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/pydantic_ai/test_pydanticai_v2_tracing.py | .py | import importlib.metadata
import pytest
from packaging.version import Version
if Version(importlib.metadata.version("pydantic_ai")).major < 2:
pytest.skip("Pydantic AI 2.x tracing tests", allow_module_level=True)
from pydantic import BaseModel, ValidationError
from pydantic_ai import Agent, ModelRetry
from pydan... | 562 | 18,104 |
mlflow | tests/pydantic_ai/test_pydanticai_autolog.py | .py | from unittest import mock
import pytest
from packaging.version import Version
import mlflow
from mlflow.pydantic_ai import autolog as pydantic_ai_autolog
from mlflow.pydantic_ai import autolog_v2
def _call_autolog(**kwargs):
# Exercise version dispatch directly, independent of global autologging configuration s... | 93 | 3,040 |
mlflow | tests/pydantic_ai/test_utils.py | .py | from mlflow.pydantic_ai.utils import parse_usage
from mlflow.tracing.constant import TokenUsageKey
class _FakeRunUsageWithCache:
input_tokens = 1500
output_tokens = 50
total_tokens = 1550
cache_read_tokens = 1200
cache_write_tokens = 300
class _FakeRunUsageNoCache:
input_tokens = 1500
ou... | 70 | 1,909 |
mlflow | tests/pydantic_ai/conftest.py | .py | import pytest
import mlflow
from tests.tracing.helper import purge_traces
@pytest.fixture(autouse=True)
def reset_mlflow_autolog_and_traces():
yield
mlflow.pydantic_ai.autolog(disable=True)
purge_traces()
@pytest.fixture(autouse=True)
def clear_autolog_state():
from mlflow.utils.autologging_utils ... | 28 | 678 |
mlflow | tests/keras/test_callback.py | .py | import math
import re
import keras
import numpy as np
import mlflow
from mlflow.keras.callback import MlflowCallback
from mlflow.tracking.fluent import flush_async_logging
def test_keras_mlflow_callback_log_every_epoch():
# Prepare data for a 2-class classification.
data = np.random.uniform(size=(20, 28, 28... | 119 | 4,027 |
mlflow | tests/keras/test_autolog.py | .py | import json
import math
import re
import keras
import numpy as np
import pytest
import mlflow
from mlflow.models import Model
from mlflow.tracking.fluent import flush_async_logging
from mlflow.types import Schema, TensorSpec
from mlflow.utils.autologging_utils import AUTOLOGGING_INTEGRATIONS
@pytest.fixture(autouse... | 228 | 7,642 |
mlflow | tests/keras/test_save.py | .py | import keras
import numpy as np
import pytest
import mlflow
from mlflow.keras.utils import get_model_signature
from mlflow.models import ModelSignature
from mlflow.types import Schema, TensorSpec
def _get_keras_model():
return keras.Sequential([
keras.Input([28, 28, 3]),
keras.layers.Flatten(),
... | 116 | 3,986 |
mlflow | tests/keras/conftest.py | .py | import keras
import pytest
@pytest.fixture(autouse=True)
def clear_keras_session():
# Reset Keras global state before each test so optimizer names aren't uniquified
# across tests (a second Adam in the same session becomes "adam_1", which breaks
# the optimizer_name assertions in test_autolog.py / test_ca... | 14 | 492 |
mlflow | tests/h2o/test_h2o_model_export.py | .py | # pep8: disable=E501
import json
import os
from typing import Any, NamedTuple
from unittest import mock
import h2o
import numpy as np
import pandas as pd
import pytest
import yaml
from h2o.estimators.gbm import H2OGradientBoostingEstimator
from sklearn import datasets
import mlflow
import mlflow.h2o
import mlflow.py... | 391 | 14,427 |
mlflow | tests/data/test_code_dataset_source.py | .py | from mlflow.data.code_dataset_source import CodeDatasetSource
def test_code_dataset_source_from_path():
tags = {
"mlflow_source_type": "NOTEBOOK",
"mlflow_source_name": "some_random_notebook_path",
}
code_datasource = CodeDatasetSource(tags)
assert code_datasource.to_dict() == {
... | 17 | 435 |
mlflow | tests/data/test_artifact_dataset_sources.py | .py | import json
import os
from unittest import mock
import pytest
from mlflow.data.dataset_source_registry import get_dataset_source_from_json, resolve_dataset_source
from mlflow.data.filesystem_dataset_source import FileSystemDatasetSource
from mlflow.store.artifact.s3_artifact_repo import S3ArtifactRepository
@pytest... | 138 | 5,771 |
