repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
wandb | wandb/sdk/lib/timer.py | .py | import time
from typing import Any
from typing_extensions import Self
class Timer:
def __init__(self) -> None:
self.start_time: float = time.time()
self.start: float = time.perf_counter()
self.stop: float = self.start
def __enter__(self) -> Self:
return self
def __exit__... | 22 | 473 |
wandb | wandb/sdk/lib/config_util.py | .py | from __future__ import annotations
import json
import logging
import os
from typing import Any
import wandb
from wandb.errors import Error
from wandb.util import load_yaml
from . import filesystem
logger = logging.getLogger("wandb")
class ConfigError(Error):
pass
def dict_from_proto_list(obj_list):
d = ... | 106 | 2,931 |
wandb | wandb/sdk/lib/retry.py | .py | from __future__ import annotations
import abc
import asyncio
import datetime
import functools
import logging
import os
import random
import threading
import time
from collections.abc import Awaitable, Callable
from typing import Any, Generic, TypeVar
import wandb
import wandb.errors
from wandb.util import CheckRetryF... | 378 | 12,328 |
wandb | wandb/sdk/lib/sparkline.py | .py | #
# From pysparklines (BSD License): https://pypi.python.org/pypi/pysparklines
from __future__ import annotations
import math
spark_chars = "▁▂▃▄▅▆▇█"
# math.isfinite doesn't exist in python2, so provider our own
def isfinite(f):
return not (math.isinf(f) or math.isnan(f))
def sparkify(series: list[float | in... | 45 | 1,361 |
wandb | wandb/sdk/lib/paths.py | .py | from __future__ import annotations
import os
import platform
from functools import wraps
from pathlib import PurePath, PurePosixPath
from typing import Any, TypeAlias, Union
# Path _inputs_ should generally accept any kind of path. This is named the same and
# modeled after the hint defined in the Python standard lib... | 107 | 4,535 |
wandb | wandb/sdk/lib/filenames.py | .py | from __future__ import annotations
import os
from collections.abc import Callable, Generator
WANDB_DIRS = ("wandb", ".wandb")
CONFIG_FNAME = "config.yaml"
OUTPUT_FNAME = "output.log"
DIFF_FNAME = "diff.patch"
SUMMARY_FNAME = "wandb-summary.json"
METADATA_FNAME = "wandb-metadata.json"
REQUIREMENTS_FNAME = "requiremen... | 65 | 1,938 |
wandb | wandb/sdk/lib/ipython.py | .py | from __future__ import annotations
import logging
import sys
import warnings
from typing import Literal
import wandb
PythonType = Literal["python", "ipython", "jupyter"]
logger = logging.getLogger(__name__)
def toggle_button(what="run"):
"""Returns the HTML for a button used to reveal the element following it... | 144 | 4,260 |
wandb | wandb/sdk/lib/preinit.py | .py | from __future__ import annotations
from collections.abc import Callable
from typing import Any
import wandb
class PreInitObject:
def __init__(self, name: str, destination: Any | None = None) -> None:
self._name = name
if destination is not None:
self.__doc__ = destination.__doc__
... | 46 | 1,497 |
wandb | wandb/sdk/lib/settings_file.py | .py | """Reading and writing W&B settings files.
There is usually a "global" settings file at ~/.config/wandb/settings.
A "local" settings file, also referred to as "workspace settings", is created
by the `wandb init` CLI command at ./wandb/settings. Any settings defined in
the local file override settings in the global fil... | 197 | 6,595 |
wandb | wandb/sdk/lib/capped_dict.py | .py | from __future__ import annotations
import collections
from typing import Any
class CappedDict(collections.OrderedDict):
default_max_size = 50
def __init__(self, max_size: int | None = None) -> None:
self.max_size = max_size or self.default_max_size
super().__init__()
def __setitem__(sel... | 29 | 843 |
wandb | wandb/sdk/lib/deprecation.py | .py | from __future__ import annotations
from typing import TYPE_CHECKING, TypeAlias
import wandb
from wandb.sdk.lib import telemetry
if TYPE_CHECKING:
from wandb.proto.wandb_telemetry_pb2 import Deprecated
UNSET: DoNotSet = object()
"""A temporary default value for removing formerly optional parameters.
