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 |
|---|---|---|---|---|---|
mlflow | tests/langchain/test_langchain_model_export.py | .py | import inspect
import json
import os
import shutil
from operator import itemgetter
from typing import Any, Iterator
from unittest import mock
import langchain
import pytest
import yaml
from langchain_community.document_loaders import TextLoader
from langchain_community.embeddings.fake import FakeEmbeddings
from langch... | 2,307 | 83,653 |
mlflow | tests/langchain/conftest.py | .py | import importlib
from unittest import mock
import openai
import pytest
from langchain.embeddings.base import Embeddings
from pydantic import BaseModel
from tests.helper_functions import start_mock_openai_server
from tests.tracing.helper import reset_autolog_state # noqa: F401
@pytest.fixture(autouse=True)
def set_... | 59 | 1,681 |
mlflow | tests/langchain/agent_executor/chain.py | .py | from operator import itemgetter
from typing import Any
from langchain.agents import AgentExecutor, tool
from langchain.agents.output_parsers.tools import ToolsAgentOutputParser
from langchain.callbacks.manager import CallbackManagerForLLMRun
from langchain.chat_models.base import SimpleChatModel
from langchain.prompts... | 71 | 1,825 |
mlflow | tests/langchain/sample_code/model_with_config.py | .py | from langchain_core.prompts import PromptTemplate
from langchain_core.runnables import ConfigurableField
from langchain_openai import ChatOpenAI
from mlflow.models import set_model
model = ChatOpenAI(temperature=0).configurable_fields(
temperature=ConfigurableField(
id="temperature",
name="LLM tem... | 19 | 503 |
mlflow | tests/langchain/sample_code/workflow.py | .py | import json
import os
from typing import Any, Sequence
from langchain_core.language_models import LanguageModelLike
from langchain_core.messages import AIMessage, ToolCall
from langchain_core.outputs import ChatGeneration, ChatResult
from langchain_core.runnables import RunnableConfig, RunnableLambda
from langchain_co... | 120 | 3,311 |
mlflow | tests/langchain/sample_code/langchain_chat_agent.py | .py | from operator import itemgetter
from typing import Any, Generator
from langchain_core.messages import AIMessage, AIMessageChunk
from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, ChatResult
from langchain_core.prompts import ChatPromptTemplate
from langchain_core.runnables import RunnableLambda
fr... | 104 | 3,032 |
mlflow | tests/langchain/sample_code/chain.py | .py | import dbutils
dbutils.library.restartPython()
import os
from typing import Any
# `databricks-langchain` versions older than ~0.9 eagerly construct a
# `WorkspaceClient` inside `ChatDatabricks.__init__`, which requires
# Databricks credentials. Cross-version test jobs pin those older releases
# (e.g. 0.8.2 with `lan... | 90 | 3,071 |
mlflow | tests/langchain/sample_code/openai_agent.py | .py | import itertools
from langchain.agents import create_agent
from langchain.tools import tool
from langchain_core.messages import AIMessageChunk, ToolCall
from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, ChatResult
from langchain_openai import ChatOpenAI
import mlflow
class FakeOpenAI(ChatOpenA... | 52 | 1,787 |
mlflow | tests/langchain/sample_code/chain_with_mlflow_prompt.py | .py | from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import ChatPromptTemplate
from langchain_openai import ChatOpenAI
import mlflow
from mlflow.models import set_model
prompt = ChatPromptTemplate.from_template(
mlflow.load_prompt("prompts:/qa_prompt@production").to_single_brace_f... | 14 | 411 |
mlflow | tests/langchain/sample_code/simple_runnable.py | .py | from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import PromptTemplate
from langchain_openai import ChatOpenAI
import mlflow
prompt = PromptTemplate(
input_variables=["product"],
template="What is {product}?",
)
llm = ChatOpenAI(temperature=0.1, stream_usage=True)
chain = ... | 15 | 385 |
mlflow | tests/langchain/sample_code/no_config/chain.py | .py | import os
from typing import Any
# See `tests/langchain/sample_code/chain.py` for why fake creds are set.
os.environ.setdefault("DATABRICKS_HOST", "https://fake-host")
os.environ.setdefault("DATABRICKS_TOKEN", "fake-token")
