswith("./"):
|
| 201 |
+
normalized = normalized[2:]
|
| 202 |
+
normalized = normalized.strip("/")
|
| 203 |
+
if not normalized:
|
| 204 |
+
raise CLIError("Invalid marketplace entry: empty source path.")
|
| 205 |
+
return normalized
|
| 206 |
+
|
| 207 |
+
|
| 208 |
+
def _validate_installed_skill_dir(skill_dir: Path) -> None:
|
| 209 |
+
skill_file = skill_dir / "SKILL.md"
|
| 210 |
+
if not skill_file.is_file():
|
| 211 |
+
raise RuntimeError(f"Installed skill is missing SKILL.md: {skill_file}")
|
| 212 |
+
|
| 213 |
+
|
| 214 |
+
def _list_skill_files(api, skill: MarketplaceSkill) -> list[BucketFile]:
|
| 215 |
+
"""List all files under `skill.repo_path` in the marketplace bucket."""
|
| 216 |
+
prefix = skill.repo_path.rstrip("/")
|
| 217 |
+
files: list[BucketFile] = [
|
| 218 |
+
item
|
| 219 |
+
for item in api.list_bucket_tree(DEFAULT_SKILLS_BUCKET_ID, prefix=prefix, recursive=True)
|
| 220 |
+
if isinstance(item, BucketFile)
|
| 221 |
+
]
|
| 222 |
+
if not files:
|
| 223 |
+
raise FileNotFoundError(f"Path '{prefix}' not found in bucket '{DEFAULT_SKILLS_BUCKET_ID}'.")
|
| 224 |
+
return files
|
| 225 |
+
|
| 226 |
+
|
| 227 |
+
def _download_skill_files(api, skill: MarketplaceSkill, files: list[BucketFile], install_dir: Path) -> None:
|
| 228 |
+
"""Download bucket files into `install_dir`."""
|
| 229 |
+
prefix = skill.repo_path.rstrip("/")
|
| 230 |
+
prefix_with_slash = f"{prefix}/"
|
| 231 |
+
|
| 232 |
+
# `list_bucket_tree(prefix=...)` matches as a raw string prefix, so e.g. asking for
|
| 233 |
+
# "skills/gradio" can also return "skills/gradio-tools/...". Filter on the trailing
|
| 234 |
+
# slash to keep only files actually inside the directory, then strip it so files land
|
| 235 |
+
# directly under `install_dir` preserving any nested structure.
|
| 236 |
+
download_specs: list[tuple[str | BucketFile, str | Path]] = []
|
| 237 |
+
for bucket_file in files:
|
| 238 |
+
if not bucket_file.path.startswith(prefix_with_slash):
|
| 239 |
+
continue
|
| 240 |
+
relative = bucket_file.path[len(prefix_with_slash) :]
|
| 241 |
+
local_file = install_dir.joinpath(*PurePosixPath(relative).parts)
|
| 242 |
+
local_file.parent.mkdir(parents=True, exist_ok=True)
|
| 243 |
+
download_specs.append((bucket_file, local_file))
|
| 244 |
+
|
| 245 |
+
if not download_specs:
|
| 246 |
+
raise FileNotFoundError(f"No files found under '{prefix}' in bucket '{DEFAULT_SKILLS_BUCKET_ID}'.")
|
| 247 |
+
|
| 248 |
+
api.download_bucket_files(DEFAULT_SKILLS_BUCKET_ID, download_specs)
|
| 249 |
+
|
| 250 |
+
|
| 251 |
+
def _atomic_replace_directory(existing_dir: Path, staged_dir: Path) -> None:
|
| 252 |
+
backup_dir = staged_dir.parent / f"{existing_dir.name}.backup"
|
| 253 |
+
try:
|
| 254 |
+
existing_dir.rename(backup_dir)
|
| 255 |
+
staged_dir.rename(existing_dir)
|
| 256 |
+
shutil.rmtree(backup_dir)
|
| 257 |
+
except Exception:
|
| 258 |
+
if backup_dir.exists() and not existing_dir.exists():
|
| 259 |
+
backup_dir.rename(existing_dir)
|
| 260 |
+
raise
|
| 261 |
+
|
| 262 |
+
|
| 263 |
+
def _iter_unique_skill_dirs(roots: list[Path]) -> list[Path]:
|
| 264 |
+
seen: set[Path] = set()
|
| 265 |
+
discovered: list[Path] = []
|
| 266 |
+
for root in roots:
|
| 267 |
+
root = root.expanduser().resolve()
|
| 268 |
+
if not root.is_dir():
|
| 269 |
+
continue
|
| 270 |
+
for child in sorted(root.iterdir()):
|
| 271 |
+
if child.name.startswith("."):
|
| 272 |
+
continue
|
| 273 |
+
if not child.is_dir() and not child.is_symlink():
|
| 274 |
+
continue
|
| 275 |
+
resolved = child.resolve()
|
| 276 |
+
if resolved in seen or not resolved.is_dir():
|
| 277 |
+
continue
|
| 278 |
+
seen.add(resolved)
|
| 279 |
+
discovered.append(resolved)
|
| 280 |
+
return discovered
|
| 281 |
+
|
| 282 |
+
|
| 283 |
+
def _apply_single_update(
|
| 284 |
+
api, skill_dir: Path, marketplace_skills: dict[str, MarketplaceSkill], hf_cli_content: str
|
| 285 |
+
) -> SkillUpdateInfo:
|
| 286 |
+
base = SkillUpdateInfo(name=skill_dir.name, skill_dir=skill_dir, status="unmanaged")
|
| 287 |
+
|
| 288 |
+
if not (skill_dir / MANAGED_MARKER_FILENAME).exists():
|
| 289 |
+
return base
|
| 290 |
+
|
| 291 |
+
if skill_dir.name == DEFAULT_SKILL_ID:
|
| 292 |
+
try:
|
| 293 |
+
install_generated_skill(hf_cli_content, skill_dir.parent, force=True)
|
| 294 |
+
except Exception as exc:
|
| 295 |
+
return replace(base, status="source_unreachable", detail=str(exc))
|
| 296 |
+
return replace(base, status="up_to_date")
|
| 297 |
+
|
| 298 |
+
skill = marketplace_skills.get(skill_dir.name.lower())
|
| 299 |
+
if skill is None:
|
| 300 |
+
return replace(
|
| 301 |
+
base,
|
| 302 |
+
status="source_unreachable",
|
| 303 |
+
detail=f"Skill '{skill_dir.name}' is no longer available in {DEFAULT_SKILLS_BUCKET_ID}.",
|
| 304 |
+
)
|
| 305 |
+
|
| 306 |
+
try:
|
| 307 |
+
_install_marketplace_skill(api, skill, skill_dir.parent, force=True)
|
| 308 |
+
except Exception as exc:
|
| 309 |
+
return replace(base, status="source_unreachable", detail=str(exc))
|
| 310 |
+
|
| 311 |
+
return replace(base, status="up_to_date")
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/auth.py
ADDED
|
@@ -0,0 +1,174 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
| 1 |
+
# Copyright 2020 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to authenticate to the Hugging Face Hub and interact with your repositories."""
|
| 15 |
+
|
| 16 |
+
from typing import Annotated
|
| 17 |
+
|
| 18 |
+
import click
|
| 19 |
+
|
| 20 |
+
from huggingface_hub.constants import ENDPOINT
|
| 21 |
+
from huggingface_hub.hf_api import whoami
|
| 22 |
+
|
| 23 |
+
from .._login import _save_oauth_token, auth_list, auth_switch, login, logout
|
| 24 |
+
from ..errors import CLIError
|
| 25 |
+
from ..utils import get_stored_tokens, get_token, logging, select_choice
|
| 26 |
+
from ..utils._oauth_device import poll_device_token, request_device_code
|
| 27 |
+
from ._cli_utils import TokenOpt, typer_factory
|
| 28 |
+
from ._framework import Option
|
| 29 |
+
from ._output import OutputFormat, out
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
logger = logging.get_logger(__name__)
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
auth_cli = typer_factory(help="Manage authentication (login, logout, etc.).")
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
@auth_cli.command(
|
| 39 |
+
"login",
|
| 40 |
+
examples=[
|
| 41 |
+
"hf auth login",
|
| 42 |
+
"hf auth login --token $HF_TOKEN",
|
| 43 |
+
"hf auth login --token $HF_TOKEN --add-to-git-credential",
|
| 44 |
+
"hf auth login --force",
|
| 45 |
+
],
|
| 46 |
+
)
|
| 47 |
+
def auth_login(
|
| 48 |
+
token: TokenOpt = None,
|
| 49 |
+
add_to_git_credential: Annotated[
|
| 50 |
+
bool,
|
| 51 |
+
Option(
|
| 52 |
+
help="Save to git credential helper. Useful only if you plan to run git commands directly.",
|
| 53 |
+
),
|
| 54 |
+
] = False,
|
| 55 |
+
force: Annotated[
|
| 56 |
+
bool,
|
| 57 |
+
Option(
|
| 58 |
+
help="Force re-login even if already logged in.",
|
| 59 |
+
),
|
| 60 |
+
] = False,
|
| 61 |
+
) -> None:
|
| 62 |
+
"""Login from your browser, or using a token from huggingface.co/settings/tokens."""
|
| 63 |
+
if token is not None or out.mode == OutputFormat.human:
|
| 64 |
+
# `--token` bypasses any prompt; in human mode the gh-style menu lives in `login()`.
|
| 65 |
+
login(token=token, add_to_git_credential=add_to_git_credential, skip_if_logged_in=not force)
|
| 66 |
+
return
|
| 67 |
+
|
| 68 |
+
# Logging in is an interactive flow: besides human mode, only agent mode is supported.
|
| 69 |
+
if out.mode != OutputFormat.agent:
|
| 70 |
+
raise CLIError(
|
| 71 |
+
"`hf auth login` is interactive and does not support --format json/quiet. "
|
| 72 |
+
"Pass --token for a non-interactive login."
|
| 73 |
+
)
|
| 74 |
+
|
| 75 |
+
# agent mode: never prompt; print instructions the agent can relay to its user.
|
| 76 |
+
if not force and get_token() is not None:
|
| 77 |
+
out.text(agent="Already logged in. Use `hf auth login --force` to re-login.")
|
| 78 |
+
return
|
| 79 |
+
device_info = request_device_code()
|
| 80 |
+
out.text(
|
| 81 |
+
agent=(
|
| 82 |
+
f"Ask the user to open {device_info['verification_uri_complete']} in a browser and enter the code "
|
| 83 |
+
f"{device_info['user_code']}. The code expires in {device_info['expires_in']} seconds. "
|
| 84 |
+
"Waiting for authorization..."
|
| 85 |
+
)
|
| 86 |
+
)
|
| 87 |
+
response = poll_device_token(device_info)
|
| 88 |
+
token_name, username = _save_oauth_token(response)
|
| 89 |
+
out.text(agent=f"Login successful: logged in as {username} (token saved as '{token_name}').")
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
@auth_cli.command(
|
| 93 |
+
"logout",
|
| 94 |
+
examples=["hf auth logout", "hf auth logout --token-name my-token"],
|
| 95 |
+
)
|
| 96 |
+
def auth_logout(
|
| 97 |
+
token_name: Annotated[
|
| 98 |
+
str | None,
|
| 99 |
+
Option(help="Name of token to logout"),
|
| 100 |
+
] = None,
|
| 101 |
+
) -> None:
|
| 102 |
+
"""Logout from a specific token."""
|
| 103 |
+
logout(token_name=token_name)
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
def _select_token_name() -> str | None:
|
| 107 |
+
token_names = list(get_stored_tokens().keys())
|
| 108 |
+
|
| 109 |
+
if not token_names:
|
| 110 |
+
logger.error("No stored tokens found. Please login first.")
|
| 111 |
+
return None
|
| 112 |
+
|
| 113 |
+
if out.mode != OutputFormat.human:
|
| 114 |
+
raise CLIError("Use --token-name to select a token in non-interactive mode.")
|
| 115 |
+
return token_names[select_choice("Select a token to switch to:", token_names)]
|
| 116 |
+
|
| 117 |
+
|
| 118 |
+
@auth_cli.command(
|
| 119 |
+
"switch",
|
| 120 |
+
examples=["hf auth switch", "hf auth switch --token-name my-token"],
|
| 121 |
+
)
|
| 122 |
+
def auth_switch_cmd(
|
| 123 |
+
token_name: Annotated[
|
| 124 |
+
str | None,
|
| 125 |
+
Option(
|
| 126 |
+
help="Name of the token to switch to",
|
| 127 |
+
),
|
| 128 |
+
] = None,
|
| 129 |
+
add_to_git_credential: Annotated[
|
| 130 |
+
bool,
|
| 131 |
+
Option(
|
| 132 |
+
help="Save to git credential helper. Useful only if you plan to run git commands directly.",
|
| 133 |
+
),
|
| 134 |
+
] = False,
|
| 135 |
+
) -> None:
|
| 136 |
+
"""Switch between access tokens."""
|
| 137 |
+
if token_name is None:
|
| 138 |
+
token_name = _select_token_name()
|
| 139 |
+
if token_name is None:
|
| 140 |
+
print("No token name provided. Aborting.")
|
| 141 |
+
raise click.exceptions.Exit()
|
| 142 |
+
auth_switch(token_name, add_to_git_credential=add_to_git_credential)
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
@auth_cli.command("list | ls", examples=["hf auth list"])
|
| 146 |
+
def auth_list_cmd() -> None:
|
| 147 |
+
"""List all stored access tokens."""
|
| 148 |
+
auth_list()
|
| 149 |
+
|
| 150 |
+
|
| 151 |
+
@auth_cli.command("token", examples=["hf auth token", "hf auth token | xargs curl -H 'Authorization: Bearer {}'"])
|
| 152 |
+
def auth_token() -> None:
|
| 153 |
+
"""Print the current access token to stdout."""
|
| 154 |
+
token = get_token()
|
| 155 |
+
if token is None:
|
| 156 |
+
out.error("Not logged in. Run `hf auth login` first.")
|
| 157 |
+
raise click.exceptions.Exit(code=1)
|
| 158 |
+
print(token)
|
| 159 |
+
out.hint("Run `hf auth whoami` to see which account this token belongs to.")
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
@auth_cli.command("whoami", examples=["hf auth whoami", "hf auth whoami --format json"])
|
| 163 |
+
def auth_whoami() -> None:
|
| 164 |
+
"""Find out which huggingface.co account you are logged in as."""
|
| 165 |
+
|
| 166 |
+
token = get_token()
|
| 167 |
+
if token is None:
|
| 168 |
+
out.error("Not logged in")
|
| 169 |
+
raise click.exceptions.Exit(code=1)
|
| 170 |
+
|
| 171 |
+
info = whoami(token)
|
| 172 |
+
orgs = ",".join(org["name"] for org in info["orgs"]) or None
|
| 173 |
+
endpoint = ENDPOINT if ENDPOINT != "https://huggingface.co" else None
|
| 174 |
+
out.result("Logged in", user=info["name"], orgs=orgs, endpoint=endpoint)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/buckets.py
ADDED
|
@@ -0,0 +1,679 @@
|
|
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|
| 1 |
+
# Copyright 2025-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to interact with buckets via the CLI."""
|
| 15 |
+
|
| 16 |
+
from typing import Annotated
|
| 17 |
+
|
| 18 |
+
import click
|
| 19 |
+
|
| 20 |
+
from huggingface_hub import logging
|
| 21 |
+
from huggingface_hub._buckets import (
|
| 22 |
+
BUCKET_PREFIX,
|
| 23 |
+
BucketFile,
|
| 24 |
+
FilterMatcher,
|
| 25 |
+
_parse_bucket_uri,
|
| 26 |
+
)
|
| 27 |
+
|
| 28 |
+
from ..hf_api import REPO_REGIONS
|
| 29 |
+
from ._cli_utils import (
|
| 30 |
+
SearchOpt,
|
| 31 |
+
TokenOpt,
|
| 32 |
+
get_hf_api,
|
| 33 |
+
typer_factory,
|
| 34 |
+
)
|
| 35 |
+
from ._cp import make_cp
|
| 36 |
+
from ._file_listing import format_size, print_file_listing
|
| 37 |
+
from ._framework import Argument, Option
|
| 38 |
+
from ._output import OutputFormat, out
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
logger = logging.get_logger(__name__)
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
buckets_cli = typer_factory(help="Commands to interact with buckets.")
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
@buckets_cli.command(
|
| 48 |
+
name="create",
|
| 49 |
+
examples=[
|
| 50 |
+
"hf buckets create my-bucket",
|
| 51 |
+
"hf buckets create user/my-bucket",
|
| 52 |
+
"hf buckets create hf://buckets/user/my-bucket",
|
| 53 |
+
"hf buckets create user/my-bucket --private",
|
| 54 |
+
"hf buckets create user/my-bucket --exist-ok",
|
| 55 |
+
"hf buckets create user/my-bucket --region us",
|
| 56 |
+
],
|
| 57 |
+
)
|
| 58 |
+
def create(
|
| 59 |
+
bucket_id: Annotated[
|
| 60 |
+
str,
|
| 61 |
+
Argument(
|
| 62 |
+
help="Bucket ID: bucket_name, namespace/bucket_name, or hf://buckets/namespace/bucket_name",
|
| 63 |
+
),
|
| 64 |
+
],
|
| 65 |
+
private: Annotated[
|
| 66 |
+
bool,
|
| 67 |
+
Option(
|
| 68 |
+
"--private",
|
| 69 |
+
help="Create a private bucket.",
|
| 70 |
+
),
|
| 71 |
+
] = False,
|
| 72 |
+
region: Annotated[
|
| 73 |
+
REPO_REGIONS | None,
|
| 74 |
+
Option(
|
| 75 |
+
"--region",
|
| 76 |
+
help="Cloud region in which to create the bucket. Can be one of 'us' or 'eu'. Requires Team plan or above.",
|
| 77 |
+
),
|
| 78 |
+
] = None,
|
| 79 |
+
exist_ok: Annotated[
|
| 80 |
+
bool,
|
| 81 |
+
Option(
|
| 82 |
+
"--exist-ok",
|
| 83 |
+
help="Do not raise an error if the bucket already exists.",
|
| 84 |
+
),
|
| 85 |
+
] = False,
|
| 86 |
+
token: TokenOpt = None,
|
| 87 |
+
) -> None:
|
| 88 |
+
"""Create a new bucket."""
|
| 89 |
+
api = get_hf_api(token=token)
|
| 90 |
+
|
| 91 |
+
if bucket_id.startswith(BUCKET_PREFIX):
|
| 92 |
+
parsed = _parse_bucket_uri(bucket_id)
|
| 93 |
+
if parsed.path_in_repo:
|
| 94 |
+
raise click.BadParameter(
|
| 95 |
+
f"Cannot specify a prefix for bucket creation: {bucket_id}."
|
| 96 |
+
f" Use namespace/bucket_name or {BUCKET_PREFIX}namespace/bucket_name."
|
| 97 |
+
)
|
| 98 |
+
bucket_id = parsed.id
|
| 99 |
+
|
| 100 |
+
bucket_url = api.create_bucket(
|
| 101 |
+
bucket_id,
|
| 102 |
+
private=private if private else None,
|
| 103 |
+
region=region,
|
| 104 |
+
exist_ok=exist_ok,
|
| 105 |
+
)
|
| 106 |
+
out.result("Bucket created", uri=bucket_url.uri.to_uri(), url=bucket_url.url)
|
| 107 |
+
|
| 108 |
+
|
| 109 |
+
def _is_bucket_id(argument: str) -> bool:
|
| 110 |
+
"""Check if argument is a bucket ID (namespace/name) vs just a namespace."""
|
| 111 |
+
if argument.startswith(BUCKET_PREFIX):
|
| 112 |
+
path = argument[len(BUCKET_PREFIX) :]
|
| 113 |
+
else:
|
| 114 |
+
path = argument
|
| 115 |
+
return "/" in path
|
| 116 |
+
|
| 117 |
+
|
| 118 |
+
@buckets_cli.command(
|
| 119 |
+
name="list | ls",
|
| 120 |
+
examples=[
|
| 121 |
+
"hf buckets list",
|
| 122 |
+
"hf buckets list huggingface",
|
| 123 |
+
'hf buckets list --search "my-prefix"',
|
| 124 |
+
"hf buckets list user/my-bucket",
|
| 125 |
+
"hf buckets list user/my-bucket -R",
|
| 126 |
+
"hf buckets list user/my-bucket -h",
|
| 127 |
+
"hf buckets list user/my-bucket --tree",
|
| 128 |
+
"hf buckets list user/my-bucket --tree -h",
|
| 129 |
+
"hf buckets list hf://buckets/user/my-bucket",
|
| 130 |
+
"hf buckets list user/my-bucket/sub -R",
|
| 131 |
+
],
|
| 132 |
+
)
|
| 133 |
+
def list_cmd(
|
| 134 |
+
argument: Annotated[
|
| 135 |
+
str | None,
|
| 136 |
+
Argument(
|
| 137 |
+
help=(
|
| 138 |
+
"Namespace (user or org) to list buckets, or bucket ID"
|
| 139 |
+
" (namespace/bucket_name(/prefix) or hf://buckets/...) to list files."
|
| 140 |
+
),
|
| 141 |
+
),
|
| 142 |
+
] = None,
|
| 143 |
+
human_readable: Annotated[
|
| 144 |
+
bool,
|
| 145 |
+
Option(
|
| 146 |
+
"--human-readable",
|
| 147 |
+
"-h",
|
| 148 |
+
help="Show sizes in human readable format.",
|
| 149 |
+
),
|
| 150 |
+
] = False,
|
| 151 |
+
as_tree: Annotated[
|
| 152 |
+
bool,
|
| 153 |
+
Option(
|
| 154 |
+
"--tree",
|
| 155 |
+
help="List files in tree format (only for listing files).",
|
| 156 |
+
),
|
| 157 |
+
] = False,
|
| 158 |
+
recursive: Annotated[
|
| 159 |
+
bool,
|
| 160 |
+
Option(
|
| 161 |
+
"--recursive",
|
| 162 |
+
"-R",
|
| 163 |
+
help="List files recursively (only for listing files).",
|
| 164 |
+
),
|
| 165 |
+
] = False,
|
| 166 |
+
search: SearchOpt = None,
|
| 167 |
+
token: TokenOpt = None,
|
| 168 |
+
) -> None:
|
| 169 |
+
"""List buckets or files in a bucket.
|
| 170 |
+
|
| 171 |
+
When called with no argument or a namespace, lists buckets.
|
| 172 |
+
When called with a bucket ID (namespace/bucket_name), lists files in the bucket.
|
| 173 |
+
"""
|
| 174 |
+
# Determine mode: listing buckets or listing files
|
| 175 |
+
is_file_mode = argument is not None and _is_bucket_id(argument)
|
| 176 |
+
|
| 177 |
+
if is_file_mode:
|
| 178 |
+
if search is not None:
|
| 179 |
+
raise click.BadParameter("Cannot use --search when listing files.")
|
| 180 |
+
_list_files(
|
| 181 |
+
argument=argument, # type: ignore
|
| 182 |
+
human_readable=human_readable,
|
| 183 |
+
as_tree=as_tree,
|
| 184 |
+
recursive=recursive,
|
| 185 |
+
token=token,
|
| 186 |
+
)
|
| 187 |
+
else:
|
| 188 |
+
_list_buckets(
|
| 189 |
+
namespace=argument,
|
| 190 |
+
search=search,
|
| 191 |
+
human_readable=human_readable,
|
| 192 |
+
as_tree=as_tree,
|
| 193 |
+
recursive=recursive,
|
| 194 |
+
token=token,
|
| 195 |
+
)
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
def _list_buckets(
|
| 199 |
+
namespace: str | None,
|
| 200 |
+
search: str | None,
|
| 201 |
+
human_readable: bool,
|
| 202 |
+
as_tree: bool,
|
| 203 |
+
recursive: bool,
|
| 204 |
+
token: str | None,
|
| 205 |
+
) -> None:
|
| 206 |
+
"""List buckets in a namespace."""
|
| 207 |
+
# Validate incompatible flags
|
| 208 |
+
if as_tree:
|
| 209 |
+
raise click.BadParameter("Cannot use --tree when listing buckets.")
|
| 210 |
+
if recursive:
|
| 211 |
+
raise click.BadParameter("Cannot use --recursive when listing buckets.")
|
| 212 |
+
|
| 213 |
+
# Handle hf://buckets/namespace format
|
| 214 |
+
if namespace is not None and namespace.startswith(BUCKET_PREFIX):
|
| 215 |
+
namespace = namespace[len(BUCKET_PREFIX) :]
|
| 216 |
+
# Strip trailing slash if any
|
| 217 |
+
namespace = namespace.rstrip("/")
|
| 218 |
+
|
| 219 |
+
api = get_hf_api(token=token)
|
| 220 |
+
items = [
|
| 221 |
+
{
|
| 222 |
+
"id": bucket.id,
|
| 223 |
+
"private": bucket.private,
|
| 224 |
+
"size": format_size(bucket.size, human_readable) if human_readable else bucket.size,
|
| 225 |
+
"total_files": bucket.total_files,
|
| 226 |
+
"created_at": bucket.created_at,
|
| 227 |
+
}
|
| 228 |
+
for bucket in api.list_buckets(namespace=namespace, search=search)
|
| 229 |
+
]
|
| 230 |
+
out.table(items, alignments={"size": "right"})
|
| 231 |
+
|
| 232 |
+
|
| 233 |
+
def _list_files(
|
| 234 |
+
argument: str,
|
| 235 |
+
human_readable: bool,
|
| 236 |
+
as_tree: bool,
|
| 237 |
+
recursive: bool,
|
| 238 |
+
token: str | None,
|
| 239 |
+
) -> None:
|
| 240 |
+
"""List files in a bucket."""
|
| 241 |
+
if as_tree and out.mode == OutputFormat.json:
|
| 242 |
+
raise click.BadParameter("Cannot use --tree with --format json.")
|
| 243 |
+
|
| 244 |
+
api = get_hf_api(token=token)
|
| 245 |
+
parsed = _parse_bucket_uri(argument)
|
| 246 |
+
items = list(
|
| 247 |
+
api.list_bucket_tree(
|
| 248 |
+
parsed.id,
|
| 249 |
+
prefix=parsed.path_in_repo or None,
|
| 250 |
+
recursive=recursive,
|
| 251 |
+
)
|
| 252 |
+
)
|
| 253 |
+
|
| 254 |
+
print_file_listing(items, human_readable=human_readable, as_tree=as_tree, recursive=recursive)
|
| 255 |
+
|
| 256 |
+
|
| 257 |
+
@buckets_cli.command(
|
| 258 |
+
name="info",
|
| 259 |
+
examples=[
|
| 260 |
+
"hf buckets info user/my-bucket",
|
| 261 |
+
"hf buckets info hf://buckets/user/my-bucket",
|
| 262 |
+
],
|
| 263 |
+
)
|
| 264 |
+
def info(
|
| 265 |
+
bucket_id: Annotated[
|
| 266 |
+
str,
|
| 267 |
+
Argument(
|
| 268 |
+
help="Bucket ID: namespace/bucket_name or hf://buckets/namespace/bucket_name",
|
| 269 |
+
),
|
| 270 |
+
],
|
| 271 |
+
token: TokenOpt = None,
|
| 272 |
+
) -> None:
|
| 273 |
+
"""Get info about a bucket."""
|
| 274 |
+
api = get_hf_api(token=token)
|
| 275 |
+
parsed = _parse_bucket_uri(bucket_id)
|
| 276 |
+
bucket = api.bucket_info(parsed.id)
|
| 277 |
+
out.dict(bucket, id_key="id")
|
| 278 |
+
|
| 279 |
+
|
| 280 |
+
@buckets_cli.command(
|
| 281 |
+
name="delete",
|
| 282 |
+
examples=[
|
| 283 |
+
"hf buckets delete user/my-bucket",
|
| 284 |
+
"hf buckets delete hf://buckets/user/my-bucket",
|
| 285 |
+
"hf buckets delete user/my-bucket --yes",
|
| 286 |
+
"hf buckets delete user/my-bucket --missing-ok",
|
| 287 |
+
],
|
| 288 |
+
)
|
| 289 |
+
def delete(
|
| 290 |
+
bucket_id: Annotated[
|
| 291 |
+
str,
|
| 292 |
+
Argument(
|
| 293 |
+
help="Bucket ID: namespace/bucket_name or hf://buckets/namespace/bucket_name",
|
| 294 |
+
),
|
| 295 |
+
],
|
| 296 |
+
yes: Annotated[
|
| 297 |
+
bool,
|
| 298 |
+
Option(
|
| 299 |
+
"--yes",
|
| 300 |
+
"-y",
|
| 301 |
+
help="Skip confirmation prompt.",
|
| 302 |
+
),
|
| 303 |
+
] = False,
|
| 304 |
+
missing_ok: Annotated[
|
| 305 |
+
bool,
|
| 306 |
+
Option(
|
| 307 |
+
"--missing-ok",
|
| 308 |
+
help="Do not raise an error if the bucket does not exist.",
|
| 309 |
+
),
|
| 310 |
+
] = False,
|
| 311 |
+
token: TokenOpt = None,
|
| 312 |
+
) -> None:
|
| 313 |
+
"""Delete a bucket.
|
| 314 |
+
|
| 315 |
+
This deletes the entire bucket and all its contents. Use `hf buckets rm` to remove individual files.
|
| 316 |
+
"""
|
| 317 |
+
if bucket_id.startswith(BUCKET_PREFIX):
|
| 318 |
+
parsed = _parse_bucket_uri(bucket_id)
|
| 319 |
+
if parsed.path_in_repo:
|
| 320 |
+
raise click.BadParameter(
|
| 321 |
+
f"Cannot specify a prefix for bucket deletion: {bucket_id}."
|
| 322 |
+
f" Use namespace/bucket_name or {BUCKET_PREFIX}namespace/bucket_name."
|
| 323 |
+
)
|
| 324 |
+
bucket_id = parsed.id
|
| 325 |
+
elif "/" not in bucket_id:
|
| 326 |
+
raise click.BadParameter(
|
| 327 |
+
f"Invalid bucket ID: {bucket_id}."
|
| 328 |
+
f" Must be in format namespace/bucket_name or {BUCKET_PREFIX}namespace/bucket_name."
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
out.confirm(f"Are you sure you want to delete bucket '{bucket_id}'?", yes=yes)
|
| 332 |
+
|
| 333 |
+
api = get_hf_api(token=token)
|
| 334 |
+
api.delete_bucket(bucket_id, missing_ok=missing_ok)
|
| 335 |
+
out.result("Bucket deleted", bucket_id=bucket_id)
|
| 336 |
+
|
| 337 |
+
|
| 338 |
+
@buckets_cli.command(
|
| 339 |
+
name="remove | rm",
|
| 340 |
+
examples=[
|
| 341 |
+
"hf buckets remove user/my-bucket/file.txt",
|
| 342 |
+
"hf buckets rm hf://buckets/user/my-bucket/file.txt",
|
| 343 |
+
"hf buckets rm user/my-bucket/logs/ --recursive",
|
| 344 |
+
'hf buckets rm user/my-bucket --recursive --include "*.tmp"',
|
| 345 |
+
"hf buckets rm user/my-bucket/data/ --recursive --dry-run",
|
| 346 |
+
],
|
| 347 |
+
)
|
| 348 |
+
def remove(
|
| 349 |
+
argument: Annotated[
|
| 350 |
+
str,
|
| 351 |
+
Argument(
|
| 352 |
+
help=(
|
| 353 |
+
"Bucket path: namespace/bucket_name/path or hf://buckets/namespace/bucket_name/path."
|
| 354 |
+
" With --recursive, namespace/bucket_name is also accepted to target all files."
|
| 355 |
+
),
|
| 356 |
+
),
|
| 357 |
+
],
|
| 358 |
+
recursive: Annotated[
|
| 359 |
+
bool,
|
| 360 |
+
Option(
|
| 361 |
+
"--recursive",
|
| 362 |
+
"-R",
|
| 363 |
+
help="Remove files recursively under the given prefix.",
|
| 364 |
+
),
|
| 365 |
+
] = False,
|
| 366 |
+
yes: Annotated[
|
| 367 |
+
bool,
|
| 368 |
+
Option(
|
| 369 |
+
"--yes",
|
| 370 |
+
"-y",
|
| 371 |
+
help="Skip confirmation prompt.",
|
| 372 |
+
),
|
| 373 |
+
] = False,
|
| 374 |
+
dry_run: Annotated[
|
| 375 |
+
bool,
|
| 376 |
+
Option(
|
| 377 |
+
"--dry-run",
|
| 378 |
+
help="Preview what would be deleted without actually deleting.",
|
| 379 |
+
),
|
| 380 |
+
] = False,
|
| 381 |
+
include: Annotated[
|
| 382 |
+
list[str] | None,
|
| 383 |
+
Option(
|
| 384 |
+
help="Include only files matching pattern (can specify multiple). Requires --recursive.",
|
| 385 |
+
),
|
| 386 |
+
] = None,
|
| 387 |
+
exclude: Annotated[
|
| 388 |
+
list[str] | None,
|
| 389 |
+
Option(
|
| 390 |
+
help="Exclude files matching pattern (can specify multiple). Requires --recursive.",
|
| 391 |
+
),
|
| 392 |
+
] = None,
|
| 393 |
+
token: TokenOpt = None,
|
| 394 |
+
) -> None:
|
| 395 |
+
"""Remove files from a bucket.
|
| 396 |
+
|
| 397 |
+
To delete an entire bucket, use `hf buckets delete` instead.
|
| 398 |
+
"""
|
| 399 |
+
parsed = _parse_bucket_uri(argument)
|
| 400 |
+
bucket_id = parsed.id
|
| 401 |
+
prefix = parsed.path_in_repo
|
| 402 |
+
|
| 403 |
+
if prefix == "" and not recursive:
|
| 404 |
+
raise click.BadParameter(
|
| 405 |
+
f"No file path specified. To remove files, provide a path"
|
| 406 |
+
f" (e.g. '{bucket_id}/FILE') or use --recursive to remove all files."
|
| 407 |
+
f" To delete the entire bucket, use `hf buckets delete {bucket_id}`."
|
| 408 |
+
)
|
| 409 |
+
|
| 410 |
+
if (include or exclude) and not recursive:
|
| 411 |
+
raise click.BadParameter("--include and --exclude require --recursive.")
|
| 412 |
+
|
| 413 |
+
api = get_hf_api(token=token)
|
| 414 |
+
|
| 415 |
+
if recursive:
|
| 416 |
+
status = out.status("Listing files from remote")
|
| 417 |
+
|
| 418 |
+
all_files: list[BucketFile] = []
|
| 419 |
+
for item in api.list_bucket_tree(
|
| 420 |
+
bucket_id,
|
| 421 |
+
prefix=prefix or None,
|
| 422 |
+
recursive=True,
|
| 423 |
+
):
|
| 424 |
+
if isinstance(item, BucketFile):
|
| 425 |
+
all_files.append(item)
|
| 426 |
+
status.update(f"Listing files from remote ({len(all_files)} files)")
|
| 427 |
+
status.done(f"Listing files from remote ({len(all_files)} files)")
|
| 428 |
+
|
| 429 |
+
if include or exclude:
|
| 430 |
+
matcher = FilterMatcher(include_patterns=include, exclude_patterns=exclude)
|
| 431 |
+
matched_files = [f for f in all_files if matcher.matches(f.path)]
|
| 432 |
+
else:
|
| 433 |
+
matched_files = all_files
|
| 434 |
+
|
| 435 |
+
file_paths = [f.path for f in matched_files]
|
| 436 |
+
total_size = sum(f.size for f in matched_files)
|
| 437 |
+
size_str = format_size(total_size, human_readable=True)
|
| 438 |
+
|
| 439 |
+
if not file_paths:
|
| 440 |
+
out.text("No files to remove.")
|
| 441 |
+
return
|
| 442 |
+
|
| 443 |
+
count_label = f"{len(file_paths)} file(s) totaling {size_str}"
|
| 444 |
+
|
| 445 |
+
if not yes and not dry_run:
|
| 446 |
+
out.text("\n".join(f" {path}" for path in file_paths))
|
| 447 |
+
out.confirm(f"Remove {count_label} from '{bucket_id}'?", yes=False)
|
| 448 |
+
|
| 449 |
+
if dry_run:
|
| 450 |
+
out.text("\n".join(f"delete: {BUCKET_PREFIX}{bucket_id}/{path}" for path in file_paths))
|
| 451 |
+
out.text(f"(dry run) {count_label} would be removed.")
|
| 452 |
+
return
|
| 453 |
+
|
| 454 |
+
api.batch_bucket_files(bucket_id, delete=file_paths)
|
| 455 |
+
out.result(
|
| 456 |
+
f"Removed {count_label} from '{bucket_id}'",
|
| 457 |
+
bucket_id=bucket_id,
|
| 458 |
+
files_deleted=len(file_paths),
|
| 459 |
+
size=size_str,
|
| 460 |
+
)
|
| 461 |
+
|
| 462 |
+
else:
|
| 463 |
+
file_path = prefix
|
| 464 |
+
if not file_path:
|
| 465 |
+
raise click.BadParameter("File path cannot be empty.")
|
| 466 |
+
|
| 467 |
+
if dry_run:
|
| 468 |
+
out.text(f"delete: {BUCKET_PREFIX}{bucket_id}/{file_path}")
|
| 469 |
+
out.text("(dry run) 1 file would be removed.")
|
| 470 |
+
return
|
| 471 |
+
|
| 472 |
+
out.confirm(f"Remove '{file_path}' from '{bucket_id}'?", yes=yes)
|
| 473 |
+
|
| 474 |
+
api.batch_bucket_files(bucket_id, delete=[file_path])
|
| 475 |
+
out.result("File removed", path=file_path, bucket_id=bucket_id)
|
| 476 |
+
|
| 477 |
+
|
| 478 |
+
@buckets_cli.command(
|
| 479 |
+
name="move",
|
| 480 |
+
examples=[
|
| 481 |
+
"hf buckets move user/old-bucket user/new-bucket",
|
| 482 |
+
"hf buckets move user/my-bucket my-org/my-bucket",
|
| 483 |
+
"hf buckets move hf://buckets/user/old-bucket hf://buckets/user/new-bucket",
|
| 484 |
+
],
|
| 485 |
+
)
|
| 486 |
+
def move(
|
| 487 |
+
from_id: Annotated[
|
| 488 |
+
str,
|
| 489 |
+
Argument(
|
| 490 |
+
help="Source bucket ID: namespace/bucket_name or hf://buckets/namespace/bucket_name",
|
| 491 |
+
),
|
| 492 |
+
],
|
| 493 |
+
to_id: Annotated[
|
| 494 |
+
str,
|
| 495 |
+
Argument(
|
| 496 |
+
help="Destination bucket ID: namespace/bucket_name or hf://buckets/namespace/bucket_name",
|
| 497 |
+
),
|
| 498 |
+
],
|
| 499 |
+
token: TokenOpt = None,
|
| 500 |
+
) -> None:
|
| 501 |
+
"""Move (rename) a bucket to a new name or namespace."""