mlflow | tests/data/test_tensorflow_dataset.py | .py | import json
import numpy as np
import pytest
import tensorflow as tf
import mlflow.data
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.evaluation_dataset import EvaluationDataset
from mlflow.data.pyfunc_dataset_mixin import PyFuncInputsOutputs
from mlflow.data.schema import TensorDatas... | 396 | 15,119 |
mlflow | tests/data/test_dataset_source_registry.py | .py | from typing import Any
from unittest import mock
import pytest
from mlflow.data.dataset_source_registry import DatasetSourceRegistry
from mlflow.exceptions import MlflowException
from tests.resources.data.dataset_source import SampleDatasetSource
def test_register_entrypoints_and_resolve(tmp_path):
from mlflow... | 179 | 7,053 |
mlflow | tests/data/test_pandas_dataset.py | .py | import json
import pandas as pd
import pytest
import mlflow.data
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.delta_dataset_source import DeltaDatasetSource
from mlflow.data.evaluation_dataset import EvaluationDataset
from mlflow.data.filesystem_dataset_source import FileSystemDatase... | 284 | 9,563 |
mlflow | tests/data/test_huggingface_dataset_and_source.py | .py | import json
import os
import datasets
import pandas as pd
import pytest
from huggingface_hub.errors import HfHubHTTPError
import mlflow.data
import mlflow.data.huggingface_dataset
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.dataset_source_registry import get_dataset_source_from_json... | 293 | 11,379 |
mlflow | tests/data/test_polars_dataset.py | .py | from __future__ import annotations
import json
import re
from datetime import date, datetime
from pathlib import Path
import pandas as pd
import polars as pl
import pytest
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.evaluation_dataset import EvaluationDataset
from mlflow.data.files... | 259 | 9,574 |
mlflow | tests/data/test_delta_dataset_source.py | .py | import json
from unittest import mock
import pandas as pd
import pytest
from mlflow.data.dataset_source_registry import get_dataset_source_from_json
from mlflow.data.delta_dataset_source import DeltaDatasetSource
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_managed_catalog_messages_pb2 ... | 249 | 9,492 |
mlflow | tests/data/test_dataset_source.py | .py | import json
import pandas as pd
import pytest
import mlflow.data
from mlflow.exceptions import MlflowException
from tests.resources.data.dataset_source import SampleDatasetSource
def test_load(tmp_path):
assert SampleDatasetSource("test:" + str(tmp_path)).load() == str(tmp_path)
def test_conversion_to_json_a... | 74 | 2,483 |
mlflow | tests/data/test_spark_dataset_source.py | .py | import json
import pandas as pd
import pytest
from mlflow.data.dataset_source_registry import get_dataset_source_from_json
from mlflow.data.spark_dataset_source import SparkDatasetSource
from mlflow.exceptions import MlflowException
@pytest.fixture(scope="module")
def spark_session():
from pyspark.sql import Sp... | 92 | 3,689 |
mlflow | tests/data/test_spark_dataset.py | .py | import json
import os
from typing import TYPE_CHECKING, Any
import pandas as pd
import pytest
from packaging.version import Version
import mlflow.data
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.delta_dataset_source import DeltaDatasetSource
from mlflow.data.evaluation_dataset impor... | 433 | 15,116 |
mlflow | tests/data/test_dataset_registry.py | .py | from unittest import mock
import pytest
import mlflow.data
from mlflow.data.dataset import Dataset
from mlflow.data.dataset_registry import DatasetRegistry, register_constructor
from mlflow.data.dataset_source_registry import DatasetSourceRegistry, resolve_dataset_source
from mlflow.exceptions import MlflowException
... | 152 | 5,074 |
mlflow | tests/data/test_http_dataset_source.py | .py | import json
import os
from unittest import mock
import pandas as pd
import pytest
from mlflow.data.dataset_source_registry import get_dataset_source_from_json, resolve_dataset_source
from mlflow.data.http_dataset_source import HTTPDatasetSource
from mlflow.exceptions import MlflowException
from mlflow.utils.os import... | 189 | 7,265 |