from databricks_langchain import ChatDatabricks
from langchain_community.document_loaders impo... | 68 | 2,281 |
mlflow | tests/store/test_workspace_model_coverage.py | .py | import ast
from pathlib import Path
# Explicitly import all dbmodel modules so that every ORM model is registered
# with Base.registry before we inspect mappers.
import mlflow.store.model_registry.dbmodels.models # noqa: F401
import mlflow.store.tracking.dbmodels.models # noqa: F401
import mlflow.store.workspace.dbm... | 83 | 3,288 |
mlflow | tests/store/dump_schema.py | .py | """Script that generates a dump of the MLflow tracking database schema"""
import os
import sys
import tempfile
import sqlalchemy
from sqlalchemy.schema import CreateTable, MetaData
from mlflow.store.tracking.sqlalchemy_store import SqlAlchemyStore
def dump_db_schema(db_url, dst_file):
engine = sqlalchemy.creat... | 40 | 1,251 |
mlflow | tests/store/_unity_catalog/conftest.py | .py | from unittest import mock
import pytest
import mlflow
from mlflow.utils.rest_utils import MlflowHostCreds
_DATABRICKS_UC_REGISTRY_URI = "databricks-uc"
_DATABRICKS_TRACKING_URI = "databricks"
_DATABRICKS_UC_OSS_REGISTRY_URI = "uc"
_REGISTRY_HOST_CREDS = MlflowHostCreds("https://hello-registry")
_TRACKING_HOST_CREDS ... | 51 | 1,476 |
mlflow | tests/store/_unity_catalog/registry/test_uc_prompt_utils.py | .py | import json
from mlflow.entities.model_registry.prompt import Prompt
from mlflow.entities.model_registry.prompt_version import PromptVersion
from mlflow.prompt.constants import (
PROMPT_MODEL_CONFIG_TAG_KEY,
PROMPT_TYPE_TAG_KEY,
PROMPT_TYPE_TEXT,
RESPONSE_FORMAT_TAG_KEY,
)
from mlflow.protos.unity_cata... | 219 | 7,173 |
mlflow | tests/store/_unity_catalog/model_registry/test_unity_catalog_oss_rest_store.py | .py | import json
from unittest import mock
import pytest
from mlflow.protos.unity_catalog_messages_pb2 import (
AwsCredentials,
CreateRegisteredModel,
DeleteModelVersion,
DeleteRegisteredModel,
FinalizeModelVersion,
GetModelVersion,
GetRegisteredModel,
ListModelVersions,
ListRegisteredM... | 275 | 8,283 |
mlflow | tests/store/_unity_catalog/model_registry/test_uc_native_credential_dispatch.py | .py | # Offline coverage for the UC-native artifact credential-dispatch and enrichment-converter arms
# that a single (AWS, external-storage) live workspace does not exercise.
#
# These are the pieces that vary workspace-to-workspace:
# * cloud-provider credential arms (AWS / Azure / GCP / R2) selected via TemporaryCredenti... | 264 | 9,755 |
mlflow | tests/store/_unity_catalog/model_registry/test_unity_catalog_rest_store_native.py | .py | import json
from itertools import combinations
from unittest import mock
from unittest.mock import ANY
import pandas as pd
import pytest
import yaml
from requests import Response
from mlflow.data.dataset import Dataset
from mlflow.data.delta_dataset_source import DeltaDatasetSource
from mlflow.data.pandas_dataset imp... | 1,962 | 79,258 |
mlflow | tests/store/_unity_catalog/model_registry/test_unity_catalog_rest_store.py | .py | import base64
import json
import os
import shutil
from itertools import combinations
from unittest import mock
from unittest.mock import ANY
import pandas as pd
import pytest
import yaml
from botocore.client import BaseClient
from google.cloud.storage import Client
from requests import Response
from mlflow.data.datas... | 3,005 | 112,981 |
mlflow | tests/store/_unity_catalog/model_registry/test_uc_native_legacy_parity.py | .py | # Parity tests for the UC-native model-registry client migration.
#
# These assert that when the client reads a model / model version off the native governance
# surface (``/api/2.1/unity-catalog/*``, ``RegisteredModelInfo`` / ``ModelVersionInfo`` with the
# MLflow-enrichment fields as flattened siblings), it produces ... | 352 | 14,244 |
mlflow | tests/store/workspace/test_sqlalchemy_store.py | .py | from unittest import mock
import pytest
import sqlalchemy as sa
from sqlalchemy.exc import IntegrityError
from mlflow.entities.workspace import Workspace, WorkspaceDeletionMode
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.artifact_repo import ArtifactRepository
from mlflow.store.workspace.... | 639 | 23,515 |
mlflow | tests/store/workspace/test_rest_store.py | .py | from __future__ import annotations
import json
from types import SimpleNamespace
from unittest import mock
import pytest
from mlflow.entities.workspace import Workspace, WorkspaceDeletionMode
from mlflow.exceptions import MlflowException, RestException
from mlflow.protos.service_pb2 import (
CreateWorkspace,
... | 209 | 7,419 |
mlflow | tests/store/workspace/test_workspace_validator.py | .py | import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.workspace.abstract_store import WorkspaceNameValidator