|
| 502 |
+
# Parse from_id
|
| 503 |
+
parsed_from = _parse_bucket_uri(from_id)
|
| 504 |
+
if parsed_from.path_in_repo:
|
| 505 |
+
raise click.BadParameter(
|
| 506 |
+
f"Cannot specify a prefix for bucket move: {from_id}."
|
| 507 |
+
f" Use namespace/bucket_name or {BUCKET_PREFIX}namespace/bucket_name."
|
| 508 |
+
)
|
| 509 |
+
|
| 510 |
+
# Parse to_id
|
| 511 |
+
parsed_to = _parse_bucket_uri(to_id)
|
| 512 |
+
if parsed_to.path_in_repo:
|
| 513 |
+
raise click.BadParameter(
|
| 514 |
+
f"Cannot specify a prefix for bucket move: {to_id}."
|
| 515 |
+
f" Use namespace/bucket_name or {BUCKET_PREFIX}namespace/bucket_name."
|
| 516 |
+
)
|
| 517 |
+
|
| 518 |
+
api = get_hf_api(token=token)
|
| 519 |
+
api.move_bucket(from_id=parsed_from.id, to_id=parsed_to.id)
|
| 520 |
+
out.result("Bucket moved", from_id=parsed_from.id, to_id=parsed_to.id)
|
| 521 |
+
|
| 522 |
+
|
| 523 |
+
# =============================================================================
|
| 524 |
+
# Sync command
|
| 525 |
+
# =============================================================================
|
| 526 |
+
|
| 527 |
+
|
| 528 |
+
@buckets_cli.command(
|
| 529 |
+
name="sync",
|
| 530 |
+
examples=[
|
| 531 |
+
"hf buckets sync ./data hf://buckets/user/my-bucket",
|
| 532 |
+
"hf buckets sync hf://buckets/user/my-bucket ./data",
|
| 533 |
+
"hf buckets sync ./data hf://buckets/user/my-bucket --delete",
|
| 534 |
+
'hf buckets sync hf://buckets/user/my-bucket ./data --include "*.safetensors" --exclude "*.tmp"',
|
| 535 |
+
"hf buckets sync ./data hf://buckets/user/my-bucket --plan sync-plan.jsonl",
|
| 536 |
+
"hf buckets sync --apply sync-plan.jsonl",
|
| 537 |
+
"hf buckets sync ./data hf://buckets/user/my-bucket --dry-run",
|
| 538 |
+
"hf buckets sync ./data hf://buckets/user/my-bucket --dry-run | jq .",
|
| 539 |
+
],
|
| 540 |
+
)
|
| 541 |
+
def sync(
|
| 542 |
+
source: Annotated[
|
| 543 |
+
str | None,
|
| 544 |
+
Argument(
|
| 545 |
+
help="Source path: local directory or hf://buckets/namespace/bucket_name(/prefix)",
|
| 546 |
+
),
|
| 547 |
+
] = None,
|
| 548 |
+
dest: Annotated[
|
| 549 |
+
str | None,
|
| 550 |
+
Argument(
|
| 551 |
+
help="Destination path: local directory or hf://buckets/namespace/bucket_name(/prefix)",
|
| 552 |
+
),
|
| 553 |
+
] = None,
|
| 554 |
+
delete: Annotated[
|
| 555 |
+
bool,
|
| 556 |
+
Option(
|
| 557 |
+
help="Delete destination files not present in source.",
|
| 558 |
+
),
|
| 559 |
+
] = False,
|
| 560 |
+
ignore_times: Annotated[
|
| 561 |
+
bool,
|
| 562 |
+
Option(
|
| 563 |
+
"--ignore-times",
|
| 564 |
+
help="Skip files only based on size, ignoring modification times.",
|
| 565 |
+
),
|
| 566 |
+
] = False,
|
| 567 |
+
ignore_sizes: Annotated[
|
| 568 |
+
bool,
|
| 569 |
+
Option(
|
| 570 |
+
"--ignore-sizes",
|
| 571 |
+
help="Skip files only based on modification times, ignoring sizes.",
|
| 572 |
+
),
|
| 573 |
+
] = False,
|
| 574 |
+
plan: Annotated[
|
| 575 |
+
str | None,
|
| 576 |
+
Option(
|
| 577 |
+
help="Save sync plan to JSONL file for review instead of executing.",
|
| 578 |
+
),
|
| 579 |
+
] = None,
|
| 580 |
+
apply: Annotated[
|
| 581 |
+
str | None,
|
| 582 |
+
Option(
|
| 583 |
+
help="Apply a previously saved plan file.",
|
| 584 |
+
),
|
| 585 |
+
] = None,
|
| 586 |
+
dry_run: Annotated[
|
| 587 |
+
bool,
|
| 588 |
+
Option(
|
| 589 |
+
"--dry-run",
|
| 590 |
+
help="Print sync plan to stdout as JSONL without executing.",
|
| 591 |
+
),
|
| 592 |
+
] = False,
|
| 593 |
+
include: Annotated[
|
| 594 |
+
list[str] | None,
|
| 595 |
+
Option(
|
| 596 |
+
help="Include files matching pattern (can specify multiple).",
|
| 597 |
+
),
|
| 598 |
+
] = None,
|
| 599 |
+
exclude: Annotated[
|
| 600 |
+
list[str] | None,
|
| 601 |
+
Option(
|
| 602 |
+
help="Exclude files matching pattern (can specify multiple).",
|
| 603 |
+
),
|
| 604 |
+
] = None,
|
| 605 |
+
filter_from: Annotated[
|
| 606 |
+
str | None,
|
| 607 |
+
Option(
|
| 608 |
+
help="Read include/exclude patterns from file.",
|
| 609 |
+
),
|
| 610 |
+
] = None,
|
| 611 |
+
existing: Annotated[
|
| 612 |
+
bool,
|
| 613 |
+
Option(
|
| 614 |
+
"--existing",
|
| 615 |
+
help="Skip creating new files on receiver (only update existing files).",
|
| 616 |
+
),
|
| 617 |
+
] = False,
|
| 618 |
+
ignore_existing: Annotated[
|
| 619 |
+
bool,
|
| 620 |
+
Option(
|
| 621 |
+
"--ignore-existing",
|
| 622 |
+
help="Skip updating files that exist on receiver (only create new files).",
|
| 623 |
+
),
|
| 624 |
+
] = False,
|
| 625 |
+
verbose: Annotated[
|
| 626 |
+
bool,
|
| 627 |
+
Option(
|
| 628 |
+
"--verbose",
|
| 629 |
+
"-v",
|
| 630 |
+
help="Show detailed logging with reasoning.",
|
| 631 |
+
),
|
| 632 |
+
] = False,
|
| 633 |
+
token: TokenOpt = None,
|
| 634 |
+
) -> None:
|
| 635 |
+
"""Sync files between local directory and a bucket."""
|
| 636 |
+
api = get_hf_api(token=token)
|
| 637 |
+
api.sync_bucket(
|
| 638 |
+
source=source,
|
| 639 |
+
dest=dest,
|
| 640 |
+
delete=delete,
|
| 641 |
+
ignore_times=ignore_times,
|
| 642 |
+
ignore_sizes=ignore_sizes,
|
| 643 |
+
existing=existing,
|
| 644 |
+
ignore_existing=ignore_existing,
|
| 645 |
+
include=include,
|
| 646 |
+
exclude=exclude,
|
| 647 |
+
filter_from=filter_from,
|
| 648 |
+
plan=plan,
|
| 649 |
+
apply=apply,
|
| 650 |
+
dry_run=dry_run,
|
| 651 |
+
verbose=verbose,
|
| 652 |
+
quiet=out.is_quiet(),
|
| 653 |
+
)
|
| 654 |
+
if plan and not out.is_quiet():
|
| 655 |
+
out.hint(f"Run `hf buckets sync --apply {plan}` to execute this plan.")
|
| 656 |
+
|
| 657 |
+
|
| 658 |
+
# =============================================================================
|
| 659 |
+
# Cp command
|
| 660 |
+
# =============================================================================
|
| 661 |
+
|
| 662 |
+
|
| 663 |
+
# `hf buckets cp` is an alias for the top-level `hf cp` command (see `cli/_cp.py`).
|
| 664 |
+
buckets_cli.command(
|
| 665 |
+
name="cp",
|
| 666 |
+
examples=[
|
| 667 |
+
# Download (repo or bucket -> local / stdout)
|
| 668 |
+
"hf buckets cp hf://buckets/username/my-bucket/config.json config.json",
|
| 669 |
+
"hf buckets cp hf://buckets/username/my-bucket/data.csv data/",
|
| 670 |
+
"hf buckets cp hf://buckets/username/my-bucket/config.json -",
|
| 671 |
+
# Upload (local / stdin -> bucket)
|
| 672 |
+
"hf buckets cp model.safetensors hf://buckets/username/my-bucket/model.safetensors",
|
| 673 |
+
"hf buckets cp config.json hf://buckets/username/my-bucket/logs/",
|
| 674 |
+
"hf buckets cp - hf://buckets/username/my-bucket/config.json",
|
| 675 |
+
# Remote to remote (repo or bucket -> bucket)
|
| 676 |
+
"hf buckets cp hf://buckets/username/my-bucket/data.csv hf://buckets/username/dest-bucket/",
|
| 677 |
+
"hf buckets cp hf://buckets/username/source-bucket/logs/ hf://buckets/username/dest-bucket/logs/",
|
| 678 |
+
],
|
| 679 |
+
)(make_cp("buckets"))
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/cache.py
ADDED
|
@@ -0,0 +1,800 @@
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|
| 1 |
+
# Copyright 2025-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains the 'hf cache' command group with cache management subcommands."""
|
| 15 |
+
|
| 16 |
+
import re
|
| 17 |
+
import time
|
| 18 |
+
from collections import defaultdict
|
| 19 |
+
from collections.abc import Callable, Mapping
|
| 20 |
+
from dataclasses import dataclass
|
| 21 |
+
from enum import Enum
|
| 22 |
+
from typing import Annotated, Any
|
| 23 |
+
|
| 24 |
+
import click
|
| 25 |
+
|
| 26 |
+
from huggingface_hub.errors import CLIError
|
| 27 |
+
|
| 28 |
+
from ..utils import (
|
| 29 |
+
ANSI,
|
| 30 |
+
CachedRepoInfo,
|
| 31 |
+
CachedRevisionInfo,
|
| 32 |
+
CacheNotFound,
|
| 33 |
+
HFCacheInfo,
|
| 34 |
+
_format_size,
|
| 35 |
+
parse_hf_uri,
|
| 36 |
+
scan_cache_dir,
|
| 37 |
+
)
|
| 38 |
+
from ..utils._parsing import parse_duration, parse_size
|
| 39 |
+
from ._cli_utils import RepoIdArg, RepoTypeOpt, RevisionOpt, TokenOpt, get_hf_api, typer_factory
|
| 40 |
+
from ._framework import Argument, Option
|
| 41 |
+
from ._output import out
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
cache_cli = typer_factory(help="Manage local cache directory.")
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
#### Cache helper utilities
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
@dataclass(frozen=True)
|
| 51 |
+
class _DeletionResolution:
|
| 52 |
+
revisions: frozenset[str]
|
| 53 |
+
selected: dict[CachedRepoInfo, frozenset[CachedRevisionInfo]]
|
| 54 |
+
missing: tuple[str, ...]
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
_FILTER_PATTERN = re.compile(r"^(?P<key>[a-zA-Z_]+)\s*(?P<op>==|!=|>=|<=|>|<|=)\s*(?P<value>.+)$")
|
| 58 |
+
_ALLOWED_OPERATORS = {"=", "!=", ">", "<", ">=", "<="}
|
| 59 |
+
_FILTER_KEYS = {"accessed", "modified", "refs", "size", "type"}
|
| 60 |
+
_SORT_KEYS = {"accessed", "modified", "name", "size"}
|
| 61 |
+
_SORT_PATTERN = re.compile(r"^(?P<key>[a-zA-Z_]+)(?::(?P<order>asc|desc))?$")
|
| 62 |
+
_SORT_DEFAULT_ORDER = {
|
| 63 |
+
# Default ordering: accessed/modified/size are descending (newest/biggest first), name is ascending
|
| 64 |
+
"accessed": "desc",
|
| 65 |
+
"modified": "desc",
|
| 66 |
+
"size": "desc",
|
| 67 |
+
"name": "asc",
|
| 68 |
+
}
|
| 69 |
+
|
| 70 |
+
|
| 71 |
+
# Dynamically generate SortOptions enum from _SORT_KEYS
|
| 72 |
+
_sort_options_dict = {}
|
| 73 |
+
for key in sorted(_SORT_KEYS):
|
| 74 |
+
_sort_options_dict[key] = key
|
| 75 |
+
_sort_options_dict[f"{key}_asc"] = f"{key}:asc"
|
| 76 |
+
_sort_options_dict[f"{key}_desc"] = f"{key}:desc"
|
| 77 |
+
|
| 78 |
+
SortOptions = Enum("SortOptions", _sort_options_dict, type=str, module=__name__) # type: ignore
|
| 79 |
+
|
| 80 |
+
|
| 81 |
+
@dataclass(frozen=True)
|
| 82 |
+
class CacheDeletionCounts:
|
| 83 |
+
"""Simple counters summarizing cache deletions for CLI messaging."""
|
| 84 |
+
|
| 85 |
+
repo_count: int
|
| 86 |
+
partial_revision_count: int
|
| 87 |
+
total_revision_count: int
|
| 88 |
+
|
| 89 |
+
|
| 90 |
+
CacheEntry = tuple[CachedRepoInfo, CachedRevisionInfo | None]
|
| 91 |
+
RepoRefsMap = dict[CachedRepoInfo, frozenset[str]]
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
def summarize_deletions(
|
| 95 |
+
selected_by_repo: Mapping[CachedRepoInfo, frozenset[CachedRevisionInfo]],
|
| 96 |
+
) -> CacheDeletionCounts:
|
| 97 |
+
"""Summarize deletions across repositories."""
|
| 98 |
+
repo_count = 0
|
| 99 |
+
total_revisions = 0
|
| 100 |
+
revisions_in_full_repos = 0
|
| 101 |
+
|
| 102 |
+
for repo, revisions in selected_by_repo.items():
|
| 103 |
+
total_revisions += len(revisions)
|
| 104 |
+
if len(revisions) == len(repo.revisions):
|
| 105 |
+
repo_count += 1
|
| 106 |
+
revisions_in_full_repos += len(revisions)
|
| 107 |
+
|
| 108 |
+
partial_revision_count = total_revisions - revisions_in_full_repos
|
| 109 |
+
return CacheDeletionCounts(repo_count, partial_revision_count, total_revisions)
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
def _prune_summary(revision_count: int, incomplete_count: int) -> str:
|
| 113 |
+
"""Build the human-readable summary of what `hf cache prune` is about to delete."""
|
| 114 |
+
parts: list[str] = []
|
| 115 |
+
if revision_count:
|
| 116 |
+
parts.append(f"{revision_count} unreferenced revision(s)")
|
| 117 |
+
if incomplete_count:
|
| 118 |
+
parts.append(f"{incomplete_count} incomplete download(s)")
|
| 119 |
+
return " and ".join(parts)
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
def print_cache_selected_revisions(selected_by_repo: Mapping[CachedRepoInfo, frozenset[CachedRevisionInfo]]) -> None:
|
| 123 |
+
"""Pretty-print selected cache revisions during confirmation prompts."""
|
| 124 |
+
for repo in sorted(selected_by_repo.keys(), key=lambda repo: (repo.repo_type, repo.repo_id.lower())):
|
| 125 |
+
repo_key = f"{repo.repo_type}/{repo.repo_id}"
|
| 126 |
+
revisions = sorted(selected_by_repo[repo], key=lambda rev: rev.commit_hash)
|
| 127 |
+
if len(revisions) == len(repo.revisions):
|
| 128 |
+
out.text(f" - {repo_key} (entire repo)")
|
| 129 |
+
continue
|
| 130 |
+
|
| 131 |
+
out.text(f" - {repo_key}:")
|
| 132 |
+
for revision in revisions:
|
| 133 |
+
refs = " ".join(sorted(revision.refs)) or "(detached)"
|
| 134 |
+
out.text(f" {revision.commit_hash} [{refs}] {revision.size_on_disk_str}")
|
| 135 |
+
|
| 136 |
+
|
| 137 |
+
def build_cache_index(
|
| 138 |
+
hf_cache_info: HFCacheInfo,
|
| 139 |
+
) -> tuple[
|
| 140 |
+
dict[str, CachedRepoInfo],
|
| 141 |
+
dict[str, tuple[CachedRepoInfo, CachedRevisionInfo]],
|
| 142 |
+
]:
|
| 143 |
+
"""Create lookup tables so CLI commands can resolve repo ids and revisions quickly."""
|
| 144 |
+
repo_lookup: dict[str, CachedRepoInfo] = {}
|
| 145 |
+
revision_lookup: dict[str, tuple[CachedRepoInfo, CachedRevisionInfo]] = {}
|
| 146 |
+
for repo in hf_cache_info.repos:
|
| 147 |
+
repo_key = repo.cache_id.lower()
|
| 148 |
+
repo_lookup[repo_key] = repo
|
| 149 |
+
for revision in repo.revisions:
|
| 150 |
+
revision_lookup[revision.commit_hash.lower()] = (repo, revision)
|
| 151 |
+
return repo_lookup, revision_lookup
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def _repo_cache_id_from_target(target: str) -> str:
|
| 155 |
+
"""Return the cache id matching a repo target passed to `hf cache rm`."""
|
| 156 |
+
if not target.startswith("hf://"):
|
| 157 |
+
return target
|
| 158 |
+
|
| 159 |
+
uri = parse_hf_uri(target)
|
| 160 |
+
if not uri.is_repo:
|
| 161 |
+
raise CLIError("Only repository hf:// URIs are supported by `hf cache rm`.")
|
| 162 |
+
if uri.revision is not None or uri.path_in_repo:
|
| 163 |
+
raise CLIError("Only repo-level hf:// URIs are supported by `hf cache rm` for now.")
|
| 164 |
+
return f"{uri.type}/{uri.id}"
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
def collect_cache_entries(
|
| 168 |
+
hf_cache_info: HFCacheInfo, *, include_revisions: bool
|
| 169 |
+
) -> tuple[list[CacheEntry], RepoRefsMap]:
|
| 170 |
+
"""Flatten cache metadata into rows consumed by `hf cache ls`."""
|
| 171 |
+
entries: list[CacheEntry] = []
|
| 172 |
+
repo_refs_map: RepoRefsMap = {}
|
| 173 |
+
sorted_repos = sorted(hf_cache_info.repos, key=lambda repo: (repo.repo_type, repo.repo_id.lower()))
|
| 174 |
+
for repo in sorted_repos:
|
| 175 |
+
repo_refs_map[repo] = frozenset({ref for revision in repo.revisions for ref in revision.refs})
|
| 176 |
+
if include_revisions:
|
| 177 |
+
for revision in sorted(repo.revisions, key=lambda rev: rev.commit_hash):
|
| 178 |
+
entries.append((repo, revision))
|
| 179 |
+
else:
|
| 180 |
+
entries.append((repo, None))
|
| 181 |
+
if include_revisions:
|
| 182 |
+
entries.sort(
|
| 183 |
+
key=lambda entry: (
|
| 184 |
+
entry[0].cache_id,
|
| 185 |
+
entry[1].commit_hash if entry[1] is not None else "",
|
| 186 |
+
)
|
| 187 |
+
)
|
| 188 |
+
else:
|
| 189 |
+
entries.sort(key=lambda entry: entry[0].cache_id)
|
| 190 |
+
return entries, repo_refs_map
|
| 191 |
+
|
| 192 |
+
|
| 193 |
+
def compile_cache_filter(
|
| 194 |
+
expr: str, repo_refs_map: RepoRefsMap
|
| 195 |
+
) -> Callable[[CachedRepoInfo, CachedRevisionInfo | None, float], bool]:
|
| 196 |
+
"""Convert a `hf cache ls` filter expression into the yes/no test we apply to each cache entry before displaying it."""
|
| 197 |
+
match = _FILTER_PATTERN.match(expr.strip())
|
| 198 |
+
if not match:
|
| 199 |
+
raise ValueError(f"Invalid filter expression: '{expr}'.")
|
| 200 |
+
|
| 201 |
+
key = match.group("key").lower()
|
| 202 |
+
op = match.group("op")
|
| 203 |
+
value_raw = match.group("value").strip()
|
| 204 |
+
|
| 205 |
+
if op not in _ALLOWED_OPERATORS:
|
| 206 |
+
raise ValueError(f"Unsupported operator '{op}' in filter '{expr}'. Must be one of {list(_ALLOWED_OPERATORS)}.")
|
| 207 |
+
|
| 208 |
+
if key not in _FILTER_KEYS:
|
| 209 |
+
raise ValueError(f"Unsupported filter key '{key}' in '{expr}'. Must be one of {list(_FILTER_KEYS)}.")
|
| 210 |
+
# at this point we know that key is in `_FILTER_KEYS`
|
| 211 |
+
if key == "size":
|
| 212 |
+
size_threshold = parse_size(value_raw)
|
| 213 |
+
return lambda repo, revision, _: _compare_numeric(
|
| 214 |
+
revision.size_on_disk if revision is not None else repo.size_on_disk,
|
| 215 |
+
op,
|
| 216 |
+
size_threshold,
|
| 217 |
+
)
|
| 218 |
+
|
| 219 |
+
if key in {"modified", "accessed"}:
|
| 220 |
+
seconds = parse_duration(value_raw.strip())
|
| 221 |
+
|
| 222 |
+
def _time_filter(repo: CachedRepoInfo, revision: CachedRevisionInfo | None, now: float) -> bool:
|
| 223 |
+
timestamp = (
|
| 224 |
+
repo.last_accessed
|
| 225 |
+
if key == "accessed"
|
| 226 |
+
else revision.last_modified
|
| 227 |
+
if revision is not None
|
| 228 |
+
else repo.last_modified
|
| 229 |
+
)
|
| 230 |
+
if timestamp is None:
|
| 231 |
+
return False
|
| 232 |
+
return _compare_numeric(now - timestamp, op, seconds)
|
| 233 |
+
|
| 234 |
+
return _time_filter
|
| 235 |
+
|
| 236 |
+
if key == "type":
|
| 237 |
+
expected = value_raw.lower()
|
| 238 |
+
|
| 239 |
+
if op != "=":
|
| 240 |
+
raise ValueError(f"Only '=' is supported for 'type' filters. Got '{op}'.")
|
| 241 |
+
|
| 242 |
+
def _type_filter(repo: CachedRepoInfo, revision: CachedRevisionInfo | None, _: float) -> bool:
|
| 243 |
+
return repo.repo_type.lower() == expected
|
| 244 |
+
|
| 245 |
+
return _type_filter
|
| 246 |
+
|
| 247 |
+
else: # key == "refs"
|
| 248 |
+
if op != "=":
|
| 249 |
+
raise ValueError(f"Only '=' is supported for 'refs' filters. Got {op}.")
|
| 250 |
+
|
| 251 |
+
def _refs_filter(repo: CachedRepoInfo, revision: CachedRevisionInfo | None, _: float) -> bool:
|
| 252 |
+
refs = revision.refs if revision is not None else repo_refs_map.get(repo, frozenset())
|
| 253 |
+
return value_raw.lower() in [ref.lower() for ref in refs]
|
| 254 |
+
|
| 255 |
+
return _refs_filter
|
| 256 |
+
|
| 257 |
+
|
| 258 |
+
def _compare_numeric(left: float | None, op: str, right: float) -> bool:
|
| 259 |
+
"""Evaluate numeric comparisons for filters."""
|
| 260 |
+
if left is None:
|
| 261 |
+
return False
|
| 262 |
+
|
| 263 |
+
comparisons = {
|
| 264 |
+
"=": left == right,
|
| 265 |
+
"!=": left != right,
|
| 266 |
+
">": left > right,
|
| 267 |
+
"<": left < right,
|
| 268 |
+
">=": left >= right,
|
| 269 |
+
"<=": left <= right,
|
| 270 |
+
}
|
| 271 |
+
|
| 272 |
+
if op not in comparisons:
|
| 273 |
+
raise ValueError(f"Unsupported numeric comparison operator: {op}")
|
| 274 |
+
|
| 275 |
+
return comparisons[op]
|
| 276 |
+
|
| 277 |
+
|
| 278 |
+
def compile_cache_sort(sort_expr: str) -> tuple[Callable[[CacheEntry], tuple[Any, ...]], bool]:
|
| 279 |
+
"""Convert a `hf cache ls` sort expression into a key function for sorting entries.
|
| 280 |
+
|
| 281 |
+
Returns:
|
| 282 |
+
A tuple of (key_function, reverse_flag) where reverse_flag indicates whether
|
| 283 |
+
to sort in descending order (True) or ascending order (False).
|
| 284 |
+
"""
|
| 285 |
+
match = _SORT_PATTERN.match(sort_expr.strip().lower())
|
| 286 |
+
if not match:
|
| 287 |
+
raise ValueError(f"Invalid sort expression: '{sort_expr}'. Expected format: 'key' or 'key:asc' or 'key:desc'.")
|
| 288 |
+
|
| 289 |
+
key = match.group("key").lower()
|
| 290 |
+
explicit_order = match.group("order")
|
| 291 |
+
|
| 292 |
+
if key not in _SORT_KEYS:
|
| 293 |
+
raise ValueError(f"Unsupported sort key '{key}' in '{sort_expr}'. Must be one of {list(_SORT_KEYS)}.")
|
| 294 |
+
|
| 295 |
+
# Use explicit order if provided, otherwise use default for the key
|
| 296 |
+
order = explicit_order if explicit_order else _SORT_DEFAULT_ORDER[key]
|
| 297 |
+
reverse = order == "desc"
|
| 298 |
+
|
| 299 |
+
def _sort_key(entry: CacheEntry) -> tuple[Any, ...]:
|
| 300 |
+
repo, revision = entry
|
| 301 |
+
|
| 302 |
+
if key == "name":
|
| 303 |
+
# Sort by cache_id (repo type/id)
|
| 304 |
+
value: Any = repo.cache_id.lower()
|
| 305 |
+
return (value,)
|
| 306 |
+
|
| 307 |
+
if key == "size":
|
| 308 |
+
# Use revision size if available, otherwise repo size
|
| 309 |
+
value = revision.size_on_disk if revision is not None else repo.size_on_disk
|
| 310 |
+
return (value,)
|
| 311 |
+
|
| 312 |
+
if key == "accessed":
|
| 313 |
+
# For revisions, accessed is not available per-revision, use repo's last_accessed
|
| 314 |
+
# For repos, use repo's last_accessed
|
| 315 |
+
value = repo.last_accessed if repo.last_accessed is not None else 0.0
|
| 316 |
+
return (value,)
|
| 317 |
+
|
| 318 |
+
if key == "modified":
|
| 319 |
+
# Use revision's last_modified if available, otherwise repo's last_modified
|
| 320 |
+
if revision is not None:
|
| 321 |
+
value = revision.last_modified if revision.last_modified is not None else 0.0
|
| 322 |
+
else:
|
| 323 |
+
value = repo.last_modified if repo.last_modified is not None else 0.0
|
| 324 |
+
return (value,)
|
| 325 |
+
|
| 326 |
+
# Should never reach here due to validation above
|
| 327 |
+
raise ValueError(f"Unsupported sort key: {key}")
|
| 328 |
+
|
| 329 |
+
return _sort_key, reverse
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
def _resolve_deletion_targets(hf_cache_info: HFCacheInfo, targets: list[str]) -> _DeletionResolution:
|
| 333 |
+
"""Resolve the deletion targets into a deletion resolution."""
|
| 334 |
+
repo_lookup, revision_lookup = build_cache_index(hf_cache_info)
|
| 335 |
+
|
| 336 |
+
selected: dict[CachedRepoInfo, set[CachedRevisionInfo]] = defaultdict(set)
|
| 337 |
+
revisions: set[str] = set()
|
| 338 |
+
missing: list[str] = []
|
| 339 |
+
|
| 340 |
+
for raw_target in targets:
|
| 341 |
+
target = raw_target.strip()
|
| 342 |
+
if not target:
|
| 343 |
+
continue
|
| 344 |
+
lowered = target.lower()
|
| 345 |
+
|
| 346 |
+
if re.fullmatch(r"[0-9a-fA-F]{40}", lowered):
|
| 347 |
+
match = revision_lookup.get(lowered)
|
| 348 |
+
if match is None:
|
| 349 |
+
missing.append(raw_target)
|
| 350 |
+
continue
|
| 351 |
+
repo, revision = match
|
| 352 |
+
selected[repo].add(revision)
|
| 353 |
+
revisions.add(revision.commit_hash)
|
| 354 |
+
continue
|
| 355 |
+
|
| 356 |
+
matched_repo = repo_lookup.get(_repo_cache_id_from_target(target).lower())
|
| 357 |
+
if matched_repo is None:
|
| 358 |
+
missing.append(raw_target)
|
| 359 |
+
continue
|
| 360 |
+
|
| 361 |
+
for revision in matched_repo.revisions:
|
| 362 |
+
selected[matched_repo].add(revision)
|
| 363 |
+
revisions.add(revision.commit_hash)
|
| 364 |
+
|
| 365 |
+
frozen_selected = {repo: frozenset(revs) for repo, revs in selected.items()}
|
| 366 |
+
return _DeletionResolution(
|
| 367 |
+
revisions=frozenset(revisions),
|
| 368 |
+
selected=frozen_selected,
|
| 369 |
+
missing=tuple(missing),
|
| 370 |
+
)
|
| 371 |
+
|
| 372 |
+
|
| 373 |
+
#### Cache CLI commands
|
| 374 |
+
|
| 375 |
+
|
| 376 |
+
@cache_cli.command(
|
| 377 |
+
"list | ls",
|
| 378 |
+
examples=[
|
| 379 |
+
"hf cache ls",
|
| 380 |
+
"hf cache ls --revisions",
|
| 381 |
+
'hf cache ls --filter "size>1GB" --limit 20',
|
| 382 |
+
"hf cache ls --format json",
|
| 383 |
+
],
|
| 384 |
+
)
|
| 385 |
+
def ls(
|
| 386 |
+
cache_dir: Annotated[
|
| 387 |
+
str | None,
|
| 388 |
+
Option(
|
| 389 |
+
help="Cache directory to scan (defaults to Hugging Face cache).",
|
| 390 |
+
),
|
| 391 |
+
] = None,
|
| 392 |
+
revisions: Annotated[
|
| 393 |
+
bool,
|
| 394 |
+
Option(
|
| 395 |
+
help="Include revisions in the output instead of aggregated repositories.",
|
| 396 |
+
),
|
| 397 |
+
] = False,
|
| 398 |
+
filter: Annotated[
|
| 399 |
+
list[str] | None,
|
| 400 |
+
Option(
|
| 401 |
+
"-f",
|
| 402 |
+
"--filter",
|
| 403 |
+
help="Filter entries (e.g. 'size>1GB', 'type=model', 'accessed>7d'). Can be used multiple times.",
|
| 404 |
+
),
|
| 405 |
+
] = None,
|
| 406 |
+
sort: Annotated[
|
| 407 |
+
SortOptions | None,
|
| 408 |
+
Option(
|
| 409 |
+
help="Sort entries by key. Supported keys: 'accessed', 'modified', 'name', 'size'. "
|
| 410 |
+
"Append ':asc' or ':desc' to explicitly set the order (e.g., 'modified:asc'). "
|
| 411 |
+
"Defaults: 'accessed', 'modified', 'size' default to 'desc' (newest/biggest first); "
|
| 412 |
+
"'name' defaults to 'asc' (alphabetical).",
|
| 413 |
+
),
|
| 414 |
+
] = None,
|
| 415 |
+
limit: Annotated[
|
| 416 |
+
int | None,
|
| 417 |
+
Option(
|
| 418 |
+
help="Limit the number of results returned. Returns only the top N entries after sorting.",
|
| 419 |
+
),
|
| 420 |
+
] = None,
|
| 421 |
+
) -> None:
|
| 422 |
+
"""List cached repositories or revisions."""
|
| 423 |
+
try:
|
| 424 |
+
hf_cache_info = scan_cache_dir(cache_dir)
|
| 425 |
+
except CacheNotFound as exc:
|
| 426 |
+
raise CLIError(f"Cache directory not found: {exc.cache_dir}") from exc
|
| 427 |
+
|
| 428 |
+
filters = filter or []
|
| 429 |
+
|
| 430 |
+
entries, repo_refs_map = collect_cache_entries(hf_cache_info, include_revisions=revisions)
|
| 431 |
+
try:
|
| 432 |
+
filter_fns = [compile_cache_filter(expr, repo_refs_map) for expr in filters]
|
| 433 |
+
except ValueError as exc:
|
| 434 |
+
raise click.BadParameter(str(exc)) from exc
|
| 435 |
+
|
| 436 |
+
now = time.time()
|
| 437 |
+
for fn in filter_fns:
|
| 438 |
+
entries = [entry for entry in entries if fn(entry[0], entry[1], now)]
|
| 439 |
+
|
| 440 |
+
# Apply sorting if requested
|
| 441 |
+
if sort:
|
| 442 |
+
try:
|
| 443 |
+
sort_key_fn, reverse = compile_cache_sort(sort.value)
|
| 444 |
+
entries.sort(key=sort_key_fn, reverse=reverse)
|
| 445 |
+
except ValueError as exc:
|
| 446 |
+
raise click.BadParameter(str(exc)) from exc
|
| 447 |
+
|
| 448 |
+
# Apply limit if requested
|
| 449 |
+
if limit is not None:
|
| 450 |
+
if limit < 0:
|
| 451 |
+
raise click.BadParameter(f"Limit must be a positive integer, got {limit}.")
|
| 452 |
+
entries = entries[:limit]
|
| 453 |
+
|
| 454 |
+
if revisions:
|
| 455 |
+
items = [
|
| 456 |
+
{
|
| 457 |
+
"id": repo.cache_id,
|
| 458 |
+
"repo_id": repo.repo_id,
|
| 459 |
+
"repo_type": repo.repo_type,
|
| 460 |
+
"revision": revision.commit_hash,
|
| 461 |
+
"snapshot_path": str(revision.snapshot_path),
|
| 462 |
+
"size": revision.size_on_disk_str,
|
| 463 |
+
"last_modified": revision.last_modified_str,
|
| 464 |
+
"refs": sorted(revision.refs),
|
| 465 |
+
}
|
| 466 |
+
for repo, revision in entries
|
| 467 |
+
if revision is not None
|
| 468 |
+
]
|
| 469 |
+
out.table(
|
| 470 |
+
items,
|
| 471 |
+
headers=["id", "revision", "size", "last_modified", "refs"],
|
| 472 |
+
id_key="revision",
|
| 473 |
+
alignments={"size": "right"},
|
| 474 |
+
)
|
| 475 |
+
else:
|
| 476 |
+
items = [
|
| 477 |
+
{
|
| 478 |
+
"id": repo.cache_id,
|
| 479 |
+
"repo_id": repo.repo_id,
|
| 480 |
+
"repo_type": repo.repo_type,
|
| 481 |
+
"size": repo.size_on_disk_str,
|
| 482 |
+
"last_accessed": repo.last_accessed_str or "",
|
| 483 |
+
"last_modified": repo.last_modified_str,
|
| 484 |
+
"refs": sorted(repo_refs_map.get(repo, frozenset())),
|
| 485 |
+
}
|
| 486 |
+
for repo, _ in entries
|
| 487 |
+
]
|
| 488 |
+
out.table(
|
| 489 |
+
items,
|
| 490 |
+
headers=["id", "size", "last_accessed", "last_modified", "refs"],
|
| 491 |
+
id_key="id",
|
| 492 |
+
alignments={"size": "right"},
|
| 493 |
+
)
|
| 494 |
+
|
| 495 |
+
if entries:
|
| 496 |
+
unique_repos = {repo for repo, _ in entries}
|
| 497 |
+
repo_count = len(unique_repos)
|
| 498 |
+
if revisions:
|
| 499 |
+
revision_count = sum(1 for _, rev in entries if rev is not None)
|
| 500 |
+
total_size = sum(rev.size_on_disk for _, rev in entries if rev is not None)
|
| 501 |
+
else:
|
| 502 |
+
revision_count = sum(len(repo.revisions) for repo in unique_repos)
|
| 503 |
+
total_size = sum(repo.size_on_disk for repo in unique_repos)
|
| 504 |
+
out.text(
|
| 505 |
+
ANSI.bold(
|
| 506 |
+
f"\nFound {repo_count} repo(s) for a total of {revision_count} revision(s)"
|
| 507 |
+
f" and {_format_size(total_size)} on disk."
|
| 508 |
+
)
|
| 509 |
+
)
|
| 510 |
+
|
| 511 |
+
incomplete_files = hf_cache_info.incomplete_files
|
| 512 |
+
if incomplete_files:
|
| 513 |
+
out.hint(
|
| 514 |
+
f"Found {len(incomplete_files)} incomplete download(s) totalling "
|
| 515 |
+
f"{_format_size(hf_cache_info.incomplete_size_on_disk)}. "
|
| 516 |
+
"Remove them with 'hf cache prune'."