This helps... | 52 | 1,374 |
wandb | wandb/sdk/lib/printer_asyncio.py | .py | import asyncio
from collections.abc import Callable
from typing import TypeVar
from wandb.sdk import wandb_setup
from wandb.sdk.lib import asyncio_compat, printer
_T = TypeVar("_T")
def run_async_with_spinner(
spinner_printer: printer.Printer,
text: str,
func: Callable[[], _T],
) -> _T:
"""Run a slo... | 46 | 1,357 |
wandb | wandb/sdk/lib/exit_hooks.py | .py | from __future__ import annotations
import sys
import traceback
from types import TracebackType
from typing import TYPE_CHECKING
import wandb
from wandb.errors import Error
if TYPE_CHECKING:
from typing import NoReturn
class ExitHooks:
exception: BaseException | None = None
def __init__(self) -> None:
... | 57 | 1,555 |
wandb | wandb/sdk/lib/hashutil.py | .py | from __future__ import annotations
import base64
import hashlib
import logging
import mmap
import time
from typing import TYPE_CHECKING, TypeAlias
from wandb.sdk.lib.paths import StrPath
if TYPE_CHECKING:
import _hashlib # type: ignore[import-not-found]
logger = logging.getLogger(__name__)
# In the future, c... | 99 | 3,292 |
wandb | wandb/sdk/lib/run_messages.py | .py | """Echoing messages from wandb-core to the terminal."""
from __future__ import annotations
import asyncio
import contextlib
import logging
from wandb.errors import term
from wandb.proto import wandb_internal_pb2 as pb
from wandb.sdk.interface.interface import InterfaceBase
from wandb.sdk.lib import asyncio_compat, a... | 122 | 4,053 |
wandb | wandb/sdk/lib/ratelimit.py | .py | """A small asyncio rate limiter."""
import asyncio
from wandb.sdk.lib import asyncio_compat
class Cooldown:
"""A very simple rate limiter for asyncio loops.
Implemented by sleeping until the next unblock time.
Use the `looptime` package to test code that uses this.
"""
def __init__(self, cool... | 50 | 1,464 |
wandb | wandb/sdk/lib/lazyloader.py | .py | """module lazyloader."""
import importlib
import sys
import types
class LazyLoader(types.ModuleType):
"""Lazily import a module, mainly to avoid pulling in large dependencies.
We use this for tensorflow and other optional libraries primarily at the
top module level.
"""
# The lint error here is... | 64 | 1,891 |
wandb | wandb/sdk/lib/console_capture.py | .py | """Module for intercepting stdout/stderr.
This patches the `write()` method of `stdout` and `stderr` on import.
Once patched, it is not possible to unpatch or repatch, though individual
callbacks can be removed.
We assume that all other writing methods on the object delegate to `write()`,
like `writelines()`. This is... | 309 | 9,389 |
wandb | wandb/sdk/lib/handler_util.py | .py | import wandb.data_types as data_types
def get_types():
classes = map(data_types.__dict__.get, data_types.__all__)
types = []
for cls in classes:
if hasattr(cls, "_log_type") and cls._log_type is not None:
types.append(cls._log_type)
# add table-file type because this is a special c... | 22 | 589 |
wandb | wandb/sdk/lib/wbauth/wbnetrc.py | .py | from __future__ import annotations
import netrc
import os
import pathlib
import platform
import shlex
from urllib.parse import urlsplit
from wandb.errors import term
from .auth import AuthApiKey, AuthWithSource
from .host_url import HostUrl
class WriteNetrcError(Exception):
"""Could not write to the netrc file... | 212 | 5,994 |
wandb | wandb/sdk/lib/wbauth/authenticate.py | .py | from __future__ import annotations
import os
import threading
from wandb import env
from wandb.errors import AuthenticationError, UsageError, term
from wandb.sdk import wandb_setup
from . import prompt, wbnetrc
from .auth import Auth, AuthApiKey, AuthIdentityTokenFile, AuthWithSource
from .host_url import HostUrl
fr... | 281 | 8,450 |
wandb | wandb/sdk/lib/wbauth/__init__.py | .py | __all__ = (
"Auth",
"AuthApiKey",
"AuthIdentityTokenFile",
"HostUrl",
"session_credentials",
"authenticate_session",
"unauthenticate_session",
"use_explicit_auth",
"set_auth_settings",
"check_api_key",
"prompt_and_save_api_key",
"read_netrc_auth",
"write_netrc_auth",
... | 30 | 760 |
wandb | wandb/sdk/lib/wbauth/host_url.py | .py | from __future__ import annotations
import re
from typing_extensions import final, override
from wandb import env, util
from wandb.sdk.lib import urls
@final
class HostUrl:
"""A validated and normalized W&B server URL.
For convenient formatting, the __str__ representation is the URL itself.
"""
de... | 74 | 2,144 |
wandb | wandb/sdk/lib/wbauth/auth.py | .py | from __future__ import annotations
import abc
import dataclasses
import pathlib
from typing_extensions import final, override
from wandb.errors import AuthenticationError
from . import validation
from .host_url import HostUrl
# We use an abstract base class instead of a union because
# (1) All Auth subtypes hav... | 147 | 4,130 |
wandb | wandb/sdk/lib/wbauth/saas.py | .py | from urllib.parse import urlsplit
def is_wandb_domain(url: str) -> bool:
"""Returns whether the URL points to an official W&B server."""