@pytest.mark.parametrize(
"name",
[
"team-a",
"ab",
"a" * 63,
"123",
"a1-b2",
"team--a",
],
)
def test_workspace_name_valida... | 39 | 1,019 |
mlflow | tests/store/fs2db/test_migration.py | .py | import math
from pathlib import Path
from unittest import mock
import pytest
from sqlalchemy import create_engine, text
from mlflow.entities import Experiment, Run, ViewType
from mlflow.store.fs2db import migrate
from mlflow.tracking import MlflowClient
from mlflow.utils.file_utils import local_file_uri_to_path
Clie... | 292 | 12,207 |
mlflow | tests/store/fs2db/conftest.py | .py | import os
import subprocess
import sys
import warnings
from collections.abc import Generator
from pathlib import Path
import pytest
from mlflow.store.fs2db import _resolve_mlruns, migrate
from mlflow.tracking import MlflowClient
@pytest.fixture(scope="module")
def clients(
tmp_path_factory: pytest.TempPathFacto... | 52 | 1,472 |
mlflow | tests/store/tracking/test_abstract_store.py | .py | from abc import ABC
from unittest import mock
from unittest.mock import patch
import pytest
from mlflow.entities import Metric
from mlflow.entities.metric import MetricWithRunId
from mlflow.store.tracking.abstract_store import AbstractStore
class MockAbstractStore(AbstractStore, ABC):
"""Mock implementation of ... | 387 | 14,692 |
mlflow | tests/store/tracking/test_rest_store_workspace.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.protos.service_pb2 import Experiment, GetExperiment
from mlflow.store.tracking.rest_store import RestStore
from mlflow.utils.rest_utils import MlflowHostCreds
from mlflow.utils.server_info import SERVER_INFO_ENDPOINT, _c... | 186 | 6,637 |
mlflow | tests/store/tracking/test_databricks_rest_store.py | .py | import base64
import json
import time
from unittest import mock
import pytest
from google.protobuf.json_format import MessageToDict
from opentelemetry.proto.trace.v1.trace_pb2 import Span as OTelProtoSpan
import mlflow
from mlflow.entities import Span
from mlflow.entities.assessment import (
AssessmentSource,
... | 2,418 | 90,351 |
mlflow | tests/store/tracking/test_rest_store_review_queues.py | .py | import json
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.protos import review_queues_pb2 as pb
from mlflow.store.tracking.rest_store import RestStore
from mlflow.utils.rest_utils import MlflowHostCreds
_CALL = "mlflow.store.tracking.rest_store.call_endpoint"
def... | 258 | 9,550 |
mlflow | tests/store/tracking/__init__.py | .py | import json
import pytest
from mlflow.entities import RunTag
from mlflow.models import Model
from mlflow.utils.mlflow_tags import MLFLOW_LOGGED_MODELS
class AbstractStoreTest:
def create_test_run(self):
raise Exception("this should be overridden")
def get_store(self):
raise Exception("this ... | 70 | 2,562 |
mlflow | tests/store/tracking/test_file_store.py | .py | import pytest
pytestmark = pytest.mark.skip(reason="FileStore is no longer supported")
import hashlib
import json
import os
import posixpath
import random
import re
import shutil
import time
import uuid
from copy import deepcopy
from pathlib import Path
from typing import NamedTuple
from unittest import mock
import ... | 4,075 | 152,126 |
mlflow | tests/store/tracking/test_gateway_rest_mixin.py | .py | import json
from mlflow.entities.gateway_budget_policy import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTargetScope,
BudgetUnit,
)
from mlflow.store.tracking.gateway.rest_mixin import RestGatewayStoreMixin
class _StubRestStore(RestGatewayStoreMixin):
def __init__(self):
... | 67 | 1,994 |
mlflow | tests/store/tracking/test_rest_store.py | .py | import json
import math
import time
from unittest import mock
import pytest
import mlflow
from mlflow.entities import (
Dataset,
DatasetInput,
EvaluationDataset,
Experiment,
ExperimentTag,
FallbackConfig,
FallbackStrategy,
GatewayEndpointModelConfig,
GatewayModelLinkageType,
Ga... | 3,990 | 142,893 |
mlflow | tests/store/tracking/test_file_store_logged_model.py | .py | import pytest
pytestmark = pytest.mark.skip(reason="FileStore is no longer supported")
import time
import uuid
from dataclasses import dataclass
from unittest import mock
import pytest
import mlflow
from mlflow.entities.logged_model_parameter import LoggedModelParameter
from mlflow.entities.logged_model_status impo... | 1,073 | 38,205 |
mlflow | tests/store/tracking/test_plugin_validation.py | .py | import subprocess
import sys
from mlflow.store.tracking.sqlalchemy_store import SqlAlchemyStore
def test_sqlalchemy_store_import_does_not_cause_circular_import():
"""
Regression test for circular import issue (https://github.com/mlflow/mlflow/issues/18386).