|
| 517 |
+
)
|
| 518 |
+
|
| 519 |
+
|
| 520 |
+
@cache_cli.command(
|
| 521 |
+
examples=[
|
| 522 |
+
"hf cache rm model/gpt2",
|
| 523 |
+
"hf cache rm hf://models/openai-community/gpt2",
|
| 524 |
+
"hf cache rm <revision_hash>",
|
| 525 |
+
"hf cache rm model/gpt2 --dry-run",
|
| 526 |
+
"hf cache rm model/gpt2 --yes",
|
| 527 |
+
],
|
| 528 |
+
)
|
| 529 |
+
def rm(
|
| 530 |
+
targets: Annotated[
|
| 531 |
+
list[str],
|
| 532 |
+
Argument(
|
| 533 |
+
help="One or more repo IDs (e.g. model/bert-base-uncased), repo-level hf:// URIs, or revision hashes to delete.",
|
| 534 |
+
),
|
| 535 |
+
],
|
| 536 |
+
cache_dir: Annotated[
|
| 537 |
+
str | None,
|
| 538 |
+
Option(
|
| 539 |
+
help="Cache directory to scan (defaults to Hugging Face cache).",
|
| 540 |
+
),
|
| 541 |
+
] = None,
|
| 542 |
+
yes: Annotated[
|
| 543 |
+
bool,
|
| 544 |
+
Option(
|
| 545 |
+
"-y",
|
| 546 |
+
"--yes",
|
| 547 |
+
help="Skip confirmation prompt.",
|
| 548 |
+
),
|
| 549 |
+
] = False,
|
| 550 |
+
dry_run: Annotated[
|
| 551 |
+
bool,
|
| 552 |
+
Option(
|
| 553 |
+
help="Preview deletions without removing anything.",
|
| 554 |
+
),
|
| 555 |
+
] = False,
|
| 556 |
+
) -> None:
|
| 557 |
+
"""Remove cached repositories or revisions."""
|
| 558 |
+
try:
|
| 559 |
+
hf_cache_info = scan_cache_dir(cache_dir)
|
| 560 |
+
except CacheNotFound as exc:
|
| 561 |
+
raise CLIError(f"Cache directory not found: {exc.cache_dir}") from exc
|
| 562 |
+
|
| 563 |
+
resolution = _resolve_deletion_targets(hf_cache_info, targets)
|
| 564 |
+
|
| 565 |
+
if resolution.missing:
|
| 566 |
+
details = "\n".join(f" - {entry}" for entry in resolution.missing)
|
| 567 |
+
out.warning(f"Could not find in cache:\n{details}")
|
| 568 |
+
|
| 569 |
+
if len(resolution.revisions) == 0:
|
| 570 |
+
out.text("Nothing to delete.")
|
| 571 |
+
raise click.exceptions.Exit(code=0)
|
| 572 |
+
|
| 573 |
+
strategy = hf_cache_info.delete_revisions(*sorted(resolution.revisions))
|
| 574 |
+
counts = summarize_deletions(resolution.selected)
|
| 575 |
+
|
| 576 |
+
summary_parts: list[str] = []
|
| 577 |
+
if counts.repo_count:
|
| 578 |
+
summary_parts.append(f"{counts.repo_count} repo(s)")
|
| 579 |
+
if counts.partial_revision_count:
|
| 580 |
+
summary_parts.append(f"{counts.partial_revision_count} revision(s)")
|
| 581 |
+
if not summary_parts:
|
| 582 |
+
summary_parts.append(f"{counts.total_revision_count} revision(s)")
|
| 583 |
+
|
| 584 |
+
summary_text = " and ".join(summary_parts)
|
| 585 |
+
out.text(f"About to delete {summary_text} totalling {strategy.expected_freed_size_str}.")
|
| 586 |
+
print_cache_selected_revisions(resolution.selected)
|
| 587 |
+
|
| 588 |
+
if dry_run:
|
| 589 |
+
out.result(
|
| 590 |
+
"Dry run: no files were deleted.",
|
| 591 |
+
dry_run=True,
|
| 592 |
+
repos=counts.repo_count,
|
| 593 |
+
revisions=counts.total_revision_count,
|
| 594 |
+
size=strategy.expected_freed_size_str,
|
| 595 |
+
)
|
| 596 |
+
return
|
| 597 |
+
|
| 598 |
+
out.confirm("Proceed with deletion?", yes=yes)
|
| 599 |
+
|
| 600 |
+
strategy.execute()
|
| 601 |
+
counts = summarize_deletions(resolution.selected)
|
| 602 |
+
out.result(
|
| 603 |
+
f"Deleted {counts.repo_count} repo(s) and {counts.total_revision_count} revision(s);"
|
| 604 |
+
f" freed {strategy.expected_freed_size_str}.",
|
| 605 |
+
repos_deleted=counts.repo_count,
|
| 606 |
+
revisions_deleted=counts.total_revision_count,
|
| 607 |
+
freed=strategy.expected_freed_size_str,
|
| 608 |
+
)
|
| 609 |
+
|
| 610 |
+
|
| 611 |
+
@cache_cli.command(examples=["hf cache prune", "hf cache prune --dry-run"])
|
| 612 |
+
def prune(
|
| 613 |
+
cache_dir: Annotated[
|
| 614 |
+
str | None,
|
| 615 |
+
Option(
|
| 616 |
+
help="Cache directory to scan (defaults to Hugging Face cache).",
|
| 617 |
+
),
|
| 618 |
+
] = None,
|
| 619 |
+
yes: Annotated[
|
| 620 |
+
bool,
|
| 621 |
+
Option(
|
| 622 |
+
"-y",
|
| 623 |
+
"--yes",
|
| 624 |
+
help="Skip confirmation prompt.",
|
| 625 |
+
),
|
| 626 |
+
] = False,
|
| 627 |
+
dry_run: Annotated[
|
| 628 |
+
bool,
|
| 629 |
+
Option(
|
| 630 |
+
help="Preview deletions without removing anything.",
|
| 631 |
+
),
|
| 632 |
+
] = False,
|
| 633 |
+
) -> None:
|
| 634 |
+
"""Remove detached revisions and incomplete downloads from the cache."""
|
| 635 |
+
try:
|
| 636 |
+
hf_cache_info = scan_cache_dir(cache_dir)
|
| 637 |
+
except CacheNotFound as exc:
|
| 638 |
+
raise CLIError(f"Cache directory not found: {exc.cache_dir}") from exc
|
| 639 |
+
|
| 640 |
+
selected: dict[CachedRepoInfo, frozenset[CachedRevisionInfo]] = {}
|
| 641 |
+
revisions: set[str] = set()
|
| 642 |
+
for repo in hf_cache_info.repos:
|
| 643 |
+
detached = frozenset(revision for revision in repo.revisions if len(revision.refs) == 0)
|
| 644 |
+
if not detached:
|
| 645 |
+
continue
|
| 646 |
+
selected[repo] = detached
|
| 647 |
+
revisions.update(revision.commit_hash for revision in detached)
|
| 648 |
+
|
| 649 |
+
incomplete_files = hf_cache_info.incomplete_files
|
| 650 |
+
|
| 651 |
+
if len(revisions) == 0 and not incomplete_files:
|
| 652 |
+
out.text("No unreferenced revisions or incomplete downloads found. Nothing to prune.")
|
| 653 |
+
return
|
| 654 |
+
|
| 655 |
+
strategy = hf_cache_info.delete_revisions(*sorted(revisions))
|
| 656 |
+
counts = summarize_deletions(selected)
|
| 657 |
+
total_freed = strategy.expected_freed_size + hf_cache_info.incomplete_size_on_disk
|
| 658 |
+
|
| 659 |
+
summary = _prune_summary(counts.total_revision_count, len(incomplete_files))
|
| 660 |
+
out.text(f"About to delete {summary} ({_format_size(total_freed)} total).")
|
| 661 |
+
print_cache_selected_revisions(selected)
|
| 662 |
+
|
| 663 |
+
if dry_run:
|
| 664 |
+
out.result(
|
| 665 |
+
"Dry run: no files were deleted.",
|
| 666 |
+
dry_run=True,
|
| 667 |
+
revisions=counts.total_revision_count,
|
| 668 |
+
incomplete=len(incomplete_files), # might be overstated but it's fine
|
| 669 |
+
size=_format_size(total_freed),
|
| 670 |
+
)
|
| 671 |
+
return
|
| 672 |
+
|
| 673 |
+
out.confirm("Proceed?", yes=yes)
|
| 674 |
+
|
| 675 |
+
strategy.execute()
|
| 676 |
+
for incomplete_file in incomplete_files:
|
| 677 |
+
try:
|
| 678 |
+
incomplete_file.file_path.unlink()
|
| 679 |
+
except FileNotFoundError:
|
| 680 |
+
pass # already removed (e.g. by a full-repo deletion above)
|
| 681 |
+
except OSError as exc:
|
| 682 |
+
out.warning(f"Could not delete incomplete file {incomplete_file.file_path}: {exc}")
|
| 683 |
+
out.result(
|
| 684 |
+
f"Deleted {summary}; freed {_format_size(total_freed)}.",
|
| 685 |
+
revisions_deleted=counts.total_revision_count,
|
| 686 |
+
incomplete_deleted=len(incomplete_files),
|
| 687 |
+
freed=_format_size(total_freed),
|
| 688 |
+
)
|
| 689 |
+
|
| 690 |
+
|
| 691 |
+
@cache_cli.command(
|
| 692 |
+
examples=[
|
| 693 |
+
"hf cache verify gpt2",
|
| 694 |
+
"hf cache verify gpt2 --revision refs/pr/1",
|
| 695 |
+
"hf cache verify my-dataset --repo-type dataset",
|
| 696 |
+
],
|
| 697 |
+
)
|
| 698 |
+
def verify(
|
| 699 |
+
repo_id: RepoIdArg,
|
| 700 |
+
repo_type: RepoTypeOpt = RepoTypeOpt.model,
|
| 701 |
+
revision: RevisionOpt = None,
|
| 702 |
+
cache_dir: Annotated[
|
| 703 |
+
str | None,
|
| 704 |
+
Option(
|
| 705 |
+
help="Cache directory to use when verifying files from cache (defaults to Hugging Face cache).",
|
| 706 |
+
),
|
| 707 |
+
] = None,
|
| 708 |
+
local_dir: Annotated[
|
| 709 |
+
str | None,
|
| 710 |
+
Option(
|
| 711 |
+
help="If set, verify files under this directory instead of the cache.",
|
| 712 |
+
),
|
| 713 |
+
] = None,
|
| 714 |
+
fail_on_missing_files: Annotated[
|
| 715 |
+
bool,
|
| 716 |
+
Option(
|
| 717 |
+
"--fail-on-missing-files",
|
| 718 |
+
help="Fail if some files exist on the remote but are missing locally.",
|
| 719 |
+
),
|
| 720 |
+
] = False,
|
| 721 |
+
fail_on_extra_files: Annotated[
|
| 722 |
+
bool,
|
| 723 |
+
Option(
|
| 724 |
+
"--fail-on-extra-files",
|
| 725 |
+
help="Fail if some files exist locally but are not present on the remote revision.",
|
| 726 |
+
),
|
| 727 |
+
] = False,
|
| 728 |
+
token: TokenOpt = None,
|
| 729 |
+
) -> None:
|
| 730 |
+
"""Verify checksums for a single repo revision from cache or a local directory.
|
| 731 |
+
|
| 732 |
+
Examples:
|
| 733 |
+
- Verify main revision in cache: `hf cache verify gpt2`
|
| 734 |
+
- Verify specific revision: `hf cache verify gpt2 --revision refs/pr/1`
|
| 735 |
+
- Verify dataset: `hf cache verify karpathy/fineweb-edu-100b-shuffle --repo-type dataset`
|
| 736 |
+
- Verify local dir: `hf cache verify deepseek-ai/DeepSeek-OCR --local-dir /path/to/repo`
|
| 737 |
+
"""
|
| 738 |
+
|
| 739 |
+
if local_dir is not None and cache_dir is not None:
|
| 740 |
+
out.error("Cannot pass both --local-dir and --cache-dir. Use one or the other.")
|
| 741 |
+
raise click.exceptions.Exit(code=2)
|
| 742 |
+
|
| 743 |
+
api = get_hf_api(token=token)
|
| 744 |
+
|
| 745 |
+
result = api.verify_repo_checksums(
|
| 746 |
+
repo_id=repo_id,
|
| 747 |
+
repo_type=repo_type.value if hasattr(repo_type, "value") else str(repo_type),
|
| 748 |
+
revision=revision,
|
| 749 |
+
local_dir=local_dir,
|
| 750 |
+
cache_dir=cache_dir,
|
| 751 |
+
token=token,
|
| 752 |
+
)
|
| 753 |
+
|
| 754 |
+
exit_code = 0
|
| 755 |
+
|
| 756 |
+
if result.mismatches:
|
| 757 |
+
details = "\n".join(
|
| 758 |
+
f" - {m['path']}: expected {m['expected']} ({m['algorithm']}), got {m['actual']}"
|
| 759 |
+
for m in result.mismatches
|
| 760 |
+
)
|
| 761 |
+
out.text(f"❌ Checksum verification failed for the following file(s):\n{details}")
|
| 762 |
+
exit_code = 1
|
| 763 |
+
|
| 764 |
+
if result.missing_paths:
|
| 765 |
+
if fail_on_missing_files:
|
| 766 |
+
details = "\n".join(f" - {p}" for p in result.missing_paths)
|
| 767 |
+
out.text(f"❌ Missing files (present remotely, absent locally):\n{details}")
|
| 768 |
+
exit_code = 1
|
| 769 |
+
else:
|
| 770 |
+
out.warning(
|
| 771 |
+
f"{len(result.missing_paths)} remote file(s) are missing locally. "
|
| 772 |
+
"Use --fail-on-missing-files for details."
|
| 773 |
+
)
|
| 774 |
+
|
| 775 |
+
if result.extra_paths:
|
| 776 |
+
if fail_on_extra_files:
|
| 777 |
+
details = "\n".join(f" - {p}" for p in result.extra_paths)
|
| 778 |
+
out.text(f"❌ Extra files (present locally, absent remotely):\n{details}")
|
| 779 |
+
exit_code = 1
|
| 780 |
+
else:
|
| 781 |
+
out.warning(
|
| 782 |
+
f"{len(result.extra_paths)} local file(s) do not exist on the remote repo. "
|
| 783 |
+
"Use --fail-on-extra-files for details."
|
| 784 |
+
)
|
| 785 |
+
|
| 786 |
+
verified_location = result.verified_path
|
| 787 |
+
|
| 788 |
+
if exit_code != 0:
|
| 789 |
+
out.error(
|
| 790 |
+
f"Verification failed for '{repo_id}' ({repo_type.value}) in {verified_location}.\n Revision: {result.revision}"
|
| 791 |
+
)
|
| 792 |
+
raise click.exceptions.Exit(code=exit_code)
|
| 793 |
+
|
| 794 |
+
out.result(
|
| 795 |
+
f"Verified {result.checked_count} file(s) for {repo_type.value} '{repo_id}'. All checksums match.",
|
| 796 |
+
repo_id=repo_id,
|
| 797 |
+
repo_type=repo_type.value,
|
| 798 |
+
checked=result.checked_count,
|
| 799 |
+
path=str(verified_location),
|
| 800 |
+
)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/collections.py
ADDED
|
@@ -0,0 +1,293 @@
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|
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|
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|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to interact with collections on the Hugging Face Hub."""
|
| 15 |
+
|
| 16 |
+
import enum
|
| 17 |
+
from typing import Annotated, get_args
|
| 18 |
+
|
| 19 |
+
from huggingface_hub.hf_api import CollectionItemType_T, CollectionSort_T
|
| 20 |
+
|
| 21 |
+
from ._cli_utils import LimitOpt, TokenOpt, get_hf_api, typer_factory
|
| 22 |
+
from ._framework import Argument, Option
|
| 23 |
+
from ._output import _dataclass_to_dict, out
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
# Build enums dynamically from Literal types to avoid duplication
|
| 27 |
+
_COLLECTION_ITEM_TYPES = get_args(CollectionItemType_T)
|
| 28 |
+
CollectionItemType = enum.Enum("CollectionItemType", {t: t for t in _COLLECTION_ITEM_TYPES}, type=str) # type: ignore[misc]
|
| 29 |
+
|
| 30 |
+
_COLLECTION_SORT_OPTIONS = get_args(CollectionSort_T)
|
| 31 |
+
CollectionSort = enum.Enum("CollectionSort", {s: s for s in _COLLECTION_SORT_OPTIONS}, type=str) # type: ignore[misc]
|
| 32 |
+
|
| 33 |
+
|
| 34 |
+
collections_cli = typer_factory(help="Interact with collections on the Hub.")
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
@collections_cli.command(
|
| 38 |
+
"list | ls",
|
| 39 |
+
examples=[
|
| 40 |
+
"hf collections ls",
|
| 41 |
+
"hf collections ls --owner nvidia",
|
| 42 |
+
"hf collections ls --item models/teknium/OpenHermes-2.5-Mistral-7B --limit 10",
|
| 43 |
+
],
|
| 44 |
+
)
|
| 45 |
+
def collections_ls(
|
| 46 |
+
owner: Annotated[
|
| 47 |
+
str | None,
|
| 48 |
+
Option(help="Filter by owner username or organization."),
|
| 49 |
+
] = None,
|
| 50 |
+
item: Annotated[
|
| 51 |
+
str | None,
|
| 52 |
+
Option(
|
| 53 |
+
help='Filter collections containing a specific item (e.g., "models/gpt2", "datasets/squad", "papers/2311.12983").'
|
| 54 |
+
),
|
| 55 |
+
] = None,
|
| 56 |
+
sort: Annotated[
|
| 57 |
+
CollectionSort | None,
|
| 58 |
+
Option(help="Sort results by last modified, trending, or upvotes."),
|
| 59 |
+
] = None,
|
| 60 |
+
limit: LimitOpt = 10,
|
| 61 |
+
token: TokenOpt = None,
|
| 62 |
+
) -> None:
|
| 63 |
+
"""List collections on the Hub."""
|
| 64 |
+
api = get_hf_api(token=token)
|
| 65 |
+
sort_key = sort.value if sort else None
|
| 66 |
+
results = [
|
| 67 |
+
_dataclass_to_dict(collection)
|
| 68 |
+
for collection in api.list_collections(
|
| 69 |
+
owner=owner,
|
| 70 |
+
item=item,
|
| 71 |
+
sort=sort_key, # type: ignore[arg-type]
|
| 72 |
+
limit=limit,
|
| 73 |
+
)
|
| 74 |
+
]
|
| 75 |
+
out.table(results)
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
@collections_cli.command(
|
| 79 |
+
"info",
|
| 80 |
+
examples=[
|
| 81 |
+
"hf collections info username/my-collection-slug",
|
| 82 |
+
],
|
| 83 |
+
)
|
| 84 |
+
def collections_info(
|
| 85 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 86 |
+
token: TokenOpt = None,
|
| 87 |
+
) -> None:
|
| 88 |
+
"""Get info about a collection on the Hub."""
|
| 89 |
+
api = get_hf_api(token=token)
|
| 90 |
+
collection = api.get_collection(collection_slug)
|
| 91 |
+
out.dict(collection)
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
@collections_cli.command(
|
| 95 |
+
"create",
|
| 96 |
+
examples=[
|
| 97 |
+
'hf collections create "My Models"',
|
| 98 |
+
'hf collections create "My Models" --description "A collection of my favorite models" --private',
|
| 99 |
+
'hf collections create "Org Collection" --namespace my-org',
|
| 100 |
+
],
|
| 101 |
+
)
|
| 102 |
+
def collections_create(
|
| 103 |
+
title: Annotated[str, Argument(help="The title of the collection.")],
|
| 104 |
+
namespace: Annotated[
|
| 105 |
+
str | None,
|
| 106 |
+
Option(help="The namespace (username or organization). Defaults to the authenticated user."),
|
| 107 |
+
] = None,
|
| 108 |
+
description: Annotated[
|
| 109 |
+
str | None,
|
| 110 |
+
Option(help="A description for the collection."),
|
| 111 |
+
] = None,
|
| 112 |
+
private: Annotated[
|
| 113 |
+
bool,
|
| 114 |
+
Option(help="Create a private collection."),
|
| 115 |
+
] = False,
|
| 116 |
+
exists_ok: Annotated[
|
| 117 |
+
bool,
|
| 118 |
+
Option(help="Do not raise an error if the collection already exists."),
|
| 119 |
+
] = False,
|
| 120 |
+
token: TokenOpt = None,
|
| 121 |
+
) -> None:
|
| 122 |
+
"""Create a new collection on the Hub."""
|
| 123 |
+
api = get_hf_api(token=token)
|
| 124 |
+
collection = api.create_collection(
|
| 125 |
+
title=title,
|
| 126 |
+
namespace=namespace,
|
| 127 |
+
description=description,
|
| 128 |
+
private=private,
|
| 129 |
+
exists_ok=exists_ok,
|
| 130 |
+
)
|
| 131 |
+
out.result("Collection created", slug=collection.slug, url=collection.url)
|
| 132 |
+
|
| 133 |
+
|
| 134 |
+
@collections_cli.command(
|
| 135 |
+
"update",
|
| 136 |
+
examples=[
|
| 137 |
+
'hf collections update username/my-collection --title "New Title"',
|
| 138 |
+
'hf collections update username/my-collection --description "Updated description"',
|
| 139 |
+
"hf collections update username/my-collection --private --theme green",
|
| 140 |
+
],
|
| 141 |
+
)
|
| 142 |
+
def collections_update(
|
| 143 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 144 |
+
title: Annotated[
|
| 145 |
+
str | None,
|
| 146 |
+
Option(help="The new title for the collection."),
|
| 147 |
+
] = None,
|
| 148 |
+
description: Annotated[
|
| 149 |
+
str | None,
|
| 150 |
+
Option(help="The new description for the collection."),
|
| 151 |
+
] = None,
|
| 152 |
+
position: Annotated[
|
| 153 |
+
int | None,
|
| 154 |
+
Option(help="The new position of the collection in the owner's list."),
|
| 155 |
+
] = None,
|
| 156 |
+
private: Annotated[
|
| 157 |
+
bool | None,
|
| 158 |
+
Option(help="Whether the collection should be private."),
|
| 159 |
+
] = None,
|
| 160 |
+
theme: Annotated[
|
| 161 |
+
str | None,
|
| 162 |
+
Option(help="The theme color for the collection (e.g., 'green', 'blue')."),
|
| 163 |
+
] = None,
|
| 164 |
+
token: TokenOpt = None,
|
| 165 |
+
) -> None:
|
| 166 |
+
"""Update a collection's metadata on the Hub."""
|
| 167 |
+
api = get_hf_api(token=token)
|
| 168 |
+
collection = api.update_collection_metadata(
|
| 169 |
+
collection_slug=collection_slug,
|
| 170 |
+
title=title,
|
| 171 |
+
description=description,
|
| 172 |
+
position=position,
|
| 173 |
+
private=private,
|
| 174 |
+
theme=theme,
|
| 175 |
+
)
|
| 176 |
+
out.result("Collection updated", slug=collection.slug, url=collection.url)
|
| 177 |
+
|
| 178 |
+
|
| 179 |
+
@collections_cli.command(
|
| 180 |
+
"delete",
|
| 181 |
+
examples=[
|
| 182 |
+
"hf collections delete username/my-collection",
|
| 183 |
+
"hf collections delete username/my-collection --missing-ok",
|
| 184 |
+
],
|
| 185 |
+
)
|
| 186 |
+
def collections_delete(
|
| 187 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 188 |
+
missing_ok: Annotated[
|
| 189 |
+
bool,
|
| 190 |
+
Option(help="Do not raise an error if the collection doesn't exist."),
|
| 191 |
+
] = False,
|
| 192 |
+
token: TokenOpt = None,
|
| 193 |
+
) -> None:
|
| 194 |
+
"""Delete a collection from the Hub."""
|
| 195 |
+
api = get_hf_api(token=token)
|
| 196 |
+
api.delete_collection(collection_slug, missing_ok=missing_ok)
|
| 197 |
+
out.result("Collection deleted", slug=collection_slug)
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
@collections_cli.command(
|
| 201 |
+
"add-item",
|
| 202 |
+
examples=[
|
| 203 |
+
"hf collections add-item username/my-collection moonshotai/kimi-k2 model",
|
| 204 |
+
'hf collections add-item username/my-collection Qwen/DeepPlanning dataset --note "Useful dataset"',
|
| 205 |
+
"hf collections add-item username/my-collection Tongyi-MAI/Z-Image space",
|
| 206 |
+
],
|
| 207 |
+
)
|
| 208 |
+
def collections_add_item(
|
| 209 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 210 |
+
item_id: Annotated[str, Argument(help="The ID of the item to add (repo_id for repos, paper ID for papers).")],
|
| 211 |
+
item_type: Annotated[
|
| 212 |
+
CollectionItemType,
|
| 213 |
+
Argument(help="The type of item (model, dataset, space, paper, collection, or bucket)."),
|
| 214 |
+
],
|
| 215 |
+
note: Annotated[
|
| 216 |
+
str | None,
|
| 217 |
+
Option(help="A note to attach to the item (max 500 characters)."),
|
| 218 |
+
] = None,
|
| 219 |
+
exists_ok: Annotated[
|
| 220 |
+
bool,
|
| 221 |
+
Option(help="Do not raise an error if the item is already in the collection."),
|
| 222 |
+
] = False,
|
| 223 |
+
token: TokenOpt = None,
|
| 224 |
+
) -> None:
|
| 225 |
+
"""Add an item to a collection."""
|
| 226 |
+
api = get_hf_api(token=token)
|
| 227 |
+
collection = api.add_collection_item(
|
| 228 |
+
collection_slug=collection_slug,
|
| 229 |
+
item_id=item_id,
|
| 230 |
+
item_type=item_type.value, # type: ignore[arg-type]
|
| 231 |
+
note=note,
|
| 232 |
+
exists_ok=exists_ok,
|
| 233 |
+
)
|
| 234 |
+
out.result("Item added to collection", slug=collection_slug, url=collection.url)
|
| 235 |
+
|
| 236 |
+
|
| 237 |
+
@collections_cli.command(
|
| 238 |
+
"update-item",
|
| 239 |
+
examples=[
|
| 240 |
+
'hf collections update-item username/my-collection ITEM_OBJECT_ID --note "Updated note"',
|
| 241 |
+
"hf collections update-item username/my-collection ITEM_OBJECT_ID --position 0",
|
| 242 |
+
],
|
| 243 |
+
)
|
| 244 |
+
def collections_update_item(
|
| 245 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 246 |
+
item_object_id: Annotated[
|
| 247 |
+
str,
|
| 248 |
+
Argument(help="The ID of the item in the collection (from 'item_object_id' field, not the repo_id)."),
|
| 249 |
+
],
|
| 250 |
+
note: Annotated[
|
| 251 |
+
str | None,
|
| 252 |
+
Option(help="A new note for the item (max 500 characters)."),
|
| 253 |
+
] = None,
|
| 254 |
+
position: Annotated[
|
| 255 |
+
int | None,
|
| 256 |
+
Option(help="The new position of the item in the collection."),
|
| 257 |
+
] = None,
|
| 258 |
+
token: TokenOpt = None,
|
| 259 |
+
) -> None:
|
| 260 |
+
"""Update an item in a collection."""
|
| 261 |
+
api = get_hf_api(token=token)
|
| 262 |
+
api.update_collection_item(
|
| 263 |
+
collection_slug=collection_slug,
|
| 264 |
+
item_object_id=item_object_id,
|
| 265 |
+
note=note,
|
| 266 |
+
position=position,
|
| 267 |
+
)
|
| 268 |
+
out.result("Item updated in collection", slug=collection_slug)
|
| 269 |
+
|
| 270 |
+
|
| 271 |
+
@collections_cli.command("delete-item")
|
| 272 |
+
def collections_delete_item(
|
| 273 |
+
collection_slug: Annotated[str, Argument(help="The collection slug (e.g., 'username/collection-slug').")],
|
| 274 |
+
item_object_id: Annotated[
|
| 275 |
+
str,
|
| 276 |
+
Argument(
|
| 277 |
+
help="The ID of the item in the collection (retrieved from `item_object_id` field returned by 'hf collections info'."
|
| 278 |
+
),
|
| 279 |
+
],
|
| 280 |
+
missing_ok: Annotated[
|
| 281 |
+
bool,
|
| 282 |
+
Option(help="Do not raise an error if the item doesn't exist."),
|
| 283 |
+
] = False,
|
| 284 |
+
token: TokenOpt = None,
|
| 285 |
+
) -> None:
|
| 286 |
+
"""Delete an item from a collection."""
|
| 287 |
+
api = get_hf_api(token=token)
|
| 288 |
+
api.delete_collection_item(
|
| 289 |
+
collection_slug=collection_slug,
|
| 290 |
+
item_object_id=item_object_id,
|
| 291 |
+
missing_ok=missing_ok,
|
| 292 |
+
)
|
| 293 |
+
out.result("Item deleted from collection", slug=collection_slug)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/datasets.py
ADDED
|
@@ -0,0 +1,274 @@
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|
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|
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|
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|
|
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|
|
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|
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|
|
|
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|
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to interact with datasets on the Hugging Face Hub."""
|
| 15 |
+
|
| 16 |
+
import enum
|
| 17 |
+
from typing import Annotated, get_args
|
| 18 |
+
|
| 19 |
+
import click
|
| 20 |
+
|
| 21 |
+
from huggingface_hub._dataset_viewer import execute_raw_sql_query
|
| 22 |
+
from huggingface_hub.errors import CLIError, RepositoryNotFoundError, RevisionNotFoundError
|
| 23 |
+
from huggingface_hub.hf_api import DatasetSort_T, ExpandDatasetProperty_T
|
| 24 |
+
from huggingface_hub.repocard import DatasetCard
|
| 25 |
+
|
| 26 |
+
from ._cli_utils import (
|
| 27 |
+
REPO_LIST_DEFAULT_LIMIT,
|
| 28 |
+
AuthorOpt,
|
| 29 |
+
FilterOpt,
|
| 30 |
+
LimitOpt,
|
| 31 |
+
RevisionOpt,
|
| 32 |
+
SearchOpt,
|
| 33 |
+
TokenOpt,
|
| 34 |
+
get_hf_api,
|
| 35 |
+
make_expand_properties_parser,
|
| 36 |
+
typer_factory,
|
| 37 |
+
)
|
| 38 |
+
from ._file_listing import list_repo_files_cmd
|
| 39 |
+
from ._framework import Argument, Option
|
| 40 |
+
from ._output import _dataclass_to_dict, out
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
_EXPAND_PROPERTIES = sorted(get_args(ExpandDatasetProperty_T))
|
| 44 |
+
_SORT_OPTIONS = get_args(DatasetSort_T)
|
| 45 |
+
DatasetSortEnum = enum.Enum("DatasetSortEnum", {s: s for s in _SORT_OPTIONS}, type=str) # type: ignore[misc]
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
ExpandOpt = Annotated[
|
| 49 |
+
str | None,
|
| 50 |
+
Option(
|
| 51 |
+
help=f"Comma-separated properties to return. When used, only the listed properties (and id) are returned. Example: '--expand=downloads,likes,tags'. Valid: {', '.join(_EXPAND_PROPERTIES)}.",
|
| 52 |
+
callback=make_expand_properties_parser(_EXPAND_PROPERTIES),
|
| 53 |
+
),
|
| 54 |
+
]
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
datasets_cli = typer_factory(help="Interact with datasets on the Hub.")
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
@datasets_cli.command(
|
| 61 |
+
"list | ls",
|
| 62 |
+
examples=[
|
| 63 |
+
"hf datasets ls",
|
| 64 |
+
"hf datasets ls --sort downloads --limit 10",
|
| 65 |
+
'hf datasets ls --search "code"',
|
| 66 |
+
"hf datasets ls --filter benchmark:official",
|
| 67 |
+
"hf datasets ls HuggingFaceFW/fineweb",
|
| 68 |
+
"hf datasets ls HuggingFaceFW/fineweb -R",
|
| 69 |
+
"hf datasets ls HuggingFaceFW/fineweb --tree -h",
|
| 70 |
+
],
|
| 71 |
+
)
|
| 72 |
+
def datasets_ls(
|
| 73 |
+
repo_id: Annotated[
|
| 74 |
+
str | None,
|
| 75 |
+
Argument(help="Dataset ID (e.g. `username/repo-name`) to list files from. If omitted, lists datasets."),
|
| 76 |
+
] = None,
|
| 77 |
+
search: SearchOpt = None,
|
| 78 |
+
author: AuthorOpt = None,
|
| 79 |
+
filter: FilterOpt = None,
|
| 80 |
+
sort: Annotated[
|
| 81 |
+
DatasetSortEnum | None,
|
| 82 |
+
Option(help="Sort results."),
|
| 83 |
+
] = None,
|
| 84 |
+
limit: LimitOpt = REPO_LIST_DEFAULT_LIMIT,
|
| 85 |
+
expand: ExpandOpt = None,
|
| 86 |
+
human_readable: Annotated[
|
| 87 |
+
bool,
|
| 88 |
+
Option("--human-readable", "-h", help="Show sizes in human readable format (only for listing files)."),
|
| 89 |
+
] = False,
|
| 90 |
+
as_tree: Annotated[
|
| 91 |
+
bool,
|
| 92 |
+
Option("--tree", help="List files in tree format (only for listing files)."),
|
| 93 |
+
] = False,
|
| 94 |
+
recursive: Annotated[
|
| 95 |
+
bool,
|
| 96 |
+
Option("--recursive", "-R", help="List files recursively (only for listing files)."),
|
| 97 |
+
] = False,
|
| 98 |
+
revision: RevisionOpt = None,
|
| 99 |
+
token: TokenOpt = None,
|
| 100 |
+
) -> None:
|
| 101 |
+
"""List datasets on the Hub, or files in a dataset repo.
|
| 102 |
+
|
| 103 |
+
When called with no argument, lists datasets on the Hub.
|
| 104 |
+
When called with a dataset ID, lists files in that dataset repo.
|
| 105 |
+
"""
|
| 106 |
+
if repo_id is not None:
|
| 107 |
+
if search is not None:
|
| 108 |
+
raise click.BadParameter("Cannot use --search when listing files.")
|
| 109 |
+
if author is not None:
|
| 110 |
+
raise click.BadParameter("Cannot use --author when listing files.")
|
| 111 |
+
if filter is not None:
|
| 112 |
+
raise click.BadParameter("Cannot use --filter when listing files.")
|
| 113 |
+
if sort is not None:
|
| 114 |
+
raise click.BadParameter("Cannot use --sort when listing files.")
|
| 115 |
+
if limit != REPO_LIST_DEFAULT_LIMIT:
|
| 116 |
+
raise click.BadParameter("Cannot use --limit when listing files.")
|
| 117 |
+
if expand is not None:
|
| 118 |
+
raise click.BadParameter("Cannot use --expand when listing files.")
|
| 119 |
+
return list_repo_files_cmd(
|
| 120 |
+
repo_id=repo_id,
|
| 121 |
+
repo_type="dataset",
|
| 122 |
+
human_readable=human_readable,
|
| 123 |
+
as_tree=as_tree,
|
| 124 |
+
recursive=recursive,
|
| 125 |
+
revision=revision,
|
| 126 |
+
token=token,
|
| 127 |
+
)
|
| 128 |
+
|
| 129 |
+
if as_tree:
|
| 130 |
+
raise click.BadParameter("Cannot use --tree when listing datasets.")
|
| 131 |
+
if recursive:
|
| 132 |
+
raise click.BadParameter("Cannot use --recursive when listing datasets.")
|
| 133 |
+
if human_readable:
|
| 134 |
+
raise click.BadParameter("Cannot use --human-readable when listing datasets.")
|
| 135 |
+
if revision is not None:
|
| 136 |
+
raise click.BadParameter("Cannot use --revision when listing datasets.")
|
| 137 |
+
|
| 138 |
+
api = get_hf_api(token=token)
|
| 139 |
+
sort_key = sort.value if sort else None
|
| 140 |
+
results = [
|
| 141 |
+
_dataclass_to_dict(dataset_info)
|
| 142 |
+
for dataset_info in api.list_datasets(
|
| 143 |
+
filter=filter,
|
| 144 |
+
author=author,
|
| 145 |
+
search=search,
|
| 146 |
+
sort=sort_key,
|
| 147 |
+
limit=limit,
|
| 148 |
+
expand=expand, # type: ignore
|
| 149 |
+
)
|
| 150 |
+
]
|
| 151 |
+
out.table(results)
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
@datasets_cli.command(
|
| 155 |
+
"leaderboard",
|
| 156 |
+
examples=[
|
| 157 |
+
"hf datasets leaderboard SWE-bench/SWE-bench_Verified",
|
| 158 |
+
"hf datasets leaderboard SWE-bench/SWE-bench_Verified --limit 5 --format json",
|
| 159 |
+
"hf datasets ls --filter benchmark:official # list available leaderboards",
|
| 160 |
+
],
|
| 161 |
+
)
|
| 162 |
+
def datasets_leaderboard(
|
| 163 |
+
dataset_id: Annotated[str, Argument(help="The benchmark dataset ID (e.g. `SWE-bench/SWE-bench_Verified`).")],
|
| 164 |
+
limit: LimitOpt = 20,
|
| 165 |
+
token: TokenOpt = None,
|
| 166 |
+
) -> None:
|
| 167 |
+
"""List model scores from a dataset leaderboard. This command helps find the best models for a task or compare models by benchmark scores. Use 'hf datasets ls --filter benchmark:official' to list available leaderboards."""
|
| 168 |
+
api = get_hf_api(token=token)
|
| 169 |
+
leaderboard = api.get_dataset_leaderboard(repo_id=dataset_id)
|
| 170 |
+
results = [_dataclass_to_dict(entry) for entry in leaderboard[:limit]]
|
| 171 |
+
out.table(
|
| 172 |
+
results,
|
| 173 |
+
headers=["rank", "model_id", "value", "source"],
|
| 174 |
+
id_key="model_id",
|
| 175 |
+
)
|
| 176 |
+
out.hint("Use 'hf datasets ls --filter benchmark:official' to list available leaderboards.")
|
| 177 |
+
if leaderboard:
|
| 178 |
+
out.hint(f"Use 'hf models info {leaderboard[0].model_id}' to get details about a model.")
|
| 179 |
+
|
| 180 |
+
|
| 181 |
+
@datasets_cli.command(
|
| 182 |
+
"info",
|
| 183 |
+
examples=[
|
| 184 |
+
"hf datasets info HuggingFaceFW/fineweb",
|
| 185 |
+
"hf datasets info my-dataset --expand downloads,likes,tags",
|
| 186 |
+
],
|
| 187 |
+
)
|
| 188 |
+
def datasets_info(
|
| 189 |
+
dataset_id: Annotated[str, Argument(help="The dataset ID (e.g. `username/repo-name`).")],
|
| 190 |
+
revision: RevisionOpt = None,
|
| 191 |
+
expand: ExpandOpt = None,
|
| 192 |
+
token: TokenOpt = None,
|
| 193 |
+
) -> None:
|
| 194 |
+
"""Get info about a dataset on the Hub."""
|
| 195 |
+
api = get_hf_api(token=token)
|
| 196 |
+
try:
|
| 197 |
+
info = api.dataset_info(repo_id=dataset_id, revision=revision, expand=expand) # type: ignore
|
| 198 |
+
except RepositoryNotFoundError as e:
|
| 199 |
+
raise CLIError(f"Dataset '{dataset_id}' not found.") from e
|
| 200 |
+
except RevisionNotFoundError as e:
|
| 201 |
+
raise CLIError(f"Revision '{revision}' not found on '{dataset_id}'.") from e
|
| 202 |
+
out.dict(info)
|
| 203 |
+
|
| 204 |
+
|
| 205 |
+
@datasets_cli.command(
|
| 206 |
+
"parquet",
|
| 207 |
+
examples=[
|
| 208 |
+
"hf datasets parquet cfahlgren1/hub-stats",
|
| 209 |
+
"hf datasets parquet cfahlgren1/hub-stats --subset models",
|
| 210 |
+
"hf datasets parquet cfahlgren1/hub-stats --split train",
|
| 211 |
+
"hf datasets parquet cfahlgren1/hub-stats --format json",
|
| 212 |
+
],
|
| 213 |
+
)
|
| 214 |
+
def datasets_parquet(
|
| 215 |
+
dataset_id: Annotated[str, Argument(help="The dataset ID (e.g. `username/repo-name`).")],
|
| 216 |
+
subset: Annotated[str | None, Option("--subset", help="Filter parquet entries by subset/config.")] = None,
|
| 217 |
+
split: Annotated[str | None, Option(help="Filter parquet entries by split.")] = None,
|
| 218 |
+
token: TokenOpt = None,
|
| 219 |
+
) -> None:
|
| 220 |
+
"""List parquet file URLs available for a dataset."""
|
| 221 |
+
api = get_hf_api(token=token)
|
| 222 |
+
entries = api.list_dataset_parquet_files(repo_id=dataset_id, config=subset)
|
| 223 |
+
filtered = [entry for entry in entries if split is None or entry.split == split]
|
| 224 |
+
results = [
|
| 225 |
+
{"subset": entry.config, "split": entry.split, "url": entry.url, "size": entry.size} for entry in filtered
|
| 226 |
+
]
|
| 227 |
+
out.table(results, headers=["subset", "split", "url", "size"], id_key="url")
|
| 228 |
+
|
| 229 |
+
|
| 230 |
+
@datasets_cli.command(
|
| 231 |
+
"sql",
|
| 232 |
+
examples=[
|
| 233 |
+
"hf datasets sql \"SELECT COUNT(*) AS rows FROM read_parquet('https://huggingface.co/api/datasets/cfahlgren1/hub-stats/parquet/models/train/0.parquet')\"",
|
| 234 |
+
"hf datasets sql \"SELECT * FROM read_parquet('https://huggingface.co/api/datasets/cfahlgren1/hub-stats/parquet/models/train/0.parquet') LIMIT 5\" --format json",
|
| 235 |
+
],
|
| 236 |
+
)
|
| 237 |
+
def datasets_sql(
|
| 238 |
+
sql: Annotated[str, Argument(help="Raw SQL query to execute.")],
|
| 239 |
+
token: TokenOpt = None,
|
| 240 |
+
) -> None:
|
| 241 |
+
"""Execute a raw SQL query with DuckDB against dataset parquet URLs."""
|
| 242 |
+
try:
|
| 243 |
+
result = execute_raw_sql_query(sql_query=sql, token=token)
|
| 244 |
+
except ImportError as e:
|
| 245 |
+
raise CLIError(str(e)) from e
|
| 246 |
+
out.table(result)
|
| 247 |
+
|
| 248 |
+
|
| 249 |
+
@datasets_cli.command(
|
| 250 |
+
"card",
|
| 251 |
+
examples=[
|
| 252 |
+
"hf datasets card HuggingFaceFW/fineweb",
|
| 253 |
+
"hf datasets card HuggingFaceFW/fineweb --metadata",
|
| 254 |
+
"hf datasets card HuggingFaceFW/fineweb --metadata --format json",
|
| 255 |
+
"hf datasets card HuggingFaceFW/fineweb --text",
|
| 256 |
+
],
|
| 257 |
+
)
|
| 258 |
+
def datasets_card(
|
| 259 |
+
dataset_id: Annotated[str, Argument(help="The dataset ID (e.g. `username/repo-name`).")],
|
| 260 |
+
metadata: Annotated[bool, Option("--metadata", help="Output only the metadata from the card.")] = False,
|
| 261 |
+
text: Annotated[bool, Option("--text", help="Output only the text body (no metadata).")] = False,
|
| 262 |
+
token: TokenOpt = None,
|
| 263 |
+
) -> None:
|
| 264 |
+
"""Get the dataset card (README) for a dataset on the Hub."""
|
| 265 |
+
if metadata and text:
|
| 266 |
+
raise CLIError("--metadata and --text are mutually exclusive.")
|
| 267 |
+
card = DatasetCard.load(dataset_id, token=token)
|
| 268 |
+
if metadata:
|
| 269 |
+
out.dict(card.data.to_dict())
|
| 270 |
+
elif text:
|
| 271 |
+
out.text(card.text)
|
| 272 |
+
else:
|
| 273 |
+
out.text(card.content)
|
| 274 |
+
out.hint(f"Use `hf datasets card {dataset_id} --metadata` to extract only the card metadata.")