_, netloc, _, _, _ = urlsplit(url)
return netloc.endswith("wandb.ai")
| 8 | 221 |
wandb | wandb/sdk/lib/wbauth/settings.py | .py | """Logic for setting auth-related parts of wandb.Settings."""
from wandb.sdk.wandb_settings import Settings
from .auth import Auth, AuthApiKey, AuthIdentityTokenFile
def set_auth_settings(settings: Settings, auth: Auth | None) -> None:
"""Set auth-related settings based on the given credentials.
Auth setti... | 66 | 2,109 |
wandb | wandb/sdk/lib/wbauth/prompt.py | .py | from __future__ import annotations
import logging
from urllib.parse import urlsplit, urlunsplit
from wandb import util
from wandb.errors import links, term
from . import saas, validation, wbnetrc
from .host_url import HostUrl
_logger = logging.getLogger(__name__)
_LOGIN_CHOICE_NEW = "Create a W&B account"
_LOGIN_C... | 202 | 6,011 |
wandb | wandb/sdk/lib/wbauth/validation.py | .py | """Validation for API keys."""
from __future__ import annotations
import pathlib
import re
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from wandb.apis.public.service_api import ServiceApi
from .host_url import HostUrl
# Matches a JWT: three non-empty base64url segments separated by dots.
_JWT_RE = ... | 158 | 4,612 |
wandb | wandb/sdk/lib/service/service_connection.py | .py | from __future__ import annotations
import atexit
import pathlib
from collections.abc import Callable
from wandb.proto import wandb_api_pb2, wandb_settings_pb2, wandb_sync_pb2
from wandb.proto import wandb_server_pb2 as spb
from wandb.sdk import wandb_settings
from wandb.sdk.interface.interface import InterfaceBase
fr... | 392 | 13,096 |
wandb | wandb/sdk/lib/service/service_client.py | .py | from __future__ import annotations
import asyncio
import logging
import struct
from types import TracebackType
from wandb.proto import wandb_server_pb2 as spb
from wandb.sdk.lib import asyncio_manager
from wandb.sdk.mailbox.mailbox import Mailbox
from wandb.sdk.mailbox.mailbox_handle import MailboxHandle
_logger = l... | 145 | 4,664 |
wandb | wandb/sdk/lib/service/service_token.py | .py | from __future__ import annotations
import abc
import asyncio
import os
import re
from typing_extensions import final, override
from wandb import env
from wandb.sdk.lib import asyncio_manager
from wandb.sdk.lib.service import ipc_support
from .service_client import ServiceClient
_CURRENT_VERSION = "3"
# Token form... | 187 | 5,271 |
wandb | wandb/sdk/lib/service/ipc_support.py | .py | """Constants determining what IPC methods are supported."""
import socket
SUPPORTS_UNIX = hasattr(socket, "AF_UNIX")
"""Whether Unix sockets are supported.
AF_UNIX is not supported on Windows:
https://github.com/python/cpython/issues/77589
Windows has supported Unix sockets since ~2017, but support in Python is
mis... | 14 | 341 |
wandb | wandb/sdk/lib/service/service_port_file.py | .py | """Module for figuring out how to connect to the service process."""
from __future__ import annotations
import os
import pathlib
import re
import subprocess
import time
import wandb
from . import ipc_support, service_token
# Time functions are monkeypatched in unit tests.
_MONOTONIC = time.monotonic
_SLEEP = time.... | 107 | 2,992 |
wandb | wandb/sdk/lib/service/service_finalizer.py | .py | """Allows Python garbage collection to trigger wandb-core cleanup.
This is tricky to implement correctly and requires a good understanding of
Python's garbage collection and every line in this file. If done wrong, it can
cause random deadlocks, and it has in the past. Even if done correctly, it may
still not work depe... | 97 | 3,527 |
wandb | wandb/sdk/lib/service/service_process.py | .py | """Module for starting up the service process (wandb-core)."""
from __future__ import annotations
import os
import pathlib
import platform
import subprocess
import tempfile
from typing import TYPE_CHECKING
from wandb.analytics import get_sentry
from wandb.env import core_debug, dcgm_profiling_enabled, error_reportin... | 171 | 4,677 |
wandb | wandb/sdk/launch/_launch_add.py | .py | from __future__ import annotations
import asyncio
import pprint
from typing import Any
import wandb
import wandb.apis.public as public
from wandb.apis.internal import Api
from wandb.errors import CommError
from wandb.sdk.launch.builder.build import build_image_from_project
from wandb.sdk.launch.errors import LaunchEr... | 258 | 8,670 |
wandb | wandb/sdk/launch/errors.py | .py | from wandb.errors import Error
class LaunchError(Error):
"""Raised when a known error occurs in wandb launch."""
class LaunchDockerError(Error):
"""Raised when Docker daemon is not running."""
class ExecutionError(Error):
"""Generic execution exception."""
| 14 | 275 |
wandb | wandb/sdk/launch/wandb_reference.py | .py | """Support for parsing W&B URLs (which might be user provided) into constituent parts."""