Store plugins that inherit from SqlAlchemyStor... | 105 | 4,153 |
mlflow | tests/store/tracking/test_gateway_sql_store.py | .py | import json
import uuid
from pathlib import Path
from unittest import mock
import pytest
from mlflow.entities import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTargetScope,
BudgetUnit,
FallbackConfig,
FallbackStrategy,
GatewayBudgetPolicy,
GatewayEndpoint,
Gatewa... | 3,365 | 120,961 |
mlflow | tests/store/tracking/test_secret_cache.py | .py | import gc
import json
import threading
import time
from concurrent.futures import ThreadPoolExecutor
import pytest
# Commented out pending integration with rest branch:
# from mlflow.entities import SecretResourceType
from mlflow.store.tracking._secret_cache import (
_MAX_TTL,
_MIN_TTL,
EphemeralCacheEncr... | 527 | 17,839 |
mlflow | tests/store/tracking/test_rest_store_mcp_registry.py | .py | import json
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.tracking.rest_store import RestStore
from mlflow.utils.rest_utils import MlflowHostCreds
@pytest.fixture
def rest_store():
creds = MlflowHostCreds(host="http://test-server")
return RestStore(l... | 279 | 9,438 |
mlflow | tests/store/tracking/test_read_write_routing.py | .py | import os
import shutil
from pathlib import Path
from unittest import mock
import pytest
import sqlalchemy
import sqlalchemy.orm
from mlflow.entities import Metric, ViewType
from mlflow.exceptions import MlflowException
from mlflow.store.db.utils import _get_routing_session_maker
from mlflow.store.tracking.sqlalchemy... | 317 | 11,255 |
mlflow | tests/store/tracking/conftest.py | .py | import shutil
from pathlib import Path
import pytest
import sqlalchemy
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.store.db.db_types import MSSQL, MYSQL, POSTGRES, SQLITE
from mlflow.store.tracking.dbmodels.models import (
SqlDataset,
SqlEntityAssociation,
SqlEvaluationDataset... | 109 | 3,238 |
mlflow | tests/store/tracking/mcp_server_registry/test_rest_mixin.py | .py | from __future__ import annotations
import inspect
from pathlib import Path
from typing import Any
from unittest import mock
import pytest
from fastapi import FastAPI
from starlette.testclient import TestClient
from mlflow.entities.mcp_server import MCPStatus, MCPTool
from mlflow.exceptions import MlflowException
fro... | 783 | 30,021 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_runs.py | .py | import contextlib
import json
import math
import re
import time
import uuid
from concurrent.futures import ThreadPoolExecutor
from pathlib import Path
from unittest import mock
import pytest
import sqlalchemy
from packaging.version import Version
import mlflow
from mlflow import entities
from mlflow.entities import (... | 4,264 | 158,872 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_eval_datasets.py | .py | import json
import time
from unittest import mock
import pytest
from mlflow.entities.dataset_record import DatasetRecord
from mlflow.exceptions import MlflowException
from mlflow.store.tracking.dbmodels.models import SqlEvaluationDatasetRecord
from mlflow.utils import mlflow_tags
from tests.store.tracking.sqlalchemy... | 1,022 | 36,867 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_review_queues.py | .py | import time
from unittest import mock
import pytest
from sqlalchemy.exc import IntegrityError
from sqlalchemy.orm import Session
from mlflow.exceptions import MlflowException
from mlflow.genai.label_schemas.label_schemas import InputPassFail
from mlflow.genai.review_queues import ReviewItemType, ReviewQueueType, Revi... | 1,115 | 50,578 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_experiments.py | .py | import json
import time
import uuid
from pathlib import Path
import pytest
from mlflow import entities
from mlflow.entities import (
Experiment,
ExperimentTag,
LoggedModelStatus,
RunStatus,
TraceState,
ViewType,
)
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.excepti... | 956 | 38,781 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_schema.py | .py | import os
import re
import sqlite3
import pytest
import sqlalchemy
from alembic import command
from alembic.autogenerate import compare_metadata
from alembic.migration import MigrationContext
from alembic.script import ScriptDirectory
from click.testing import CliRunner
import mlflow.db
# Import workspace models tem... | 585 | 24,278 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_scorers.py | .py | import json
import math
import time
import uuid
from unittest import mock
import pytest
from opentelemetry import trace as trace_api
from opentelemetry.sdk.resources import Resource as _OTelResource
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities import (
AssessmentSource... | 1,546 | 57,156 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_workspace_store.py | .py | import json
import math
import time
import uuid
from pathlib import Path
from unittest import mock
import pytest
from mlflow.entities import (
AssessmentSource,
Dataset,
DatasetInput,
Expectation,