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/deprecated_cli.py
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Deprecated `huggingface-cli` entry point. Warns and exits."""
|
| 2 |
+
|
| 3 |
+
import shutil
|
| 4 |
+
import sys
|
| 5 |
+
|
| 6 |
+
from ._output import out
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
def main() -> None:
|
| 10 |
+
out.warning("`huggingface-cli` is deprecated and no longer works. Use `hf` instead.\n")
|
| 11 |
+
|
| 12 |
+
if shutil.which("hf"):
|
| 13 |
+
from huggingface_hub.cli._cli_utils import check_cli_update
|
| 14 |
+
|
| 15 |
+
check_cli_update("huggingface_hub")
|
| 16 |
+
out.hint("`hf` is already installed! Use it directly.\n")
|
| 17 |
+
else:
|
| 18 |
+
out.hint(
|
| 19 |
+
"Install `hf`:\n"
|
| 20 |
+
" Standalone (recommended): curl -LsSf https://hf.co/cli/install.sh | bash\n"
|
| 21 |
+
" Using Homebrew: brew install hf\n"
|
| 22 |
+
" Using pip: pip install huggingface_hub\n",
|
| 23 |
+
)
|
| 24 |
+
|
| 25 |
+
out.hint(
|
| 26 |
+
"Examples:\n"
|
| 27 |
+
" hf auth login\n"
|
| 28 |
+
" hf download unsloth/gemma-4-31B-it-GGUF\n"
|
| 29 |
+
" hf upload my-cool-model . .\n"
|
| 30 |
+
' hf models ls --search "gemma"\n'
|
| 31 |
+
" hf repos ls --format json\n"
|
| 32 |
+
" hf jobs run python:3.12 python -c 'print(\"Hello!\")'\n"
|
| 33 |
+
" hf --help\n",
|
| 34 |
+
)
|
| 35 |
+
sys.exit(1)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/discussions.py
ADDED
|
@@ -0,0 +1,497 @@
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|
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|
|
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|
|
|
|
|
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|
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|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to interact with discussions and pull requests on the Hugging Face Hub."""
|
| 15 |
+
|
| 16 |
+
import enum
|
| 17 |
+
import sys
|
| 18 |
+
from pathlib import Path
|
| 19 |
+
from typing import Annotated
|
| 20 |
+
|
| 21 |
+
import click
|
| 22 |
+
|
| 23 |
+
from huggingface_hub import constants
|
| 24 |
+
|
| 25 |
+
from ._cli_utils import (
|
| 26 |
+
AuthorOpt,
|
| 27 |
+
LimitOpt,
|
| 28 |
+
RepoIdArg,
|
| 29 |
+
RepoType,
|
| 30 |
+
RepoTypeOpt,
|
| 31 |
+
TokenOpt,
|
| 32 |
+
get_hf_api,
|
| 33 |
+
typer_factory,
|
| 34 |
+
)
|
| 35 |
+
from ._framework import Argument, Option
|
| 36 |
+
from ._output import _dataclass_to_dict, out
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
class DiscussionStatus(str, enum.Enum):
|
| 40 |
+
open = "open"
|
| 41 |
+
closed = "closed"
|
| 42 |
+
merged = "merged"
|
| 43 |
+
draft = "draft"
|
| 44 |
+
all = "all"
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
class DiscussionKind(str, enum.Enum):
|
| 48 |
+
all = "all"
|
| 49 |
+
discussion = "discussion"
|
| 50 |
+
pull_request = "pull_request"
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
# "merged" and "draft" are valid Discussion statuses but the Hub API filter
|
| 54 |
+
# (DiscussionStatusFilter) only accepts "all", "open", "closed". When the user
|
| 55 |
+
# asks for merged/draft we fetch with api_status=None (i.e. all) and filter
|
| 56 |
+
# client-side.
|
| 57 |
+
_CLIENT_SIDE_STATUSES = {"merged", "draft"}
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
DiscussionNumArg = Annotated[
|
| 61 |
+
int,
|
| 62 |
+
Argument(
|
| 63 |
+
help="The discussion or pull request number.",
|
| 64 |
+
min=1,
|
| 65 |
+
),
|
| 66 |
+
]
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
def _read_body(body: str | None, body_file: Path | None) -> str | None:
|
| 70 |
+
"""Resolve body text from --body or --body-file (supports '-' for stdin)."""
|
| 71 |
+
if body is not None and body_file is not None:
|
| 72 |
+
raise click.BadParameter("Cannot use both --body and --body-file.")
|
| 73 |
+
if body_file is not None:
|
| 74 |
+
if str(body_file) == "-":
|
| 75 |
+
return sys.stdin.read()
|
| 76 |
+
return body_file.read_text(encoding="utf-8")
|
| 77 |
+
return body
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
discussions_cli = typer_factory(help="Manage discussions and pull requests on the Hub.")
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
@discussions_cli.command(
|
| 84 |
+
"list | ls",
|
| 85 |
+
examples=[
|
| 86 |
+
"hf discussions list username/my-model",
|
| 87 |
+
"hf discussions list username/my-model --kind pull_request --status merged",
|
| 88 |
+
"hf discussions list username/my-dataset --type dataset --status closed",
|
| 89 |
+
"hf discussions list username/my-model --author alice --format json",
|
| 90 |
+
],
|
| 91 |
+
)
|
| 92 |
+
def discussion_list(
|
| 93 |
+
repo_id: RepoIdArg,
|
| 94 |
+
status: Annotated[
|
| 95 |
+
DiscussionStatus,
|
| 96 |
+
Option(
|
| 97 |
+
"-s",
|
| 98 |
+
"--status",
|
| 99 |
+
help="Filter by status (open, closed, merged, draft, all).",
|
| 100 |
+
),
|
| 101 |
+
] = DiscussionStatus.open,
|
| 102 |
+
kind: Annotated[
|
| 103 |
+
DiscussionKind,
|
| 104 |
+
Option(
|
| 105 |
+
"-k",
|
| 106 |
+
"--kind",
|
| 107 |
+
help="Filter by kind (discussion, pull_request, all).",
|
| 108 |
+
),
|
| 109 |
+
] = DiscussionKind.all,
|
| 110 |
+
author: AuthorOpt = None,
|
| 111 |
+
limit: LimitOpt = 30,
|
| 112 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 113 |
+
token: TokenOpt = None,
|
| 114 |
+
) -> None:
|
| 115 |
+
"""List discussions and pull requests on a repo."""
|
| 116 |
+
api = get_hf_api(token=token)
|
| 117 |
+
|
| 118 |
+
api_status: constants.DiscussionStatusFilter | None
|
| 119 |
+
if status == DiscussionStatus.open:
|
| 120 |
+
api_status = "open"
|
| 121 |
+
elif status == DiscussionStatus.closed:
|
| 122 |
+
api_status = "closed"
|
| 123 |
+
else:
|
| 124 |
+
api_status = None
|
| 125 |
+
|
| 126 |
+
api_discussion_type: constants.DiscussionTypeFilter | None
|
| 127 |
+
if kind == DiscussionKind.all:
|
| 128 |
+
api_discussion_type = None
|
| 129 |
+
else:
|
| 130 |
+
api_discussion_type = kind.value # type: ignore[assignment]
|
| 131 |
+
|
| 132 |
+
discussions = []
|
| 133 |
+
for d in api.get_repo_discussions(
|
| 134 |
+
repo_id=repo_id,
|
| 135 |
+
author=author,
|
| 136 |
+
discussion_type=api_discussion_type,
|
| 137 |
+
discussion_status=api_status,
|
| 138 |
+
repo_type=repo_type.value,
|
| 139 |
+
):
|
| 140 |
+
if status.value in _CLIENT_SIDE_STATUSES and d.status != status.value:
|
| 141 |
+
continue
|
| 142 |
+
discussions.append(d)
|
| 143 |
+
if len(discussions) >= limit:
|
| 144 |
+
break
|
| 145 |
+
|
| 146 |
+
items = [_dataclass_to_dict(d) for d in discussions]
|
| 147 |
+
out.table(
|
| 148 |
+
items,
|
| 149 |
+
headers=["num", "title", "is_pull_request", "status", "author", "created_at"],
|
| 150 |
+
id_key="num",
|
| 151 |
+
)
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
@discussions_cli.command(
|
| 155 |
+
"info",
|
| 156 |
+
examples=[
|
| 157 |
+
"hf discussions info username/my-model 5",
|
| 158 |
+
"hf discussions info username/my-model 5 --format json",
|
| 159 |
+
],
|
| 160 |
+
)
|
| 161 |
+
def discussion_info(
|
| 162 |
+
repo_id: RepoIdArg,
|
| 163 |
+
num: DiscussionNumArg,
|
| 164 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 165 |
+
token: TokenOpt = None,
|
| 166 |
+
) -> None:
|
| 167 |
+
"""Get info about a discussion or pull request."""
|
| 168 |
+
api = get_hf_api(token=token)
|
| 169 |
+
details = api.get_discussion_details(
|
| 170 |
+
repo_id=repo_id,
|
| 171 |
+
discussion_num=num,
|
| 172 |
+
repo_type=repo_type.value,
|
| 173 |
+
)
|
| 174 |
+
out.dict(details)
|
| 175 |
+
|
| 176 |
+
|
| 177 |
+
@discussions_cli.command(
|
| 178 |
+
"create",
|
| 179 |
+
examples=[
|
| 180 |
+
'hf discussions create username/my-model --title "Bug report"',
|
| 181 |
+
'hf discussions create username/my-model --title "Feature request" --body "Please add X"',
|
| 182 |
+
'hf discussions create username/my-model --title "Fix typo" --pull-request',
|
| 183 |
+
'hf discussions create username/my-dataset --type dataset --title "Data quality issue"',
|
| 184 |
+
],
|
| 185 |
+
)
|
| 186 |
+
def discussion_create(
|
| 187 |
+
repo_id: RepoIdArg,
|
| 188 |
+
title: Annotated[
|
| 189 |
+
str,
|
| 190 |
+
Option(
|
| 191 |
+
"--title",
|
| 192 |
+
help="The title of the discussion or pull request.",
|
| 193 |
+
),
|
| 194 |
+
],
|
| 195 |
+
body: Annotated[
|
| 196 |
+
str | None,
|
| 197 |
+
Option(
|
| 198 |
+
"--body",
|
| 199 |
+
help="The description (supports Markdown).",
|
| 200 |
+
),
|
| 201 |
+
] = None,
|
| 202 |
+
body_file: Annotated[
|
| 203 |
+
Path | None,
|
| 204 |
+
Option(
|
| 205 |
+
"--body-file",
|
| 206 |
+
help="Read the description from a file. Use '-' for stdin.",
|
| 207 |
+
),
|
| 208 |
+
] = None,
|
| 209 |
+
pull_request: Annotated[
|
| 210 |
+
bool,
|
| 211 |
+
Option(
|
| 212 |
+
"--pull-request",
|
| 213 |
+
"--pr",
|
| 214 |
+
help="Create a pull request instead of a discussion.",
|
| 215 |
+
),
|
| 216 |
+
] = False,
|
| 217 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 218 |
+
token: TokenOpt = None,
|
| 219 |
+
) -> None:
|
| 220 |
+
"""Create a new discussion or pull request on a repo."""
|
| 221 |
+
description = _read_body(body, body_file)
|
| 222 |
+
api = get_hf_api(token=token)
|
| 223 |
+
discussion = api.create_discussion(
|
| 224 |
+
repo_id=repo_id,
|
| 225 |
+
title=title,
|
| 226 |
+
description=description,
|
| 227 |
+
repo_type=repo_type.value,
|
| 228 |
+
pull_request=pull_request,
|
| 229 |
+
)
|
| 230 |
+
kind = "pull request" if pull_request else "discussion"
|
| 231 |
+
ref = f"refs/pr/{discussion.num}" if pull_request else None
|
| 232 |
+
out.result(f"Created {kind} #{discussion.num} on {repo_id}", num=discussion.num, url=discussion.url, ref=ref)
|
| 233 |
+
|
| 234 |
+
|
| 235 |
+
@discussions_cli.command(
|
| 236 |
+
"comment",
|
| 237 |
+
examples=[
|
| 238 |
+
'hf discussions comment username/my-model 5 --body "Thanks for reporting!"',
|
| 239 |
+
'hf discussions comment username/my-model 5 --body "LGTM!"',
|
| 240 |
+
],
|
| 241 |
+
)
|
| 242 |
+
def discussion_comment(
|
| 243 |
+
repo_id: RepoIdArg,
|
| 244 |
+
num: DiscussionNumArg,
|
| 245 |
+
body: Annotated[
|
| 246 |
+
str | None,
|
| 247 |
+
Option(
|
| 248 |
+
"--body",
|
| 249 |
+
help="The comment text (supports Markdown).",
|
| 250 |
+
),
|
| 251 |
+
] = None,
|
| 252 |
+
body_file: Annotated[
|
| 253 |
+
Path | None,
|
| 254 |
+
Option(
|
| 255 |
+
"--body-file",
|
| 256 |
+
help="Read the comment from a file. Use '-' for stdin.",
|
| 257 |
+
),
|
| 258 |
+
] = None,
|
| 259 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 260 |
+
token: TokenOpt = None,
|
| 261 |
+
) -> None:
|
| 262 |
+
"""Comment on a discussion or pull request."""
|
| 263 |
+
comment = _read_body(body, body_file)
|
| 264 |
+
if comment is None:
|
| 265 |
+
raise click.BadParameter("Either --body or --body-file is required.")
|
| 266 |
+
api = get_hf_api(token=token)
|
| 267 |
+
api.comment_discussion(
|
| 268 |
+
repo_id=repo_id,
|
| 269 |
+
discussion_num=num,
|
| 270 |
+
comment=comment,
|
| 271 |
+
repo_type=repo_type.value,
|
| 272 |
+
)
|
| 273 |
+
out.result(f"Commented on #{num} in {repo_id}", num=num, repo=repo_id)
|
| 274 |
+
|
| 275 |
+
|
| 276 |
+
@discussions_cli.command(
|
| 277 |
+
"edit",
|
| 278 |
+
examples=[
|
| 279 |
+
'hf discussions edit username/my-model 5 abc123 --body "Updated comment."',
|
| 280 |
+
"hf discussions edit username/my-model 5 abc123 --body-file fixed.md",
|
| 281 |
+
],
|
| 282 |
+
)
|
| 283 |
+
def discussion_edit(
|
| 284 |
+
repo_id: RepoIdArg,
|
| 285 |
+
num: DiscussionNumArg,
|
| 286 |
+
comment_id: Annotated[
|
| 287 |
+
str,
|
| 288 |
+
Argument(
|
| 289 |
+
help="The ID of the comment to edit (see 'hf discussions info ... --format json').",
|
| 290 |
+
),
|
| 291 |
+
],
|
| 292 |
+
body: Annotated[
|
| 293 |
+
str | None,
|
| 294 |
+
Option(
|
| 295 |
+
"--body",
|
| 296 |
+
help="The new comment text (supports Markdown).",
|
| 297 |
+
),
|
| 298 |
+
] = None,
|
| 299 |
+
body_file: Annotated[
|
| 300 |
+
Path | None,
|
| 301 |
+
Option(
|
| 302 |
+
"--body-file",
|
| 303 |
+
help="Read the new comment from a file. Use '-' for stdin.",
|
| 304 |
+
),
|
| 305 |
+
] = None,
|
| 306 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 307 |
+
token: TokenOpt = None,
|
| 308 |
+
) -> None:
|
| 309 |
+
"""Edit an existing comment on a discussion or pull request."""
|
| 310 |
+
new_content = _read_body(body, body_file)
|
| 311 |
+
if new_content is None:
|
| 312 |
+
raise click.BadParameter("Either --body or --body-file is required.")
|
| 313 |
+
api = get_hf_api(token=token)
|
| 314 |
+
api.edit_discussion_comment(
|
| 315 |
+
repo_id=repo_id,
|
| 316 |
+
discussion_num=num,
|
| 317 |
+
comment_id=comment_id,
|
| 318 |
+
new_content=new_content,
|
| 319 |
+
repo_type=repo_type.value,
|
| 320 |
+
)
|
| 321 |
+
out.result(f"Edited comment {comment_id} on #{num} in {repo_id}", num=num, repo=repo_id, comment_id=comment_id)
|
| 322 |
+
|
| 323 |
+
|
| 324 |
+
@discussions_cli.command(
|
| 325 |
+
"close",
|
| 326 |
+
examples=[
|
| 327 |
+
"hf discussions close username/my-model 5",
|
| 328 |
+
'hf discussions close username/my-model 5 --comment "Closing as resolved."',
|
| 329 |
+
],
|
| 330 |
+
)
|
| 331 |
+
def discussion_close(
|
| 332 |
+
repo_id: RepoIdArg,
|
| 333 |
+
num: DiscussionNumArg,
|
| 334 |
+
comment: Annotated[
|
| 335 |
+
str | None,
|
| 336 |
+
Option(
|
| 337 |
+
"--comment",
|
| 338 |
+
help="An optional comment to post when closing.",
|
| 339 |
+
),
|
| 340 |
+
] = None,
|
| 341 |
+
yes: Annotated[
|
| 342 |
+
bool,
|
| 343 |
+
Option(
|
| 344 |
+
"--yes",
|
| 345 |
+
"-y",
|
| 346 |
+
help="Skip confirmation prompt.",
|
| 347 |
+
),
|
| 348 |
+
] = False,
|
| 349 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 350 |
+
token: TokenOpt = None,
|
| 351 |
+
) -> None:
|
| 352 |
+
"""Close a discussion or pull request."""
|
| 353 |
+
out.confirm(f"Close #{num} on '{repo_id}'?", yes=yes)
|
| 354 |
+
api = get_hf_api(token=token)
|
| 355 |
+
api.change_discussion_status(
|
| 356 |
+
repo_id=repo_id,
|
| 357 |
+
discussion_num=num,
|
| 358 |
+
new_status="closed",
|
| 359 |
+
comment=comment,
|
| 360 |
+
repo_type=repo_type.value,
|
| 361 |
+
)
|
| 362 |
+
out.result(f"Closed #{num} in {repo_id}", num=num, repo=repo_id)
|
| 363 |
+
|
| 364 |
+
|
| 365 |
+
@discussions_cli.command(
|
| 366 |
+
"reopen",
|
| 367 |
+
examples=[
|
| 368 |
+
"hf discussions reopen username/my-model 5",
|
| 369 |
+
'hf discussions reopen username/my-model 5 --comment "Reopening for further investigation."',
|
| 370 |
+
],
|
| 371 |
+
)
|
| 372 |
+
def discussion_reopen(
|
| 373 |
+
repo_id: RepoIdArg,
|
| 374 |
+
num: DiscussionNumArg,
|
| 375 |
+
comment: Annotated[
|
| 376 |
+
str | None,
|
| 377 |
+
Option(
|
| 378 |
+
"--comment",
|
| 379 |
+
help="An optional comment to post when reopening.",
|
| 380 |
+
),
|
| 381 |
+
] = None,
|
| 382 |
+
yes: Annotated[
|
| 383 |
+
bool,
|
| 384 |
+
Option(
|
| 385 |
+
"--yes",
|
| 386 |
+
"-y",
|
| 387 |
+
help="Skip confirmation prompt.",
|
| 388 |
+
),
|
| 389 |
+
] = False,
|
| 390 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 391 |
+
token: TokenOpt = None,
|
| 392 |
+
) -> None:
|
| 393 |
+
"""Reopen a closed discussion or pull request."""
|
| 394 |
+
out.confirm(f"Reopen #{num} on '{repo_id}'?", yes=yes)
|
| 395 |
+
api = get_hf_api(token=token)
|
| 396 |
+
api.change_discussion_status(
|
| 397 |
+
repo_id=repo_id,
|
| 398 |
+
discussion_num=num,
|
| 399 |
+
new_status="open",
|
| 400 |
+
comment=comment,
|
| 401 |
+
repo_type=repo_type.value,
|
| 402 |
+
)
|
| 403 |
+
out.result(f"Reopened #{num} in {repo_id}", num=num, repo=repo_id)
|
| 404 |
+
|
| 405 |
+
|
| 406 |
+
@discussions_cli.command(
|
| 407 |
+
"rename",
|
| 408 |
+
examples=[
|
| 409 |
+
'hf discussions rename username/my-model 5 "Updated title"',
|
| 410 |
+
],
|
| 411 |
+
)
|
| 412 |
+
def discussion_rename(
|
| 413 |
+
repo_id: RepoIdArg,
|
| 414 |
+
num: DiscussionNumArg,
|
| 415 |
+
new_title: Annotated[
|
| 416 |
+
str,
|
| 417 |
+
Argument(
|
| 418 |
+
help="The new title.",
|
| 419 |
+
),
|
| 420 |
+
],
|
| 421 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 422 |
+
token: TokenOpt = None,
|
| 423 |
+
) -> None:
|
| 424 |
+
"""Rename a discussion or pull request."""
|
| 425 |
+
api = get_hf_api(token=token)
|
| 426 |
+
api.rename_discussion(
|
| 427 |
+
repo_id=repo_id,
|
| 428 |
+
discussion_num=num,
|
| 429 |
+
new_title=new_title,
|
| 430 |
+
repo_type=repo_type.value,
|
| 431 |
+
)
|
| 432 |
+
out.result(f"Renamed #{num} in {repo_id}", num=num, repo=repo_id, title=new_title)
|
| 433 |
+
|
| 434 |
+
|
| 435 |
+
@discussions_cli.command(
|
| 436 |
+
"merge",
|
| 437 |
+
examples=[
|
| 438 |
+
"hf discussions merge username/my-model 5",
|
| 439 |
+
'hf discussions merge username/my-model 5 --comment "Merging, thanks!"',
|
| 440 |
+
],
|
| 441 |
+
)
|
| 442 |
+
def discussion_merge(
|
| 443 |
+
repo_id: RepoIdArg,
|
| 444 |
+
num: DiscussionNumArg,
|
| 445 |
+
comment: Annotated[
|
| 446 |
+
str | None,
|
| 447 |
+
Option(
|
| 448 |
+
"--comment",
|
| 449 |
+
help="An optional comment to post when merging.",
|
| 450 |
+
),
|
| 451 |
+
] = None,
|
| 452 |
+
yes: Annotated[
|
| 453 |
+
bool,
|
| 454 |
+
Option(
|
| 455 |
+
"--yes",
|
| 456 |
+
"-y",
|
| 457 |
+
help="Skip confirmation prompt.",
|
| 458 |
+
),
|
| 459 |
+
] = False,
|
| 460 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 461 |
+
token: TokenOpt = None,
|
| 462 |
+
) -> None:
|
| 463 |
+
"""Merge a pull request."""
|
| 464 |
+
out.confirm(f"Merge #{num} on '{repo_id}'?", yes=yes)
|
| 465 |
+
api = get_hf_api(token=token)
|
| 466 |
+
api.merge_pull_request(
|
| 467 |
+
repo_id=repo_id,
|
| 468 |
+
discussion_num=num,
|
| 469 |
+
comment=comment,
|
| 470 |
+
repo_type=repo_type.value,
|
| 471 |
+
)
|
| 472 |
+
out.result(f"Merged #{num} in {repo_id}", num=num, repo=repo_id)
|
| 473 |
+
|
| 474 |
+
|
| 475 |
+
@discussions_cli.command(
|
| 476 |
+
"diff",
|
| 477 |
+
examples=[
|
| 478 |
+
"hf discussions diff username/my-model 5",
|
| 479 |
+
],
|
| 480 |
+
)
|
| 481 |
+
def discussion_diff(
|
| 482 |
+
repo_id: RepoIdArg,
|
| 483 |
+
num: DiscussionNumArg,
|
| 484 |
+
repo_type: RepoTypeOpt = RepoType.model,
|
| 485 |
+
token: TokenOpt = None,
|
| 486 |
+
) -> None:
|
| 487 |
+
"""Show the diff of a pull request."""
|
| 488 |
+
api = get_hf_api(token=token)
|
| 489 |
+
details = api.get_discussion_details(
|
| 490 |
+
repo_id=repo_id,
|
| 491 |
+
discussion_num=num,
|
| 492 |
+
repo_type=repo_type.value,
|
| 493 |
+
)
|
| 494 |
+
if details.diff:
|
| 495 |
+
out.text(details.diff)
|
| 496 |
+
else:
|
| 497 |
+
out.text("No diff available.")
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/download.py
ADDED
|
@@ -0,0 +1,225 @@
|
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|
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|
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|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 202-present, the HuggingFace Inc. team.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains command to download files from the Hub with the CLI."""
|
| 15 |
+
|
| 16 |
+
import warnings
|
| 17 |
+
from typing import Annotated
|
| 18 |
+
|
| 19 |
+
from huggingface_hub import constants
|
| 20 |
+
from huggingface_hub._snapshot_download import snapshot_download
|
| 21 |
+
from huggingface_hub.errors import CLIError
|
| 22 |
+
from huggingface_hub.file_download import DryRunFileInfo, hf_hub_download
|
| 23 |
+
from huggingface_hub.utils import _format_size, parse_hf_uri
|
| 24 |
+
|
| 25 |
+
from ._cli_utils import RepoIdArg, RepoType, RepoTypeOptionalOpt, RevisionOpt, TokenOpt
|
| 26 |
+
from ._framework import Argument, Option
|
| 27 |
+
from ._output import out
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
DOWNLOAD_EXAMPLES = [
|
| 31 |
+
"hf download meta-llama/Llama-3.2-1B-Instruct",
|
| 32 |
+
"hf download meta-llama/Llama-3.2-1B-Instruct config.json tokenizer.json",
|
| 33 |
+
'hf download meta-llama/Llama-3.2-1B-Instruct --include "*.safetensors" --exclude "*.bin"',
|
| 34 |
+
"hf download meta-llama/Llama-3.2-1B-Instruct --local-dir ./models/llama",
|
| 35 |
+
"hf download HuggingFaceM4/FineVision art/ --repo-type dataset",
|
| 36 |
+
"hf download hf://datasets/HuggingFaceH4/ultrachat_200k",
|
| 37 |
+
]
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
def download(
|
| 41 |
+
repo_id: RepoIdArg,
|
| 42 |
+
filenames: Annotated[
|
| 43 |
+
list[str] | None,
|
| 44 |
+
Argument(
|
| 45 |
+
help="Files to download (e.g. `config.json`, `data/metadata.jsonl`).",
|
| 46 |
+
),
|
| 47 |
+
] = None,
|
| 48 |
+
repo_type: RepoTypeOptionalOpt = None,
|
| 49 |
+
revision: RevisionOpt = None,
|
| 50 |
+
include: Annotated[
|
| 51 |
+
list[str] | None,
|
| 52 |
+
Option(
|
| 53 |
+
help="Glob patterns to include from files to download. eg: *.json",
|
| 54 |
+
),
|
| 55 |
+
] = None,
|
| 56 |
+
exclude: Annotated[
|
| 57 |
+
list[str] | None,
|
| 58 |
+
Option(
|
| 59 |
+
help="Glob patterns to exclude from files to download.",
|
| 60 |
+
),
|
| 61 |
+
] = None,
|
| 62 |
+
cache_dir: Annotated[
|
| 63 |
+
str | None,
|
| 64 |
+
Option(
|
| 65 |
+
help="Directory where to save files.",
|
| 66 |
+
),
|
| 67 |
+
] = None,
|
| 68 |
+
local_dir: Annotated[
|
| 69 |
+
str | None,
|
| 70 |
+
Option(
|
| 71 |
+
help="If set, the downloaded file will be placed under this directory. Check out https://huggingface.co/docs/huggingface_hub/guides/download#download-files-to-a-local-folder for more details.",
|
| 72 |
+
),
|
| 73 |
+
] = None,
|
| 74 |
+
force_download: Annotated[
|
| 75 |
+
bool,
|
| 76 |
+
Option(
|
| 77 |
+
help="If True, the files will be downloaded even if they are already cached.",
|
| 78 |
+
),
|
| 79 |
+
] = False,
|
| 80 |
+
dry_run: Annotated[
|
| 81 |
+
bool,
|
| 82 |
+
Option(
|
| 83 |
+
help="If True, perform a dry run without actually downloading the file.",
|
| 84 |
+
),
|
| 85 |
+
] = False,
|
| 86 |
+
token: TokenOpt = None,
|
| 87 |
+
max_workers: Annotated[
|
| 88 |
+
int,
|
| 89 |
+
Option(
|
| 90 |
+
help="Maximum number of workers to use for downloading files. Default is 8.",
|
| 91 |
+
),
|
| 92 |
+
] = 8,
|
| 93 |
+
) -> None:
|
| 94 |
+
"""Download files from the Hub."""
|
| 95 |
+
if local_dir is not None and cache_dir is not None:
|
| 96 |
+
raise CLIError(
|
| 97 |
+
"Cannot use both `--local-dir` and `--cache-dir` at the same time. "
|
| 98 |
+
"Use `--cache-dir` (or set the HF_HOME environment variable) for shared caching, "
|
| 99 |
+
"or `--local-dir` for a one-off download to a specific directory."
|
| 100 |
+
)
|
| 101 |
+
|
| 102 |
+
# `repo_id` may be a plain repo id or an `hf://` URI (e.g. `hf://datasets/my-org/my-dataset@v1.0/data/`).
|
| 103 |
+
# When a URI is provided, it is authoritative for the repo type, revision and (optionally) file path,
|
| 104 |
+
# so explicit `--repo-type` / `--revision` options are forbidden alongside it.
|
| 105 |
+
# We branch on the `hf://` prefix (the user's *intent*) rather than on whether the string parses as a
|
| 106 |
+
# valid URI: a malformed URI then surfaces a precise `HfUriError` (formatted globally in `cli/_errors.py`)
|
| 107 |
+
# instead of silently falling through to the plain-repo-id path and failing later with an opaque error.
|
| 108 |
+
if repo_id.startswith(constants.HF_PROTOCOL):
|
| 109 |
+
if repo_type is not None:
|
| 110 |
+
raise CLIError(f"'--repo-type' cannot be used with an 'hf://' URI ('{repo_id}').")
|
| 111 |
+
if revision is not None:
|
| 112 |
+
raise CLIError(f"'--revision' cannot be used with an 'hf://' URI ('{repo_id}').")
|
| 113 |
+
uri = parse_hf_uri(repo_id)
|
| 114 |
+
if uri.is_bucket:
|
| 115 |
+
raise CLIError("Buckets are not supported by `hf download`. Use `hf sync` instead.")
|
| 116 |
+
# The URI parser strips trailing slashes, but `hf download` uses a trailing '/' to denote a subfolder
|
| 117 |
+
# download (e.g. `data/` -> `data/**`). Re-append it when the URI explicitly ended with '/' so a folder
|
| 118 |
+
# URI keeps routing through the subfolder code path below.
|
| 119 |
+
path_in_repo = uri.path_in_repo
|
| 120 |
+
if path_in_repo and repo_id.endswith("/"):
|
| 121 |
+
path_in_repo += "/"
|
| 122 |
+
repo_id, repo_type_str, revision = uri.id, uri.type, uri.revision
|
| 123 |
+
if path_in_repo:
|
| 124 |
+
if filenames:
|
| 125 |
+
raise CLIError(
|
| 126 |
+
f"Cannot combine a file path in the hf:// URI ('{path_in_repo}') with positional filenames {filenames}."
|
| 127 |
+
)
|
| 128 |
+
filenames = [path_in_repo]
|
| 129 |
+
else:
|
| 130 |
+
repo_type_str = (repo_type or RepoType.model).value
|
| 131 |
+
|
| 132 |
+
def run_download() -> str | DryRunFileInfo | list[DryRunFileInfo]:
|
| 133 |
+
filenames_list = filenames if filenames is not None else []
|
| 134 |
+
|
| 135 |
+
# Separate subfolder patterns (ending with '/') from regular filenames
|
| 136 |
+
# Subfolders like "art/" are converted to include patterns like "art/**"
|
| 137 |
+
subfolders = [f for f in filenames_list if f.endswith("/")]
|
| 138 |
+
subfolder_patterns = [f"{f.rstrip('/')}/**" for f in subfolders]
|
| 139 |
+
regular_filenames = [f for f in filenames_list if not f.endswith("/")]
|
| 140 |
+
|
| 141 |
+
# Error if subfolder patterns are combined with --include/--exclude
|
| 142 |
+
# Guide user to use --include instead of subfolder argument
|
| 143 |
+
if len(subfolder_patterns) > 0:
|
| 144 |
+
if include is not None and len(include) > 0:
|
| 145 |
+
raise CLIError(
|
| 146 |
+
f"Cannot combine subfolder argument ('{subfolders[0]}') with `--include`. "
|
| 147 |
+
f'Please use `--include "{subfolders[0]}*"` instead.'
|
| 148 |
+
)
|
| 149 |
+
if exclude is not None and len(exclude) > 0:
|
| 150 |
+
raise CLIError(
|
| 151 |
+
f"Cannot combine subfolder argument ('{subfolders[0]}') with `--exclude`. "
|
| 152 |
+
f'Please use `--include "{subfolders[0]}*"` with `--exclude` instead.'
|
| 153 |
+
)
|
| 154 |
+
|
| 155 |
+
# Warn user if patterns are ignored (only if regular filenames are provided)
|
| 156 |
+
if len(regular_filenames) > 0:
|
| 157 |
+
if include is not None and len(include) > 0:
|
| 158 |
+
warnings.warn("Ignoring `--include` since filenames have been explicitly set.")