from __future__ import annotations
from dataclasses import dataclass
from enum import IntEnum
from urllib.parse import urlparse
PREFIX_HTTP = "http://"
PREFIX_HTTPS = "https://"
class ReferenceType(IntEnum):
RUN = 1
J... | 132 | 3,971 |
wandb | wandb/sdk/launch/utils.py | .py | from __future__ import annotations
import asyncio
import copy
import json
import logging
import os
import platform
import re
import subprocess
import sys
from collections import defaultdict
from collections.abc import Iterator
from typing import TYPE_CHECKING, Any, cast
import click
import wandb
import wandb.docker ... | 1,105 | 39,349 |
wandb | wandb/sdk/launch/_launch.py | .py | from __future__ import annotations
import asyncio
import logging
import os
import sys
from typing import Any
import wandb
from wandb.analytics import TelemetryRecorder
from wandb.apis.internal import Api
from . import loader
from ._project_spec import LaunchProject
from .agent import LaunchAgent
from .agent.agent im... | 339 | 11,941 |
wandb | wandb/sdk/launch/_project_spec.py | .py | """Convert launch arguments into a runnable wandb launch script.
Arguments can come from a launch spec or call to wandb launch.
"""
from __future__ import annotations
import enum
import json
import logging
import os
import shlex
import shutil
import tempfile
from copy import deepcopy
from typing import TYPE_CHECKING... | 606 | 22,792 |
wandb | wandb/sdk/launch/__init__.py | .py | from ._launch import create_and_run_agent, launch
from ._launch_add import launch_add
from .agent.agent import LaunchAgent
from .inputs.manage import manage_config_file, manage_wandb_config
from .utils import load_wandb_config
__all__ = [
"create_and_run_agent",
"LaunchAgent",
"launch",
"launch_add",
... | 16 | 399 |
wandb | wandb/sdk/launch/git_reference.py | .py | """Support for parsing GitHub URLs (which might be user provided) into constituent parts."""
from __future__ import annotations
import os
import re
from enum import IntEnum
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.lib.gitlib import GitCommandError, run_git
PREFIX_HTTPS = "https://"
GIT_COMMI... | 148 | 5,238 |
wandb | wandb/sdk/launch/loader.py | .py | """Utilities for the agent."""
from __future__ import annotations
from typing import Any
import wandb
from wandb.apis.internal import Api
from wandb.docker import is_docker_installed
from wandb.sdk.launch.errors import LaunchError
from .builder.abstract import AbstractBuilder
from .environment.abstract import Abstr... | 252 | 8,940 |
wandb | wandb/sdk/launch/create_job.py | .py | from __future__ import annotations
import json
import logging
import os
import re
import sys
import tempfile
from typing import Any
import wandb
from wandb.apis.internal import Api
from wandb.sdk.artifacts.artifact import Artifact
from wandb.sdk.internal.job_builder import JobBuilder
from wandb.sdk.launch.git_referen... | 544 | 17,614 |
wandb | wandb/sdk/launch/inputs/manage.py | .py | """Functions for declaring overridable configuration for launch jobs."""
from __future__ import annotations
from typing import Any
def manage_config_file(
path: str,
include: list[str] | None = None,
exclude: list[str] | None = None,
schema: Any | None = None,
):
r"""Declare an overridable confi... | 116 | 5,005 |
wandb | wandb/sdk/launch/inputs/files.py | .py | import json
import os
from typing import Any
import yaml
from ..errors import LaunchError
FILE_OVERRIDE_ENV_VAR = "WANDB_LAUNCH_FILE_OVERRIDES"
class FileOverrides:
"""Singleton that read file overrides json from environment variables."""
_instance = None
def __new__(cls):
if cls._instance is... | 148 | 4,647 |
wandb | wandb/sdk/launch/inputs/schema.py | .py | META_SCHEMA = {
"type": "object",
"properties": {
"type": {
"type": "string",
"enum": ["boolean", "integer", "number", "string", "object", "array"],
},
"title": {"type": "string"},
"description": {"type": "string"},
"label": {"type": "string"},
... | 74 | 2,900 |
wandb | wandb/sdk/launch/inputs/internal.py | .py | """The layer between launch sdk user code and the wandb internal process.
If there is an active run this communication is done through the wandb run's
backend interface.
If there is no active run, the messages are staged on the StagedLaunchInputs
singleton and sent when a run is created.