Experiment,
ExperimentTag,
Feedback,
GatewayEndpointModelConfig,
GatewayModelLinkageT... | 2,940 | 120,501 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_query_trace_metrics.py | .py | import json
import uuid
from dataclasses import asdict
from datetime import datetime, timezone
import numpy as np
import pytest
from opentelemetry import trace as trace_api
from mlflow.entities import (
Assessment,
AssessmentSource,
AssessmentSourceType,
Expectation,
Feedback,
trace_location,
... | 5,071 | 172,617 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_issues.py | .py | import uuid
import pytest
from mlflow.entities import IssueSeverity, IssueStatus, TraceState
from mlflow.entities.assessment import IssueReference
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.exceptions import MlflowException
from mlflow.utils.t... | 1,053 | 31,234 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_assessments.py | .py | import time
import uuid
import pytest
from mlflow.entities import (
AssessmentSource,
AssessmentSourceType,
Expectation,
Feedback,
trace_location,
)
from mlflow.entities.assessment import ExpectationValue, FeedbackValue
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_st... | 598 | 22,809 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_mcp_server_registry.py | .py | from unittest import mock
import pytest
from mlflow.entities.mcp_server import MCPRemoteTransportType, MCPStatus, MCPTool
from mlflow.entities.mcp_server_version import ConnectOptionSettings
from mlflow.exceptions import MlflowException
from mlflow.store.tracking.mcp_server_registry.abstract_mixin import NOT_SET
pyt... | 2,639 | 103,657 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_core.py | .py | import json
import os
import shutil
from unittest import mock
import pytest
import sqlalchemy
import mlflow.db
from mlflow import entities
from mlflow.exceptions import MlflowException
from mlflow.store.db.db_types import MSSQL, MYSQL
from mlflow.store.db.utils import (
_get_latest_schema_revision,
_get_schem... | 357 | 13,569 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_traces.py | .py | import contextlib
import json
import random
import re
import threading
import time
import uuid
from collections.abc import Callable
from concurrent.futures import ThreadPoolExecutor
from pathlib import Path
from unittest import mock
import pytest
import sqlalchemy
from opentelemetry import trace as trace_api
from open... | 10,762 | 388,594 |
mlflow | tests/store/tracking/sqlalchemy_store/test_sqlalchemy_store_label_schemas.py | .py | import time
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.label_schemas.label_schemas import (
InputCategorical,
InputNumeric,
InputPassFail,
InputText,
LabelSchemaType,
)
from mlflow.genai.label_schemas.validation import (
DEFAULT_LABEL_SCHEMA_INSTRUCTION,
... | 460 | 16,746 |
mlflow | tests/store/tracking/sqlalchemy_store/conftest.py | .py | import json
import time
import uuid
from pathlib import Path
from unittest import mock
import pytest
import sqlalchemy
from opentelemetry import trace as trace_api
from opentelemetry.sdk.resources import Resource as _OTelResource
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entitie... | 382 | 12,369 |
mlflow | tests/store/artifact/test_dbfs_rest_artifact_repo.py | .py | import json
import os
from unittest import mock
from unittest.mock import Mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.dbfs_artifact_repo import (
DbfsRestArtifactRepository,
_... | 363 | 13,180 |
mlflow | tests/store/artifact/test_databricks_run_artifact_repo.py | .py | from pathlib import Path
from unittest import mock
import pytest
from databricks.sdk.service.files import DirectoryEntry
from mlflow.entities.file_info import FileInfo
from mlflow.store.artifact.databricks_run_artifact_repo import DatabricksRunArtifactRepository
@pytest.fixture(autouse=True)
def set_fake_databricks... | 279 | 10,699 |
mlflow | tests/store/artifact/test_databricks_models_artifact_repo.py | .py | import json
from unittest import mock
from unittest.mock import ANY
import pytest
import requests
from mlflow.entities import FileInfo
from mlflow.entities.model_registry import ModelVersion
from mlflow.environment_variables import MLFLOW_MULTIPART_DOWNLOAD_CHUNK_SIZE
from mlflow.exceptions import MlflowException
fro... | 448 | 16,930 |
mlflow | tests/store/artifact/test_cloud_artifact_repo.py | .py | from concurrent.futures import Future
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_artifacts_pb2 import ArtifactCredentialInfo, ArtifactCredentialType
from mlflow.store.artifact.cloud_artifact_repo import (
CloudArtifactRepository,
_readab... | 135 | 5,124 |
mlflow | tests/store/artifact/test_b2_artifact_repo.py | .py | import posixpath
from unittest import mock
from unittest.mock import ANY
import pytest
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.b2_artifact_repo import _B2_USER_AGENT, _add_b2_user_agent
from mlflow.store.artifact.s3_artifact_repo import _cached... | 93 | 3,306 |