mlflow | tests/data/test_numpy_dataset.py | .py | import json
import numpy as np
import pandas as pd
import pytest
import mlflow.data
from mlflow.data.code_dataset_source import CodeDatasetSource
from mlflow.data.evaluation_dataset import EvaluationDataset
from mlflow.data.filesystem_dataset_source import FileSystemDatasetSource
from mlflow.data.numpy_dataset import... | 258 | 9,429 |
mlflow | tests/data/test_meta_dataset.py | .py | import json
from unittest.mock import patch
import pytest
pd = pytest.importorskip("pandas")
from mlflow.data.delta_dataset_source import DeltaDatasetSource
from mlflow.data.http_dataset_source import HTTPDatasetSource
from mlflow.data.huggingface_dataset_source import HuggingFaceDatasetSource
from mlflow.data.meta_... | 120 | 4,140 |
mlflow | tests/data/test_dataset.py | .py | import json
from mlflow.types.schema import Schema
from tests.resources.data.dataset import SampleDataset
from tests.resources.data.dataset_source import SampleDatasetSource
def test_conversion_to_json():
source_uri = "test:/my/test/uri"
source = SampleDatasetSource._resolve(source_uri)
dataset = Sample... | 43 | 1,672 |
mlflow | tests/examples/test_examples.py | .py | import os
import re
import shutil
import sys
import uuid
from pathlib import Path
import pytest
import mlflow
from mlflow import cli
from mlflow.utils import process
from mlflow.utils.virtualenv import _get_mlflow_virtualenv_root
from tests.helper_functions import clear_hub_cache, flaky, start_mock_openai_server
fro... | 184 | 7,271 |
mlflow | tests/langgraph/test_langgraph_autolog.py | .py | import json
import pytest
import mlflow
from mlflow.entities.span import SpanType
from mlflow.entities.span_status import SpanStatusCode
from mlflow.tracing.constant import TokenUsageKey, TraceMetadataKey
from mlflow.version import IS_TRACING_SDK_ONLY
from tests.tracing.helper import get_traces, skip_when_testing_tr... | 289 | 11,022 |
mlflow | tests/langgraph/test_langgraph_model_export.py | .py | import json
import mlflow
from mlflow.types.schema import Object, ParamSchema, ParamSpec, Property
def test_langgraph_save_as_code():
input_example = {"messages": [{"role": "user", "content": "what is the weather in sf?"}]}
with mlflow.start_run():
model_info = mlflow.langchain.log_model(
... | 78 | 3,206 |
mlflow | tests/langgraph/test_chat_agent_langgraph.py | .py | import json
import pytest
from langchain_core.messages import AIMessage, ToolMessage
import mlflow
from mlflow.langchain.chat_agent_langgraph import parse_message
from mlflow.types.agent import ChatAgentMessage
LC_TOOL_CALL_MSG = AIMessage(**{
"content": "",
"additional_kwargs": {
"tool_calls": [
... | 283 | 10,125 |
mlflow | tests/langgraph/conftest.py | .py | import importlib
import openai
import pytest
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_envs(monkeypatch, mock_openai):
monkeypatch.setenv("OPENAI_API_KEY", "test")
monkeypatch.setenv("O... | 28 | 722 |
mlflow | tests/langgraph/sample_code/langgraph_chat_agent_custom_inputs.py | .py | import json
import os
from typing import Any, Generator, Sequence
from uuid import uuid4
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... | 194 | 6,299 |
mlflow | tests/langgraph/sample_code/langgraph_with_custom_span.py | .py | from typing import Literal
from langchain_core.messages import AIMessage, ToolCall
from langchain_core.output_parsers import StrOutputParser
from langchain_core.outputs import ChatGeneration, ChatResult
from langchain_core.prompts import PromptTemplate
from langchain_core.tools import tool
from langchain_openai import... | 60 | 1,817 |
mlflow | tests/langgraph/sample_code/langgraph_chat_agent.py | .py | import json
import os
from typing import Any, Generator, 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 l... | 152 | 4,670 |
mlflow | tests/langgraph/sample_code/langgraph_with_autolog.py | .py | from dataclasses import dataclass
from langchain.tools import tool
from langgraph.graph import END, StateGraph
import mlflow
mlflow.langchain.autolog()
@dataclass
class OverallState:
name: str = "LangChain" # add whatever fields you need
@tool
def my_tool():
"""
Called as the very first node.
