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/store/model_registry/test_databricks_workspace_model_registry_store.py | .py | from unittest import mock
import pytest
from mlflow.entities.model_registry import ModelVersion, ModelVersionTag
from mlflow.exceptions import MlflowException
from mlflow.store.model_registry.databricks_workspace_model_registry_rest_store import (
DatabricksWorkspaceModelRegistryRestStore,
_extract_workspace_... | 395 | 15,014 |
mlflow | tests/store/analytics/test_trace_correlation.py | .py | import math
import pytest
from mlflow.store.analytics.trace_correlation import (
calculate_npmi_from_counts,
calculate_smoothed_npmi,
)
@pytest.mark.parametrize(
(
"joint_count",
"filter1_count",
"filter2_count",
"total_count",
"expected_npmi",
"expected_s... | 149 | 4,596 |
mlflow | tests/store/lineage/test_downstream_lineage.py | .py | import base64
from unittest import mock
import pytest
import mlflow
from mlflow.protos.databricks_uc_registry_messages_pb2 import (
EmitModelVersionLineageRequest,
Entity,
Job,
LineageHeaderInfo,
ModelVersionLineageDirection,
ModelVersionLineageInfo,
Notebook,
)
from mlflow.store._unity_ca... | 168 | 6,042 |
mlflow | tests/store/db/test_utils.py | .py | from pathlib import Path
from unittest import mock
import pytest
from sqlalchemy.pool import NullPool
from sqlalchemy.pool.impl import QueuePool
from mlflow.exceptions import MlflowException
from mlflow.store.db import utils
def test_create_sqlalchemy_engine_inject_pool_options(monkeypatch):
monkeypatch.setenv(... | 193 | 7,671 |
mlflow | tests/groq/test_groq_autolog.py | .py | import json
from unittest.mock import patch
import groq
import pytest
from groq.types.audio.transcription import Transcription
from groq.types.audio.translation import Translation
from groq.types.chat import ChatCompletionMessageToolCall
from groq.types.chat.chat_completion import (
ChatCompletion,
ChatComplet... | 372 | 11,527 |
mlflow | tests/litellm/test_litellm_autolog.py | .py | import asyncio
import litellm
import pytest
import mlflow
from mlflow.entities.span import SpanType
from tests.tracing.helper import get_traces
def _assert_usage(
attributes,
expected_prompt_tokens=None,
expected_completion_tokens=None,
expected_total_tokens=None,
):
if "mlflow.chat.tokenUsage"... | 228 | 7,477 |
mlflow | tests/litellm/conftest.py | .py | import importlib
import openai
import pytest
from tests.helper_functions import start_mock_openai_server
@pytest.fixture(autouse=True)
def set_envs(monkeypatch, mock_openai):
monkeypatch.setenv("OPENAI_API_KEY", "test")
monkeypatch.setenv("OPENAI_API_BASE", mock_openai)
importlib.reload(openai)
@pytes... | 20 | 451 |
mlflow | tests/tensorflow/test_tensorflow2_metric_value_conversion_utils.py | .py | import pytest
import tensorflow as tf
import mlflow
from mlflow import tracking
from mlflow.exceptions import INVALID_PARAMETER_VALUE, ErrorCode, MlflowException
from mlflow.tracking.fluent import start_run
from mlflow.tracking.metric_value_conversion_utils import convert_metric_value_to_float_if_possible
def test_r... | 34 | 1,239 |
mlflow | tests/tensorflow/test_mlflow_callback.py | .py | import numpy as np
import pytest
import tensorflow as tf
from tensorflow import keras
import mlflow
from mlflow.tensorflow.callback import MlflowCallback
@pytest.mark.parametrize(("log_every_epoch", "log_every_n_steps"), [(True, None), (False, 1)])
def test_tf_mlflow_callback(log_every_epoch, log_every_n_steps):
... | 58 | 1,835 |
mlflow | tests/tensorflow/test_tensorflow2_core_model_export.py | .py | import os
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pytest
import tensorflow as tf
import mlflow.tensorflow
from mlflow.models import Model, infer_signature
class ToyModel(tf.Module):
def __init__(self, w, b):
super().__init__()
self.w = w
sel... | 130 | 3,954 |
mlflow | tests/tensorflow/test_keras_model_export.py | .py | import os
import random
import shutil
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import tensorflow as tf
import yaml
from packaging.version import Version
from sklearn import datasets
from tensorflow.keras import backend as K
from tensorflow.keras.layers imp... | 746 | 27,844 |
mlflow | tests/tensorflow/iris_data_utils.py | .py | # From https://github.com/tensorflow/models/blob/master/samples/core/get_started/iris_data.py