mlflow | tests/store/artifact/test_uc_volumes_artifact_repo.py | .py | import posixpath
from unittest import mock
import pytest
from databricks.sdk.service.files import DirectoryEntry
from mlflow.entities.file_info import FileInfo
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifac... | 148 | 5,404 |
mlflow | tests/store/artifact/test_sftp_artifact_repo.py | .py | import os
import posixpath
import pytest
import mlflow
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.sftp_artifact_repo import SFTPArtifactRepository
from mlflow.utils.file_utils import TempDir
pytestmark = pytest.mark.requires_ssh
def test_artifa... | 217 | 8,996 |
mlflow | tests/store/artifact/test_artifact_repo.py | .py | import logging
import posixpath
import time
from unittest import mock
import pytest
from mlflow.entities import FileInfo
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.artifact_repo import (
ArtifactRepository,
_is_object_key_within_path,
_sanitize_path_component_for_windows,
... | 406 | 15,066 |
mlflow | tests/store/artifact/test_azure_data_lake_artifact_repo.py | .py | import json
import os
import posixpath
from unittest import mock
from unittest.mock import ANY
import pytest
import requests
from azure.core.credentials import AzureSasCredential
from azure.storage.filedatalake import (
DataLakeDirectoryClient,
DataLakeFileClient,
DataLakeServiceClient,
FileSystemClien... | 495 | 18,165 |
mlflow | tests/store/artifact/test_unity_catalog_models_artifact_repo.py | .py | import json
from unittest import mock
from unittest.mock import ANY
import pytest
from google.cloud.storage import Client
from requests import Response
import mlflow
from mlflow import MlflowClient
from mlflow.entities.file_info import FileInfo
from mlflow.exceptions import MlflowException
from mlflow.protos.databric... | 527 | 22,503 |
mlflow | tests/store/artifact/test_artifact_repo_attachments.py | .py | import json
import uuid
import pytest
from mlflow.exceptions import MlflowException, MlflowTraceDataNotFound
from mlflow.store.artifact.local_artifact_repo import LocalArtifactRepository
def test_upload_attachment(tmp_path):
repo = LocalArtifactRepository(str(tmp_path))
attachment_id = str(uuid.uuid4())
... | 120 | 3,951 |
mlflow | tests/store/artifact/test_gcs_artifact_repo.py | .py | import os
import posixpath
from unittest import mock
import pytest
import requests
from google.auth.exceptions import DefaultCredentialsError
from google.cloud.storage import client as gcs_client
from mlflow.entities.multipart_upload import MultipartUploadPart
from mlflow.store.artifact.artifact_repository_registry i... | 574 | 20,443 |
mlflow | tests/store/artifact/test_databricks_artifact_repo.py | .py | import json
import os
import posixpath
import re
import shutil
import time
from pathlib import Path
from unittest import mock
from unittest.mock import ANY
import pytest
import requests
from requests.models import Response
from mlflow.entities import TraceData
from mlflow.entities.file_info import FileInfo as FileInf... | 2,076 | 83,206 |
mlflow | tests/store/artifact/constants.py | .py | MODELS_ARTIFACT_REPOSITORY_PACKAGE = "mlflow.store.artifact.models_artifact_repo"
MODELS_ARTIFACT_REPOSITORY = MODELS_ARTIFACT_REPOSITORY_PACKAGE + ".ModelsArtifactRepository"
WORKSPACE_MODELS_ARTIFACT_REPOSITORY = (
f"{MODELS_ARTIFACT_REPOSITORY_PACKAGE}.DatabricksModelsArtifactRepository"
)
UC_MODELS_ARTIFACT_REP... | 13 | 540 |
mlflow | tests/store/artifact/test_databricks_logged_model_artifact_repo.py | .py | from pathlib import Path
from unittest import mock
import pytest
from databricks.sdk.service.files import DirectoryEntry
from mlflow.entities.file_info import FileInfo
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.databricks_logged_model_artifact_repo import (
DatabricksLoggedModelArtif... | 274 | 10,948 |
mlflow | tests/store/artifact/test_optimized_s3_artifact_repo.py | .py | import os
import posixpath
from datetime import datetime, timezone
from unittest import mock
from unittest.mock import ANY
import pytest
import requests
from mlflow.protos.service_pb2 import FileInfo
from mlflow.store.artifact.optimized_s3_artifact_repo import OptimizedS3ArtifactRepository
from mlflow.store.artifact.... | 328 | 11,790 |
mlflow | tests/store/artifact/test_hdfs_artifact_repo.py | .py | import sys
from unittest import mock
from unittest.mock import call
import pyarrow
import pytest
from mlflow.entities import FileInfo
from mlflow.store.artifact.hdfs_artifact_repo import (
HdfsArtifactRepository,
_parse_extra_conf,
_relative_path_remote,
_resolve_base_path,
)
@pytest.fixture
def hdf... | 224 | 7,724 |
mlflow | tests/store/artifact/test_artifact_repository_registry.py | .py | from importlib import reload
from unittest import mock
import pytest
import mlflow
from mlflow.store.artifact import artifact_repository_registry
from mlflow.store.artifact.artifact_repository_registry import ArtifactRepositoryRegistry
def test_standard_artifact_registry():
mock_entrypoint = mock.Mock()