"""
from __future__ import a... | 317 | 9,733 |
wandb | wandb/sdk/launch/registry/local_registry.py | .py | """Local registry implementation."""
import logging
from typing_extensions import Self
from wandb.docker import is_docker_installed
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.utils import docker_image_exists
from .abstract import AbstractRegistry
_logger = logging.getLogger(__name__)
c... | 67 | 1,755 |
wandb | wandb/sdk/launch/registry/azure_container_registry.py | .py | """Implementation of AzureContainerRegistry class."""
from __future__ import annotations
import re
from typing import TYPE_CHECKING
from wandb.sdk.launch.environment.azure_environment import AzureEnvironment
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.utils import AZURE_CONTAINER_REGISTRY_U... | 127 | 4,550 |
wandb | wandb/sdk/launch/registry/abstract.py | .py | """Abstract base class for registries."""
from abc import ABC, abstractmethod
from typing_extensions import Self
class AbstractRegistry(ABC):
"""Abstract base class for registries."""
uri: str
async def get_username_password(self) -> tuple[str, str]:
"""Get the username and password for the re... | 50 | 1,143 |
wandb | wandb/sdk/launch/registry/elastic_container_registry.py | .py | """Implementation of Elastic Container Registry class for wandb launch."""
from __future__ import annotations
import base64
import logging
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.registry.abstract import AbstractRegistry
from wandb.sdk.launch.utils import (
ELASTIC_CONTAINER_REGISTR... | 194 | 7,229 |
wandb | wandb/sdk/launch/registry/google_artifact_registry.py | .py | """Implementation of Google Artifact Registry for wandb launch."""
from __future__ import annotations
import logging
import google.auth # type: ignore
import google.cloud.artifactregistry # type: ignore
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.utils import (
GCP_ARTIFACT_REGISTRY_... | 221 | 8,494 |
wandb | wandb/sdk/launch/registry/anon.py | .py | from typing_extensions import Self
from wandb.docker import is_docker_installed
from wandb.sdk.launch.utils import docker_image_exists
from .abstract import AbstractRegistry
class AnonynmousRegistry(AbstractRegistry):
def __init__(self, uri: str) -> None:
"""Initialize the registry."""
self.uri ... | 30 | 939 |
wandb | wandb/sdk/launch/sweeps/utils.py | .py | from __future__ import annotations
import json
import os
import re
from typing import TYPE_CHECKING, Any
import wandb
from wandb import util
from wandb.sdk.launch.errors import LaunchError
if TYPE_CHECKING:
from wandb.apis.public import Api as PublicApi
DEFAULT_SWEEP_COMMAND: list[str] = [
"${env}",
"${... | 327 | 10,199 |
wandb | wandb/sdk/launch/sweeps/scheduler.py | .py | """Abstract Scheduler class."""
from __future__ import annotations
import asyncio
import base64
import copy
import logging
import os
import socket
import threading
import time
import traceback
from abc import ABC, abstractmethod
from collections.abc import Iterator
from dataclasses import dataclass
from enum import E... | 737 | 26,692 |
wandb | wandb/sdk/launch/sweeps/__init__.py | .py | import logging
from collections.abc import Callable
from typing import Any
log = logging.getLogger(__name__)
class SchedulerError(Exception):
"""Raised when a known error occurs with wandb sweep scheduler."""
class SweepNotFoundError(Exception):
"""Raised when a sweep is not found, typically because it was... | 45 | 1,092 |
wandb | wandb/sdk/launch/sweeps/scheduler_sweep.py | .py | """Scheduler for classic wandb Sweeps."""
from __future__ import annotations
import logging
from pprint import pformat as pf
from typing import Any
import wandb
from wandb.sdk.launch.sweeps import SweepNotFoundError
from wandb.sdk.launch.sweeps.scheduler import LOG_PREFIX, RunState, Scheduler, SweepRun
_logger = lo... | 101 | 3,302 |
wandb | wandb/sdk/launch/builder/docker_builder.py | .py | """Implementation of the docker builder."""
from __future__ import annotations
import logging
import os
from typing import Any
import wandb
import wandb.docker as docker
from wandb.sdk.launch.agent.job_status_tracker import JobAndRunStatusTracker
from wandb.sdk.launch.builder.abstract import AbstractBuilder, registr... | 180 | 6,331 |
wandb | wandb/sdk/launch/builder/kaniko_builder.py | .py | from __future__ import annotations
import asyncio
import base64
import copy
import json
import logging
import os
import shutil
import tarfile
import tempfile
import time
import traceback
from typing import Any
import wandb
from wandb.sdk.launch.agent.job_status_tracker import JobAndRunStatusTracker
from wandb.sdk.lau... | 597 | 23,926 |
wandb | wandb/sdk/launch/builder/abstract.py | .py | """Abstract plugin class defining the interface needed to build container images for W&B Launch."""
from __future__ import annotations
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
from wandb.sdk.launch.environment.abstract import AbstractEnvironment
from wandb.sdk.launch.registry.abstrac... | 159 | 5,089 |
wandb | wandb/sdk/launch/builder/build.py | .py | import hashlib
import json
import logging
import os
import pathlib
import re
import shlex
import shutil
from typing import Any
import wandb
import wandb.env
from wandb import docker
from wandb.apis.internal import Api
from wandb.sdk.launch.loader import (
builder_from_config,
environment_from_config,
regis... | 325 | 11,898 |
wandb | wandb/sdk/launch/builder/context_manager.py | .py | import logging
import os
import shutil
import tempfile
from wandb.sdk.launch._project_spec import LaunchProject
from wandb.sdk.launch.builder.build import image_tag_from_dockerfile_and_source
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.utils import get_current_python_version
from .build impo... | 235 | 9,593 |
wandb | wandb/sdk/launch/builder/noop.py | .py | """NoOp builder implementation."""