# This file is the example used by TensorFlow to get users started. This code is used for testing.
import pandas as pd
import tensorflow as tf
TRAIN_URL = "http://download.tensorflow.org/data/iris_training.csv"
TEST_URL = "ht... | 89 | 2,876 |
mlflow | tests/tensorflow/test_keras_pyfunc_model_works_with_all_input_types.py | .py | import json
import os
import numpy as np
import pandas as pd
import pytest
import tensorflow as tf
from packaging.version import Version
from pyspark.sql.functions import struct
from sklearn import datasets
from tensorflow.keras.layers import Concatenate, Dense, Input, Lambda
from tensorflow.keras.models import Model,... | 417 | 14,658 |
mlflow | tests/tensorflow/test_tensorflow2_autolog.py | .py | # pep8: disable=E501
import functools
import json
import os
import pickle
import sys
from pathlib import Path
from unittest.mock import patch
import numpy as np
import pytest
import tensorflow as tf
import yaml
from packaging.version import Version
from tensorflow.keras import layers
import mlflow
from mlflow import... | 1,456 | 52,429 |
mlflow | tests/docker/test_integrations.py | .py | import os
from datetime import timedelta
import pytest
from testcontainers.compose import DockerCompose
from testcontainers.core.wait_strategies import HttpWaitStrategy
import mlflow
@pytest.mark.parametrize(
"compose_file",
[
"docker-compose.mssql-test.yaml",
"docker-compose.mysql-test.yaml... | 49 | 1,359 |
mlflow | tests/docker/conftest.py | .py | import subprocess
import pytest
@pytest.fixture(scope="package", autouse=True)
def build_mlflow_image():
subprocess.check_call([
"docker",
"build",
"-t",
"mlflow-integration-test",
"-f",
"docker/Dockerfile.full.dev",
".",
])
yield
# Clean up the... | 20 | 438 |
mlflow | tests/system_metrics/test_system_metrics_logging.py | .py | import logging
import threading
import time
from typing import Any, Callable
from unittest import mock
import pytest
import mlflow
from mlflow.entities import Metric, Run, RunData, RunInfo
from mlflow.exceptions import MlflowException
from mlflow.system_metrics.system_metrics_monitor import SystemMetricsMonitor
@py... | 320 | 11,524 |
mlflow | tests/system_metrics/test_collect_metrics.py | .py | from mlflow.system_metrics.metrics.cpu_monitor import CPUMonitor
from mlflow.system_metrics.metrics.disk_monitor import DiskMonitor
from mlflow.system_metrics.metrics.gpu_monitor import GPUMonitor
from mlflow.system_metrics.metrics.network_monitor import NetworkMonitor
def test_cpu_monitor():
cpu_monitor = CPUMon... | 89 | 3,644 |
mlflow | tests/semantic_kernel/test_semantic_kernel_autolog.py | .py | import asyncio
from unittest import mock
import openai
import pytest
import pytest_asyncio
from semantic_kernel import Kernel
from semantic_kernel.agents import AgentResponseItem
from semantic_kernel.connectors.ai.open_ai import OpenAIChatCompletion
from semantic_kernel.contents import ChatMessageContent
from semantic... | 523 | 18,825 |
mlflow | tests/semantic_kernel/resources.py | .py | import openai
from semantic_kernel import Kernel
from semantic_kernel.agents import ChatCompletionAgent
from semantic_kernel.connectors.ai.open_ai import (
OpenAIChatCompletion,
OpenAITextCompletion,
OpenAITextEmbedding,
)
from semantic_kernel.contents import ChatHistory
from semantic_kernel.functions impor... | 167 | 5,681 |
mlflow | tests/semantic_kernel/conftest.py | .py | import importlib
import openai
import pytest
import pytest_asyncio
from opentelemetry import trace as trace_api
from opentelemetry.util._once import Once
from tests.helper_functions import start_mock_openai_server
from tests.tracing.helper import (
reset_autolog_state, # noqa: F401
)
@pytest.fixture(autouse=Tr... | 35 | 863 |
mlflow | tests/smolagents/test_smolagents_autolog.py | .py | from types import SimpleNamespace
from unittest.mock import patch
import pytest
import smolagents
from packaging.version import Version
import mlflow
from mlflow.entities.span import SpanType
from mlflow.tracing.constant import SpanAttributeKey
from tests.tracing.helper import get_traces
_DUMMY_INPUT = "Explain qua... | 257 | 8,801 |
mlflow | tests/lightgbm/test_lightgbm_autolog.py | .py | import functools
import json
import os
import pickle
from unittest import mock
from unittest.mock import patch
import lightgbm as lgb
import matplotlib as mpl
import numpy as np
import pandas as pd
import polars as pl
import pytest
from packaging.version import Version
from sklearn import datasets
import mlflow
impor... | 830 | 29,671 |
mlflow | tests/lightgbm/test_lightgbm_model_export.py | .py | import json
import os