moc... | 117 | 4,103 |
mlflow | tests/store/artifact/test_http_artifact_repo.py | .py | import os
import posixpath
import shutil
from unittest import mock
import pytest
from requests import HTTPError
from mlflow.entities.multipart_upload import (
CreateMultipartUploadResponse,
MultipartUploadCredential,
MultipartUploadPart,
)
from mlflow.entities.presigned_download import PresignedDownloadUr... | 802 | 28,154 |
mlflow | tests/store/artifact/test_models_artifact_repo.py | .py | from pathlib import Path
from unittest import mock
import pytest
from mlflow import MlflowClient
from mlflow.entities.model_registry import ModelVersion
from mlflow.environment_variables import MLFLOW_TRACE_ARCHIVAL_CONFIG
from mlflow.store.artifact.databricks_models_artifact_repo import DatabricksModelsArtifactRepos... | 312 | 12,087 |
mlflow | tests/store/artifact/test_ftp_artifact_repo.py | .py | import ftplib
import posixpath
from ftplib import FTP
from unittest.mock import MagicMock
import pytest
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.ftp_artifact_repo import FTPArtifactRepository
@pytest.fixture
def ftp_mock():
return MagicMoc... | 423 | 13,952 |
mlflow | tests/store/artifact/test_presigned_url_artifact_repo.py | .py | import json
import os
import random
import string
from unittest import mock
from unittest.mock import ANY
import pytest
import requests
from mlflow.environment_variables import MLFLOW_MULTIPART_DOWNLOAD_CHUNK_SIZE
from mlflow.exceptions import RestException
from mlflow.protos.databricks_artifacts_pb2 import ArtifactC... | 364 | 13,972 |
mlflow | tests/store/artifact/test_dbfs_artifact_repo_delegation.py | .py | import os
from unittest import mock
import pytest
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.databricks_run_artifact_repo import DatabricksRunArtifactRepository
from mlflow.store.artifact.dbfs_artifact_repo import DbfsRestArtifactRepository
from m... | 56 | 2,532 |
mlflow | tests/store/artifact/test_unity_catalog_oss_models_artifact_repo.py | .py | import json
from unittest import mock
from unittest.mock import ANY
from requests import Response
from mlflow import MlflowClient
from mlflow.store.artifact.optimized_s3_artifact_repo import OptimizedS3ArtifactRepository
from mlflow.store.artifact.unity_catalog_oss_models_artifact_repo import (
UnityCatalogOSSMod... | 84 | 3,350 |
mlflow | tests/store/artifact/test_mlflow_artifact_repo.py | .py | import os
import posixpath
import threading
import time
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.mlflow_artifacts_repo import MlflowArtifactsRepository
from ml... | 595 | 20,724 |
mlflow | tests/store/artifact/test_dbfs_artifact_repo.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.databricks_run_artifact_repo import DatabricksRunArtifactRepository
from mlflow.store.artifact.dbfs_artifact_repo import (
DbfsRestArtifactRepository,
dbfs_artifact_repo_factory,
)
from mlflow.stor... | 83 | 3,429 |
mlflow | tests/store/artifact/test_cli.py | .py | import json
import pathlib
from unittest import mock
import pytest
from click.testing import CliRunner
import mlflow
from mlflow.entities import FileInfo
from mlflow.store.artifact.cli import _file_infos_to_json, download_artifacts
from mlflow.tracking.artifact_utils import _download_artifact_from_uri
@pytest.fixtu... | 140 | 5,083 |
mlflow | tests/store/artifact/test_databricks_sdk_models_artifact_repo.py | .py | import io
from types import SimpleNamespace
from unittest import mock
import pytest
from databricks.sdk import WorkspaceClient
from databricks.sdk.errors.platform import NotFound
from databricks.sdk.service.files import DirectoryEntry, DownloadResponse
from mlflow.entities.file_info import FileInfo
from mlflow.entiti... | 283 | 11,267 |
mlflow | tests/store/artifact/test_local_artifact_repo.py | .py | import io
import json
import os
import pathlib
import posixpath
import stat
from unittest import mock
import pytest
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities.span import Span, SpanAttributeKey
from mlflow.entities.trace_data import TraceData
from mlflow.exceptions impor... | 683 | 26,418 |
mlflow | tests/store/artifact/test_r2_artifact_repo.py | .py | import posixpath
from unittest import mock
from unittest.mock import ANY
import pytest
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
from mlflow.store.artifact.s3_artifact_repo import _cached_get_s3_client
from tests.helper_functions import set_boto_credentials # noqa: F401
... | 92 | 3,204 |
mlflow | tests/store/artifact/test_azure_blob_artifact_repo.py | .py | import base64
import json
import os
import posixpath
from unittest import mock
import pytest
from azure.core.exceptions import ResourceNotFoundError
from azure.storage.blob import BlobPrefix, BlobProperties, BlobServiceClient
from mlflow.entities.multipart_upload import MultipartUploadPart
from mlflow.exceptions impo... | 608 | 24,396 |
mlflow | tests/store/artifact/test_dbfs_fuse_artifact_repo.py | .py | import os
from unittest import mock