from __future__ import annotations
from typing import Any
from wandb.sdk.launch.builder.abstract import AbstractBuilder
from wandb.sdk.launch.environment.abstract import AbstractEnvironment
from wandb.sdk.launch.errors import LaunchError
from wandb.sdk.launch.registry.abstract impo... | 61 | 1,917 |
wandb | wandb/sdk/launch/builder/templates/_wandb_bootstrap.py | .py | from __future__ import annotations
import json
import os
import re
import subprocess
import sys
FAILED_PACKAGES_PREFIX = "ERROR: Failed to install: "
FAILED_PACKAGES_POSTFIX = ". During automated build process."
ONLY_INCLUDE = {x for x in os.getenv("WANDB_ONLY_INCLUDE", "").split(",") if x != ""}
OPTS = []
# If the b... | 190 | 7,289 |
wandb | wandb/sdk/launch/builder/templates/dockerfile.py | .py | DOCKERFILE_TEMPLATE = """
# ----- stage 1: build -----
FROM {py_build_image} as build
# requirements section depends on pip vs conda, and presence of buildx
ENV PIP_PROGRESS_BAR off
{requirements_section}
# ----- stage 2: base -----
{base_setup}
COPY --from=build /env /env
ENV PATH="/env/bin:$PATH"
ENV SHELL /bin/b... | 93 | 2,264 |
wandb | wandb/sdk/launch/environment/aws_environment.py | .py | """Implements the AWS environment."""
from __future__ import annotations
import logging
import os
from wandb.sdk.launch.errors import LaunchError
from wandb.util import get_module
from ..utils import ARN_PARTITION_RE, S3_URI_RE, event_loop_thread_exec
from .abstract import AbstractEnvironment
boto3 = get_module(
... | 324 | 12,515 |
wandb | wandb/sdk/launch/environment/local_environment.py | .py | """Dummy local environment implementation. This is the default environment."""
from __future__ import annotations
from typing import Any
from wandb.sdk.launch.errors import LaunchError
from .abstract import AbstractEnvironment
class LocalEnvironment(AbstractEnvironment):
"""Local environment class."""
de... | 66 | 2,246 |
wandb | wandb/sdk/launch/environment/abstract.py | .py | """Abstract base class for environments."""
from abc import ABC, abstractmethod
class AbstractEnvironment(ABC):
"""Abstract base class for environments."""
region: str
@abstractmethod
async def verify(self) -> None:
"""Verify that the environment is configured correctly."""
raise No... | 30 | 951 |
wandb | wandb/sdk/launch/environment/gcp_environment.py | .py | """Implementation of the GCP environment for wandb launch."""
from __future__ import annotations
import logging
import os
import subprocess
from wandb.sdk.launch.errors import LaunchError
from wandb.util import get_module
from ..utils import GCS_URI_RE, event_loop_thread_exec
from .abstract import AbstractEnvironme... | 336 | 12,709 |
wandb | wandb/sdk/launch/environment/azure_environment.py | .py | """Implementation of AzureEnvironment class."""
from azure.core.exceptions import HttpResponseError # type: ignore
from azure.identity import DefaultAzureCredential # type: ignore
from azure.storage.blob import BlobClient, BlobServiceClient # type: ignore
from typing_extensions import Self
from ..errors import Lau... | 105 | 3,880 |
wandb | wandb/sdk/launch/runner/kubernetes_monitor.py | .py | """Monitors kubernetes resources managed by the launch agent."""
from __future__ import annotations
import asyncio
import logging
import traceback
from typing import Any
import kubernetes_asyncio # type: ignore
import urllib3
from kubernetes_asyncio import watch
from kubernetes_asyncio.client import ( # type: igno... | 477 | 17,803 |
wandb | wandb/sdk/launch/runner/sagemaker_runner.py | .py | """Implementation of the SageMakerRunner class."""