Si... | 34 | 778 |
mlflow | tests/langgraph/sample_code/langgraph_diy.py | .py | # Sample code that contains custom python nodes
from typing import Annotated, Sequence, TypedDict
from langchain_core.messages import BaseMessage
from langchain_openai import ChatOpenAI
from langgraph.graph import END, START, StateGraph
from langgraph.graph.message import add_messages
import mlflow
def generate(sta... | 47 | 1,104 |
mlflow | tests/langgraph/sample_code/langgraph_prebuilt.py | .py | import itertools
from typing import Literal
from langchain_core.messages import AIMessage, ToolCall
from langchain_core.outputs import ChatGeneration, ChatResult
from langchain_core.tools import tool
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
import mlflow
class FakeOp... | 50 | 1,556 |
mlflow | tests/transformers/test_transformers_autolog.py | .py | import random
import numpy as np
import optuna
import pytest
import sklearn.cluster
import sklearn.datasets
import torch
import transformers
from datasets import load_dataset
from packaging.version import Version
from transformers import (
DistilBertForSequenceClassification,
DistilBertTokenizerFast,
Train... | 578 | 18,175 |
mlflow | tests/transformers/test_transformers_signature.py | .py | import json
import time
from unittest import mock
import pytest
from mlflow.models.signature import ModelSignature
from mlflow.transformers import _try_import_conversational_pipeline
from mlflow.transformers.signature import (
_TEXT2TEXT_SIGNATURE,
format_input_example_for_special_cases,
infer_or_get_defa... | 199 | 7,509 |
mlflow | tests/transformers/test_transformers_llm_inference_utils.py | .py | import uuid
from typing import Any, NamedTuple
from unittest import mock
import pandas as pd
import pytest
import torch
from mlflow.exceptions import MlflowException
from mlflow.models import infer_signature
from mlflow.transformers.llm_inference_utils import (
_get_default_task_for_llm_inference_task,
_get_f... | 314 | 10,571 |
mlflow | tests/transformers/version.py | .py | import transformers
from packaging.version import Version
transformers_version = Version(transformers.__version__)
IS_NEW_FEATURE_EXTRACTION_API = transformers_version >= Version("4.27.0")
IS_TRANSFORMERS_V5_OR_LATER = transformers_version.major >= 5
| 7 | 252 |
mlflow | tests/transformers/test_transformers_model_export.py | .py | import base64
import gc
import importlib.util
import json
import logging
import math
import os
import pathlib
import re
import shutil
import textwrap
from contextlib import contextmanager
from pathlib import Path
from unittest import mock
import huggingface_hub
import librosa
import numpy as np
import pandas as pd
imp... | 3,980 | 150,812 |
mlflow | tests/transformers/test_transformers_peft_model.py | .py | import importlib
import os
import re
import pytest
import transformers
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models import Model
from mlflow.transformers.flavor_config import FlavorKey
from mlflow.transformers.peft import get_peft_base_model, is_peft_model
from mlflow.utils.logging_u... | 272 | 9,252 |
mlflow | tests/transformers/helper.py | .py | import inspect
import logging
import sys
import transformers
from packaging.version import Version
from mlflow.transformers import _PEFT_PIPELINE_ERROR_MSG, _try_import_conversational_pipeline
from mlflow.utils.logging_utils import suppress_logs
from tests.helper_functions import flaky
from tests.transformers.versio... | 341 | 11,836 |
mlflow | tests/transformers/test_transformers_prompt_templating.py | .py | from unittest.mock import MagicMock
import pytest
import transformers
import yaml
from packaging.version import Version
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models.model import MLMODEL_FILE_NAME
from mlflow.transformers import _SUPPORTED_PROMPT_TEMPLATING_TASK_TYPES, _validate_promp... | 241 | 8,463 |
mlflow | tests/transformers/test_flavor_configs.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.transformers import _build_pipeline_from_model_input
from mlflow.transformers.flavor_config import (
build_flavor_config,
update_flavor_conf_to_persist_pretrained_model,
)
from mlflow.transformers.torch_utils imp... | 187 | 7,225 |
mlflow | tests/transformers/conftest.py | .py | import pytest
from packaging.version import Version
from tests.transformers.helper import (
IS_TRANSFORMERS_V5_OR_LATER,
load_audio_classification_pipeline,
load_component_multi_modal,
load_conversational_pipeline,
load_custom_code_pipeline,
load_custom_components_pipeline,
load_feature_ext... | 183 | 4,842 |
mlflow | tests/prophet/test_prophet_model_export.py | .py | import json
import os
from datetime import date, datetime, timedelta
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pandas as pd
import prophet
import pytest
import yaml
from packaging.version import Version