from pathlib import Path
from typing import NamedTuple
from unittest import mock
import cloudpickle
import lightgbm as lgb
import numpy as np
import pandas as pd
import pytest
import skops
import yaml
from sklearn import datasets
from sklearn.pipeline import Pipeline
import mlflow.lightgbm
impor... | 649 | 24,341 |
mlflow | tests/autogen/test_autogen_autolog.py | .py | import pytest
from autogen_agentchat.agents import AssistantAgent
from autogen_agentchat.messages import MultiModalMessage
from autogen_core import FunctionCall, Image
from autogen_core.models import CreateResult
from autogen_ext.models.replay import ReplayChatCompletionClient
import mlflow
from mlflow.entities.span i... | 372 | 11,367 |
mlflow | tests/sagemaker/test_sagemaker_deployment_client.py | .py | import json
import os
import re
import time
from functools import wraps
from io import BytesIO
from typing import NamedTuple
from unittest import mock
import boto3
import botocore
import numpy as np
import pandas as pd
import pytest
from click.testing import CliRunner
from moto.core import DEFAULT_ACCOUNT_ID
from skle... | 1,707 | 65,165 |
mlflow | tests/sagemaker/test_batch_deployment.py | .py | import os
import time
from functools import wraps
from typing import NamedTuple
from unittest import mock
import boto3
import botocore
import numpy as np
import pytest
from click.testing import CliRunner
from moto.core import DEFAULT_ACCOUNT_ID
from sklearn.linear_model import LogisticRegression
import mlflow
import ... | 527 | 19,533 |
mlflow | tests/sagemaker/test_cli.py | .py | import os
import shutil
from pathlib import Path
from unittest import mock
import docker
import pytest
from click.testing import CliRunner
import mlflow
from mlflow.models.docker_utils import build_image_from_context
from mlflow.sagemaker.cli import build_and_push_container
from tests.pyfunc.docker.test_docker impor... | 161 | 5,612 |
mlflow | tests/sagemaker/conftest.py | .py | import pytest
from mlflow.store.artifact.s3_artifact_repo import _cached_get_s3_client
@pytest.fixture(autouse=True)
def reset_cached_get_s3_client():
# `_cached_get_s3_client` is a process-global lru_cache whose key does not include the
# resolved AWS credentials. Under pytest-xdist a worker runs many modul... | 14 | 657 |
mlflow | tests/sagemaker/mock/mock_sagemaker_urls.py | .py | from tests.sagemaker.mock import SageMakerResponse
url_bases = [
"https?://api.sagemaker.(.+).amazonaws.com",
]
url_paths = {
"{0}/$": SageMakerResponse.dispatch,
}
| 10 | 175 |
mlflow | tests/sagemaker/mock/__init__.py | .py | import json
import time
from datetime import datetime
from typing import Any, NamedTuple
from moto.core import DEFAULT_ACCOUNT_ID, BackendDict, BaseBackend, BaseModel
from moto.core.models import base_decorator
from moto.core.responses import BaseResponse
class SageMakerResourceWithArn(NamedTuple):
resource: Any... | 1,091 | 41,509 |
mlflow | tests/sagemaker/mock/test_sagemaker_service_mock.py | .py | import boto3
import pytest
from tests.helper_functions import set_boto_credentials # noqa: F401
from tests.sagemaker.mock import mock_sagemaker
@pytest.fixture
def sagemaker_client():
return boto3.client("sagemaker", region_name="us-west-2")
def create_sagemaker_model(sagemaker_client, model_name):
return... | 682 | 24,929 |
mlflow | tests/mistral/test_mistral_autolog.py | .py | from unittest.mock import patch
import httpx
import pytest
try:
from mistralai.client import Mistral # mistralai >= 2.0
from mistralai.client.models import (
AssistantMessage,
ChatCompletionChoice,
ChatCompletionResponse,
FunctionCall,
ToolCall,
UsageInfo,
... | 318 | 10,868 |
mlflow | tests/haystack/test_haystack_tracing.py | .py | import sys
from unittest.mock import patch
import pytest
from haystack import Document, Pipeline, component
from haystack.components.rankers import LostInTheMiddleRanker
from haystack.components.retrievers import InMemoryBM25Retriever
from haystack.document_stores.in_memory import InMemoryDocumentStore
import mlflow
... | 228 | 7,342 |
mlflow | tests/haystack/conftest.py | .py | import pytest
from opentelemetry import trace as otel_trace
import mlflow
from mlflow.tracing.provider import provider
from mlflow.utils.autologging_utils import AUTOLOGGING_INTEGRATIONS
@pytest.fixture(autouse=True)
def clear_autolog_state(reset_tracing):
for key in list(AUTOLOGGING_INTEGRATIONS.keys()):
... | 24 | 789 |
mlflow | tests/integration/utils.py | .py | from click.testing import CliRunner
def invoke_cli_runner(*args, **kwargs):
"""
Helper method to invoke the CliRunner while asserting that the exit code is actually 0.