from __future__ import annotations
import asyncio
import logging
from typing import Any, cast
if False:
import boto3 # type: ignore
import wandb
from wandb.apis.internal import Api
from wandb.sdk.launch.environment.aws_environment import AwsEnvironment
from wa... | 427 | 15,241 |
wandb | wandb/sdk/launch/runner/local_container.py | .py | from __future__ import annotations
import asyncio
import logging
import os
import shlex
import shutil
import subprocess
import sys
import threading
from typing import TYPE_CHECKING, Any
import wandb
from wandb.sdk.launch.environment.abstract import AbstractEnvironment
from wandb.sdk.launch.registry.abstract import Ab... | 332 | 11,706 |
wandb | wandb/sdk/launch/runner/vertex_runner.py | .py | from __future__ import annotations
import asyncio
import logging
from typing import Any
if False:
from google.cloud import aiplatform # type: ignore # noqa: F401
from wandb.apis.internal import Api
from wandb.util import get_module
from .._project_spec import LaunchProject
from ..environment.gcp_environment ... | 228 | 8,183 |
wandb | wandb/sdk/launch/runner/local_process.py | .py | from __future__ import annotations
import logging
import shlex
from typing import Any
import wandb
from .._project_spec import LaunchProject
from ..errors import LaunchError
from ..utils import (
LOG_PREFIX,
MAX_ENV_LENGTHS,
PROJECT_SYNCHRONOUS,
sanitize_wandb_api_key,
validate_wandb_python_deps,... | 81 | 2,752 |
wandb | wandb/sdk/launch/runner/abstract.py | .py | """Implementation of the abstract runner class.
This class defines the interface that the W&B launch runner uses to manage the lifecycle
of runs launched in different environments (e.g. runs launched locally or in a cluster).
"""
from __future__ import annotations
import logging
import os
import shutil
import sys
fr... | 166 | 4,820 |
wandb | wandb/sdk/launch/runner/kubernetes_runner.py | .py | """Implementation of KubernetesRunner class for wandb launch."""
from __future__ import annotations
import asyncio
import base64
import datetime
import json
import logging
import os
import shlex
import time
from collections.abc import Iterator
from typing import Any
import yaml
import wandb
from wandb.apis.internal... | 1,494 | 55,523 |
wandb | wandb/sdk/launch/agent/__init__.py | .py | from .agent import LaunchAgent
LaunchAgent = LaunchAgent
__all__ = ["LaunchAgent"]
| 6 | 85 |
wandb | wandb/sdk/launch/agent/job_status_tracker.py | .py | from __future__ import annotations
import logging
from dataclasses import dataclass
from wandb.apis.internal import Api
from wandb.errors import CommError
from wandb.sdk.launch._project_spec import LaunchProject
from ..runner.abstract import AbstractRun
from ..utils import event_loop_thread_exec
from .run_queue_item... | 57 | 1,823 |
wandb | wandb/sdk/launch/agent/config.py | .py | """Definition of the config object used by the Launch agent."""
from __future__ import annotations
from enum import Enum
# ValidationError is imported for exception type checking purposes only.
from pydantic import ( # type: ignore
BaseModel,
ConfigDict,
Field,
ValidationError,
field_validator,
... | 294 | 9,263 |
wandb | wandb/sdk/launch/agent/run_queue_item_file_saver.py | .py | """Implementation of the run queue item file saver class."""
from __future__ import annotations
import os
from typing import Literal
import wandb
FileSubtypes = Literal["warning", "error"]
class RunQueueItemFileSaver:
def __init__(
self,
agent_run: wandb.Run | None,
run_queue_item_id: ... | 42 | 1,320 |
wandb | wandb/sdk/launch/agent/agent.py | .py | """Implementation of launch agent."""
from __future__ import annotations
import asyncio
import copy
import logging
import os
import pprint
import threading
import time
import traceback
from dataclasses import dataclass
from multiprocessing import Event
from typing import Any
import wandb
from wandb.analytics import ... | 970 | 38,105 |
wandb | wandb/sdk/data_types/table_decorators.py | .py | """Decorators for W&B Table operations."""
from __future__ import annotations
from collections.abc import Callable
from functools import wraps
from typing import Any, Concatenate, TypeVar
from typing_extensions import ParamSpec
import wandb
_P = ParamSpec("_P")
_T = TypeVar("_T")
def allow_relogging_after_mutati... | 108 | 3,675 |
wandb | wandb/sdk/data_types/histogram.py | .py | from __future__ import annotations
import sys
from collections.abc import Sequence
from typing import TYPE_CHECKING
from wandb import util
from .base_types.wb_value import WBValue
if TYPE_CHECKING: # pragma: no cover
import numpy as np
from wandb.sdk.artifacts.artifact import Artifact
from ..wandb_ru... | 111 | 3,377 |
wandb | wandb/sdk/data_types/table.py | .py | from __future__ import annotations
import base64
import binascii
import codecs
import datetime
import json
import logging
import os
from collections.abc import Callable, Iterable, Iterator, Sequence
from typing import TYPE_CHECKING, Any, Literal, TypeVar, cast, get_args, overload
import wandb
from wandb import util
f... | 1,604 | 58,625 |
wandb | wandb/sdk/data_types/utils.py | .py | from __future__ import annotations
import datetime
import logging
import os
from collections.abc import Sequence
from decimal import Decimal
from typing import TYPE_CHECKING, Any, TypeAlias, cast
import wandb
from wandb import util
from ..internal import incremental_table_util
from .base_types.media import Batchable... | 266 | 9,029 |
wandb | wandb/sdk/data_types/saved_model.py | .py | from __future__ import annotations