from prophet import Prophet
import mlflow
imp... | 509 | 18,892 |
mlflow | tests/agno/test_agno_tracing.py | .py | import sys
from unittest.mock import MagicMock, patch
import agno
import pytest
from agno.agent import Agent
from agno.exceptions import ModelProviderError
from agno.models.anthropic import Claude
from agno.tools.function import Function, FunctionCall
from anthropic.types import Message, TextBlock, Usage
from opentele... | 422 | 15,467 |
mlflow | tests/agno/conftest.py | .py | import pytest
import mlflow
@pytest.fixture(autouse=True)
def _reset_mlflow():
from mlflow.utils.autologging_utils import AUTOLOGGING_INTEGRATIONS
for integ in AUTOLOGGING_INTEGRATIONS.values():
integ.clear()
mlflow.utils.import_hooks._post_import_hooks = {}
@pytest.fixture(autouse=True)
def m... | 18 | 396 |
mlflow | tests/onnx/test_onnx_model_export.py | .py | import logging
import os
from pathlib import Path
from unittest import mock
import numpy as np
import onnx
import onnxruntime as ort
import pandas as pd
import pytest
import torch
import torch.onnx
import yaml
from packaging.version import Version
from sklearn import datasets
from torch import nn
from torch.utils.data... | 946 | 36,592 |
mlflow | tests/models/test_container.py | .py | import os
from unittest import mock
import pytest
import yaml
from mlflow.models.container import _install_model_dependencies_to_env
from mlflow.utils import env_manager as em
def _create_model_artifact(model_path, dependencies, build_dependencies=None):
"""Helper to create a minimal model artifact for testing.... | 228 | 7,408 |
mlflow | tests/models/test_python_api.py | .py | import datetime
import json
import os
import sys
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import scipy.sparse
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models.python_api import (
_CONTENT_TYPE_CSV,
_CONTENT_TYPE_JSON,
_serialize_input_dat... | 401 | 12,834 |
mlflow | tests/models/test_model_config.py | .py | import os
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.models import ModelConfig
dir_path = os.path.dirname(os.path.abspath(__file__))
VALID_CONFIG_PATH = os.path.join(dir_path, "configs/config.yaml")
VALID_CONFIG_PATH_2 = os.path.join(dir_path, "configs/config_2.... | 93 | 3,666 |
mlflow | tests/models/test_resources.py | .py | import pytest
from mlflow.models.resources import (
DEFAULT_API_VERSION,
DatabricksApp,
DatabricksFunction,
DatabricksGenieSpace,
DatabricksLakebase,
DatabricksServingEndpoint,
DatabricksSQLWarehouse,
DatabricksTable,
DatabricksUCConnection,
DatabricksVectorSearchIndex,
_Res... | 363 | 13,623 |
mlflow | tests/models/test_artifacts.py | .py | import json
import pathlib
import pickle
import numpy as np
import pandas as pd
import pytest
from matplotlib.figure import Figure
from mlflow.exceptions import MlflowException
from mlflow.models.evaluation.artifacts import (
CsvEvaluationArtifact,
ImageEvaluationArtifact,
JsonEvaluationArtifact,
Nump... | 132 | 4,935 |
mlflow | tests/models/test_signature.py | .py | import json
from dataclasses import asdict, dataclass
import numpy as np
import pandas as pd
import pydantic
import pyspark
import pytest
from sklearn.ensemble import RandomForestRegressor
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models import Model, ModelSignature, infer_signature, rag... | 387 | 13,706 |
mlflow | tests/models/test_pyfunc.py | .py | MLFLOW_VERSION = "1.0.0" # we expect this model to be bound to this mlflow version.
class PyFuncTestModel:
def __init__(self, check_version=True):
self._check_version = check_version
def predict(self, df):
from mlflow.version import VERSION
if self._check_version:
assert... | 19 | 473 |
mlflow | tests/models/test_model_input_examples.py | .py | import json
import math
from io import StringIO
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import sklearn.linear_model as logreg_module
from scipy.sparse import csc_matrix, csr_matrix
from sklearn import datasets
from sklearn.base import BaseEstimator, ClassifierMixin
import mlflow... | 454 | 16,754 |
mlflow | tests/models/test_display_utils.py | .py | from pathlib import Path
from unittest import mock
import pytest
from mlflow.models import infer_signature
from mlflow.models.display_utils import (
_generate_agent_eval_recipe,
_should_render_agent_eval_template,
)
from mlflow.models.rag_signatures import StringResponse
from mlflow.types.llm import (
Cha... | 100 | 3,391 |
mlflow | tests/models/test_cli.py | .py | import json
import os
import re
import shutil
import subprocess
import sys
import warnings
from dataclasses import dataclass
from io import BytesIO, StringIO
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import sklearn
import sklearn.datasets
import sklearn.lin... | 1,045 | 35,512 |
mlflow | tests/models/test_model.py | .py | import json
import os
import pathlib