|
| 159 |
+
if exclude is not None and len(exclude) > 0:
|
| 160 |
+
warnings.warn("Ignoring `--exclude` since filenames have been explicitly set.")
|
| 161 |
+
|
| 162 |
+
# Single file to download (not a subfolder): use `hf_hub_download`
|
| 163 |
+
if len(regular_filenames) == 1 and len(subfolder_patterns) == 0:
|
| 164 |
+
return hf_hub_download(
|
| 165 |
+
repo_id=repo_id,
|
| 166 |
+
repo_type=repo_type_str,
|
| 167 |
+
revision=revision,
|
| 168 |
+
filename=regular_filenames[0],
|
| 169 |
+
cache_dir=cache_dir,
|
| 170 |
+
force_download=force_download,
|
| 171 |
+
token=token,
|
| 172 |
+
local_dir=local_dir,
|
| 173 |
+
library_name="huggingface-cli",
|
| 174 |
+
dry_run=dry_run,
|
| 175 |
+
)
|
| 176 |
+
|
| 177 |
+
# Otherwise: use `snapshot_download` to ensure all files comes from same revision
|
| 178 |
+
if len(regular_filenames) == 0 and len(subfolder_patterns) == 0:
|
| 179 |
+
# No filenames provided: use include/exclude patterns
|
| 180 |
+
allow_patterns = include
|
| 181 |
+
ignore_patterns = exclude
|
| 182 |
+
else:
|
| 183 |
+
# Combine regular filenames and subfolder patterns as allow_patterns
|
| 184 |
+
allow_patterns = regular_filenames + subfolder_patterns
|
| 185 |
+
ignore_patterns = None
|
| 186 |
+
|
| 187 |
+
return snapshot_download(
|
| 188 |
+
repo_id=repo_id,
|
| 189 |
+
repo_type=repo_type_str,
|
| 190 |
+
revision=revision,
|
| 191 |
+
allow_patterns=allow_patterns,
|
| 192 |
+
ignore_patterns=ignore_patterns,
|
| 193 |
+
force_download=force_download,
|
| 194 |
+
cache_dir=cache_dir,
|
| 195 |
+
token=token,
|
| 196 |
+
local_dir=local_dir,
|
| 197 |
+
library_name="huggingface-cli",
|
| 198 |
+
max_workers=max_workers,
|
| 199 |
+
dry_run=dry_run,
|
| 200 |
+
)
|
| 201 |
+
|
| 202 |
+
def _print_result(result: str | DryRunFileInfo | list[DryRunFileInfo]) -> None:
|
| 203 |
+
if isinstance(result, str):
|
| 204 |
+
out.result("Downloaded", path=result)
|
| 205 |
+
return
|
| 206 |
+
|
| 207 |
+
# Print dry run info
|
| 208 |
+
if isinstance(result, DryRunFileInfo):
|
| 209 |
+
result = [result]
|
| 210 |
+
will_download = [r for r in result if r.will_download]
|
| 211 |
+
out.text(
|
| 212 |
+
f"[dry-run] Will download {len(will_download)} files"
|
| 213 |
+
f" (out of {len(result)})"
|
| 214 |
+
f" totalling {_format_size(sum(r.file_size for r in will_download))}."
|
| 215 |
+
)
|
| 216 |
+
items = [
|
| 217 |
+
{
|
| 218 |
+
"file": info.filename,
|
| 219 |
+
"size": _format_size(info.file_size) if info.will_download else "-",
|
| 220 |
+
}
|
| 221 |
+
for info in sorted(result, key=lambda x: x.filename)
|
| 222 |
+
]
|
| 223 |
+
out.table(items)
|
| 224 |
+
|
| 225 |
+
_print_result(run_download())
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/extensions.py
ADDED
|
@@ -0,0 +1,697 @@
|
|
|
|
|
|
|
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|
| 1 |
+
# Copyright 2026 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains helper utilities for hf CLI extensions."""
|
| 15 |
+
|
| 16 |
+
import errno
|
| 17 |
+
import json
|
| 18 |
+
import os
|
| 19 |
+
import re
|
| 20 |
+
import shutil
|
| 21 |
+
import subprocess
|
| 22 |
+
import venv
|
| 23 |
+
from dataclasses import asdict, dataclass
|
| 24 |
+
from datetime import datetime, timezone
|
| 25 |
+
from enum import Enum
|
| 26 |
+
from pathlib import Path
|
| 27 |
+
from typing import Annotated, Literal
|
| 28 |
+
|
| 29 |
+
import click
|
| 30 |
+
|
| 31 |
+
from huggingface_hub.errors import CLIError, CLIExtensionInstallError, ConfirmationError
|
| 32 |
+
from huggingface_hub.utils import get_session, logging
|
| 33 |
+
|
| 34 |
+
from ._cli_utils import typer_factory
|
| 35 |
+
from ._framework import Argument, Option
|
| 36 |
+
from ._output import out
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
DEFAULT_EXTENSION_OWNER = "huggingface"
|
| 40 |
+
EXTENSIONS_ROOT = Path("~/.local/share/hf/extensions")
|
| 41 |
+
MANIFEST_FILENAME = "manifest.json"
|
| 42 |
+
EXTENSIONS_HELP = (
|
| 43 |
+
"Manage hf CLI extensions.\n\n"
|
| 44 |
+
"Security Warning: extensions are third-party executables or Python packages. "
|
| 45 |
+
"Install only from sources you trust."
|
| 46 |
+
)
|
| 47 |
+
extensions_cli = typer_factory(help=EXTENSIONS_HELP)
|
| 48 |
+
_EXTENSIONS_GITHUB_TOPIC = "hf-extension"
|
| 49 |
+
_EXTENSIONS_DOWNLOAD_TIMEOUT = 10
|
| 50 |
+
_EXTENSIONS_PIP_INSTALL_TIMEOUT = 300
|
| 51 |
+
|
| 52 |
+
logger = logging.get_logger(__name__)
|
| 53 |
+
|
| 54 |
+
|
| 55 |
+
class _ExtensionUpdateStatus(str, Enum):
|
| 56 |
+
UPDATED = "updated"
|
| 57 |
+
UP_TO_DATE = "up_to_date"
|
| 58 |
+
SKIPPED = "skipped"
|
| 59 |
+
|
| 60 |
+
|
| 61 |
+
@dataclass
|
| 62 |
+
class ExtensionManifest:
|
| 63 |
+
owner: str
|
| 64 |
+
repo: str
|
| 65 |
+
repo_id: str
|
| 66 |
+
short_name: str
|
| 67 |
+
executable_path: str
|
| 68 |
+
type: Literal["binary", "python"]
|
| 69 |
+
installed_at: datetime
|
| 70 |
+
description: str | None = None
|
| 71 |
+
commit_sha: str | None = None
|
| 72 |
+
|
| 73 |
+
@classmethod
|
| 74 |
+
def load(cls, path: Path) -> "ExtensionManifest":
|
| 75 |
+
manifest_path = path / MANIFEST_FILENAME
|
| 76 |
+
if not manifest_path.is_file():
|
| 77 |
+
raise CLIError(f"Manifest file not found at {manifest_path}. Your extension may be corrupted.")
|
| 78 |
+
data = json.loads(manifest_path.read_text())
|
| 79 |
+
# Ignore keys not in the dataclass (e.g. fields dropped since the manifest was written).
|
| 80 |
+
data = {key: value for key, value in data.items() if key in cls.__dataclass_fields__}
|
| 81 |
+
data["installed_at"] = datetime.fromisoformat(data["installed_at"])
|
| 82 |
+
return ExtensionManifest(**data)
|
| 83 |
+
|
| 84 |
+
def save(self, path: Path) -> None:
|
| 85 |
+
manifest_path = path / MANIFEST_FILENAME
|
| 86 |
+
manifest_path.parent.mkdir(parents=True, exist_ok=True)
|
| 87 |
+
data = asdict(self)
|
| 88 |
+
data["installed_at"] = self.installed_at.isoformat()
|
| 89 |
+
manifest_path.write_text(json.dumps(data, indent=2, sort_keys=True))
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
@extensions_cli.command(
|
| 93 |
+
"install",
|
| 94 |
+
examples=[
|
| 95 |
+
"hf extensions install hf-claude",
|
| 96 |
+
"hf extensions install hanouticelina/hf-claude",
|
| 97 |
+
"hf extensions install alvarobartt/hf-mem",
|
| 98 |
+
],
|
| 99 |
+
)
|
| 100 |
+
def extension_install(
|
| 101 |
+
ctx: click.Context,
|
| 102 |
+
repo_id: Annotated[
|
| 103 |
+
str,
|
| 104 |
+
Argument(help="GitHub extension repository in `[OWNER/]hf-<name>` format."),
|
| 105 |
+
],
|
| 106 |
+
force: Annotated[bool, Option("--force", help="Overwrite if already installed.")] = False,
|
| 107 |
+
) -> None:
|
| 108 |
+
"""Install an extension from a public GitHub repository.
|
| 109 |
+
|
| 110 |
+
Security warning: this installs a third-party executable or Python package.
|
| 111 |
+
Install only from sources you trust.
|
| 112 |
+
"""
|
| 113 |
+
owner, repo_name, short_name = _normalize_repo_id(repo_id)
|
| 114 |
+
root_ctx = ctx.find_root()
|
| 115 |
+
reserved_commands = set(getattr(root_ctx.command, "commands", {}).keys())
|
| 116 |
+
if short_name in reserved_commands:
|
| 117 |
+
raise CLIError(
|
| 118 |
+
f"Cannot install extension '{short_name}' because it conflicts with an existing `hf {short_name}` command."
|
| 119 |
+
)
|
| 120 |
+
|
| 121 |
+
extension_dir = _get_extension_dir(short_name)
|
| 122 |
+
if extension_dir.exists() and not force:
|
| 123 |
+
raise CLIError(f"Extension '{short_name}' is already installed. Use --force to overwrite.")
|
| 124 |
+
|
| 125 |
+
branch, description = _fetch_github_repo_info(owner=owner, repo_name=repo_name)
|
| 126 |
+
if extension_dir.exists():
|
| 127 |
+
# --force reinstall: only remove the previous install once the repo metadata is resolved.
|
| 128 |
+
shutil.rmtree(extension_dir)
|
| 129 |
+
manifest = _install_extension(
|
| 130 |
+
owner=owner, repo_name=repo_name, short_name=short_name, branch=branch, description=description
|
| 131 |
+
)
|
| 132 |
+
ext_type = manifest.type.capitalize()
|
| 133 |
+
out.result(
|
| 134 |
+
f"{ext_type} extension installed",
|
| 135 |
+
source=f"{owner}/{repo_name}",
|
| 136 |
+
command=f"hf {short_name}",
|
| 137 |
+
)
|
| 138 |
+
out.hint(f"Run it with: hf {short_name}")
|
| 139 |
+
|
| 140 |
+
|
| 141 |
+
@extensions_cli.command(
|
| 142 |
+
"update",
|
| 143 |
+
examples=[
|
| 144 |
+
"hf extensions update",
|
| 145 |
+
"hf extensions update hf-claude",
|
| 146 |
+
"hf extensions update alvarobartt/hf-mem",
|
| 147 |
+
],
|
| 148 |
+
)
|
| 149 |
+
def extension_update(
|
| 150 |
+
name: Annotated[
|
| 151 |
+
str | None,
|
| 152 |
+
Argument(
|
| 153 |
+
help=(
|
| 154 |
+
"Extension to update (with or without `hf-` prefix, optionally as `OWNER/hf-<name>`). "
|
| 155 |
+
"If omitted, all installed extensions are checked and the outdated ones are updated."
|
| 156 |
+
),
|
| 157 |
+
),
|
| 158 |
+
] = None,
|
| 159 |
+
) -> None:
|
| 160 |
+
"""Update installed extension(s) to their latest version."""
|
| 161 |
+
if name is not None:
|
| 162 |
+
manifest = _load_installed_extension_for_update(name)
|
| 163 |
+
update_status = _update_installed_extension(manifest)
|
| 164 |
+
match update_status:
|
| 165 |
+
case _ExtensionUpdateStatus.UPDATED:
|
| 166 |
+
out.result("Extension updated", name=manifest.short_name, source=manifest.repo_id)
|
| 167 |
+
case _ExtensionUpdateStatus.UP_TO_DATE:
|
| 168 |
+
out.result(f"Extension '{manifest.short_name}' is already up to date", name=manifest.short_name)
|
| 169 |
+
case _ExtensionUpdateStatus.SKIPPED:
|
| 170 |
+
pass # warning already emitted by _update_installed_extension
|
| 171 |
+
return
|
| 172 |
+
|
| 173 |
+
manifests = _list_installed_extensions()
|
| 174 |
+
if not manifests:
|
| 175 |
+
out.warning("No extensions installed.")
|
| 176 |
+
out.hint("Install one with: hf extensions install <repo_id>")
|
| 177 |
+
return
|
| 178 |
+
|
| 179 |
+
updated = []
|
| 180 |
+
up_to_date = []
|
| 181 |
+
for manifest in manifests:
|
| 182 |
+
out.log(f"Checking '{manifest.short_name}' ({manifest.repo_id})...")
|
| 183 |
+
try:
|
| 184 |
+
update_status = _update_installed_extension(manifest)
|
| 185 |
+
except Exception as error:
|
| 186 |
+
# Keep updating the other extensions even if one fails.
|
| 187 |
+
out.warning(f"Could not update '{manifest.short_name}' ({manifest.repo_id}): {error}. Skipping.")
|
| 188 |
+
continue
|
| 189 |
+
match update_status:
|
| 190 |
+
case _ExtensionUpdateStatus.UPDATED:
|
| 191 |
+
updated.append(manifest.short_name)
|
| 192 |
+
case _ExtensionUpdateStatus.UP_TO_DATE:
|
| 193 |
+
up_to_date.append(manifest.short_name)
|
| 194 |
+
case _ExtensionUpdateStatus.SKIPPED:
|
| 195 |
+
pass # warning already emitted by _update_installed_extension
|
| 196 |
+
out.result(
|
| 197 |
+
"Extensions update complete",
|
| 198 |
+
updated=", ".join(updated) if updated else None,
|
| 199 |
+
up_to_date=", ".join(up_to_date) if up_to_date else None,
|
| 200 |
+
)
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
@extensions_cli.command(
|
| 204 |
+
"exec",
|
| 205 |
+
context_settings={"allow_extra_args": True, "allow_interspersed_args": False, "ignore_unknown_options": True},
|
| 206 |
+
examples=[
|
| 207 |
+
"hf extensions exec claude -- --help",
|
| 208 |
+
"hf extensions exec claude --model zai-org/GLM-5",
|
| 209 |
+
],
|
| 210 |
+
)
|
| 211 |
+
def extension_exec(
|
| 212 |
+
ctx: click.Context,
|
| 213 |
+
name: Annotated[
|
| 214 |
+
str,
|
| 215 |
+
Argument(help="Extension name (with or without `hf-` prefix)."),
|
| 216 |
+
],
|
| 217 |
+
) -> None:
|
| 218 |
+
"""Execute an installed extension."""
|
| 219 |
+
short_name = _normalize_extension_name(name)
|
| 220 |
+
executable_path = _resolve_installed_executable_path(short_name)
|
| 221 |
+
|
| 222 |
+
if not executable_path.is_file():
|
| 223 |
+
raise CLIError(f"Extension '{short_name}' is not installed.")
|
| 224 |
+
|
| 225 |
+
exit_code = _execute_extension_binary(executable_path=executable_path, args=list(ctx.args))
|
| 226 |
+
raise click.exceptions.Exit(code=exit_code)
|
| 227 |
+
|
| 228 |
+
|
| 229 |
+
@extensions_cli.command("list | ls", examples=["hf extensions list"])
|
| 230 |
+
def extension_list() -> None:
|
| 231 |
+
"""List installed extension commands."""
|
| 232 |
+
rows = [
|
| 233 |
+
{
|
| 234 |
+
"command": f"hf {manifest.short_name}",
|
| 235 |
+
"source": str(manifest.repo_id),
|
| 236 |
+
"type": str(manifest.type),
|
| 237 |
+
"installed": manifest.installed_at.strftime("%Y-%m-%d"),
|
| 238 |
+
"description": manifest.description,
|
| 239 |
+
}
|
| 240 |
+
for manifest in _list_installed_extensions()
|
| 241 |
+
]
|
| 242 |
+
out.table(rows, id_key="command")
|
| 243 |
+
|
| 244 |
+
|
| 245 |
+
@extensions_cli.command("search", examples=["hf extensions search"])
|
| 246 |
+
def extension_search() -> None:
|
| 247 |
+
"""Search extensions available on GitHub (tagged with 'hf-extension' topic)."""
|
| 248 |
+
response = _github_get(
|
| 249 |
+
"https://api.github.com/search/repositories",
|
| 250 |
+
params={"q": f"topic:{_EXTENSIONS_GITHUB_TOPIC}", "sort": "stars", "order": "desc", "per_page": 100},
|
| 251 |
+
)
|
| 252 |
+
data = response.json()
|
| 253 |
+
|
| 254 |
+
installed = {m.short_name for m in _list_installed_extensions()}
|
| 255 |
+
|
| 256 |
+
rows = []
|
| 257 |
+
for repo in data.get("items", []):
|
| 258 |
+
short_name = repo["name"].removeprefix("hf-")
|
| 259 |
+
rows.append(
|
| 260 |
+
{
|
| 261 |
+
"name": short_name,
|
| 262 |
+
"repo": repo["full_name"],
|
| 263 |
+
"stars": repo.get("stargazers_count", 0),
|
| 264 |
+
"description": repo.get("description") or "",
|
| 265 |
+
"installed": "yes" if short_name in installed else "",
|
| 266 |
+
}
|
| 267 |
+
)
|
| 268 |
+
|
| 269 |
+
out.table(rows, id_key="repo")
|
| 270 |
+
|
| 271 |
+
|
| 272 |
+
@extensions_cli.command("remove | rm", examples=["hf extensions remove claude"])
|
| 273 |
+
def extension_remove(
|
| 274 |
+
name: Annotated[
|
| 275 |
+
str,
|
| 276 |
+
Argument(help="Extension name to remove (with or without `hf-` prefix)."),
|
| 277 |
+
],
|
| 278 |
+
) -> None:
|
| 279 |
+
"""Remove an installed extension."""
|
| 280 |
+
short_name = _normalize_extension_name(name)
|
| 281 |
+
extension_dir = _get_extension_dir(short_name)
|
| 282 |
+
|
| 283 |
+
if not extension_dir.is_dir():
|
| 284 |
+
raise CLIError(f"Extension '{short_name}' is not installed.")
|
| 285 |
+
|
| 286 |
+
shutil.rmtree(extension_dir)
|
| 287 |
+
out.result("Extension removed", name=short_name)
|
| 288 |
+
|
| 289 |
+
|
| 290 |
+
### HELPER FUNCTIONS
|
| 291 |
+
|
| 292 |
+
|
| 293 |
+
def _list_installed_extensions() -> list[ExtensionManifest]:
|
| 294 |
+
"""Return manifests for all validly-installed extensions, sorted by directory name."""
|
| 295 |
+
root_dir = EXTENSIONS_ROOT.expanduser()
|
| 296 |
+
if not root_dir.is_dir():
|
| 297 |
+
return []
|
| 298 |
+
manifests = []
|
| 299 |
+
for extension_dir in sorted(root_dir.iterdir()):
|
| 300 |
+
if not extension_dir.is_dir() or not extension_dir.name.startswith("hf-"):
|
| 301 |
+
continue
|
| 302 |
+
try:
|
| 303 |
+
manifests.append(ExtensionManifest.load(extension_dir))
|
| 304 |
+
except Exception as e:
|
| 305 |
+
logger.debug(f"Failed to load manifest for extension '{extension_dir.name}': {e}")
|
| 306 |
+
continue
|
| 307 |
+
return manifests
|
| 308 |
+
|
| 309 |
+
|
| 310 |
+
def list_installed_extensions_for_help() -> list[tuple[str, str]]:
|
| 311 |
+
entries = []
|
| 312 |
+
for manifest in _list_installed_extensions():
|
| 313 |
+
tag = f"[extension {manifest.repo_id}]"
|
| 314 |
+
help_text = f"{manifest.description} {tag}" if manifest.description is not None else tag
|
| 315 |
+
entries.append((manifest.short_name, help_text))
|
| 316 |
+
return entries
|
| 317 |
+
|
| 318 |
+
|
| 319 |
+
def dispatch_unknown_top_level_extension(args: list[str], known_commands: set[str]) -> int | None:
|
| 320 |
+
if not args:
|
| 321 |
+
return None
|
| 322 |
+
|
| 323 |
+
command_name = args[0]
|
| 324 |
+
if command_name.startswith("-"):
|
| 325 |
+
return None
|
| 326 |
+
all_known = {a.strip() for cmd in known_commands for a in cmd.split("|")}
|
| 327 |
+
if command_name in all_known:
|
| 328 |
+
return None
|
| 329 |
+
|
| 330 |
+
try:
|
| 331 |
+
short_name = _validate_extension_short_name(command_name.removeprefix("hf-"), original_input=command_name)
|
| 332 |
+
except CLIError:
|
| 333 |
+
return None
|
| 334 |
+
|
| 335 |
+
executable_path: Path | None
|
| 336 |
+
try:
|
| 337 |
+
executable_path = _resolve_installed_executable_path(short_name)
|
| 338 |
+
except Exception:
|
| 339 |
+
executable_path = _auto_install_official_extension(short_name)
|
| 340 |
+
|
| 341 |
+
if executable_path is None or not executable_path.is_file():
|
| 342 |
+
return None
|
| 343 |
+
|
| 344 |
+
return _execute_extension_binary(executable_path=executable_path, args=list(args[1:]))
|
| 345 |
+
|
| 346 |
+
|
| 347 |
+
def _auto_install_official_extension(short_name: str) -> Path | None:
|
| 348 |
+
"""Try to auto-install huggingface/hf-<name>. Returns executable path or None."""
|
| 349 |
+
owner, repo_name = DEFAULT_EXTENSION_OWNER, f"hf-{short_name}"
|
| 350 |
+
if _get_extension_dir(short_name).exists():
|
| 351 |
+
return None
|
| 352 |
+
|
| 353 |
+
try:
|
| 354 |
+
branch, description = _fetch_github_repo_info(owner=owner, repo_name=repo_name)
|
| 355 |
+
except Exception:
|
| 356 |
+
return None
|
| 357 |
+
|
| 358 |
+
try:
|
| 359 |
+
out.confirm(f"'{short_name}' is an official Hugging Face extension ({owner}/{repo_name}). Install it?")
|
| 360 |
+
except ConfirmationError:
|
| 361 |
+
return None
|
| 362 |
+
try:
|
| 363 |
+
manifest = _install_extension(
|
| 364 |
+
owner=owner, repo_name=repo_name, short_name=short_name, branch=branch, description=description
|
| 365 |
+
)
|
| 366 |
+
return Path(manifest.executable_path).expanduser()
|
| 367 |
+
except Exception:
|
| 368 |
+
return None
|
| 369 |
+
|
| 370 |
+
|
| 371 |
+
def _load_installed_extension_for_update(name: str) -> ExtensionManifest:
|
| 372 |
+
short_name = _normalize_extension_name(name)
|
| 373 |
+
extension_dir = _get_extension_dir(short_name)
|
| 374 |
+
if not extension_dir.is_dir():
|
| 375 |
+
owner, _, _ = name.strip().rpartition("/")
|
| 376 |
+
install_target = f"{owner}/hf-{short_name}" if owner else f"hf-{short_name}"
|
| 377 |
+
raise CLIError(
|
| 378 |
+
f"Extension '{short_name}' is not installed. Install it first with: hf extensions install {install_target}"
|
| 379 |
+
)
|
| 380 |
+
return ExtensionManifest.load(extension_dir)
|
| 381 |
+
|
| 382 |
+
|
| 383 |
+
def _update_installed_extension(manifest: ExtensionManifest) -> _ExtensionUpdateStatus:
|
| 384 |
+
owner, repo_name, short_name = manifest.owner, manifest.repo, manifest.short_name
|
| 385 |
+
|
| 386 |
+
try:
|
| 387 |
+
branch, description = _fetch_github_repo_info(owner=owner, repo_name=repo_name)
|
| 388 |
+
except Exception as error:
|
| 389 |
+
out.warning(f"Could not check updates for '{short_name}' ({owner}/{repo_name}): {error}. Skipping.")
|
| 390 |
+
return _ExtensionUpdateStatus.SKIPPED
|
| 391 |
+
|
| 392 |
+
latest_sha = _fetch_latest_commit_sha(owner=owner, repo_name=repo_name, branch=branch, warn=False)
|
| 393 |
+
if latest_sha is None:
|
| 394 |
+
out.warning(
|
| 395 |
+
f"Could not check updates for '{short_name}' ({owner}/{repo_name}): GitHub is unreachable. Skipping."
|
| 396 |
+
)
|
| 397 |
+
return _ExtensionUpdateStatus.SKIPPED
|
| 398 |
+
|
| 399 |
+
if latest_sha == manifest.commit_sha:
|
| 400 |
+
return _ExtensionUpdateStatus.UP_TO_DATE
|
| 401 |
+
|
| 402 |
+
_install_extension(
|
| 403 |
+
owner=owner,
|
| 404 |
+
repo_name=repo_name,
|
| 405 |
+
short_name=short_name,
|
| 406 |
+
branch=branch,
|
| 407 |
+
description=description,
|
| 408 |
+
commit_sha=latest_sha,
|
| 409 |
+
)
|
| 410 |
+
return _ExtensionUpdateStatus.UPDATED
|
| 411 |
+
|
| 412 |
+
|
| 413 |
+
def _install_extension(
|
| 414 |
+
*,
|
| 415 |
+
owner: str,
|
| 416 |
+
repo_name: str,
|
| 417 |
+
short_name: str,
|
| 418 |
+
branch: str,
|
| 419 |
+
description: str | None = None,
|
| 420 |
+
commit_sha: str | None = None,
|
| 421 |
+
) -> ExtensionManifest:
|
| 422 |
+
"""Fetch and install an extension (binary or Python package), then persist its manifest.
|
| 423 |
+
|
| 424 |
+
Installs in place: an existing install is overwritten without being removed first, so a failed
|
| 425 |
+
update keeps the previous version working. A failed fresh install is cleaned up entirely.
|
| 426 |
+
"""
|
| 427 |
+
extension_dir = _get_extension_dir(short_name)
|
| 428 |
+
fresh_install = not extension_dir.exists()
|
| 429 |
+
installed = False
|
| 430 |
+
try:
|
| 431 |
+
try:
|
| 432 |
+
binary = _fetch_remote_binary(owner=owner, repo_name=repo_name, branch=branch, short_name=short_name)
|
| 433 |
+
except Exception:
|
| 434 |
+
binary = None
|
| 435 |
+
|
| 436 |
+
if binary is not None:
|
| 437 |
+
executable_path = _install_binary_extension(
|
| 438 |
+
extension_dir=extension_dir, short_name=short_name, binary=binary
|
| 439 |
+
)
|
| 440 |
+
else:
|
| 441 |
+
executable_path = _install_python_extension(
|
| 442 |
+
extension_dir=extension_dir, owner=owner, repo_name=repo_name, short_name=short_name, branch=branch
|
| 443 |
+
)
|
| 444 |
+
|
| 445 |
+
manifest = ExtensionManifest(
|
| 446 |
+
owner=owner,
|
| 447 |
+
repo=repo_name,
|
| 448 |
+
repo_id=f"{owner}/{repo_name}",
|
| 449 |
+
short_name=short_name,
|
| 450 |
+
executable_path=str(executable_path),
|
| 451 |
+
type="binary" if binary is not None else "python",
|
| 452 |
+
installed_at=datetime.now(timezone.utc),
|
| 453 |
+
description=_try_fetch_remote_description(
|
| 454 |
+
owner=owner, repo_name=repo_name, branch=branch, candidate_description=description
|
| 455 |
+
),
|
| 456 |
+
commit_sha=commit_sha or _fetch_latest_commit_sha(owner=owner, repo_name=repo_name, branch=branch),
|
| 457 |
+
)
|
| 458 |
+
manifest.save(extension_dir)
|
| 459 |
+
installed = True
|
| 460 |
+
return manifest
|
| 461 |
+
except CLIError:
|
| 462 |
+
raise
|
| 463 |
+
except subprocess.TimeoutExpired as e:
|
| 464 |
+
raise CLIExtensionInstallError(
|
| 465 |
+
f"Pip install timed out after {_EXTENSIONS_PIP_INSTALL_TIMEOUT}s for '{owner}/{repo_name}'. "
|
| 466 |
+
"See pip output above for details."
|
| 467 |
+
) from e
|
| 468 |
+
except subprocess.CalledProcessError as e:
|
| 469 |
+
raise CLIExtensionInstallError(
|
| 470 |
+
f"Failed to install pip package from '{owner}/{repo_name}' (exit code {e.returncode}). "
|
| 471 |
+
"See pip output above for details."
|
| 472 |
+
) from e
|
| 473 |
+
except Exception as e:
|
| 474 |
+
raise CLIExtensionInstallError(f"Failed to install extension from '{owner}/{repo_name}': {e}") from e
|
| 475 |
+
finally:
|
| 476 |
+
if not installed and fresh_install:
|
| 477 |
+
shutil.rmtree(extension_dir, ignore_errors=True)
|
| 478 |
+
|
| 479 |
+
|
| 480 |
+
def _fetch_latest_commit_sha(*, owner: str, repo_name: str, branch: str, warn: bool = True) -> str | None:
|
| 481 |
+
"""Best-effort fetch of the latest commit SHA for a branch, used to detect available updates."""
|
| 482 |
+
try:
|
| 483 |
+
response = _github_get(
|
| 484 |
+
f"https://api.github.com/repos/{owner}/{repo_name}/commits/{branch}",
|
| 485 |
+
headers={"Accept": "application/vnd.github.sha"},
|
| 486 |
+
)
|
| 487 |
+
return response.text.strip() or None
|
| 488 |
+
except Exception as error:
|
| 489 |
+
if warn:
|
| 490 |
+
out.warning(f"Could not fetch latest commit SHA for '{repo_name}' ({owner}/{repo_name}): {error}")
|
| 491 |
+
return None
|
| 492 |
+
|
| 493 |
+
|
| 494 |
+
def _fetch_remote_binary(*, owner: str, repo_name: str, branch: str, short_name: str) -> bytes:
|
| 495 |
+
executable_name = _get_executable_name(short_name)
|
| 496 |
+
raw_url = f"https://raw.githubusercontent.com/{owner}/{repo_name}/refs/heads/{branch}/{executable_name}"
|
| 497 |
+
response = _github_get(raw_url)
|
| 498 |
+
return response.content
|
| 499 |
+
|
| 500 |
+
|
| 501 |
+
def _install_binary_extension(*, extension_dir: Path, short_name: str, binary: bytes) -> Path:
|
| 502 |
+
extension_dir.mkdir(parents=True, exist_ok=True)
|
| 503 |
+
executable_path = extension_dir / _get_executable_name(short_name)
|
| 504 |
+
executable_path.write_bytes(binary)
|
| 505 |
+
|
| 506 |
+
if os.name != "nt":
|
| 507 |
+
os.chmod(executable_path, 0o755)
|
| 508 |
+
|
| 509 |
+
return executable_path
|
| 510 |
+
|
| 511 |
+
|
| 512 |
+
def _install_python_extension(
|
| 513 |
+
*, extension_dir: Path, owner: str, repo_name: str, short_name: str, branch: str
|
| 514 |
+
) -> Path:
|
| 515 |
+
source_url = f"https://github.com/{owner}/{repo_name}/archive/refs/heads/{branch}.zip"
|
| 516 |
+
venv_dir = extension_dir / "venv"
|
| 517 |
+
venv_python = _get_venv_bin_path(venv_dir, "python.exe" if os.name == "nt" else "python")
|
| 518 |
+
uv_path = shutil.which("uv")
|
| 519 |
+
|
| 520 |
+
status = out.status()
|
| 521 |
+
if not venv_python.is_file():
|
| 522 |
+
status.update(f"Creating virtual environment in {venv_dir}")
|
| 523 |
+
extension_dir.mkdir(parents=True, exist_ok=True)
|
| 524 |
+
if uv_path:
|
| 525 |
+
subprocess.run([uv_path, "venv", str(venv_dir)], check=True)
|
| 526 |
+
else:
|
| 527 |
+
venv.EnvBuilder(with_pip=True).create(str(venv_dir))
|
| 528 |
+
status.done(f"Virtual environment created in {venv_dir}")
|
| 529 |
+
|
| 530 |
+
status.update(f"Installing package from {source_url}")
|
| 531 |
+
if uv_path:
|
| 532 |
+
# --reinstall: the source URL is the same for every commit, so cached data must be refreshed.
|
| 533 |
+
install_cmd = [uv_path, "pip", "install", "--reinstall", "--python", str(venv_python), source_url]
|
| 534 |
+
else:
|
| 535 |
+
install_cmd = [
|
| 536 |
+
str(venv_python),
|
| 537 |
+
"-m",
|
| 538 |
+
"pip",
|
| 539 |
+
"install",
|
| 540 |
+
"--disable-pip-version-check",
|
| 541 |
+
"--no-input",
|
| 542 |
+
"--force-reinstall",
|
| 543 |
+
source_url,
|
| 544 |
+
]
|
| 545 |
+
subprocess.run(install_cmd, check=True, timeout=_EXTENSIONS_PIP_INSTALL_TIMEOUT)
|
| 546 |
+
status.done(f"Package installed from {source_url}")
|
| 547 |
+
|
| 548 |
+
executable_name = _get_executable_name(short_name)
|
| 549 |
+
venv_executable = _get_venv_bin_path(venv_dir, executable_name)
|
| 550 |
+
if not venv_executable.is_file():
|
| 551 |
+
raise CLIError(
|
| 552 |
+
f"Installed package from '{owner}/{repo_name}' does not expose the required console script "
|
| 553 |
+
f"'{executable_name}'."
|
| 554 |
+
)
|
| 555 |
+
return venv_executable.resolve()
|
| 556 |
+
|
| 557 |
+
|
| 558 |
+
def _try_fetch_remote_description(
|
| 559 |
+
owner: str, repo_name: str, branch: str, candidate_description: str | None
|
| 560 |
+
) -> str | None:
|
| 561 |
+
"""Try to fetch project description either from:
|
| 562 |
+
- manifest.json
|
| 563 |
+
- pyproject.toml
|
| 564 |
+
|
| 565 |
+
Only best effort, no error handling.
|
| 566 |
+
"""
|
| 567 |
+
base = f"https://raw.githubusercontent.com/{owner}/{repo_name}/refs/heads/{branch}"
|
| 568 |
+
|
| 569 |
+
# from manifest.json
|
| 570 |
+
try:
|
| 571 |
+
response = _github_get(f"{base}/{MANIFEST_FILENAME}")
|
| 572 |
+
description = response.json().get("description")
|
| 573 |
+
if isinstance(description, str):
|
| 574 |
+
return description
|
| 575 |
+
except Exception:
|
| 576 |
+
pass
|
| 577 |
+
|
| 578 |
+
# from pyproject.toml
|
| 579 |
+
try:
|
| 580 |
+
response = _github_get(f"{base}/pyproject.toml")
|
| 581 |
+
|
| 582 |
+
# Weak parser but ok for "best effort"
|
| 583 |
+
for line in response.text.splitlines():
|
| 584 |
+
line = line.strip()
|
| 585 |
+
if line.startswith("description"):
|
| 586 |
+
_, _, value = line.partition("=")
|
| 587 |
+
return value.strip().strip("\"'")
|
| 588 |
+
except Exception:
|
| 589 |
+
pass
|
| 590 |
+
|
| 591 |
+
# fallback to value fetched from GH API directly
|
| 592 |
+
return candidate_description
|
| 593 |
+
|
| 594 |
+
|
| 595 |
+
def _get_extension_dir(short_name: str) -> Path:
|
| 596 |
+
# Callers validate at the parse boundary already; re-validate here as defense-in-depth since
|
| 597 |
+
# this path is rmtree'd on removal.
|
| 598 |
+
_validate_extension_short_name(short_name, original_input=short_name)
|
| 599 |
+
return EXTENSIONS_ROOT.expanduser() / f"hf-{short_name}"
|
| 600 |
+
|
| 601 |
+
|
| 602 |
+
def _github_get(url: str, *, params: dict | None = None, headers: dict | None = None):
|
| 603 |
+
"""Perform a GitHub GET request.
|
| 604 |
+
|
| 605 |
+
Shared by every GitHub/Raw fetch in this module so the timeout and redirect policy are shared.
|
| 606 |
+
"""
|
| 607 |
+
response = get_session().get(
|
| 608 |
+
url,
|
| 609 |
+
params=params,
|
| 610 |
+
headers=headers,
|
| 611 |
+
follow_redirects=True,
|
| 612 |
+
timeout=_EXTENSIONS_DOWNLOAD_TIMEOUT,
|
| 613 |
+
)
|
| 614 |
+
response.raise_for_status()
|
| 615 |
+
return response
|
| 616 |
+
|
| 617 |
+
|
| 618 |
+
def _fetch_github_repo_info(*, owner: str, repo_name: str) -> tuple[str, str | None]:
|
| 619 |
+
"""Fetch `default_branch` + `description` for a GitHub repo from `GET /repos/{owner}/{repo}`."""
|
| 620 |
+
response = _github_get(f"https://api.github.com/repos/{owner}/{repo_name}")
|
| 621 |
+
data = response.json()
|
| 622 |
+
return data["default_branch"], data.get("description")
|
| 623 |
+
|
| 624 |
+
|
| 625 |
+
def _get_executable_name(short_name: str) -> str:
|
| 626 |
+
name = f"hf-{short_name}"
|
| 627 |
+
if os.name == "nt":
|
| 628 |
+
name += ".exe"
|
| 629 |
+
return name
|
| 630 |
+
|
| 631 |
+
|
| 632 |
+
def _resolve_installed_executable_path(short_name: str) -> Path:
|
| 633 |
+
extension_dir = _get_extension_dir(short_name)
|
| 634 |
+
manifest = ExtensionManifest.load(extension_dir)
|
| 635 |
+
return Path(manifest.executable_path).expanduser()
|
| 636 |
+
|
| 637 |
+
|
| 638 |
+
def _get_venv_bin_path(venv_dir: Path, executable_name: str) -> Path:
|
| 639 |
+
if os.name == "nt":
|
| 640 |
+
return venv_dir / "Scripts" / executable_name
|
| 641 |
+
return venv_dir / "bin" / executable_name
|
| 642 |
+
|
| 643 |
+
|
| 644 |
+
_ALLOWED_EXTENSION_NAME = re.compile(r"^[A-Za-z0-9][A-Za-z0-9._-]*$")
|
| 645 |
+
|
| 646 |
+
|
| 647 |
+
def _validate_extension_short_name(short_name: str, *, original_input: str) -> str:
|
| 648 |
+
name = short_name.strip()
|
| 649 |
+
if not name:
|
| 650 |
+
raise CLIError("Extension name cannot be empty.")