import os
import pathlib
import shutil
import sys
from types import ModuleType
from typing import TYPE_CHECKING, Any, ClassVar, Generic, TypeVar, cast
import wandb
from wandb import util
from wandb.sdk.lib import runid
from wandb.sdk.lib.hashutil import md5_file_hex
from wandb.sdk.l... | 440 | 16,423 |
wandb | wandb/sdk/data_types/_private.py | .py | import atexit
import tempfile
# Staging directory, so we can encode raw data into files, then hash them before
# we put them into the Run directory to be uploaded.
MEDIA_TMP = tempfile.TemporaryDirectory("wandb-media")
def _cleanup_media_tmp_dir() -> None:
atexit.register(MEDIA_TMP.cleanup)
| 11 | 299 |
wandb | wandb/sdk/data_types/trace_tree.py | .py | """This module contains the `WBTraceTree` media type, and the supporting dataclasses.
A `WBTraceTree` is a media object containing a root span and an
arbitrary model dump as a serializable dictionary. Logging such media type will
result in a W&B Trace Debugger panel being created in the workspace UI.
"""
from __futur... | 442 | 14,693 |
wandb | wandb/sdk/data_types/image.py | .py | from __future__ import annotations
import hashlib
import logging
import os
import pathlib
from collections.abc import Sequence
from io import BytesIO
from typing import TYPE_CHECKING, Any, TypeAlias, cast
from urllib import parse
from packaging.version import parse as parse_version
import wandb
from wandb import uti... | 1,108 | 40,935 |
wandb | wandb/sdk/data_types/_dtypes.py | .py | from __future__ import annotations
import datetime
import math
import typing as t
from wandb.util import (
_is_artifact_string,
_is_artifact_version_weave_dict,
get_module,
is_numpy_array,
)
np = get_module("numpy") # intentionally not required
if t.TYPE_CHECKING:
from wandb.sdk.artifacts.artif... | 900 | 29,246 |
wandb | wandb/sdk/data_types/html.py | .py | from __future__ import annotations
import os
import pathlib
from collections.abc import Sequence
from typing import TYPE_CHECKING
from wandb.sdk.lib import filesystem, runid
from . import _dtypes
from ._private import MEDIA_TMP
from .base_types.media import BatchableMedia
if TYPE_CHECKING: # pragma: no cover
f... | 167 | 4,932 |
wandb | wandb/sdk/data_types/bokeh.py | .py | from __future__ import annotations
import codecs
import json
import os
import pathlib
from typing import TYPE_CHECKING
from wandb import util
from wandb._strutils import nameof
from wandb.sdk.lib import runid
from . import _dtypes
from ._private import MEDIA_TMP
from .base_types.media import Media
if TYPE_CHECKING:... | 100 | 3,384 |
wandb | wandb/sdk/data_types/video.py | .py | from __future__ import annotations
import functools
import logging
import os
import pathlib
from collections.abc import Sequence
from io import BytesIO
from typing import TYPE_CHECKING, Any, Literal
import wandb
from wandb import env, util
from wandb.sdk import wandb_setup
from wandb.sdk.lib import filesystem, printe... | 305 | 10,520 |
wandb | wandb/sdk/data_types/plotly.py | .py | from __future__ import annotations
import codecs
import os
from collections.abc import Sequence
from typing import TYPE_CHECKING, TypeAlias
from wandb import util
from wandb.sdk.lib import runid
from ._private import MEDIA_TMP
from .base_types.media import Media, _numpy_arrays_to_lists
from .base_types.wb_value impo... | 99 | 3,323 |
wandb | wandb/sdk/data_types/audio.py | .py | from __future__ import annotations
import hashlib
import os
import pathlib
from typing import TYPE_CHECKING
from wandb import util
from wandb.sdk.lib import filesystem, runid
from . import _dtypes
from ._private import MEDIA_TMP
from .base_types.media import BatchableMedia
if TYPE_CHECKING:
import numpy as np
... | 206 | 6,335 |
wandb | wandb/sdk/data_types/molecule.py | .py | from __future__ import annotations
import io
import os
import pathlib
from collections.abc import Sequence
from typing import TYPE_CHECKING, TypeAlias
from wandb import util
from wandb.sdk.lib import runid
from wandb.sdk.lib.paths import LogicalPath
from ._private import MEDIA_TMP
from .base_types.media import Batch... | 254 | 8,882 |
wandb | wandb/sdk/data_types/object_3d.py | .py | from __future__ import annotations
import codecs
import itertools
import os
import pathlib
from collections.abc import Sequence
from typing import TYPE_CHECKING, ClassVar, Literal, TextIO, TypeAlias, TypedDict, cast
import wandb
from wandb import util
from wandb.sdk.lib import json_util, runid
from wandb.sdk.lib.path... | 543 | 18,732 |
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