import time
import uuid
from datetime import date
from unittest import mock
import numpy as np
import pandas as pd
import pydantic
import pytest
import sklearn.datasets
import sklearn.linear_model
from packaging.version import Version
from scipy.sparse import csc_matrix
import mlf... | 787 | 29,835 |
mlflow | tests/models/test_utils.py | .py | import os
import random
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import sklearn.linear_model as logreg_module
from sklearn import datasets
import mlflow
from mlflow import MlflowClient
from mlflow.entities.model_registry import ModelVersion
from... | 658 | 23,191 |
mlflow | tests/models/test_auth_policy.py | .py | from mlflow.models.auth_policy import AuthPolicy, SystemAuthPolicy, UserAuthPolicy
from mlflow.models.resources import (
DatabricksFunction,
DatabricksServingEndpoint,
DatabricksUCConnection,
DatabricksVectorSearchIndex,
)
def test_complete_auth_policy():
system_auth_policy = SystemAuthPolicy(
... | 121 | 4,075 |
mlflow | tests/models/test_wheeled_model.py | .py | import os
import random
import re
from io import BytesIO
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import sklearn.linear_model as logreg_module
import yaml
from sklearn import datasets
import mlflow
import mlflow.pyfunc.scoring_server as pyfunc_s... | 509 | 18,751 |
mlflow | tests/models/test_dependencies_schema.py | .py | from unittest import mock
from mlflow.models import dependencies_schemas
from mlflow.models.dependencies_schemas import (
DependenciesSchemas,
DependenciesSchemasType,
RetrieverSchema,
_get_dependencies_schemas,
_get_retriever_schema,
set_retriever_schema,
)
def test_retriever_creation():
... | 287 | 9,199 |
mlflow | tests/projects/test_entry_point.py | .py | import os
from shlex import quote
from unittest import mock
import pytest
from mlflow.exceptions import ExecutionException
from mlflow.projects._project_spec import EntryPoint
from mlflow.utils.file_utils import TempDir, path_to_local_file_uri
from tests.projects.utils import TEST_PROJECT_DIR, load_project
def tes... | 263 | 10,751 |
mlflow | tests/projects/test_kubernetes.py | .py | from unittest import mock
import kubernetes
import pytest
import yaml
from kubernetes.config.config_exception import ConfigException
from mlflow.entities import RunStatus
from mlflow.exceptions import ExecutionException
from mlflow.projects import kubernetes as kb
def test_run_command_creation():
command = [
... | 359 | 13,313 |
mlflow | tests/projects/utils.py | .py | import filecmp
import logging
import os
import shutil
import pytest
from mlflow.entities import RunStatus
from mlflow.projects import _project_spec
from mlflow.utils.file_utils import TempDir, _copy_project
TEST_DIR = "tests"
TEST_PROJECT_DIR = os.path.abspath(os.path.join(TEST_DIR, "resources", "example_project"))
... | 81 | 2,853 |
mlflow | tests/projects/test_project_spec.py | .py | import os
import textwrap
import pytest
from mlflow.exceptions import ExecutionException
from mlflow.projects import _project_spec
from tests.projects.utils import load_project
def test_project_get_entry_point():
project = load_project()
entry_point = project.get_entry_point("greeter")
assert entry_poi... | 128 | 4,450 |
mlflow | tests/projects/test_databricks.py | .py | import filecmp
import json
import os
import shutil
from unittest import mock
import pytest
import mlflow
from mlflow import MlflowClient, cli
from mlflow.entities import RunStatus
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.exceptions import MlflowException
from mlflow.legacy_databricks_c... | 499 | 18,404 |
mlflow | tests/projects/test_projects_cli.py | .py | import hashlib
import json
import logging
import os
import shutil
from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow import MlflowClient, cli
from mlflow.utils import process
from mlflow.utils.environment import _PythonEnv
from mlflow.utils.virtualenv impo... | 245 | 8,369 |
mlflow | tests/projects/test_projects.py | .py | import json
import os
import shutil
import subprocess
import uuid
from unittest import mock
import git
import pytest
import yaml
import mlflow
from mlflow import MlflowClient
from mlflow.entities import RunStatus, SourceType, ViewType
from mlflow.environment_variables import MLFLOW_CONDA_CREATE_ENV_CMD, MLFLOW_CONDA_... | 549 | 19,035 |
mlflow | tests/projects/test_virtualenv_projects.py | .py | import os
from unittest import mock
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.utils.virtualenv import _create_virtualenv
from mlflow.utils.yaml_utils import read_yaml, write_yaml
from tests.projects.utils import (
TEST_VIRTUALENV_CONDA_PROJECT_DIR,
TEST_VIRTUALENV_... | 148 | 4,827 |
mlflow | tests/projects/test_docker_projects.py | .py | import os
from unittest import mock
import docker
import pytest
import mlflow
from mlflow import MlflowClient