|
| 651 |
+
if any(sep in name for sep in ("/", "\\")):
|
| 652 |
+
raise CLIError(f"Invalid extension name '{original_input}'.")
|
| 653 |
+
if ".." in name or ":" in name:
|
| 654 |
+
raise CLIError(f"Invalid extension name '{original_input}'.")
|
| 655 |
+
if not _ALLOWED_EXTENSION_NAME.fullmatch(name):
|
| 656 |
+
raise CLIError(
|
| 657 |
+
f"Invalid extension name '{original_input}'. Allowed characters: letters, digits, '.', '_' and '-'."
|
| 658 |
+
)
|
| 659 |
+
return name
|
| 660 |
+
|
| 661 |
+
|
| 662 |
+
def _normalize_repo_id(repo_id: str) -> tuple[str, str, str]:
|
| 663 |
+
if "://" in repo_id:
|
| 664 |
+
raise CLIError("Only GitHub repositories in `[OWNER/]hf-<name>` format are supported.")
|
| 665 |
+
|
| 666 |
+
parts = repo_id.split("/")
|
| 667 |
+
if len(parts) == 1:
|
| 668 |
+
owner = DEFAULT_EXTENSION_OWNER
|
| 669 |
+
repo_name = parts[0]
|
| 670 |
+
elif len(parts) == 2 and all(parts):
|
| 671 |
+
owner, repo_name = parts
|
| 672 |
+
else:
|
| 673 |
+
raise CLIError(f"Expected `[OWNER/]REPO` format, got '{repo_id}'.")
|
| 674 |
+
|
| 675 |
+
if not repo_name.startswith("hf-"):
|
| 676 |
+
raise CLIError(f"Extension repository name must start with 'hf-', got '{repo_name}'.")
|
| 677 |
+
|
| 678 |
+
short_name = repo_name.removeprefix("hf-")
|
| 679 |
+
if not short_name:
|
| 680 |
+
raise CLIError("Invalid extension repository name 'hf-'.")
|
| 681 |
+
_validate_extension_short_name(short_name, original_input=repo_id)
|
| 682 |
+
|
| 683 |
+
return owner, repo_name, short_name
|
| 684 |
+
|
| 685 |
+
|
| 686 |
+
def _normalize_extension_name(name: str) -> str:
|
| 687 |
+
repo_name = name.strip().rsplit("/", 1)[-1]
|
| 688 |
+
return _validate_extension_short_name(repo_name.removeprefix("hf-"), original_input=name)
|
| 689 |
+
|
| 690 |
+
|
| 691 |
+
def _execute_extension_binary(executable_path: Path, args: list[str]) -> int:
|
| 692 |
+
try:
|
| 693 |
+
return subprocess.call([str(executable_path)] + args)
|
| 694 |
+
except OSError as e:
|
| 695 |
+
if os.name == "nt" or e.errno != errno.ENOEXEC:
|
| 696 |
+
raise
|
| 697 |
+
return subprocess.call(["sh", str(executable_path)] + args)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/hf.py
ADDED
|
@@ -0,0 +1,142 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Copyright 2020 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
|
| 15 |
+
import os
|
| 16 |
+
import sys
|
| 17 |
+
import traceback
|
| 18 |
+
from typing import Annotated
|
| 19 |
+
|
| 20 |
+
import click
|
| 21 |
+
|
| 22 |
+
from huggingface_hub import __version__, constants
|
| 23 |
+
from huggingface_hub.cli._cli_utils import check_cli_update, fallback_typer_group_factory, typer_factory
|
| 24 |
+
from huggingface_hub.cli._cp import CP_EXAMPLES, make_cp
|
| 25 |
+
from huggingface_hub.cli._errors import format_known_exception
|
| 26 |
+
from huggingface_hub.cli._output import out
|
| 27 |
+
from huggingface_hub.cli.auth import auth_cli
|
| 28 |
+
from huggingface_hub.cli.buckets import buckets_cli, sync
|
| 29 |
+
from huggingface_hub.cli.cache import cache_cli
|
| 30 |
+
from huggingface_hub.cli.collections import collections_cli
|
| 31 |
+
from huggingface_hub.cli.datasets import datasets_cli
|
| 32 |
+
from huggingface_hub.cli.discussions import discussions_cli
|
| 33 |
+
from huggingface_hub.cli.download import DOWNLOAD_EXAMPLES, download
|
| 34 |
+
from huggingface_hub.cli.extensions import (
|
| 35 |
+
dispatch_unknown_top_level_extension,
|
| 36 |
+
extensions_cli,
|
| 37 |
+
list_installed_extensions_for_help,
|
| 38 |
+
)
|
| 39 |
+
from huggingface_hub.cli.inference_endpoints import ie_cli
|
| 40 |
+
from huggingface_hub.cli.jobs import jobs_cli
|
| 41 |
+
from huggingface_hub.cli.lfs import lfs_enable_largefiles, lfs_multipart_upload
|
| 42 |
+
from huggingface_hub.cli.models import models_cli
|
| 43 |
+
from huggingface_hub.cli.papers import papers_cli
|
| 44 |
+
from huggingface_hub.cli.repo_files import repo_files_cli
|
| 45 |
+
from huggingface_hub.cli.repos import repos_cli
|
| 46 |
+
from huggingface_hub.cli.sandbox import sandbox_cli
|
| 47 |
+
from huggingface_hub.cli.skills import skills_cli
|
| 48 |
+
from huggingface_hub.cli.spaces import spaces_cli
|
| 49 |
+
from huggingface_hub.cli.system import env, update, version
|
| 50 |
+
from huggingface_hub.cli.upload import UPLOAD_EXAMPLES, upload
|
| 51 |
+
from huggingface_hub.cli.upload_large_folder import UPLOAD_LARGE_FOLDER_EXAMPLES, upload_large_folder
|
| 52 |
+
from huggingface_hub.cli.webhooks import webhooks_cli
|
| 53 |
+
from huggingface_hub.utils import logging
|
| 54 |
+
|
| 55 |
+
from ._completion import _COMPLETE_VAR, InstallCompletionOpt, ShowCompletionOpt
|
| 56 |
+
from ._framework import Option
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
app = typer_factory(
|
| 60 |
+
help="Hugging Face Hub CLI",
|
| 61 |
+
cls=fallback_typer_group_factory(
|
| 62 |
+
dispatch_unknown_top_level_extension,
|
| 63 |
+
extra_commands_provider=list_installed_extensions_for_help,
|
| 64 |
+
),
|
| 65 |
+
)
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def _version_callback(value: bool) -> None:
|
| 69 |
+
if value:
|
| 70 |
+
print(__version__)
|
| 71 |
+
raise click.exceptions.Exit()
|
| 72 |
+
|
| 73 |
+
|
| 74 |
+
@app.group_callback(invoke_without_command=True)
|
| 75 |
+
def app_callback(
|
| 76 |
+
version: Annotated[
|
| 77 |
+
bool | None, Option("-v", "--version", callback=_version_callback, is_eager=True, hidden=True)
|
| 78 |
+
] = None,
|
| 79 |
+
install_completion: InstallCompletionOpt = False,
|
| 80 |
+
show_completion: ShowCompletionOpt = False,
|
| 81 |
+
) -> None:
|
| 82 |
+
pass
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
# top level single commands (defined in their respective files)
|
| 86 |
+
app.command(examples=CP_EXAMPLES)(make_cp())
|
| 87 |
+
app.command()(sync)
|
| 88 |
+
app.command(examples=DOWNLOAD_EXAMPLES)(download)
|
| 89 |
+
app.command(examples=UPLOAD_EXAMPLES)(upload)
|
| 90 |
+
app.command(examples=UPLOAD_LARGE_FOLDER_EXAMPLES)(upload_large_folder)
|
| 91 |
+
|
| 92 |
+
app.command(topic="help")(env)
|
| 93 |
+
app.command(topic="help")(update)
|
| 94 |
+
app.command(topic="help")(version)
|
| 95 |
+
|
| 96 |
+
app.command(hidden=True)(lfs_enable_largefiles)
|
| 97 |
+
app.command(hidden=True)(lfs_multipart_upload)
|
| 98 |
+
|
| 99 |
+
# command groups
|
| 100 |
+
app.add_group(auth_cli, name="auth")
|
| 101 |
+
app.add_group(buckets_cli, name="buckets")
|
| 102 |
+
app.add_group(cache_cli, name="cache")
|
| 103 |
+
app.add_group(collections_cli, name="collections")
|
| 104 |
+
app.add_group(datasets_cli, name="datasets")
|
| 105 |
+
app.add_group(discussions_cli, name="discussions")
|
| 106 |
+
app.add_group(jobs_cli, name="jobs")
|
| 107 |
+
app.add_group(models_cli, name="models")
|
| 108 |
+
app.add_group(papers_cli, name="papers")
|
| 109 |
+
app.add_group(repos_cli, name="repos | repo")
|
| 110 |
+
app.add_group(repo_files_cli, name="repo-files", hidden=True)
|
| 111 |
+
app.add_group(sandbox_cli, name="sandbox")
|
| 112 |
+
app.add_group(skills_cli, name="skills")
|
| 113 |
+
app.add_group(spaces_cli, name="spaces")
|
| 114 |
+
app.add_group(webhooks_cli, name="webhooks")
|
| 115 |
+
app.add_group(ie_cli, name="endpoints")
|
| 116 |
+
app.add_group(extensions_cli, name="extensions | ext")
|
| 117 |
+
|
| 118 |
+
|
| 119 |
+
def main():
|
| 120 |
+
# Shell-completion requests must stay fast and emit nothing but candidates:
|
| 121 |
+
# skip the startup work and let click handle the env var inside `app()`.
|
| 122 |
+
if _COMPLETE_VAR not in os.environ:
|
| 123 |
+
if not constants.HF_DEBUG:
|
| 124 |
+
logging.set_verbosity_info()
|
| 125 |
+
check_cli_update("huggingface_hub")
|
| 126 |
+
|
| 127 |
+
try:
|
| 128 |
+
app()
|
| 129 |
+
except Exception as e:
|
| 130 |
+
message = format_known_exception(e)
|
| 131 |
+
if message:
|
| 132 |
+
out.error(message)
|
| 133 |
+
if constants.HF_DEBUG:
|
| 134 |
+
traceback.print_exc()
|
| 135 |
+
else:
|
| 136 |
+
out.hint("set HF_DEBUG=1 as environment variable for full traceback.")
|
| 137 |
+
sys.exit(1)
|
| 138 |
+
raise
|
| 139 |
+
|
| 140 |
+
|
| 141 |
+
if __name__ == "__main__":
|
| 142 |
+
main()
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/inference_endpoints.py
ADDED
|
@@ -0,0 +1,535 @@
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|
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|
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|
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|
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|
|
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|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""CLI commands for Hugging Face Inference Endpoints."""
|
| 2 |
+
|
| 3 |
+
import shlex
|
| 4 |
+
from typing import Annotated
|
| 5 |
+
|
| 6 |
+
import click
|
| 7 |
+
|
| 8 |
+
from huggingface_hub._inference_endpoints import InferenceEndpointScalingMetric, InferenceEndpointType
|
| 9 |
+
from huggingface_hub.errors import CLIError, HfHubHTTPError
|
| 10 |
+
|
| 11 |
+
from ._cli_utils import (
|
| 12 |
+
EnvFileOpt,
|
| 13 |
+
EnvOpt,
|
| 14 |
+
RevisionOpt,
|
| 15 |
+
SecretsFileOpt,
|
| 16 |
+
SecretsOpt,
|
| 17 |
+
SoftChoice,
|
| 18 |
+
TokenOpt,
|
| 19 |
+
get_hf_api,
|
| 20 |
+
parse_env_map,
|
| 21 |
+
typer_factory,
|
| 22 |
+
)
|
| 23 |
+
from ._framework import Argument, Option
|
| 24 |
+
from ._output import out
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
ie_cli = typer_factory(help="Manage Hugging Face Inference Endpoints.")
|
| 28 |
+
|
| 29 |
+
catalog_app = typer_factory(help="Interact with the Inference Endpoints catalog.")
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
NameArg = Annotated[
|
| 33 |
+
str,
|
| 34 |
+
Argument(help="Endpoint name."),
|
| 35 |
+
]
|
| 36 |
+
NameOpt = Annotated[
|
| 37 |
+
str | None,
|
| 38 |
+
Option(help="Endpoint name."),
|
| 39 |
+
]
|
| 40 |
+
|
| 41 |
+
NamespaceOpt = Annotated[
|
| 42 |
+
str | None,
|
| 43 |
+
Option(
|
| 44 |
+
help="The namespace associated with the Inference Endpoint. Defaults to the current user's namespace.",
|
| 45 |
+
),
|
| 46 |
+
]
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
@ie_cli.command("list | ls", examples=["hf endpoints ls", "hf endpoints ls --namespace my-org"])
|
| 50 |
+
def ls(
|
| 51 |
+
namespace: NamespaceOpt = None,
|
| 52 |
+
token: TokenOpt = None,
|
| 53 |
+
) -> None:
|
| 54 |
+
"""Lists all Inference Endpoints for the given namespace."""
|
| 55 |
+
api = get_hf_api(token=token)
|
| 56 |
+
try:
|
| 57 |
+
endpoints = api.list_inference_endpoints(namespace=namespace, token=token)
|
| 58 |
+
except HfHubHTTPError as error:
|
| 59 |
+
out.error(f"Listing failed: {error}")
|
| 60 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 61 |
+
|
| 62 |
+
results = []
|
| 63 |
+
for endpoint in endpoints:
|
| 64 |
+
raw = endpoint.raw
|
| 65 |
+
status = raw.get("status", {})
|
| 66 |
+
model = raw.get("model", {})
|
| 67 |
+
compute = raw.get("compute", {})
|
| 68 |
+
provider = raw.get("provider", {})
|
| 69 |
+
results.append(
|
| 70 |
+
{
|
| 71 |
+
"name": raw.get("name", ""),
|
| 72 |
+
"model": model.get("repository", "") if isinstance(model, dict) else "",
|
| 73 |
+
"status": status.get("state", "") if isinstance(status, dict) else "",
|
| 74 |
+
"task": model.get("task", "") if isinstance(model, dict) else "",
|
| 75 |
+
"framework": model.get("framework", "") if isinstance(model, dict) else "",
|
| 76 |
+
"instance": compute.get("instanceType", "") if isinstance(compute, dict) else "",
|
| 77 |
+
"vendor": provider.get("vendor", "") if isinstance(provider, dict) else "",
|
| 78 |
+
"region": provider.get("region", "") if isinstance(provider, dict) else "",
|
| 79 |
+
}
|
| 80 |
+
)
|
| 81 |
+
out.table(results, id_key="name")
|
| 82 |
+
|
| 83 |
+
|
| 84 |
+
@ie_cli.command(name="deploy", examples=["hf endpoints deploy my-endpoint --repo gpt2 --framework pytorch ..."])
|
| 85 |
+
def deploy(
|
| 86 |
+
name: NameArg,
|
| 87 |
+
repo: Annotated[
|
| 88 |
+
str,
|
| 89 |
+
Option(
|
| 90 |
+
help="The name of the model repository associated with the Inference Endpoint (e.g. 'openai/gpt-oss-120b').",
|
| 91 |
+
),
|
| 92 |
+
],
|
| 93 |
+
framework: Annotated[
|
| 94 |
+
str,
|
| 95 |
+
Option(
|
| 96 |
+
help="The machine learning framework used for the model (e.g. 'vllm').",
|
| 97 |
+
),
|
| 98 |
+
],
|
| 99 |
+
accelerator: Annotated[
|
| 100 |
+
str,
|
| 101 |
+
Option(
|
| 102 |
+
help="The hardware accelerator to be used for inference (e.g. 'cpu').",
|
| 103 |
+
),
|
| 104 |
+
],
|
| 105 |
+
instance_size: Annotated[
|
| 106 |
+
str,
|
| 107 |
+
Option(
|
| 108 |
+
help="The size or type of the instance to be used for hosting the model (e.g. 'x4').",
|
| 109 |
+
),
|
| 110 |
+
],
|
| 111 |
+
instance_type: Annotated[
|
| 112 |
+
str,
|
| 113 |
+
Option(
|
| 114 |
+
help="The cloud instance type where the Inference Endpoint will be deployed (e.g. 'intel-icl').",
|
| 115 |
+
),
|
| 116 |
+
],
|
| 117 |
+
region: Annotated[
|
| 118 |
+
str,
|
| 119 |
+
Option(
|
| 120 |
+
help="The cloud region in which the Inference Endpoint will be created (e.g. 'us-east-1').",
|
| 121 |
+
),
|
| 122 |
+
],
|
| 123 |
+
vendor: Annotated[
|
| 124 |
+
str,
|
| 125 |
+
Option(
|
| 126 |
+
help="The cloud provider or vendor where the Inference Endpoint will be hosted (e.g. 'aws').",
|
| 127 |
+
),
|
| 128 |
+
],
|
| 129 |
+
*,
|
| 130 |
+
namespace: NamespaceOpt = None,
|
| 131 |
+
task: Annotated[
|
| 132 |
+
str | None,
|
| 133 |
+
Option(
|
| 134 |
+
help="The task on which to deploy the model (e.g. 'text-classification').",
|
| 135 |
+
),
|
| 136 |
+
] = None,
|
| 137 |
+
token: TokenOpt = None,
|
| 138 |
+
min_replica: Annotated[
|
| 139 |
+
int,
|
| 140 |
+
Option(
|
| 141 |
+
help="The minimum number of replicas (instances) to keep running for the Inference Endpoint.",
|
| 142 |
+
),
|
| 143 |
+
] = 1,
|
| 144 |
+
max_replica: Annotated[
|
| 145 |
+
int,
|
| 146 |
+
Option(
|
| 147 |
+
help="The maximum number of replicas (instances) to scale to for the Inference Endpoint.",
|
| 148 |
+
),
|
| 149 |
+
] = 1,
|
| 150 |
+
scale_to_zero_timeout: Annotated[
|
| 151 |
+
int | None,
|
| 152 |
+
Option(
|
| 153 |
+
help="The duration in minutes before an inactive endpoint is scaled to zero.",
|
| 154 |
+
),
|
| 155 |
+
] = None,
|
| 156 |
+
scaling_metric: Annotated[
|
| 157 |
+
InferenceEndpointScalingMetric | None,
|
| 158 |
+
Option(
|
| 159 |
+
help="The metric reference for scaling.",
|
| 160 |
+
),
|
| 161 |
+
] = None,
|
| 162 |
+
scaling_threshold: Annotated[
|
| 163 |
+
float | None,
|
| 164 |
+
Option(
|
| 165 |
+
help="The scaling metric threshold used to trigger a scale up. Ignored when scaling metric is not provided.",
|
| 166 |
+
),
|
| 167 |
+
] = None,
|
| 168 |
+
revision: RevisionOpt = None,
|
| 169 |
+
custom_image: Annotated[
|
| 170 |
+
str | None,
|
| 171 |
+
Option(
|
| 172 |
+
"--custom-image",
|
| 173 |
+
help="Docker image URL for a custom container (e.g. 'nexagi/sglang:v0.5.12'). Requires '--framework custom'.",
|
| 174 |
+
),
|
| 175 |
+
] = None,
|
| 176 |
+
health_route: Annotated[
|
| 177 |
+
str | None,
|
| 178 |
+
Option(
|
| 179 |
+
help="Health check route exposed by the custom container (e.g. '/health'). Requires --custom-image.",
|
| 180 |
+
),
|
| 181 |
+
] = None,
|
| 182 |
+
port: Annotated[
|
| 183 |
+
int | None,
|
| 184 |
+
Option(
|
| 185 |
+
help="Port the custom container listens on (e.g. 30000). Requires --custom-image.",
|
| 186 |
+
),
|
| 187 |
+
] = None,
|
| 188 |
+
container_command: Annotated[
|
| 189 |
+
str | None,
|
| 190 |
+
Option(
|
| 191 |
+
"--container-command",
|
| 192 |
+
help=(
|
| 193 |
+
"Override the container entrypoint, as a quoted string split into tokens "
|
| 194 |
+
'(e.g. "python -m sglang.launch_server"). Requires --custom-image.'
|
| 195 |
+
),
|
| 196 |
+
),
|
| 197 |
+
] = None,
|
| 198 |
+
container_args: Annotated[
|
| 199 |
+
str | None,
|
| 200 |
+
Option(
|
| 201 |
+
"--container-args",
|
| 202 |
+
help=(
|
| 203 |
+
"Arguments appended to the container entrypoint, as a quoted string split into tokens "
|
| 204 |
+
'(e.g. "--tp 8 --reasoning-parser qwen3"). Requires --custom-image.'
|
| 205 |
+
),
|
| 206 |
+
),
|
| 207 |
+
] = None,
|
| 208 |
+
env: EnvOpt = None,
|
| 209 |
+
env_file: EnvFileOpt = None,
|
| 210 |
+
secrets: SecretsOpt = None,
|
| 211 |
+
secrets_file: SecretsFileOpt = None,
|
| 212 |
+
endpoint_type: Annotated[
|
| 213 |
+
str | None,
|
| 214 |
+
Option(
|
| 215 |
+
"--type",
|
| 216 |
+
click_type=SoftChoice(InferenceEndpointType),
|
| 217 |
+
help="Endpoint access type. Defaults to 'authenticated' (token-gated, publicly reachable).",
|
| 218 |
+
),
|
| 219 |
+
] = None,
|
| 220 |
+
) -> None:
|
| 221 |
+
"""Deploy an Inference Endpoint from a Hub repository."""
|
| 222 |
+
# Custom-container knobs only make sense alongside a custom image.
|
| 223 |
+
if custom_image is None and (health_route is not None or port is not None or container_command or container_args):
|
| 224 |
+
raise CLIError("--health-route, --port, --container-command and --container-args require --custom-image.")
|
| 225 |
+
custom_image_dict: dict | None = None
|
| 226 |
+
if custom_image is not None:
|
| 227 |
+
custom_image_dict = {"url": custom_image}
|
| 228 |
+
if health_route is not None:
|
| 229 |
+
custom_image_dict["healthRoute"] = health_route
|
| 230 |
+
if port is not None:
|
| 231 |
+
custom_image_dict["port"] = port
|
| 232 |
+
|
| 233 |
+
env_map = {key: value or "" for key, value in parse_env_map(env, env_file).items()}
|
| 234 |
+
secrets_map = {key: value or "" for key, value in parse_env_map(secrets, secrets_file).items()}
|
| 235 |
+
|
| 236 |
+
# Only forward the values the user actually set and let `create_inference_endpoint` own the defaults.
|
| 237 |
+
params: dict = {}
|
| 238 |
+
if endpoint_type is not None:
|
| 239 |
+
params["type"] = endpoint_type
|
| 240 |
+
if custom_image_dict is not None:
|
| 241 |
+
params["custom_image"] = custom_image_dict
|
| 242 |
+
if container_command:
|
| 243 |
+
params["container_command"] = shlex.split(container_command)
|
| 244 |
+
if container_args:
|
| 245 |
+
params["container_args"] = shlex.split(container_args)
|
| 246 |
+
if env_map:
|
| 247 |
+
params["env"] = env_map
|
| 248 |
+
if secrets_map:
|
| 249 |
+
params["secrets"] = secrets_map
|
| 250 |
+
|
| 251 |
+
api = get_hf_api(token=token)
|
| 252 |
+
endpoint = api.create_inference_endpoint(
|
| 253 |
+
name=name,
|
| 254 |
+
repository=repo,
|
| 255 |
+
framework=framework,
|
| 256 |
+
accelerator=accelerator,
|
| 257 |
+
instance_size=instance_size,
|
| 258 |
+
instance_type=instance_type,
|
| 259 |
+
region=region,
|
| 260 |
+
vendor=vendor,
|
| 261 |
+
namespace=namespace,
|
| 262 |
+
task=task,
|
| 263 |
+
token=token,
|
| 264 |
+
min_replica=min_replica,
|
| 265 |
+
max_replica=max_replica,
|
| 266 |
+
scaling_metric=scaling_metric,
|
| 267 |
+
scaling_threshold=scaling_threshold,
|
| 268 |
+
scale_to_zero_timeout=scale_to_zero_timeout,
|
| 269 |
+
revision=revision,
|
| 270 |
+
**params,
|
| 271 |
+
)
|
| 272 |
+
out.dict(endpoint.raw)
|
| 273 |
+
out.hint(f"Use 'hf endpoints describe {name}' to check the deployment status.")
|
| 274 |
+
|
| 275 |
+
|
| 276 |
+
@catalog_app.command(name="deploy", examples=["hf endpoints catalog deploy --repo meta-llama/Llama-3.2-1B-Instruct"])
|
| 277 |
+
def deploy_from_catalog(
|
| 278 |
+
repo: Annotated[
|
| 279 |
+
str,
|
| 280 |
+
Option(
|
| 281 |
+
help="The name of the model repository associated with the Inference Endpoint (e.g. 'openai/gpt-oss-120b').",
|
| 282 |
+
),
|
| 283 |
+
],
|
| 284 |
+
name: NameOpt = None,
|
| 285 |
+
accelerator: Annotated[
|
| 286 |
+
str | None,
|
| 287 |
+
Option(
|
| 288 |
+
help="The hardware accelerator to be used for inference (e.g. 'cpu', 'gpu', 'neuron').",
|
| 289 |
+
),
|
| 290 |
+
] = None,
|
| 291 |
+
namespace: NamespaceOpt = None,
|
| 292 |
+
token: TokenOpt = None,
|
| 293 |
+
) -> None:
|
| 294 |
+
"""Deploy an Inference Endpoint from the Model Catalog."""
|
| 295 |
+
api = get_hf_api(token=token)
|
| 296 |
+
try:
|
| 297 |
+
endpoint = api.create_inference_endpoint_from_catalog(
|
| 298 |
+
repo_id=repo,
|
| 299 |
+
name=name,
|
| 300 |
+
accelerator=accelerator,
|
| 301 |
+
namespace=namespace,
|
| 302 |
+
token=token,
|
| 303 |
+
)
|
| 304 |
+
except HfHubHTTPError as error:
|
| 305 |
+
out.error(f"Deployment failed: {error}")
|
| 306 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 307 |
+
|
| 308 |
+
out.dict(endpoint.raw)
|
| 309 |
+
|
| 310 |
+
|
| 311 |
+
def list_catalog(
|
| 312 |
+
token: TokenOpt = None,
|
| 313 |
+
) -> None:
|
| 314 |
+
"""List available Catalog models."""
|
| 315 |
+
api = get_hf_api(token=token)
|
| 316 |
+
try:
|
| 317 |
+
models = api.list_inference_catalog(token=token)
|
| 318 |
+
except HfHubHTTPError as error:
|
| 319 |
+
out.error(f"Catalog fetch failed: {error}")
|
| 320 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 321 |
+
|
| 322 |
+
out.dict({"models": models})
|
| 323 |
+
|
| 324 |
+
|
| 325 |
+
catalog_app.command(name="list | ls", examples=["hf endpoints catalog ls"])(list_catalog)
|
| 326 |
+
ie_cli.command(name="list-catalog", hidden=True)(list_catalog)
|
| 327 |
+
|
| 328 |
+
|
| 329 |
+
ie_cli.add_group(catalog_app, name="catalog")
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
@ie_cli.command(examples=["hf endpoints describe my-endpoint"])
|
| 333 |
+
def describe(
|
| 334 |
+
name: NameArg,
|
| 335 |
+
namespace: NamespaceOpt = None,
|
| 336 |
+
token: TokenOpt = None,
|
| 337 |
+
) -> None:
|
| 338 |
+
"""Get information about an existing endpoint."""
|
| 339 |
+
api = get_hf_api(token=token)
|
| 340 |
+
try:
|
| 341 |
+
endpoint = api.get_inference_endpoint(name=name, namespace=namespace, token=token)
|
| 342 |
+
except HfHubHTTPError as error:
|
| 343 |
+
out.error(f"Fetch failed: {error}")
|
| 344 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 345 |
+
|
| 346 |
+
out.dict(endpoint.raw)
|
| 347 |
+
|
| 348 |
+
|
| 349 |
+
@ie_cli.command(examples=["hf endpoints update my-endpoint --min-replica 2"])
|
| 350 |
+
def update(
|
| 351 |
+
name: NameArg,
|
| 352 |
+
namespace: NamespaceOpt = None,
|
| 353 |
+
repo: Annotated[
|
| 354 |
+
str | None,
|
| 355 |
+
Option(
|
| 356 |
+
help="The name of the model repository associated with the Inference Endpoint (e.g. 'openai/gpt-oss-120b').",
|
| 357 |
+
),
|
| 358 |
+
] = None,
|
| 359 |
+
accelerator: Annotated[
|
| 360 |
+
str | None,
|
| 361 |
+
Option(
|
| 362 |
+
help="The hardware accelerator to be used for inference (e.g. 'cpu').",
|
| 363 |
+
),
|
| 364 |
+
] = None,
|
| 365 |
+
instance_size: Annotated[
|
| 366 |
+
str | None,
|
| 367 |
+
Option(
|
| 368 |
+
help="The size or type of the instance to be used for hosting the model (e.g. 'x4').",
|
| 369 |
+
),
|
| 370 |
+
] = None,
|
| 371 |
+
instance_type: Annotated[
|
| 372 |
+
str | None,
|
| 373 |
+
Option(
|
| 374 |
+
help="The cloud instance type where the Inference Endpoint will be deployed (e.g. 'intel-icl').",
|
| 375 |
+
),
|
| 376 |
+
] = None,
|
| 377 |
+
framework: Annotated[
|
| 378 |
+
str | None,
|
| 379 |
+
Option(
|
| 380 |
+
help="The machine learning framework used for the model (e.g. 'custom').",
|
| 381 |
+
),
|
| 382 |
+
] = None,
|
| 383 |
+
revision: Annotated[
|
| 384 |
+
str | None,
|
| 385 |
+
Option(
|
| 386 |
+
help="The specific model revision to deploy on the Inference Endpoint (e.g. '6c0e6080953db56375760c0471a8c5f2929baf11').",
|
| 387 |
+
),
|
| 388 |
+
] = None,
|
| 389 |
+
task: Annotated[
|
| 390 |
+
str | None,
|
| 391 |
+
Option(
|
| 392 |
+
help="The task on which to deploy the model (e.g. 'text-classification').",
|
| 393 |
+
),
|
| 394 |
+
] = None,
|
| 395 |
+
min_replica: Annotated[
|
| 396 |
+
int | None,
|
| 397 |
+
Option(
|
| 398 |
+
help="The minimum number of replicas (instances) to keep running for the Inference Endpoint.",
|
| 399 |
+
),
|
| 400 |
+
] = None,
|
| 401 |
+
max_replica: Annotated[
|
| 402 |
+
int | None,
|
| 403 |
+
Option(
|
| 404 |
+
help="The maximum number of replicas (instances) to scale to for the Inference Endpoint.",
|
| 405 |
+
),
|
| 406 |
+
] = None,
|
| 407 |
+
scale_to_zero_timeout: Annotated[
|
| 408 |
+
int | None,
|
| 409 |
+
Option(
|
| 410 |
+
help="The duration in minutes before an inactive endpoint is scaled to zero.",
|
| 411 |
+
),
|
| 412 |
+
] = None,
|
| 413 |
+
scaling_metric: Annotated[
|
| 414 |
+
InferenceEndpointScalingMetric | None,
|
| 415 |
+
Option(
|
| 416 |
+
help="The metric reference for scaling.",
|
| 417 |
+
),
|
| 418 |
+
] = None,
|
| 419 |
+
scaling_threshold: Annotated[
|
| 420 |
+
float | None,
|
| 421 |
+
Option(
|
| 422 |
+
help="The scaling metric threshold used to trigger a scale up. Ignored when scaling metric is not provided.",
|
| 423 |
+
),
|
| 424 |
+
] = None,
|
| 425 |
+
token: TokenOpt = None,
|
| 426 |
+
) -> None:
|
| 427 |
+
"""Update an existing endpoint."""
|
| 428 |
+
api = get_hf_api(token=token)
|
| 429 |
+
try:
|
| 430 |
+
endpoint = api.update_inference_endpoint(
|
| 431 |
+
name=name,
|
| 432 |
+
namespace=namespace,
|
| 433 |
+
repository=repo,
|
| 434 |
+
framework=framework,
|
| 435 |
+
revision=revision,
|
| 436 |
+
task=task,
|
| 437 |
+
accelerator=accelerator,
|
| 438 |
+
instance_size=instance_size,
|
| 439 |
+
instance_type=instance_type,
|
| 440 |
+
min_replica=min_replica,
|
| 441 |
+
max_replica=max_replica,
|
| 442 |
+
scale_to_zero_timeout=scale_to_zero_timeout,
|
| 443 |
+
scaling_metric=scaling_metric,
|
| 444 |
+
scaling_threshold=scaling_threshold,
|
| 445 |
+
token=token,
|
| 446 |
+
)
|
| 447 |
+
except HfHubHTTPError as error:
|
| 448 |
+
out.error(f"Update failed: {error}")
|
| 449 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 450 |
+
out.dict(endpoint.raw)
|
| 451 |
+
|
| 452 |
+
|
| 453 |
+
@ie_cli.command(examples=["hf endpoints delete my-endpoint"])
|
| 454 |
+
def delete(
|
| 455 |
+
name: NameArg,
|
| 456 |
+
namespace: NamespaceOpt = None,
|
| 457 |
+
yes: Annotated[
|
| 458 |
+
bool,
|
| 459 |
+
Option("--yes", help="Skip confirmation prompts."),
|
| 460 |
+
] = False,
|
| 461 |
+
token: TokenOpt = None,
|
| 462 |
+
) -> None:
|
| 463 |
+
"""Delete an Inference Endpoint permanently."""
|
| 464 |
+
out.confirm(f"Delete endpoint '{name}'?", yes=yes)
|
| 465 |
+
|
| 466 |
+
api = get_hf_api(token=token)
|
| 467 |
+
try:
|
| 468 |
+
api.delete_inference_endpoint(name=name, namespace=namespace, token=token)
|
| 469 |
+
except HfHubHTTPError as error:
|
| 470 |
+
out.error(f"Delete failed: {error}")
|
| 471 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 472 |
+
|
| 473 |
+
out.result(f"Deleted '{name}'.", name=name)
|
| 474 |
+
|
| 475 |
+
|
| 476 |
+
@ie_cli.command(examples=["hf endpoints pause my-endpoint"])
|
| 477 |
+
def pause(
|
| 478 |
+
name: NameArg,
|
| 479 |
+
namespace: NamespaceOpt = None,
|
| 480 |
+
token: TokenOpt = None,
|
| 481 |
+
) -> None:
|
| 482 |
+
"""Pause an Inference Endpoint."""
|
| 483 |
+
api = get_hf_api(token=token)
|
| 484 |
+
try:
|
| 485 |
+
endpoint = api.pause_inference_endpoint(name=name, namespace=namespace, token=token)
|
| 486 |
+
except HfHubHTTPError as error:
|
| 487 |
+
out.error(f"Pause failed: {error}")
|
| 488 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 489 |
+
|
| 490 |
+
out.dict(endpoint.raw)
|
| 491 |
+
|
| 492 |
+
|
| 493 |
+
@ie_cli.command(examples=["hf endpoints resume my-endpoint"])
|
| 494 |
+
def resume(
|
| 495 |
+
name: NameArg,
|
| 496 |
+
namespace: NamespaceOpt = None,
|
| 497 |
+
fail_if_already_running: Annotated[
|
| 498 |
+
bool,
|
| 499 |
+
Option(
|
| 500 |
+
"--fail-if-already-running",
|
| 501 |
+
help="If `True`, the method will raise an error if the Inference Endpoint is already running.",
|
| 502 |
+
),
|
| 503 |
+
] = False,
|
| 504 |
+
token: TokenOpt = None,
|
| 505 |
+
) -> None:
|
| 506 |
+
"""Resume an Inference Endpoint."""
|
| 507 |
+
api = get_hf_api(token=token)
|
| 508 |
+
try:
|
| 509 |
+
endpoint = api.resume_inference_endpoint(
|
| 510 |
+
name=name,
|
| 511 |
+
namespace=namespace,
|
| 512 |
+
token=token,
|
| 513 |
+
running_ok=not fail_if_already_running,
|
| 514 |
+
)
|
| 515 |
+
except HfHubHTTPError as error:
|
| 516 |
+
out.error(f"Resume failed: {error}")
|
| 517 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 518 |
+
out.dict(endpoint.raw)
|
| 519 |
+
|
| 520 |
+
|
| 521 |
+
@ie_cli.command(examples=["hf endpoints scale-to-zero my-endpoint"])
|
| 522 |
+
def scale_to_zero(
|
| 523 |
+
name: NameArg,
|
| 524 |
+
namespace: NamespaceOpt = None,
|
| 525 |
+
token: TokenOpt = None,
|
| 526 |
+
) -> None:
|
| 527 |
+
"""Scale an Inference Endpoint to zero."""
|
| 528 |
+
api = get_hf_api(token=token)
|
| 529 |
+
try:
|
| 530 |
+
endpoint = api.scale_to_zero_inference_endpoint(name=name, namespace=namespace, token=token)
|
| 531 |
+
except HfHubHTTPError as error:
|
| 532 |
+
out.error(f"Scale To Zero failed: {error}")
|
| 533 |
+
raise click.exceptions.Exit(code=error.response.status_code) from error
|
| 534 |
+
|
| 535 |
+
out.dict(endpoint.raw)
|
.cache/uv/archive-v0/LUZqsK8zwmHIcO7YhH0I8/huggingface_hub/cli/jobs.py
ADDED
|
@@ -0,0 +1,1335 @@
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|
| 1 |
+
# Copyright 2025 The HuggingFace Team. All rights reserved.
|
| 2 |
+
#
|
| 3 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
| 4 |
+
# you may not use this file except in compliance with the License.
|
| 5 |
+
# You may obtain a copy of the License at
|
| 6 |
+
#
|
| 7 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
| 8 |
+
#
|
| 9 |
+
# Unless required by applicable law or agreed to in writing, software
|
| 10 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
| 11 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 12 |
+
# See the License for the specific language governing permissions and
|
| 13 |
+
# limitations under the License.
|
| 14 |
+
"""Contains commands to interact with jobs on the Hugging Face Hub."""