from unittest.mock import PropertyMock
import pytest
from mlflow.store.artifact.artifact_repository_registry import get_artifact_repository
TEST_FILE_1_CONTENT = "Hello ππ".encode()
TEST_FILE_2_CONTENT = "World πππ".encode()
TEST_FILE_3_CONTENT = "Β‘πππππ!".encode()
@py... | 135 | 4,493 |
mlflow | tests/store/artifact/test_databricks_sdk_artifact_repo.py | .py | import importlib.metadata
from unittest import mock
import pytest
from mlflow.store.artifact.databricks_sdk_artifact_repo import _sdk_supports_large_file_uploads
def test_sdk_supports_large_file_uploads_true():
with mock.patch("importlib.metadata.version", return_value="0.45.0") as mock_version:
assert ... | 33 | 1,265 |
mlflow | tests/store/artifact/test_runs_artifact_repo.py | .py | from unittest import mock
from unittest.mock import Mock
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.runs_artifact_repo import RunsArtifactRepository
from mlflow.store.artifact.s3_artifact_repo import S3ArtifactRepository
from mlflow.store.entities.paged_list i... | 169 | 6,852 |
mlflow | tests/store/artifact/test_s3_artifact_repo.py | .py | import json
import os
import posixpath
import tarfile
import urllib.parse
from datetime import datetime, timezone
from unittest import mock
from unittest.mock import ANY
import botocore.exceptions
import pytest
import requests
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities i... | 1,163 | 45,245 |
mlflow | tests/store/artifact/utils/test_model_utils.py | .py | from unittest import mock
import pytest
from mlflow import MlflowClient
from mlflow.entities.model_registry import ModelVersion
from mlflow.exceptions import MlflowException
from mlflow.store.artifact.utils.models import _parse_model_uri, get_model_name_and_version
from mlflow.tracking._model_registry.client import M... | 256 | 9,894 |
mlflow | tests/store/model_registry/test_abstract_store.py | .py | import json
import threading
import time
from unittest import mock
import pytest
from mlflow.entities.logged_model import LoggedModel
from mlflow.entities.logged_model_tag import LoggedModelTag
from mlflow.entities.model_registry.model_version import ModelVersion
from mlflow.entities.model_registry.model_version_tag ... | 741 | 25,029 |
mlflow | tests/store/model_registry/test_sqlalchemy_store.py | .py | import concurrent.futures
import shutil
import time
import uuid
from pathlib import Path
from unittest import mock
import pytest
from sqlalchemy import create_engine, text
from mlflow.entities.model_registry import (
ModelVersion,
ModelVersionTag,
RegisteredModelTag,
)
from mlflow.entities.model_registry.... | 2,540 | 97,722 |
mlflow | tests/store/model_registry/test_rest_store_workspace.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.store.model_registry.rest_store import RestStore
from mlflow.utils.rest_utils import MlflowHostCreds
ACTIVE_WORKSPACE = "team-a"
def test_model_registry_rest_store_workspace_guard():
creds = MlflowHostCreds("https... | 26 | 756 |
mlflow | tests/store/model_registry/test_file_store.py | .py | import pytest
pytestmark = pytest.mark.skip(reason="FileStore is no longer supported")
import time
import uuid
from typing import NamedTuple
from unittest import mock
import pytest
import mlflow
from mlflow.entities.model_registry import (
ModelVersion,
ModelVersionTag,
RegisteredModelTag,
)
from mlflow... | 1,903 | 74,340 |
mlflow | tests/store/model_registry/test_sqlalchemy_workspace_store.py | .py | import shutil
import uuid
import pytest
from mlflow.entities.model_registry import ModelVersionTag, RegisteredModelTag
from mlflow.entities.webhook import WebhookAction, WebhookEntity, WebhookEvent
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.exceptions import MlflowException
from mlf... | 382 | 17,001 |
mlflow | tests/store/model_registry/test_rest_store.py | .py | import json
import uuid
from unittest import mock
import pytest
from mlflow.entities.model_registry import ModelVersion, ModelVersionTag, RegisteredModelTag
from mlflow.entities.model_registry.model_version_status import ModelVersionStatus
from mlflow.exceptions import MlflowException
from mlflow.prompt.registry_util... | 517 | 16,369 |
mlflow | tests/store/model_registry/test_rest_store_webhooks.py | .py | from pathlib import Path
from typing import Iterator
import pytest
from cryptography.fernet import Fernet
from mlflow.entities.webhook import WebhookAction, WebhookEntity, WebhookEvent, WebhookStatus
from mlflow.environment_variables import MLFLOW_WEBHOOK_SECRET_ENCRYPTION_KEY
from mlflow.exceptions import MlflowExce... | 215 | 8,743 |
mlflow | tests/store/model_registry/test_read_write_routing.py | .py | import shutil
from pathlib import Path
import pytest
import sqlalchemy
import sqlalchemy.orm
from mlflow.store.db.utils import _get_routing_session_maker
from mlflow.store.model_registry.sqlalchemy_store import SqlAlchemyStore
@pytest.fixture
def write_db_uri(tmp_path: Path) -> str:
return f"sqlite:///{tmp_path... | 158 | 5,299 |
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