from mlflow.entities import ViewType
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.exceptions import MlflowException
from mlflow.legacy_databricks_cli.configure.provider import Data... | 331 | 11,600 |
mlflow | tests/projects/test_utils.py | .py | import os
import tempfile
import threading
import zipfile
from http.server import BaseHTTPRequestHandler, HTTPServer
from typing import Generator
from unittest import mock
import git
import pytest
import mlflow
from mlflow.exceptions import ExecutionException, MlflowException
from mlflow.projects import _project_spec... | 276 | 10,245 |
mlflow | tests/projects/conftest.py | .py | import os
import shutil
import git
import pytest
from tests.projects.utils import GIT_PROJECT_BRANCH, TEST_PROJECT_DIR
@pytest.fixture
def local_git_repo(tmp_path):
local_git = str(tmp_path.joinpath("git_repo"))
repo = git.Repo.init(local_git)
shutil.copytree(src=TEST_PROJECT_DIR, dst=local_git, dirs_ex... | 25 | 657 |
mlflow | tests/projects/backend/test_loader.py | .py | from mlflow.projects.backend import loader
def test_plugin_backend():
backend = loader.load_backend("dummy-backend")
assert backend is not None
def test_plugin_does_not_exist():
backend = loader.load_backend("my_plugin")
assert backend is None
| 12 | 264 |
mlflow | tests/projects/backend/test_local.py | .py | import os
from unittest import mock
from mlflow.projects.backend.local import _get_docker_artifact_storage_cmd_and_envs
def test_docker_s3_artifact_cmd_and_envs_from_env(monkeypatch):
mock_env = {
"AWS_SECRET_ACCESS_KEY": "mock_secret",
"AWS_ACCESS_KEY_ID": "mock_access_key",
"MLFLOW_S3_E... | 91 | 3,355 |
mlflow | tests/db/test_workspace_migration.py | .py | import os
import re
from contextlib import contextmanager
import pytest
import sqlalchemy as sa
from alembic import command
from mlflow.store.db.utils import _get_alembic_config
from mlflow.store.tracking.dbmodels.initial_models import Base as InitialBase
_LEGACY_REGISTERED_MODEL_TAGS = sa.table(
"registered_mod... | 1,228 | 36,303 |
mlflow | tests/db/test_workspace_move.py | .py | import uuid
from pathlib import Path
from unittest import mock
import pytest
import sqlalchemy as sa
from mlflow.entities import ExperimentTag, TraceInfo
from mlflow.entities.model_registry import ModelVersionTag, RegisteredModelTag
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_s... | 762 | 28,803 |
mlflow | tests/db/test_tracking_operations.py | .py | import sqlite3
import uuid
from unittest import mock
import pytest
import sqlalchemy.dialects.sqlite.pysqlite
import mlflow
from mlflow import MlflowClient
from mlflow.environment_variables import MLFLOW_TRACKING_URI
pytestmark = pytest.mark.notrackingurimock
class Model(mlflow.pyfunc.PythonModel):
def load_co... | 155 | 5,909 |
mlflow | tests/db/test_mcp_server_registry.py | .py | from pathlib import Path
import pytest
from mlflow.entities.mcp_server import MCPStatus
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.store.tracking.sqlalchemy_store import SqlAlchemyStore
pytestmark = pytest.mark.notrackingurimock
@pytest.fixture
def store(tmp_path: Path):
artifact_... | 161 | 5,343 |
mlflow | tests/db/test_schema.py | .py | import difflib
import logging
import re
from pathlib import Path
from typing import NamedTuple
import pytest
from sqlalchemy import create_engine, inspect
from sqlalchemy.schema import CreateTable, MetaData, UniqueConstraint
_logger = logging.getLogger(__name__)
_DIALECT_REFLECTED_UNIQUE_CONSTRAINTS = {
"mysql":... | 257 | 8,207 |
mlflow | tests/db/check_migration.py | .py | """
Usage
-----
export MLFLOW_TRACKING_URI=sqlite:///mlruns.db
# pre migration
python tests/db/check_migration.py pre-migration
# post migration
python tests/db/check_migration.py post-migration
"""
import os
import uuid
from pathlib import Path
import click
import pandas as pd
import sqlalchemy as sa
import mlflo... | 188 | 5,490 |
mlflow | tests/db/conftest.py | .py | import pytest
from mlflow.environment_variables import MLFLOW_TRACKING_URI
@pytest.fixture(autouse=True)
def use_sqlite_if_tracking_uri_env_var_is_not_set(tmp_path, monkeypatch):
if not MLFLOW_TRACKING_URI.defined:
sqlite_file = tmp_path / "mlruns.sqlite"
monkeypatch.setenv(MLFLOW_TRACKING_URI.na... | 11 | 352 |
mlflow | tests/types/test_type_hints.py | .py | import datetime
from typing import Any, Dict, List, Optional, Union, get_args
from unittest import mock
import numpy as np
import pandas as pd
import pydantic
import pytest
from scipy.sparse import csc_matrix, csr_matrix
from mlflow.exceptions import MlflowException
from mlflow.models.utils import PyFuncOutput, _enfo... | 510 | 18,021 |
mlflow | tests/types/test_genai_types.py | .py | import pytest
from pydantic import ValidationError
from mlflow.types.chat import ChatCompletionResponse
def test_instantiation_chat_completion():
response_structure = {