|
| 15 |
+
|
| 16 |
+
import itertools
|
| 17 |
+
import multiprocessing
|
| 18 |
+
import multiprocessing.pool
|
| 19 |
+
import shutil
|
| 20 |
+
import time
|
| 21 |
+
from collections.abc import Callable, Iterable
|
| 22 |
+
from fnmatch import fnmatch
|
| 23 |
+
from pathlib import Path
|
| 24 |
+
from queue import Empty, Queue
|
| 25 |
+
from typing import Annotated, Any, TypeVar
|
| 26 |
+
from urllib.parse import urlsplit
|
| 27 |
+
|
| 28 |
+
from huggingface_hub import HfApi, JobHardware, JobInfo, JobStage, Volume, constants
|
| 29 |
+
from huggingface_hub._jobs_api import TERMINAL_JOB_STAGES
|
| 30 |
+
from huggingface_hub.errors import CLIError
|
| 31 |
+
from huggingface_hub.utils import logging
|
| 32 |
+
from huggingface_hub.utils._cache_manager import _format_size
|
| 33 |
+
from huggingface_hub.utils._hf_uris import _split_mount
|
| 34 |
+
from huggingface_hub.utils._parsing import format_duration, parse_duration
|
| 35 |
+
|
| 36 |
+
from ._cli_utils import (
|
| 37 |
+
EnvFileOpt,
|
| 38 |
+
EnvOpt,
|
| 39 |
+
SecretsFileOpt,
|
| 40 |
+
SecretsOpt,
|
| 41 |
+
SoftChoice,
|
| 42 |
+
SshDryRunOpt,
|
| 43 |
+
SshIdentityFileOpt,
|
| 44 |
+
TokenOpt,
|
| 45 |
+
exec_ssh,
|
| 46 |
+
get_hf_api,
|
| 47 |
+
parse_env_map,
|
| 48 |
+
parse_volumes,
|
| 49 |
+
typer_factory,
|
| 50 |
+
)
|
| 51 |
+
from ._framework import Argument, Option
|
| 52 |
+
from ._output import _dataclass_to_dict, out
|
| 53 |
+
|
| 54 |
+
|
| 55 |
+
logger = logging.get_logger(__name__)
|
| 56 |
+
|
| 57 |
+
|
| 58 |
+
def _parse_namespace_from_job_id(job_id: str, namespace: str | None) -> tuple[str, str | None]:
|
| 59 |
+
"""Extract namespace from job_id if provided in 'namespace/job_id' format.
|
| 60 |
+
|
| 61 |
+
Allows users to pass job IDs copied from the Hub UI (e.g. 'username/job_id')
|
| 62 |
+
instead of only bare job IDs. If the namespace is also provided explicitly via
|
| 63 |
+
--namespace and conflicts, a CLIError is raised.
|
| 64 |
+
"""
|
| 65 |
+
if not job_id:
|
| 66 |
+
raise CLIError("Job ID cannot be empty.")
|
| 67 |
+
|
| 68 |
+
if job_id.count("/") > 1:
|
| 69 |
+
raise CLIError(f"Job ID must be in the form 'job_id' or 'namespace/job_id': '{job_id}'.")
|
| 70 |
+
|
| 71 |
+
if "/" not in job_id:
|
| 72 |
+
return job_id, namespace
|
| 73 |
+
|
| 74 |
+
extracted_namespace, parsed_job_id = job_id.split("/", 1)
|
| 75 |
+
if not extracted_namespace or not parsed_job_id:
|
| 76 |
+
raise CLIError(f"Job ID must be in the form 'job_id' or 'namespace/job_id': '{job_id}'.")
|
| 77 |
+
|
| 78 |
+
if namespace is not None and namespace != extracted_namespace:
|
| 79 |
+
raise CLIError(
|
| 80 |
+
f"Conflicting namespace: got --namespace='{namespace}' but job ID implies namespace='{extracted_namespace}'"
|
| 81 |
+
)
|
| 82 |
+
|
| 83 |
+
return parsed_job_id, extracted_namespace
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
def _parse_and_sync_job_volumes(
|
| 87 |
+
volumes: list[str] | None, *, api: HfApi, namespace: str | None
|
| 88 |
+
) -> list[Volume] | None:
|
| 89 |
+
"""Parse `-v` specs for Jobs commands.
|
| 90 |
+
|
| 91 |
+
Same as [`parse_volumes`] but the source side can also be a local directory: it is synced to a
|
| 92 |
+
bucket via [`HfApi.sync_job_volume`] and the resulting bucket subfolder is mounted (read-only
|
| 93 |
+
unless ':rw' is specified).
|
| 94 |
+
"""
|
| 95 |
+
if not volumes:
|
| 96 |
+
return None
|
| 97 |
+
|
| 98 |
+
result: list[Volume] = []
|
| 99 |
+
for raw_spec in volumes:
|
| 100 |
+
if raw_spec.startswith(constants.HF_PROTOCOL):
|
| 101 |
+
result.extend(parse_volumes([raw_spec]) or [])
|
| 102 |
+
continue
|
| 103 |
+
|
| 104 |
+
# Not a 'hf://' URI: treat the source as a local directory.
|
| 105 |
+
source, mount_path, read_only = _split_mount(raw_spec, raw=raw_spec)
|
| 106 |
+
if mount_path is None:
|
| 107 |
+
raise CLIError(
|
| 108 |
+
f"Missing mount path in volume spec '{raw_spec}'. Expected 'LOCAL_DIR:/MOUNT_PATH[:ro|:rw]' (e.g. './data:/data')."
|
| 109 |
+
)
|
| 110 |
+
if not Path(source).expanduser().is_dir():
|
| 111 |
+
raise CLIError(
|
| 112 |
+
f"Volume source '{source}' is not an existing local directory. "
|
| 113 |
+
"To mount a repo or bucket instead, use the 'hf://' syntax (e.g. 'hf://buckets/my-org/my-bucket:/data')."
|
| 114 |
+
)
|
| 115 |
+
volume = api.sync_job_volume(
|
| 116 |
+
source,
|
| 117 |
+
mount_path,
|
| 118 |
+
read_only=read_only if read_only is not None else True,
|
| 119 |
+
namespace=namespace,
|
| 120 |
+
)
|
| 121 |
+
if volume.read_only is False:
|
| 122 |
+
out.hint(
|
| 123 |
+
f"Volume '{mount_path}' is mounted read-write. Once the job is over, pull back its data with:\n"
|
| 124 |
+
f" hf buckets sync hf://buckets/{volume.source}/{volume.path} {source}"
|
| 125 |
+
)
|
| 126 |
+
result.append(volume)
|
| 127 |
+
return result
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
STATS_UPDATE_MIN_INTERVAL = 0.1 # we set a limit here since there is one update per second per job
|
| 131 |
+
|
| 132 |
+
# Common job-related options
|
| 133 |
+
ImageArg = Annotated[
|
| 134 |
+
str,
|
| 135 |
+
Argument(
|
| 136 |
+
help="The Docker image to use.",
|
| 137 |
+
),
|
| 138 |
+
]
|
| 139 |
+
|
| 140 |
+
ImageOpt = Annotated[
|
| 141 |
+
str | None,
|
| 142 |
+
Option(
|
| 143 |
+
help="Use a custom Docker image with `uv` installed.",
|
| 144 |
+
),
|
| 145 |
+
]
|
| 146 |
+
|
| 147 |
+
FlavorOpt = Annotated[
|
| 148 |
+
str | None,
|
| 149 |
+
Option(
|
| 150 |
+
help="Flavor for the hardware. Run 'hf jobs hardware' to list available flavors. Defaults to `cpu-basic`.",
|
| 151 |
+
click_type=SoftChoice(JobHardware),
|
| 152 |
+
),
|
| 153 |
+
]
|
| 154 |
+
|
| 155 |
+
LabelsOpt = Annotated[
|
| 156 |
+
list[str] | None,
|
| 157 |
+
Option(
|
| 158 |
+
"-l",
|
| 159 |
+
"--label",
|
| 160 |
+
help="Set labels. E.g. --label KEY=VALUE or --label LABEL",
|
| 161 |
+
),
|
| 162 |
+
]
|
| 163 |
+
|
| 164 |
+
TimeoutOpt = Annotated[
|
| 165 |
+
str | None,
|
| 166 |
+
Option(
|
| 167 |
+
help="Max duration: int with s (seconds, default), m (minutes), h (hours) or d (days).",
|
| 168 |
+
),
|
| 169 |
+
]
|
| 170 |
+
|
| 171 |
+
DetachOpt = Annotated[
|
| 172 |
+
bool,
|
| 173 |
+
Option(
|
| 174 |
+
"-d",
|
| 175 |
+
"--detach",
|
| 176 |
+
help="Run the Job in the background and print the Job ID.",
|
| 177 |
+
),
|
| 178 |
+
]
|
| 179 |
+
|
| 180 |
+
NamespaceOpt = Annotated[
|
| 181 |
+
str | None,
|
| 182 |
+
Option(
|
| 183 |
+
help="The namespace where the job will be running. Defaults to the current user's namespace.",
|
| 184 |
+
),
|
| 185 |
+
]
|
| 186 |
+
|
| 187 |
+
ExposeOpt = Annotated[
|
| 188 |
+
list[int] | None,
|
| 189 |
+
Option(
|
| 190 |
+
"--expose",
|
| 191 |
+
help="Expose a container port through the jobs proxy. Repeat the flag for multiple ports (e.g. `--expose 8000 --expose 8001`). Each exposed port is reachable on the public jobs domain; access requires an HF token with read access to the job's namespace.",
|
| 192 |
+
),
|
| 193 |
+
]
|
| 194 |
+
|
| 195 |
+
SshEnabledOpt = Annotated[
|
| 196 |
+
bool,
|
| 197 |
+
Option(
|
| 198 |
+
"--ssh",
|
| 199 |
+
help="Make the job's container reachable over SSH. Connect with `hf jobs ssh <job_id>`. Requires an SSH public key registered on https://huggingface.co/settings/keys.",
|
| 200 |
+
),
|
| 201 |
+
]
|
| 202 |
+
|
| 203 |
+
WithOpt = Annotated[
|
| 204 |
+
list[str] | None,
|
| 205 |
+
Option(
|
| 206 |
+
"--with",
|
| 207 |
+
help="Run with the given packages installed",
|
| 208 |
+
),
|
| 209 |
+
]
|
| 210 |
+
|
| 211 |
+
PythonOpt = Annotated[
|
| 212 |
+
str | None,
|
| 213 |
+
Option(
|
| 214 |
+
"-p",
|
| 215 |
+
"--python",
|
| 216 |
+
help="The Python interpreter to use for the run environment",
|
| 217 |
+
),
|
| 218 |
+
]
|
| 219 |
+
|
| 220 |
+
SuspendOpt = Annotated[
|
| 221 |
+
bool | None,
|
| 222 |
+
Option(
|
| 223 |
+
help="Suspend (pause) the scheduled Job",
|
| 224 |
+
),
|
| 225 |
+
]
|
| 226 |
+
|
| 227 |
+
ConcurrencyOpt = Annotated[
|
| 228 |
+
bool | None,
|
| 229 |
+
Option(
|
| 230 |
+
help="Allow multiple instances of this Job to run concurrently",
|
| 231 |
+
),
|
| 232 |
+
]
|
| 233 |
+
|
| 234 |
+
ScheduleArg = Annotated[
|
| 235 |
+
str,
|
| 236 |
+
Argument(
|
| 237 |
+
help="One of annually, yearly, monthly, weekly, daily, hourly, or a CRON schedule expression.",
|
| 238 |
+
),
|
| 239 |
+
]
|
| 240 |
+
|
| 241 |
+
ScriptArg = Annotated[
|
| 242 |
+
str,
|
| 243 |
+
Argument(
|
| 244 |
+
help="UV script to run (local file or URL)",
|
| 245 |
+
),
|
| 246 |
+
]
|
| 247 |
+
|
| 248 |
+
ScriptArgsArg = Annotated[
|
| 249 |
+
list[str] | None,
|
| 250 |
+
Argument(
|
| 251 |
+
help="Arguments for the script",
|
| 252 |
+
),
|
| 253 |
+
]
|
| 254 |
+
|
| 255 |
+
|
| 256 |
+
CommandArg = Annotated[
|
| 257 |
+
list[str],
|
| 258 |
+
Argument(
|
| 259 |
+
help="The command to run.",
|
| 260 |
+
),
|
| 261 |
+
]
|
| 262 |
+
|
| 263 |
+
JobIdArg = Annotated[
|
| 264 |
+
str,
|
| 265 |
+
Argument(
|
| 266 |
+
help="Job ID (or 'namespace/job_id')",
|
| 267 |
+
),
|
| 268 |
+
]
|
| 269 |
+
|
| 270 |
+
JobIdsArg = Annotated[
|
| 271 |
+
list[str] | None,
|
| 272 |
+
Argument(
|
| 273 |
+
help="Job IDs (or 'namespace/job_id')",
|
| 274 |
+
),
|
| 275 |
+
]
|
| 276 |
+
|
| 277 |
+
ScheduledJobIdArg = Annotated[
|
| 278 |
+
str,
|
| 279 |
+
Argument(
|
| 280 |
+
help="Scheduled Job ID (or 'namespace/scheduled_job_id')",
|
| 281 |
+
),
|
| 282 |
+
]
|
| 283 |
+
|
| 284 |
+
JobVolumesOpt = Annotated[
|
| 285 |
+
list[str] | None,
|
| 286 |
+
Option(
|
| 287 |
+
"-v",
|
| 288 |
+
"--volume",
|
| 289 |
+
help="Mount one or more volumes. Format: hf://[TYPE/]SOURCE:/MOUNT_PATH[:ro|:rw] or LOCAL_DIR:/MOUNT_PATH[:ro|:rw]. "
|
| 290 |
+
"TYPE is one of: models, datasets, spaces, buckets. "
|
| 291 |
+
"TYPE defaults to models if omitted. "
|
| 292 |
+
"models, datasets and spaces are always mounted read-only. buckets are read+write by default. "
|
| 293 |
+
"A local directory source is first synced to a bucket and mounted read-only by default. "
|
| 294 |
+
"E.g. -v hf://datasets/org/ds:/data or -v hf://buckets/org/b:/mnt:ro or -v ./inputs:/inputs",
|
| 295 |
+
),
|
| 296 |
+
]
|
| 297 |
+
|
| 298 |
+
|
| 299 |
+
jobs_cli = typer_factory(help="Run and manage Jobs on the Hub.")
|
| 300 |
+
|
| 301 |
+
|
| 302 |
+
def _stream_logs_and_check_status(api: HfApi, job: JobInfo) -> None:
|
| 303 |
+
"""Stream Job logs until the Job ends, then fail the command if the Job did not complete successfully."""
|
| 304 |
+
for log in api.fetch_job_logs(job_id=job.id, namespace=job.owner.name, follow=True):
|
| 305 |
+
out.text(log)
|
| 306 |
+
# The log stream can end while the Job is still scheduling or shutting down: settle the final state.
|
| 307 |
+
final = api.wait_for_job(job_id=job.id, namespace=job.owner.name)
|
| 308 |
+
if final.status.stage != JobStage.COMPLETED:
|
| 309 |
+
message = f": {final.status.message}" if final.status.message else ""
|
| 310 |
+
raise CLIError(f"Job {final.id} finished with stage '{final.status.stage}'{message}")
|
| 311 |
+
out.text(f"Job {final.id} completed")
|
| 312 |
+
|
| 313 |
+
|
| 314 |
+
@jobs_cli.command(
|
| 315 |
+
"run",
|
| 316 |
+
context_settings={"ignore_unknown_options": True},
|
| 317 |
+
examples=[
|
| 318 |
+
"hf jobs run python:3.12 python -c 'print(\"Hello!\")'",
|
| 319 |
+
"hf jobs run --detach python:3.12 python script.py",
|
| 320 |
+
"hf jobs run -e FOO=foo python:3.12 python script.py",
|
| 321 |
+
"hf jobs run --secrets HF_TOKEN python:3.12 python script.py",
|
| 322 |
+
"hf jobs run -v hf://org/my-model:/data -v hf://buckets/org/b:/mnt python:3.12 python script.py",
|
| 323 |
+
],
|
| 324 |
+
)
|
| 325 |
+
def jobs_run(
|
| 326 |
+
image: ImageArg,
|
| 327 |
+
command: CommandArg,
|
| 328 |
+
env: EnvOpt = None,
|
| 329 |
+
secrets: SecretsOpt = None,
|
| 330 |
+
label: LabelsOpt = None,
|
| 331 |
+
volume: JobVolumesOpt = None,
|
| 332 |
+
env_file: EnvFileOpt = None,
|
| 333 |
+
secrets_file: SecretsFileOpt = None,
|
| 334 |
+
flavor: FlavorOpt = None,
|
| 335 |
+
timeout: TimeoutOpt = None,
|
| 336 |
+
detach: DetachOpt = False,
|
| 337 |
+
expose: ExposeOpt = None,
|
| 338 |
+
ssh: SshEnabledOpt = False,
|
| 339 |
+
namespace: NamespaceOpt = None,
|
| 340 |
+
token: TokenOpt = None,
|
| 341 |
+
) -> None:
|
| 342 |
+
"""Run a Job."""
|
| 343 |
+
env_map = parse_env_map(env, env_file)
|
| 344 |
+
secrets_map = parse_env_map(secrets, secrets_file)
|
| 345 |
+
|
| 346 |
+
api = get_hf_api(token=token)
|
| 347 |
+
job = api.run_job(
|
| 348 |
+
image=image,
|
| 349 |
+
command=command,
|
| 350 |
+
env=env_map,
|
| 351 |
+
secrets=secrets_map,
|
| 352 |
+
labels=_parse_labels_map(label),
|
| 353 |
+
volumes=_parse_and_sync_job_volumes(volume, api=api, namespace=namespace),
|
| 354 |
+
flavor=flavor,
|
| 355 |
+
timeout=timeout,
|
| 356 |
+
expose=expose,
|
| 357 |
+
ssh=ssh,
|
| 358 |
+
namespace=namespace,
|
| 359 |
+
)
|
| 360 |
+
out.result("Job started", id=job.id, url=job.url)
|
| 361 |
+
if isinstance(job.status.expose_urls, list):
|
| 362 |
+
urls = "\n".join(f" {url}" for url in job.status.expose_urls)
|
| 363 |
+
out.hint(f"Exposed ports are reachable at (requires an HF token with read access to the job):\n{urls}")
|
| 364 |
+
if isinstance(job.status.ssh_url, str):
|
| 365 |
+
out.hint(f"Use `hf jobs ssh {job.owner.name}/{job.id}` to open an SSH session into the job.")
|
| 366 |
+
if detach:
|
| 367 |
+
job_ref = f"{job.owner.name}/{job.id}"
|
| 368 |
+
out.hint(f"Use `hf jobs logs -f {job_ref}` to stream logs, or `hf jobs inspect {job_ref}` to check status.")
|
| 369 |
+
out.hint(f"Use `hf jobs wait {job_ref}` to block until it finishes.")
|
| 370 |
+
return
|
| 371 |
+
_stream_logs_and_check_status(api, job)
|
| 372 |
+
|
| 373 |
+
|
| 374 |
+
@jobs_cli.command(
|
| 375 |
+
"logs",
|
| 376 |
+
examples=[
|
| 377 |
+
"hf jobs logs <job_id>",
|
| 378 |
+
"hf jobs logs -f <job_id>",
|
| 379 |
+
"hf jobs logs --tail 20 <job_id>",
|
| 380 |
+
"hf jobs logs -f --tail 100 <job_id>",
|
| 381 |
+
],
|
| 382 |
+
)
|
| 383 |
+
def jobs_logs(
|
| 384 |
+
job_id: JobIdArg,
|
| 385 |
+
follow: Annotated[
|
| 386 |
+
bool,
|
| 387 |
+
Option(
|
| 388 |
+
"-f",
|
| 389 |
+
"--follow",
|
| 390 |
+
help="Follow log output (stream until the job completes). Without this flag, only currently available logs are printed.",
|
| 391 |
+
),
|
| 392 |
+
] = False,
|
| 393 |
+
tail: Annotated[
|
| 394 |
+
int | None,
|
| 395 |
+
Option(
|
| 396 |
+
"-n",
|
| 397 |
+
"--tail",
|
| 398 |
+
help="Number of lines to show from the end of the logs. When combined with --follow, starts streaming from the last N lines.",
|
| 399 |
+
),
|
| 400 |
+
] = None,
|
| 401 |
+
namespace: NamespaceOpt = None,
|
| 402 |
+
token: TokenOpt = None,
|
| 403 |
+
) -> None:
|
| 404 |
+
"""Fetch the logs of a Job.
|
| 405 |
+
|
| 406 |
+
By default, prints currently available logs and exits (non-blocking).
|
| 407 |
+
Use --follow/-f to stream logs in real-time until the job completes.
|
| 408 |
+
Use --tail/-n to limit the number of lines returned (server-side when supported).
|
| 409 |
+
|
| 410 |
+
Note: following exits when the log stream ends, regardless of whether the Job
|
| 411 |
+
succeeded or failed. Run `hf jobs inspect <job_id>` to check the final status.
|
| 412 |
+
"""
|
| 413 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 414 |
+
|
| 415 |
+
api = get_hf_api(token=token)
|
| 416 |
+
logs = api.fetch_job_logs(job_id=job_id, namespace=namespace, follow=follow, tail=tail)
|
| 417 |
+
for log in logs:
|
| 418 |
+
out.text(log)
|
| 419 |
+
if follow:
|
| 420 |
+
job_ref = f"{namespace}/{job_id}" if namespace else job_id
|
| 421 |
+
out.hint(f"Stream ended. Run `hf jobs inspect {job_ref}` to check the final status (e.g. COMPLETED or ERROR).")
|
| 422 |
+
|
| 423 |
+
|
| 424 |
+
def _matches_filters(job_properties: dict[str, str], filters: list[tuple[str, str, str]]) -> bool:
|
| 425 |
+
"""Check if scheduled job matches all specified filters."""
|
| 426 |
+
for key, op_str, pattern in filters:
|
| 427 |
+
value = job_properties.get(key)
|
| 428 |
+
if value is None:
|
| 429 |
+
if op_str == "!=":
|
| 430 |
+
continue
|
| 431 |
+
return False
|
| 432 |
+
match = fnmatch(value.lower(), pattern.lower())
|
| 433 |
+
if (op_str == "=" and not match) or (op_str == "!=" and match):
|
| 434 |
+
return False
|
| 435 |
+
return True
|
| 436 |
+
|
| 437 |
+
|
| 438 |
+
def _clear_line(n: int) -> None:
|
| 439 |
+
LINE_UP = "\033[1A"
|
| 440 |
+
LINE_CLEAR = "\x1b[2K"
|
| 441 |
+
for i in range(n):
|
| 442 |
+
print(LINE_UP, end=LINE_CLEAR)
|
| 443 |
+
|
| 444 |
+
|
| 445 |
+
def _get_jobs_stats_rows(
|
| 446 |
+
job_id: str, metrics_stream: Iterable[dict[str, Any]], table_headers: list[str]
|
| 447 |
+
) -> Iterable[tuple[bool, str, list[list[str | int]]]]:
|
| 448 |
+
for metrics in metrics_stream:
|
| 449 |
+
row = [
|
| 450 |
+
job_id,
|
| 451 |
+
f"{metrics['cpu_usage_pct']}%",
|
| 452 |
+
round(metrics["cpu_millicores"] / 1000.0, 1),
|
| 453 |
+
f"{round(100 * metrics['memory_used_bytes'] / metrics['memory_total_bytes'], 2)}%",
|
| 454 |
+
f"{_format_size(metrics['memory_used_bytes'])}B / {_format_size(metrics['memory_total_bytes'])}B",
|
| 455 |
+
f"{_format_size(metrics['rx_bps'])}bps / {_format_size(metrics['tx_bps'])}bps",
|
| 456 |
+
]
|
| 457 |
+
if metrics["gpus"] and isinstance(metrics["gpus"], dict):
|
| 458 |
+
rows = [row] + [[""] * len(row)] * (len(metrics["gpus"]) - 1)
|
| 459 |
+
for row, gpu_id in zip(rows, sorted(metrics["gpus"])):
|
| 460 |
+
gpu = metrics["gpus"][gpu_id]
|
| 461 |
+
row += [
|
| 462 |
+
f"{gpu['utilization']}%",
|
| 463 |
+
f"{round(100 * gpu['memory_used_bytes'] / gpu['memory_total_bytes'], 2)}%",
|
| 464 |
+
f"{_format_size(gpu['memory_used_bytes'])}B / {_format_size(gpu['memory_total_bytes'])}B",
|
| 465 |
+
]
|
| 466 |
+
else:
|
| 467 |
+
row += ["N/A"] * (len(table_headers) - len(row))
|
| 468 |
+
rows = [row]
|
| 469 |
+
yield False, job_id, rows
|
| 470 |
+
yield True, job_id, []
|
| 471 |
+
|
| 472 |
+
|
| 473 |
+
@jobs_cli.command("stats", examples=["hf jobs stats <job_id>"])
|
| 474 |
+
def jobs_stats(
|
| 475 |
+
job_ids: JobIdsArg = None,
|
| 476 |
+
namespace: NamespaceOpt = None,
|
| 477 |
+
token: TokenOpt = None,
|
| 478 |
+
) -> None:
|
| 479 |
+
"""Fetch the resource usage statistics and metrics of Jobs"""
|
| 480 |
+
if job_ids is not None:
|
| 481 |
+
parsed_ids = []
|
| 482 |
+
for job_id in job_ids:
|
| 483 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 484 |
+
parsed_ids.append(job_id)
|
| 485 |
+
job_ids = parsed_ids
|
| 486 |
+
api = get_hf_api(token=token)
|
| 487 |
+
if namespace is None:
|
| 488 |
+
namespace = api.whoami()["name"]
|
| 489 |
+
if job_ids is None:
|
| 490 |
+
job_ids = [
|
| 491 |
+
job.id
|
| 492 |
+
for job in api.list_jobs(namespace=namespace)
|
| 493 |
+
if (job.status.stage if job.status else "UNKNOWN") in ("RUNNING", "UPDATING")
|
| 494 |
+
]
|
| 495 |
+
if len(job_ids) == 0:
|
| 496 |
+
out.text("No running jobs found")
|
| 497 |
+
return
|
| 498 |
+
table_headers = [
|
| 499 |
+
"JOB ID",
|
| 500 |
+
"CPU %",
|
| 501 |
+
"NUM CPU",
|
| 502 |
+
"MEM %",
|
| 503 |
+
"MEM USAGE",
|
| 504 |
+
"NET I/O",
|
| 505 |
+
"GPU UTIL %",
|
| 506 |
+
"GPU MEM %",
|
| 507 |
+
"GPU MEM USAGE",
|
| 508 |
+
]
|
| 509 |
+
with multiprocessing.pool.ThreadPool(len(job_ids)) as pool:
|
| 510 |
+
rows_per_job_id: dict[str, list[list[str | int]]] = {}
|
| 511 |
+
for job_id in job_ids:
|
| 512 |
+
row: list[str | int] = [job_id]
|
| 513 |
+
row += ["-- / --" if ("/" in header or "USAGE" in header) else "--" for header in table_headers[1:]]
|
| 514 |
+
rows_per_job_id[job_id] = [row]
|
| 515 |
+
last_update_time = time.time()
|
| 516 |
+
total_rows = [row for job_id in rows_per_job_id for row in rows_per_job_id[job_id]]
|
| 517 |
+
# In-place refresh (cursor-up + clear) requires a fixed line count and layout —
|
| 518 |
+
# `out.table`'s mode-dependent formatting would break it.
|
| 519 |
+
print(_tabulate(total_rows, headers=table_headers))
|
| 520 |
+
|
| 521 |
+
kwargs_list = [
|
| 522 |
+
{
|
| 523 |
+
"job_id": job_id,
|
| 524 |
+
"metrics_stream": api.fetch_job_metrics(job_id=job_id, namespace=namespace),
|
| 525 |
+
"table_headers": table_headers,
|
| 526 |
+
}
|
| 527 |
+
for job_id in job_ids
|
| 528 |
+
]
|
| 529 |
+
for done, job_id, rows in iflatmap_unordered(pool, _get_jobs_stats_rows, kwargs_list=kwargs_list):
|
| 530 |
+
if done:
|
| 531 |
+
rows_per_job_id.pop(job_id, None)
|
| 532 |
+
else:
|
| 533 |
+
rows_per_job_id[job_id] = rows
|
| 534 |
+
now = time.time()
|
| 535 |
+
if now - last_update_time >= STATS_UPDATE_MIN_INTERVAL:
|
| 536 |
+
_clear_line(2 + len(total_rows))
|
| 537 |
+
total_rows = [row for job_id in rows_per_job_id for row in rows_per_job_id[job_id]]
|
| 538 |
+
print(_tabulate(total_rows, headers=table_headers))
|
| 539 |
+
last_update_time = now
|
| 540 |
+
|
| 541 |
+
|
| 542 |
+
@jobs_cli.command(
|
| 543 |
+
"list | ls | ps",
|
| 544 |
+
examples=[
|
| 545 |
+
"hf jobs ls",
|
| 546 |
+
"hf jobs ls -a",
|
| 547 |
+
"hf jobs ls --status running,scheduling",
|
| 548 |
+
"hf jobs ls --label env=prod --label team=ml",
|
| 549 |
+
"hf jobs ls --all --label hf-sandbox=1",
|
| 550 |
+
],
|
| 551 |
+
)
|
| 552 |
+
def jobs_ps(
|
| 553 |
+
all: Annotated[
|
| 554 |
+
bool,
|
| 555 |
+
Option(
|
| 556 |
+
"-a",
|
| 557 |
+
"--all",
|
| 558 |
+
help="Show all Jobs (default shows running and scheduling). Cannot be combined with --status.",
|
| 559 |
+
),
|
| 560 |
+
] = False,
|
| 561 |
+
status: Annotated[
|
| 562 |
+
list[str] | None,
|
| 563 |
+
Option(
|
| 564 |
+
"--status",
|
| 565 |
+
click_type=SoftChoice(JobStage),
|
| 566 |
+
help="Only show Jobs with the given status. Comma-separated or repeated, e.g. `--status running,scheduling`.",
|
| 567 |
+
),
|
| 568 |
+
] = None,
|
| 569 |
+
label: Annotated[
|
| 570 |
+
list[str] | None,
|
| 571 |
+
Option(
|
| 572 |
+
"-l",
|
| 573 |
+
"--label",
|
| 574 |
+
help="Only show Jobs with the given `key=value` label. Repeat to require several labels, e.g. `--label env=prod --label team=ml`.",
|
| 575 |
+
),
|
| 576 |
+
] = None,
|
| 577 |
+
limit: Annotated[
|
| 578 |
+
int,
|
| 579 |
+
Option(
|
| 580 |
+
"--limit",
|
| 581 |
+
help="Maximum number of Jobs to display. Set to 0 to show all (no limit).",
|
| 582 |
+
),
|
| 583 |
+
] = 100,
|
| 584 |
+
namespace: NamespaceOpt = None,
|
| 585 |
+
token: TokenOpt = None,
|
| 586 |
+
filter: Annotated[
|
| 587 |
+
list[str] | None,
|
| 588 |
+
Option(
|
| 589 |
+
"-f",
|
| 590 |
+
"--filter",
|
| 591 |
+
help="(Deprecated) Use `--status` and `--label` instead.",
|
| 592 |
+
),
|
| 593 |
+
] = None,
|
| 594 |
+
) -> None:
|
| 595 |
+
"""List Jobs.
|
| 596 |
+
|
| 597 |
+
Use `--status` to filter by status (see [`JobStage`] for possible values) and `--label` to filter by `key=value`
|
| 598 |
+
labels. A Job must match every filter to be listed.
|
| 599 |
+
"""
|
| 600 |
+
api = get_hf_api(token=token)
|
| 601 |
+
|
| 602 |
+
if filter:
|
| 603 |
+
out.warning(
|
| 604 |
+
f"Ignoring filter '{filter}'."
|
| 605 |
+
" `-f`/`--filter` is deprecated and will be removed in a future release. Use `--status`/`--label`."
|
| 606 |
+
)
|
| 607 |
+
|
| 608 |
+
if all and status:
|
| 609 |
+
raise CLIError("`-a`/`--all` cannot be combined with `--status`.")
|
| 610 |
+
|
| 611 |
+
# Status filtering (default to active Jobs, unless `--all` or `--status` is provided).
|
| 612 |
+
raw_statuses: list[str] = []
|
| 613 |
+
for value in status or []:
|
| 614 |
+
raw_statuses.extend(part.strip() for part in value.split(",") if part.strip())
|
| 615 |
+
|
| 616 |
+
server_statuses: list[str] | None
|
| 617 |
+
if raw_statuses:
|
| 618 |
+
server_statuses = raw_statuses
|
| 619 |
+
elif all:
|
| 620 |
+
server_statuses = None
|
| 621 |
+
else:
|
| 622 |
+
server_statuses = [JobStage.RUNNING.value, JobStage.SCHEDULING.value]
|
| 623 |
+
|
| 624 |
+
# Labels filtering
|
| 625 |
+
labels: dict[str, str] = {}
|
| 626 |
+
for item in label or []:
|
| 627 |
+
if "=" not in item:
|
| 628 |
+
raise CLIError(f"Invalid label filter '{item}': must be in the form 'key=value'")
|
| 629 |
+
key, value = item.split("=")
|
| 630 |
+
labels[key] = value
|
| 631 |
+
|
| 632 |
+
jobs_iter = api.list_jobs(namespace=namespace, status=server_statuses, labels=labels or None)
|
| 633 |
+
|
| 634 |
+
# Apply the display limit. Fetch one extra Job to detect (and warn about) truncation.
|
| 635 |
+
truncated = False
|
| 636 |
+
if limit > 0:
|
| 637 |
+
jobs = list(itertools.islice(jobs_iter, limit + 1))
|
| 638 |
+
if len(jobs) > limit:
|
| 639 |
+
truncated = True
|
| 640 |
+
jobs = jobs[:limit]
|
| 641 |
+
else:
|
| 642 |
+
jobs = list(jobs_iter)
|
| 643 |
+
|
| 644 |
+
# Build display items. Augment the raw api dict with curated, table-friendly columns.
|
| 645 |
+
job_items: list[dict[str, Any]] = []
|
| 646 |
+
for job in jobs:
|
| 647 |
+
job_item = _dataclass_to_dict(job)
|
| 648 |
+
durations = job_item.get("durations") or {}
|
| 649 |
+
cmd = job_item.get("command") or []
|
| 650 |
+
job_item["job_id"] = job_item.get("id", "")
|
| 651 |
+
job_item["image/space"] = job_item.get("docker_image") or "N/A"
|
| 652 |
+
job_item["command"] = " ".join(cmd) if cmd else "N/A"
|
| 653 |
+
job_item["created"] = job_item["created_at"][:19].replace("T", " ") if job_item.get("created_at") else "N/A"
|
| 654 |
+
job_item["status"] = (job_item.get("status") or {}).get("stage", "UNKNOWN")
|
| 655 |
+
job_item["runtime"] = format_duration(durations.get("running_secs"))
|
| 656 |
+
job_items.append(job_item)
|
| 657 |
+
|
| 658 |
+
out.table(
|
| 659 |
+
job_items,
|
| 660 |
+
headers=["job_id", "image/space", "command", "created", "status", "runtime"],
|
| 661 |
+
id_key="job_id",
|
| 662 |
+
)
|
| 663 |
+
if truncated:
|
| 664 |
+
out.hint(f"Output truncated to {limit} Jobs. Use `--limit 0` to show all (or `--limit N`).")
|
| 665 |
+
if not job_items:
|
| 666 |
+
if raw_statuses or labels:
|
| 667 |
+
filters_msg = ", ".join(
|
| 668 |
+
[*(f"status={s}" for s in raw_statuses), *(f"label={k}={v}" for k, v in labels.items())]
|
| 669 |
+
)
|
| 670 |
+
out.text(f"No jobs matched filters: {filters_msg}")
|
| 671 |
+
elif not all:
|
| 672 |
+
out.hint("No running jobs. Use `-a`/`--all` to include finished (and failed) jobs.")
|
| 673 |
+
|
| 674 |
+
|
| 675 |
+
@jobs_cli.command("hardware", examples=["hf jobs hardware"])
|
| 676 |
+
def jobs_hardware() -> None:
|
| 677 |
+
"""List available hardware options for Jobs"""
|
| 678 |
+
api = get_hf_api()
|
| 679 |
+
hardware_list = api.list_jobs_hardware()
|
| 680 |
+
items = []
|
| 681 |
+
for hw in hardware_list:
|
| 682 |
+
accelerator_info = ""
|
| 683 |
+
if hw.accelerator:
|
| 684 |
+
accelerator_info = f"{hw.accelerator.quantity}x {hw.accelerator.model} ({hw.accelerator.vram})"
|
| 685 |
+
cost_min = f"${hw.unit_cost_usd:.4f}" if hw.unit_cost_usd else "free"
|
| 686 |
+
cost_hour = f"${hw.unit_cost_usd * 60:.2f}" if hw.unit_cost_usd else "free"
|
| 687 |
+
items.append(
|
| 688 |
+
{
|
| 689 |
+
"name": hw.name,
|
| 690 |
+
"pretty name": hw.pretty_name,
|
| 691 |
+
"cpu": hw.cpu,
|
| 692 |
+
"ram": hw.ram,
|
| 693 |
+
"storage": hw.ephemeral_storage,
|
| 694 |
+
"accelerator": accelerator_info,
|
| 695 |
+
"cost/min": cost_min,
|
| 696 |
+
"cost/hour": cost_hour,
|
| 697 |
+
}
|
| 698 |
+
)
|
| 699 |
+
out.table(items)
|
| 700 |
+
out.hint("Use `hf jobs run --flavor <name> ...` to request a specific hardware flavor.")