"id": "1",
"object": "1",
"created": 1,
"model": "model",
"choices": [
{
"in... | 91 | 3,043 |
mlflow | tests/types/test_schema.py | .py | import datetime
import json
import math
import re
from dataclasses import dataclass, field
from typing import Optional
import numpy as np
import pandas as pd
import pyspark
import pyspark.sql.types as T
import pytest
from scipy.sparse import csc_matrix, csr_matrix
from mlflow.exceptions import MlflowException
from ml... | 2,007 | 71,028 |
mlflow | tests/helpers/db_mocks.py | .py | from __future__ import annotations
from contextlib import contextmanager
from unittest import mock
def mock_get_managed_session_maker(*args, **kwargs):
@contextmanager
def _manager():
session = mock.MagicMock()
def _mock_query(*q_args, **q_kwargs):
query = mock.MagicMock()
... | 25 | 661 |
mlflow | tests/claude_code/test_config.py | .py | import json
import pytest
from mlflow.claude_code.config import (
MLFLOW_TRACING_ENABLED,
get_env_var,
get_tracing_status,
load_claude_config,
save_claude_config,
setup_environment_config,
)
@pytest.fixture
def temp_settings_path(tmp_path):
"""Provide a temporary settings.json path for t... | 334 | 11,671 |
mlflow | tests/claude_code/test_tracing.py | .py | import importlib
import json
import logging
from pathlib import Path
import pytest
from claude_agent_sdk.types import (
AssistantMessage,
ResultMessage,
TextBlock,
ToolResultBlock,
ToolUseBlock,
UserMessage,
)
import mlflow
import mlflow.claude_code.tracing as tracing_module
from mlflow.claude... | 906 | 30,720 |
mlflow | tests/claude_code/test_autolog.py | .py | import sys
from unittest.mock import MagicMock, patch
import pytest
from claude_agent_sdk.types import AssistantMessage, ResultMessage, TextBlock, UserMessage
import mlflow.anthropic
from mlflow.anthropic.autolog import patched_claude_sdk_init
def test_anthropic_autolog_without_claude_sdk():
sys.modules.pop("cl... | 138 | 4,426 |
mlflow | tests/claude_code/test_plugin.py | .py | import json
import subprocess
from unittest import mock
import click
import pytest
from mlflow.claude_code.plugin import disable_tracing_plugin, ensure_plugin_installed
def test_disable_tracing_plugin_removes_env_only(tmp_path):
settings_path = tmp_path / ".claude" / "settings.json"
settings_path.parent.mkd... | 50 | 1,753 |
mlflow | tests/claude_code/test_cli.py | .py | import json
from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.claude_code.cli import commands
@pytest.fixture
def runner():
return CliRunner()
@pytest.fixture(autouse=True)
def _clear_mlflow_env(monkeypatch):
for name in (
"MLFLOW_TRAC... | 225 | 8,108 |
mlflow | tests/pmdarima/test_pmdarima_model_export.py | .py | import json
import os
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pmdarima
import pytest
import yaml
import mlflow.pmdarima
import mlflow.pyfunc.scoring_server as pyfunc_scoring_server
from mlflow import pyfunc
from mlflow.exceptions import MlflowException
from mlf... | 484 | 19,484 |
mlflow | tests/crewai/test_crewai_autolog.py | .py | import json
from unittest.mock import ANY, Mock, patch
import crewai
import pytest
from crewai import Agent, Crew, Task
from crewai.flow.flow import Flow, start
from crewai.tools import BaseTool
from packaging.version import Version
import mlflow
from mlflow.crewai.autolog import patched_class_call, patched_standalon... | 724 | 22,567 |
mlflow | tests/agent/test_prompt.py | .py | from __future__ import annotations
from pathlib import Path
import pytest
from mlflow.agent.agents import AGENTS
from mlflow.agent.setup.prompt import _render, build_prompt
def test_render_substitutes_placeholder():
assert _render("hello {{ name }}", name="world") == "hello world"
def test_render_accepts_no_... | 114 | 3,798 |
mlflow | tests/agent/test_cli.py | .py | from __future__ import annotations
import json
import subprocess
from pathlib import Path
from unittest import mock
import click
import pytest
from click.testing import CliRunner
from mlflow.agent.agents import AGENTS
from mlflow.agent.setup.cli import _git_root, _is_localhost_tracking_uri, setup
from mlflow.telemet... | 564 | 22,807 |
mlflow | tests/shap/test_log.py | .py | import json
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import shap
import sklearn
from numba import njit
from packaging.version import Version
from sklearn.datasets import load_diabetes
import mlflow
import mlflow.pyfunc.scoring_server as pyfunc_scoring_ser... | 515 | 18,036 |
mlflow | tests/shap/test_shap.py | .py | import os
from typing import Any, NamedTuple
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import pytest
import shap
from sklearn.datasets import load_diabetes, load_iris
from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
import mlflow
from mlflow import MlflowClient
f... | 265 | 9,075 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.