|
| 701 |
+
|
| 702 |
+
|
| 703 |
+
@jobs_cli.command("inspect", examples=["hf jobs inspect <job_id>"])
|
| 704 |
+
def jobs_inspect(
|
| 705 |
+
job_ids: Annotated[
|
| 706 |
+
list[str],
|
| 707 |
+
Argument(
|
| 708 |
+
help="Job IDs to inspect (or 'namespace/job_id')",
|
| 709 |
+
),
|
| 710 |
+
],
|
| 711 |
+
namespace: NamespaceOpt = None,
|
| 712 |
+
token: TokenOpt = None,
|
| 713 |
+
) -> None:
|
| 714 |
+
"""Display detailed information on one or more Jobs"""
|
| 715 |
+
parsed_ids = []
|
| 716 |
+
for job_id in job_ids:
|
| 717 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 718 |
+
parsed_ids.append(job_id)
|
| 719 |
+
job_ids = parsed_ids
|
| 720 |
+
api = get_hf_api(token=token)
|
| 721 |
+
jobs = [api.inspect_job(job_id=job_id, namespace=namespace) for job_id in job_ids]
|
| 722 |
+
out.table([_dataclass_to_dict(job) for job in jobs])
|
| 723 |
+
|
| 724 |
+
|
| 725 |
+
@jobs_cli.command("cancel", examples=["hf jobs cancel <job_id>"])
|
| 726 |
+
def jobs_cancel(
|
| 727 |
+
job_id: JobIdArg,
|
| 728 |
+
namespace: NamespaceOpt = None,
|
| 729 |
+
token: TokenOpt = None,
|
| 730 |
+
) -> None:
|
| 731 |
+
"""Cancel a Job"""
|
| 732 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 733 |
+
api = get_hf_api(token=token)
|
| 734 |
+
api.cancel_job(job_id=job_id, namespace=namespace)
|
| 735 |
+
out.result("Job cancelled", id=job_id)
|
| 736 |
+
|
| 737 |
+
|
| 738 |
+
@jobs_cli.command(
|
| 739 |
+
"wait",
|
| 740 |
+
examples=[
|
| 741 |
+
"hf jobs wait <job_id>",
|
| 742 |
+
"hf jobs wait <job_id_1> <job_id_2>",
|
| 743 |
+
"hf jobs ls -q | xargs hf jobs wait",
|
| 744 |
+
],
|
| 745 |
+
)
|
| 746 |
+
def jobs_wait(
|
| 747 |
+
job_ids: Annotated[
|
| 748 |
+
list[str],
|
| 749 |
+
Argument(
|
| 750 |
+
help="Job IDs to wait for (or 'namespace/job_id').",
|
| 751 |
+
),
|
| 752 |
+
],
|
| 753 |
+
timeout: Annotated[
|
| 754 |
+
str | None,
|
| 755 |
+
Option(
|
| 756 |
+
help="Max time to wait: int with s (seconds, default), m (minutes), h (hours) or d (days).",
|
| 757 |
+
),
|
| 758 |
+
] = None,
|
| 759 |
+
namespace: NamespaceOpt = None,
|
| 760 |
+
token: TokenOpt = None,
|
| 761 |
+
) -> None:
|
| 762 |
+
"""Wait for one or more Jobs to reach a terminal state.
|
| 763 |
+
|
| 764 |
+
Blocks until every Job has finished, then exits with code 0 if all Jobs completed
|
| 765 |
+
successfully, or a non-zero exit code if any Job was canceled, errored or deleted.
|
| 766 |
+
|
| 767 |
+
All Jobs must belong to the same namespace.
|
| 768 |
+
"""
|
| 769 |
+
parsed_ids = []
|
| 770 |
+
namespaces = set()
|
| 771 |
+
for job_id in job_ids:
|
| 772 |
+
parsed_id, parsed_namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 773 |
+
parsed_ids.append(parsed_id)
|
| 774 |
+
namespaces.add(parsed_namespace)
|
| 775 |
+
if len(namespaces) > 1:
|
| 776 |
+
raise CLIError(
|
| 777 |
+
"All Job IDs must be in the same namespace, got: "
|
| 778 |
+
+ ", ".join(str(ns) for ns in sorted(namespaces, key=str))
|
| 779 |
+
)
|
| 780 |
+
namespace = namespaces.pop()
|
| 781 |
+
timeout_secs = parse_duration(timeout) if timeout is not None else None
|
| 782 |
+
|
| 783 |
+
api = get_hf_api(token=token)
|
| 784 |
+
status = out.status(f"Waiting for {len(parsed_ids)} Job(s) to finish...")
|
| 785 |
+
try:
|
| 786 |
+
jobs = api.wait_for_job(parsed_ids, timeout=timeout_secs, namespace=namespace)
|
| 787 |
+
except TimeoutError:
|
| 788 |
+
status.done("Timed out.")
|
| 789 |
+
raise CLIError(f"Timed out after {timeout} waiting for Job(s) to finish.") from None
|
| 790 |
+
status.done(f"{len(jobs)} Job(s) finished.")
|
| 791 |
+
|
| 792 |
+
out.table([{"id": job.id, "stage": str(job.status.stage), "message": job.status.message} for job in jobs])
|
| 793 |
+
failed = [job for job in jobs if job.status.stage != JobStage.COMPLETED]
|
| 794 |
+
if failed:
|
| 795 |
+
raise CLIError(
|
| 796 |
+
f"{len(failed)} of {len(jobs)} Job(s) did not complete successfully: "
|
| 797 |
+
+ ", ".join(f"{job.id} ({job.status.stage})" for job in failed)
|
| 798 |
+
)
|
| 799 |
+
|
| 800 |
+
|
| 801 |
+
@jobs_cli.command(
|
| 802 |
+
"labels",
|
| 803 |
+
examples=[
|
| 804 |
+
"hf jobs labels <job_id> --label env=prod --label team=ml",
|
| 805 |
+
"hf jobs labels <job_id> --clear",
|
| 806 |
+
],
|
| 807 |
+
)
|
| 808 |
+
def jobs_labels(
|
| 809 |
+
job_id: JobIdArg,
|
| 810 |
+
label: LabelsOpt = None,
|
| 811 |
+
clear: Annotated[bool, Option("--clear", help="Remove all labels from the job.")] = False,
|
| 812 |
+
namespace: NamespaceOpt = None,
|
| 813 |
+
token: TokenOpt = None,
|
| 814 |
+
) -> None:
|
| 815 |
+
"""Update labels on a Job. Replaces all existing labels."""
|
| 816 |
+
if not label and not clear:
|
| 817 |
+
raise CLIError("Please set at least one label with --label. To remove all labels, pass --clear.")
|
| 818 |
+
if label and clear:
|
| 819 |
+
raise CLIError(
|
| 820 |
+
"Cannot set labels and clear them at the same time. Please use either --label or --clear, not both."
|
| 821 |
+
)
|
| 822 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 823 |
+
labels = _parse_labels_map(label) or {}
|
| 824 |
+
api = get_hf_api(token=token)
|
| 825 |
+
job = api.update_job_labels(job_id=job_id, labels=labels, namespace=namespace)
|
| 826 |
+
out.result("Labels updated", id=job.id)
|
| 827 |
+
|
| 828 |
+
|
| 829 |
+
@jobs_cli.command(
|
| 830 |
+
"ssh",
|
| 831 |
+
examples=[
|
| 832 |
+
"hf jobs ssh <job_id>",
|
| 833 |
+
"hf jobs ssh <job_id> --dry-run",
|
| 834 |
+
"hf jobs ssh <job_id> -i ~/.ssh/id_ed25519",
|
| 835 |
+
],
|
| 836 |
+
)
|
| 837 |
+
def jobs_ssh(
|
| 838 |
+
job_id: JobIdArg,
|
| 839 |
+
identity_file: SshIdentityFileOpt = None,
|
| 840 |
+
dry_run: SshDryRunOpt = False,
|
| 841 |
+
namespace: NamespaceOpt = None,
|
| 842 |
+
token: TokenOpt = None,
|
| 843 |
+
) -> None:
|
| 844 |
+
"""SSH into a running Job.
|
| 845 |
+
|
| 846 |
+
If the Job is not yet running, waits until it reaches the RUNNING state before
|
| 847 |
+
connecting. Requires the Job to be started with SSH enabled (`hf jobs run --ssh ...`)
|
| 848 |
+
and your SSH public key to be registered at https://huggingface.co/settings/keys.
|
| 849 |
+
"""
|
| 850 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 851 |
+
api = get_hf_api(token=token)
|
| 852 |
+
job = api.inspect_job(job_id=job_id, namespace=namespace)
|
| 853 |
+
if job.status.ssh_url is None:
|
| 854 |
+
raise CLIError("SSH is not enabled on this job. Start a job with SSH support using `hf jobs run --ssh ...`.")
|
| 855 |
+
if job.status.stage in TERMINAL_JOB_STAGES:
|
| 856 |
+
raise CLIError(f"Cannot SSH into job '{job.id}': job has already finished (stage: '{job.status.stage}').")
|
| 857 |
+
if job.status.stage != JobStage.RUNNING:
|
| 858 |
+
status = out.status(f"Waiting for job '{job.id}' to be running (stage: '{job.status.stage}')...")
|
| 859 |
+
job = api.wait_for_job(job_id=job.id, namespace=namespace, stages=[JobStage.RUNNING])
|
| 860 |
+
if job.status.stage != JobStage.RUNNING:
|
| 861 |
+
status.done("Job finished.")
|
| 862 |
+
raise CLIError(
|
| 863 |
+
f"Cannot SSH into job '{job.id}': job finished before reaching RUNNING (stage: '{job.status.stage}')."
|
| 864 |
+
)
|
| 865 |
+
status.done("Job is running.")
|
| 866 |
+
ssh_url = urlsplit(job.status.ssh_url)
|
| 867 |
+
exec_ssh(
|
| 868 |
+
f"{ssh_url.username}@{ssh_url.hostname}", # type: ignore
|
| 869 |
+
port=ssh_url.port,
|
| 870 |
+
identity_file=identity_file,
|
| 871 |
+
dry_run=dry_run,
|
| 872 |
+
)
|
| 873 |
+
|
| 874 |
+
|
| 875 |
+
uv_app = typer_factory(help="Run UV scripts (Python with inline dependencies) on HF infrastructure.")
|
| 876 |
+
jobs_cli.add_group(uv_app, name="uv")
|
| 877 |
+
|
| 878 |
+
|
| 879 |
+
@uv_app.command(
|
| 880 |
+
"run",
|
| 881 |
+
context_settings={"ignore_unknown_options": True},
|
| 882 |
+
examples=[
|
| 883 |
+
"hf jobs uv run my_script.py",
|
| 884 |
+
"hf jobs uv run --detach my_script.py",
|
| 885 |
+
"hf jobs uv run ml_training.py --flavor a10g-small",
|
| 886 |
+
"hf jobs uv run --with transformers train.py",
|
| 887 |
+
"hf jobs uv run -v hf://org/my-model:/data -v hf://buckets/org/b:/mnt script.py",
|
| 888 |
+
],
|
| 889 |
+
)
|
| 890 |
+
def jobs_uv_run(
|
| 891 |
+
script: ScriptArg,
|
| 892 |
+
script_args: ScriptArgsArg = None,
|
| 893 |
+
image: ImageOpt = None,
|
| 894 |
+
flavor: FlavorOpt = None,
|
| 895 |
+
env: EnvOpt = None,
|
| 896 |
+
secrets: SecretsOpt = None,
|
| 897 |
+
label: LabelsOpt = None,
|
| 898 |
+
volume: JobVolumesOpt = None,
|
| 899 |
+
env_file: EnvFileOpt = None,
|
| 900 |
+
secrets_file: SecretsFileOpt = None,
|
| 901 |
+
timeout: TimeoutOpt = None,
|
| 902 |
+
detach: DetachOpt = False,
|
| 903 |
+
expose: ExposeOpt = None,
|
| 904 |
+
ssh: SshEnabledOpt = False,
|
| 905 |
+
namespace: NamespaceOpt = None,
|
| 906 |
+
token: TokenOpt = None,
|
| 907 |
+
with_: WithOpt = None,
|
| 908 |
+
python: PythonOpt = None,
|
| 909 |
+
) -> None:
|
| 910 |
+
"""Run a UV script (local file or URL) on HF infrastructure"""
|
| 911 |
+
env_map = parse_env_map(env, env_file)
|
| 912 |
+
secrets_map = parse_env_map(secrets, secrets_file)
|
| 913 |
+
|
| 914 |
+
api = get_hf_api(token=token)
|
| 915 |
+
job = api.run_uv_job(
|
| 916 |
+
script=script,
|
| 917 |
+
script_args=script_args or [],
|
| 918 |
+
dependencies=with_,
|
| 919 |
+
python=python,
|
| 920 |
+
image=image,
|
| 921 |
+
env=env_map,
|
| 922 |
+
secrets=secrets_map,
|
| 923 |
+
labels=_parse_labels_map(label),
|
| 924 |
+
volumes=_parse_and_sync_job_volumes(volume, api=api, namespace=namespace),
|
| 925 |
+
flavor=flavor,
|
| 926 |
+
timeout=timeout,
|
| 927 |
+
expose=expose,
|
| 928 |
+
ssh=ssh,
|
| 929 |
+
namespace=namespace,
|
| 930 |
+
)
|
| 931 |
+
out.result("Job started", id=job.id, url=job.url)
|
| 932 |
+
if isinstance(job.status.expose_urls, list):
|
| 933 |
+
urls = "\n".join(f" {url}" for url in job.status.expose_urls)
|
| 934 |
+
out.hint(f"Exposed ports are reachable at (requires an HF token with read access to the job):\n{urls}")
|
| 935 |
+
if isinstance(job.status.ssh_url, str):
|
| 936 |
+
out.hint(f"Use `hf jobs ssh {job.owner.name}/{job.id}` to open an SSH session into the job.")
|
| 937 |
+
if detach:
|
| 938 |
+
job_ref = f"{job.owner.name}/{job.id}"
|
| 939 |
+
out.hint(f"Use `hf jobs logs -f {job_ref}` to stream logs, or `hf jobs inspect {job_ref}` to check status.")
|
| 940 |
+
out.hint(f"Use `hf jobs wait {job_ref}` to block until it finishes.")
|
| 941 |
+
return
|
| 942 |
+
_stream_logs_and_check_status(api, job)
|
| 943 |
+
|
| 944 |
+
|
| 945 |
+
scheduled_app = typer_factory(help="Create and manage scheduled Jobs on the Hub.")
|
| 946 |
+
jobs_cli.add_group(scheduled_app, name="scheduled")
|
| 947 |
+
|
| 948 |
+
|
| 949 |
+
@scheduled_app.command(
|
| 950 |
+
"run",
|
| 951 |
+
context_settings={"ignore_unknown_options": True},
|
| 952 |
+
examples=['hf jobs scheduled run "0 0 * * *" python:3.12 python script.py'],
|
| 953 |
+
)
|
| 954 |
+
def scheduled_run(
|
| 955 |
+
schedule: ScheduleArg,
|
| 956 |
+
image: ImageArg,
|
| 957 |
+
command: CommandArg,
|
| 958 |
+
suspend: SuspendOpt = None,
|
| 959 |
+
concurrency: ConcurrencyOpt = None,
|
| 960 |
+
env: EnvOpt = None,
|
| 961 |
+
secrets: SecretsOpt = None,
|
| 962 |
+
label: LabelsOpt = None,
|
| 963 |
+
volume: JobVolumesOpt = None,
|
| 964 |
+
env_file: EnvFileOpt = None,
|
| 965 |
+
secrets_file: SecretsFileOpt = None,
|
| 966 |
+
flavor: FlavorOpt = None,
|
| 967 |
+
timeout: TimeoutOpt = None,
|
| 968 |
+
expose: ExposeOpt = None,
|
| 969 |
+
namespace: NamespaceOpt = None,
|
| 970 |
+
token: TokenOpt = None,
|
| 971 |
+
) -> None:
|
| 972 |
+
"""Schedule a Job."""
|
| 973 |
+
env_map = parse_env_map(env, env_file)
|
| 974 |
+
secrets_map = parse_env_map(secrets, secrets_file)
|
| 975 |
+
|
| 976 |
+
api = get_hf_api(token=token)
|
| 977 |
+
scheduled_job = api.create_scheduled_job(
|
| 978 |
+
image=image,
|
| 979 |
+
command=command,
|
| 980 |
+
schedule=schedule,
|
| 981 |
+
suspend=suspend,
|
| 982 |
+
concurrency=concurrency,
|
| 983 |
+
env=env_map,
|
| 984 |
+
secrets=secrets_map,
|
| 985 |
+
labels=_parse_labels_map(label),
|
| 986 |
+
volumes=_parse_and_sync_job_volumes(volume, api=api, namespace=namespace),
|
| 987 |
+
flavor=flavor,
|
| 988 |
+
timeout=timeout,
|
| 989 |
+
expose=expose,
|
| 990 |
+
namespace=namespace,
|
| 991 |
+
)
|
| 992 |
+
out.result("Scheduled Job created", id=scheduled_job.id)
|
| 993 |
+
out.hint(f"Use `hf jobs scheduled inspect {scheduled_job.id}` to view its details.")
|
| 994 |
+
|
| 995 |
+
|
| 996 |
+
@scheduled_app.command("list | ls | ps", examples=["hf jobs scheduled ls"])
|
| 997 |
+
def scheduled_ps(
|
| 998 |
+
all: Annotated[
|
| 999 |
+
bool,
|
| 1000 |
+
Option(
|
| 1001 |
+
"-a",
|
| 1002 |
+
"--all",
|
| 1003 |
+
help="Show all scheduled Jobs (default hides suspended)",
|
| 1004 |
+
),
|
| 1005 |
+
] = False,
|
| 1006 |
+
namespace: NamespaceOpt = None,
|
| 1007 |
+
token: TokenOpt = None,
|
| 1008 |
+
filter: Annotated[
|
| 1009 |
+
list[str] | None,
|
| 1010 |
+
Option(
|
| 1011 |
+
"-f",
|
| 1012 |
+
"--filter",
|
| 1013 |
+
help="Filter output based on conditions provided (format: key=value)",
|
| 1014 |
+
),
|
| 1015 |
+
] = None,
|
| 1016 |
+
) -> None:
|
| 1017 |
+
"""List scheduled Jobs"""
|
| 1018 |
+
api = get_hf_api(token=token)
|
| 1019 |
+
scheduled_jobs = api.list_scheduled_jobs(namespace=namespace)
|
| 1020 |
+
filters: list[tuple[str, str, str]] = []
|
| 1021 |
+
for f in filter or []:
|
| 1022 |
+
if "=" in f:
|
| 1023 |
+
key, value = f.split("=", 1)
|
| 1024 |
+
# Negate predicate in case of key!=value
|
| 1025 |
+
if key.endswith("!"):
|
| 1026 |
+
op = "!="
|
| 1027 |
+
key = key[:-1]
|
| 1028 |
+
else:
|
| 1029 |
+
op = "="
|
| 1030 |
+
filters.append((key.lower(), op, value.lower()))
|
| 1031 |
+
else:
|
| 1032 |
+
out.warning(f"Ignoring invalid filter format '{f}'. Use key=value format.")
|
| 1033 |
+
|
| 1034 |
+
# Filter scheduled jobs (operating on ScheduledJobInfo objects to preserve existing filter behavior)
|
| 1035 |
+
filtered_jobs = []
|
| 1036 |
+
for scheduled_job in scheduled_jobs:
|
| 1037 |
+
suspend = scheduled_job.suspend or False
|
| 1038 |
+
if not all and suspend:
|
| 1039 |
+
continue
|
| 1040 |
+
image_or_space = scheduled_job.job_spec.docker_image or "N/A"
|
| 1041 |
+
cmd = scheduled_job.job_spec.command or []
|
| 1042 |
+
command_str = " ".join(cmd) if cmd else "N/A"
|
| 1043 |
+
props = {"id": scheduled_job.id, "image": image_or_space, "suspend": str(suspend), "command": command_str}
|
| 1044 |
+
if not _matches_filters(props, filters):
|
| 1045 |
+
continue
|
| 1046 |
+
filtered_jobs.append(scheduled_job)
|
| 1047 |
+
|
| 1048 |
+
# Build display items. Augment with curated columns.
|
| 1049 |
+
items: list[dict[str, Any]] = []
|
| 1050 |
+
for sj in filtered_jobs:
|
| 1051 |
+
item = _dataclass_to_dict(sj)
|
| 1052 |
+
job_spec = item.get("job_spec") or {}
|
| 1053 |
+
status_dict = item.get("status") or {}
|
| 1054 |
+
last_job = status_dict.get("last_job")
|
| 1055 |
+
cmd = job_spec.get("command") or []
|
| 1056 |
+
item["image/space"] = job_spec.get("docker_image") or "N/A"
|
| 1057 |
+
item["command"] = " ".join(cmd) if cmd else "N/A"
|
| 1058 |
+
item["last_run"] = last_job["at"][:19].replace("T", " ") if last_job and last_job.get("at") else "N/A"
|
| 1059 |
+
item["next_run"] = (
|
| 1060 |
+
status_dict["next_job_run_at"][:19].replace("T", " ") if status_dict.get("next_job_run_at") else "N/A"
|
| 1061 |
+
)
|
| 1062 |
+
item["suspend"] = item.get("suspend") or False
|
| 1063 |
+
items.append(item)
|
| 1064 |
+
|
| 1065 |
+
out.table(
|
| 1066 |
+
items,
|
| 1067 |
+
headers=["id", "schedule", "image/space", "command", "last_run", "next_run", "suspend"],
|
| 1068 |
+
id_key="id",
|
| 1069 |
+
)
|
| 1070 |
+
if not items and filters:
|
| 1071 |
+
filters_msg = ", ".join(f"{k}{o}{v}" for k, o, v in filters)
|
| 1072 |
+
out.text(f"No scheduled jobs matched filters: {filters_msg}")
|
| 1073 |
+
if items:
|
| 1074 |
+
first_item_id = items[0]["id"]
|
| 1075 |
+
out.hint(f"Use `hf jobs scheduled inspect {first_item_id}` to view details about a scheduled job.")
|
| 1076 |
+
out.hint(f"Use `hf jobs scheduled trigger {first_item_id}` to trigger a scheduled job immediately.")
|
| 1077 |
+
|
| 1078 |
+
|
| 1079 |
+
@scheduled_app.command("inspect", examples=["hf jobs scheduled inspect <id>"])
|
| 1080 |
+
def scheduled_inspect(
|
| 1081 |
+
scheduled_job_ids: Annotated[
|
| 1082 |
+
list[str],
|
| 1083 |
+
Argument(
|
| 1084 |
+
help="Scheduled Job IDs to inspect (or 'namespace/scheduled_job_id')",
|
| 1085 |
+
),
|
| 1086 |
+
],
|
| 1087 |
+
namespace: NamespaceOpt = None,
|
| 1088 |
+
token: TokenOpt = None,
|
| 1089 |
+
) -> None:
|
| 1090 |
+
"""Display detailed information on one or more scheduled Jobs"""
|
| 1091 |
+
parsed_ids = []
|
| 1092 |
+
for job_id in scheduled_job_ids:
|
| 1093 |
+
job_id, namespace = _parse_namespace_from_job_id(job_id, namespace)
|
| 1094 |
+
parsed_ids.append(job_id)
|
| 1095 |
+
scheduled_job_ids = parsed_ids
|
| 1096 |
+
api = get_hf_api(token=token)
|
| 1097 |
+
scheduled_jobs = [
|
| 1098 |
+
api.inspect_scheduled_job(scheduled_job_id=scheduled_job_id, namespace=namespace)
|
| 1099 |
+
for scheduled_job_id in scheduled_job_ids
|
| 1100 |
+
]
|
| 1101 |
+
out.table([_dataclass_to_dict(scheduled_job) for scheduled_job in scheduled_jobs])
|
| 1102 |
+
|
| 1103 |
+
|
| 1104 |
+
@scheduled_app.command("delete", examples=["hf jobs scheduled delete <id>"])
|
| 1105 |
+
def scheduled_delete(
|
| 1106 |
+
scheduled_job_id: ScheduledJobIdArg,
|
| 1107 |
+
namespace: NamespaceOpt = None,
|
| 1108 |
+
token: TokenOpt = None,
|
| 1109 |
+
) -> None:
|
| 1110 |
+
"""Delete a scheduled Job."""
|
| 1111 |
+
scheduled_job_id, namespace = _parse_namespace_from_job_id(scheduled_job_id, namespace)
|
| 1112 |
+
api = get_hf_api(token=token)
|
| 1113 |
+
api.delete_scheduled_job(scheduled_job_id=scheduled_job_id, namespace=namespace)
|
| 1114 |
+
out.result("Scheduled Job deleted", id=scheduled_job_id)
|
| 1115 |
+
|
| 1116 |
+
|
| 1117 |
+
@scheduled_app.command("suspend", examples=["hf jobs scheduled suspend <id>"])
|
| 1118 |
+
def scheduled_suspend(
|
| 1119 |
+
scheduled_job_id: ScheduledJobIdArg,
|
| 1120 |
+
namespace: NamespaceOpt = None,
|
| 1121 |
+
token: TokenOpt = None,
|
| 1122 |
+
) -> None:
|
| 1123 |
+
"""Suspend (pause) a scheduled Job."""
|
| 1124 |
+
scheduled_job_id, namespace = _parse_namespace_from_job_id(scheduled_job_id, namespace)
|
| 1125 |
+
api = get_hf_api(token=token)
|
| 1126 |
+
api.suspend_scheduled_job(scheduled_job_id=scheduled_job_id, namespace=namespace)
|
| 1127 |
+
out.result("Scheduled Job suspended", id=scheduled_job_id)
|
| 1128 |
+
out.hint(f"Use `hf jobs scheduled resume {scheduled_job_id}` to resume it.")
|
| 1129 |
+
|
| 1130 |
+
|
| 1131 |
+
@scheduled_app.command("resume", examples=["hf jobs scheduled resume <id>"])
|
| 1132 |
+
def scheduled_resume(
|
| 1133 |
+
scheduled_job_id: ScheduledJobIdArg,
|
| 1134 |
+
namespace: NamespaceOpt = None,
|
| 1135 |
+
token: TokenOpt = None,
|
| 1136 |
+
) -> None:
|
| 1137 |
+
"""Resume (unpause) a scheduled Job."""
|
| 1138 |
+
scheduled_job_id, namespace = _parse_namespace_from_job_id(scheduled_job_id, namespace)
|
| 1139 |
+
api = get_hf_api(token=token)
|
| 1140 |
+
api.resume_scheduled_job(scheduled_job_id=scheduled_job_id, namespace=namespace)
|
| 1141 |
+
out.result("Scheduled Job resumed", id=scheduled_job_id)
|
| 1142 |
+
|
| 1143 |
+
|
| 1144 |
+
@scheduled_app.command("trigger", examples=["hf jobs scheduled trigger <id>"])
|
| 1145 |
+
def scheduled_trigger(
|
| 1146 |
+
scheduled_job_id: ScheduledJobIdArg,
|
| 1147 |
+
namespace: NamespaceOpt = None,
|
| 1148 |
+
token: TokenOpt = None,
|
| 1149 |
+
) -> None:
|
| 1150 |
+
"""Trigger a scheduled Job to run immediately (does not change the schedule)."""
|
| 1151 |
+
scheduled_job_id, namespace = _parse_namespace_from_job_id(scheduled_job_id, namespace)
|
| 1152 |
+
api = get_hf_api(token=token)
|
| 1153 |
+
job = api.trigger_scheduled_job(scheduled_job_id=scheduled_job_id, namespace=namespace)
|
| 1154 |
+
out.result("Scheduled Job triggered", id=job.id, url=job.url)
|
| 1155 |
+
out.hint(f"Use `hf jobs logs -f {job.owner.name}/{job.id}` to stream logs.")
|
| 1156 |
+
|
| 1157 |
+
|
| 1158 |
+
@scheduled_app.command(
|
| 1159 |
+
"labels",
|
| 1160 |
+
examples=[
|
| 1161 |
+
"hf jobs scheduled labels <id> --label env=prod --label team=ml",
|
| 1162 |
+
"hf jobs scheduled labels <id> --clear",
|
| 1163 |
+
],
|
| 1164 |
+
)
|
| 1165 |
+
def scheduled_labels(
|
| 1166 |
+
scheduled_job_id: ScheduledJobIdArg,
|
| 1167 |
+
label: LabelsOpt = None,
|
| 1168 |
+
clear: Annotated[bool, Option("--clear", help="Remove all labels from the scheduled job.")] = False,
|
| 1169 |
+
namespace: NamespaceOpt = None,
|
| 1170 |
+
token: TokenOpt = None,
|
| 1171 |
+
) -> None:
|
| 1172 |
+
"""Update labels on a scheduled Job. Replaces all existing labels."""
|
| 1173 |
+
if not label and not clear:
|
| 1174 |
+
raise CLIError("Please set at least one label with --label. To remove all labels, pass --clear.")
|
| 1175 |
+
if label and clear:
|
| 1176 |
+
raise CLIError(
|
| 1177 |
+
"Cannot set labels and clear them at the same time. Please use either --label or --clear, not both."
|
| 1178 |
+
)
|
| 1179 |
+
scheduled_job_id, namespace = _parse_namespace_from_job_id(scheduled_job_id, namespace)
|
| 1180 |
+
labels = _parse_labels_map(label) or {}
|
| 1181 |
+
api = get_hf_api(token=token)
|
| 1182 |
+
scheduled_job = api.update_scheduled_job_labels(
|
| 1183 |
+
scheduled_job_id=scheduled_job_id, labels=labels, namespace=namespace
|
| 1184 |
+
)
|
| 1185 |
+
out.result("Labels updated", id=scheduled_job.id)
|
| 1186 |
+
|
| 1187 |
+
|
| 1188 |
+
scheduled_uv_app = typer_factory(help="Schedule UV scripts on HF infrastructure.")
|
| 1189 |
+
scheduled_app.add_group(scheduled_uv_app, name="uv")
|
| 1190 |
+
|
| 1191 |
+
|
| 1192 |
+
@scheduled_uv_app.command(
|
| 1193 |
+
"run",
|
| 1194 |
+
context_settings={"ignore_unknown_options": True},
|
| 1195 |
+
examples=[
|
| 1196 |
+
'hf jobs scheduled uv run "0 0 * * *" script.py',
|
| 1197 |
+
'hf jobs scheduled uv run "0 0 * * *" script.py --with pandas',
|
| 1198 |
+
],
|
| 1199 |
+
)
|
| 1200 |
+
def scheduled_uv_run(
|
| 1201 |
+
schedule: ScheduleArg,
|
| 1202 |
+
script: ScriptArg,
|
| 1203 |
+
script_args: ScriptArgsArg = None,
|
| 1204 |
+
suspend: SuspendOpt = None,
|
| 1205 |
+
concurrency: ConcurrencyOpt = None,
|
| 1206 |
+
image: ImageOpt = None,
|
| 1207 |
+
flavor: FlavorOpt = None,
|
| 1208 |
+
env: EnvOpt = None,
|
| 1209 |
+
secrets: SecretsOpt = None,
|
| 1210 |
+
label: LabelsOpt = None,
|
| 1211 |
+
volume: JobVolumesOpt = None,
|
| 1212 |
+
env_file: EnvFileOpt = None,
|
| 1213 |
+
secrets_file: SecretsFileOpt = None,
|
| 1214 |
+
timeout: TimeoutOpt = None,
|
| 1215 |
+
expose: ExposeOpt = None,
|
| 1216 |
+
namespace: NamespaceOpt = None,
|
| 1217 |
+
token: TokenOpt = None,
|
| 1218 |
+
with_: WithOpt = None,
|
| 1219 |
+
python: PythonOpt = None,
|
| 1220 |
+
) -> None:
|
| 1221 |
+
"""Run a UV script (local file or URL) on HF infrastructure"""
|
| 1222 |
+
env_map = parse_env_map(env, env_file)
|
| 1223 |
+
secrets_map = parse_env_map(secrets, secrets_file)
|
| 1224 |
+
|
| 1225 |
+
api = get_hf_api(token=token)
|
| 1226 |
+
job = api.create_scheduled_uv_job(
|
| 1227 |
+
script=script,
|
| 1228 |
+
script_args=script_args or [],
|
| 1229 |
+
schedule=schedule,
|
| 1230 |
+
suspend=suspend,
|
| 1231 |
+
concurrency=concurrency,
|
| 1232 |
+
dependencies=with_,
|
| 1233 |
+
python=python,
|
| 1234 |
+
image=image,
|
| 1235 |
+
env=env_map,
|
| 1236 |
+
secrets=secrets_map,
|
| 1237 |
+
labels=_parse_labels_map(label),
|
| 1238 |
+
volumes=_parse_and_sync_job_volumes(volume, api=api, namespace=namespace),
|
| 1239 |
+
flavor=flavor,
|
| 1240 |
+
timeout=timeout,
|
| 1241 |
+
expose=expose,
|
| 1242 |
+
namespace=namespace,
|
| 1243 |
+
)
|
| 1244 |
+
out.result("Scheduled Job created", id=job.id)
|
| 1245 |
+
out.hint(f"Use `hf jobs scheduled inspect {job.id}` to view its details.")
|
| 1246 |
+
|
| 1247 |
+
|
| 1248 |
+
### UTILS
|
| 1249 |
+
|
| 1250 |
+
|
| 1251 |
+
def _parse_labels_map(labels: list[str] | None) -> dict[str, str] | None:
|
| 1252 |
+
"""Parse label key-value pairs from CLI arguments.
|
| 1253 |
+
|
| 1254 |
+
Args:
|
| 1255 |
+
labels: List of label strings in KEY=VALUE format. If KEY only, then VALUE is set to empty string.
|
| 1256 |
+
|
| 1257 |
+
Returns:
|
| 1258 |
+
Dictionary mapping label keys to values, or None if no labels provided.
|
| 1259 |
+
"""
|
| 1260 |
+
if not labels:
|
| 1261 |
+
return None
|
| 1262 |
+
labels_map: dict[str, str] = {}
|
| 1263 |
+
for label_var in labels:
|
| 1264 |
+
key, value = label_var.split("=", 1) if "=" in label_var else (label_var, "")
|
| 1265 |
+
labels_map[key] = value
|
| 1266 |
+
return labels_map
|
| 1267 |
+
|
| 1268 |
+
|
| 1269 |
+
def _tabulate(rows: list[list[str | int]], headers: list[str]) -> str:
|
| 1270 |
+
"""
|
| 1271 |
+
Inspired by:
|
| 1272 |
+
|
| 1273 |
+
- stackoverflow.com/a/8356620/593036
|
| 1274 |
+
- stackoverflow.com/questions/9535954/printing-lists-as-tabular-data
|
| 1275 |
+
"""
|
| 1276 |
+
col_widths = [max(len(str(x)) for x in col) for col in zip(*rows, headers)]
|
| 1277 |
+
terminal_width = max(shutil.get_terminal_size().columns, len(headers) * 12)
|
| 1278 |
+
while len(headers) + sum(col_widths) > terminal_width:
|
| 1279 |
+
col_to_minimize = col_widths.index(max(col_widths))
|
| 1280 |
+
col_widths[col_to_minimize] //= 2
|
| 1281 |
+
if len(headers) + sum(col_widths) <= terminal_width:
|
| 1282 |
+
col_widths[col_to_minimize] = terminal_width - sum(col_widths) - len(headers) + col_widths[col_to_minimize]
|
| 1283 |
+
row_format = ("{{:{}}} " * len(headers)).format(*col_widths)
|
| 1284 |
+
lines = []
|
| 1285 |
+
lines.append(row_format.format(*headers))
|
| 1286 |
+
lines.append(row_format.format(*["-" * w for w in col_widths]))
|
| 1287 |
+
for row in rows:
|
| 1288 |
+
row_format_args = [
|
| 1289 |
+
str(x)[: col_width - 3] + "..." if len(str(x)) > col_width else str(x)
|
| 1290 |
+
for x, col_width in zip(row, col_widths)
|
| 1291 |
+
]
|
| 1292 |
+
lines.append(row_format.format(*row_format_args))
|
| 1293 |
+
return "\n".join(lines)
|
| 1294 |
+
|
| 1295 |
+
|
| 1296 |
+
T = TypeVar("T")
|
| 1297 |
+
|
| 1298 |
+
|
| 1299 |
+
def _write_generator_to_queue(queue: Queue[T], func: Callable[..., Iterable[T]], kwargs: dict) -> None:
|
| 1300 |
+
for result in func(**kwargs):
|
| 1301 |
+
queue.put(result)
|
| 1302 |
+
|
| 1303 |
+
|
| 1304 |
+
def iflatmap_unordered(
|
| 1305 |
+
pool: multiprocessing.pool.ThreadPool,
|
| 1306 |
+
func: Callable[..., Iterable[T]],
|
| 1307 |
+
*,
|
| 1308 |
+
kwargs_list: list[dict],
|
| 1309 |
+
) -> Iterable[T]:
|
| 1310 |
+
"""
|
| 1311 |
+
Takes a function that returns an iterable of items, and run it in parallel using threads to return the flattened iterable of items as they arrive.
|
| 1312 |
+
|
| 1313 |
+
This is inspired by those three `map()` variants, and is the mix of all three:
|
| 1314 |
+
|
| 1315 |
+
* `imap()`: like `map()` but returns an iterable instead of a list of results
|
| 1316 |
+
* `imap_unordered()`: like `imap()` but the output is sorted by time of arrival
|
| 1317 |
+
* `flatmap()`: like `map()` but given a function which returns a list, `flatmap()` returns the flattened list that is the concatenation of all the output lists
|
| 1318 |
+
"""
|
| 1319 |
+
queue: Queue[T] = Queue()
|
| 1320 |
+
async_results = [pool.apply_async(_write_generator_to_queue, (queue, func, kwargs)) for kwargs in kwargs_list]
|
| 1321 |
+
try:
|
| 1322 |
+
while True:
|
| 1323 |
+
try:
|
| 1324 |
+
yield queue.get(timeout=0.05)
|
| 1325 |
+
except Empty:
|
| 1326 |
+
if all(async_result.ready() for async_result in async_results) and queue.empty():
|
| 1327 |
+
break
|
| 1328 |
+
except KeyboardInterrupt:
|
| 1329 |
+
pass
|
| 1330 |
+
finally:
|
| 1331 |
+
# we get the result in case there's an error to raise
|
| 1332 |
+
try:
|
| 1333 |
+
[async_result.get(timeout=0.05) for async_result in async_results]
|
| 1334 |
+
except multiprocessing.TimeoutError:
|
| 1335 |
+
pass
|