"""
res = CliRunner().invoke(*args, **kwargs)
assert res.exit_code == 0, f"Got non-zero exit code {res.exit_code}. Output is: {re... | 12 | 346 |
mlflow | tests/integration/async_logging/test_async_logging_integration.py | .py | import io
import pickle
import time
import uuid
import pytest
import mlflow
from mlflow import MlflowClient
from mlflow.entities.metric import Metric
from mlflow.entities.param import Param
from mlflow.entities.run_tag import RunTag
@pytest.fixture(autouse=True)
def flush_async_logging():
"""Flush async logging... | 241 | 8,250 |
mlflow | tests/resources/example_virtualenv_conda_project/entrypoint.py | .py | import argparse
import os
import sys
import numpy as np
import sklearn
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import StandardScaler
from sklearn.svm import SVC
import mlflow
parser = argparse.ArgumentParser()
parser.add_argument(
"--test",
action="store_true",
help="If spec... | 34 | 911 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/dummy_evaluator.py | .py | import io
import os
import tempfile
import pandas as pd
from PIL import Image
from sklearn import metrics as sk_metrics
from mlflow import MlflowClient
from mlflow.entities import Metric
from mlflow.models.evaluation import (
EvaluationArtifact,
EvaluationResult,
ModelEvaluator,
)
from mlflow.models.evalu... | 119 | 4,626 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/app.py | .py | """
To run a tracking server with this app, use `mlflow server --app-name custom_app`.
"""
import logging
# This would be all that plugin author is required to import
from mlflow.server import app as custom_app
# Can do custom logging on either the app or logging itself
# but you'll possibly have to clear the existi... | 40 | 1,045 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/dummy_backend.py | .py | from mlflow.entities import RunStatus
from mlflow.projects.backend.abstract_backend import AbstractBackend
from mlflow.projects.submitted_run import SubmittedRun
from mlflow.projects.utils import fetch_and_validate_project, get_or_create_run
class DummySubmittedRun(SubmittedRun):
"""
A run that just does noth... | 45 | 1,109 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/sqlalchemy_store.py | .py | import urllib.parse
from mlflow.store.model_registry.sqlalchemy_store import SqlAlchemyStore
class PluginRegistrySqlAlchemyStore(SqlAlchemyStore):
def __init__(self, store_uri=None):
path = urllib.parse.urlparse(store_uri).path if store_uri else None
self.is_plugin = True
super().__init__... | 11 | 327 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/fake_deployment_plugin.py | .py | import os
from mlflow.deployments import BaseDeploymentClient, PredictionsResponse
f_deployment_name = "fake_deployment_name"
f_endpoint_name = "fake_endpoint_name"
class PluginDeploymentClient(BaseDeploymentClient):
def create_deployment(self, name, model_uri, flavor=None, config=None, endpoint=None):
... | 64 | 2,115 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/file_store.py | .py | import urllib.parse
from mlflow.store.tracking.file_store import FileStore
class PluginFileStore(FileStore):
"""FileStore provided through entrypoints system"""
def __init__(self, store_uri=None, artifact_uri=None):
path = urllib.parse.urlparse(store_uri).path if store_uri else None
self.is_... | 13 | 379 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/request_header_provider.py | .py | from mlflow.tracking.request_header.abstract_request_header_provider import RequestHeaderProvider
class PluginRequestHeaderProvider(RequestHeaderProvider):
"""RequestHeaderProvider provided through plugin system"""
def in_context(self):
return False
def request_headers(self):
return {"te... | 12 | 335 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/dummy_dataset_source.py | .py | from typing import Any
from urllib.parse import urlparse
from mlflow.data.dataset_source import DatasetSource
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_pb2 import INVALID_PARAMETER_VALUE
class DummyDatasetSource(DatasetSource):
def __init__(self, uri):
self._uri = uri
... | 56 | 1,535 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/default_experiment_provider.py | .py | from mlflow.tracking.default_experiment.abstract_context import DefaultExperimentProvider
class PluginDefaultExperimentProvider(DefaultExperimentProvider):
"""DefaultExperimentProvider provided through plugin system"""
def in_context(self):
return False
def get_experiment_id(self):
retur... | 12 | 340 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/request_auth_provider.py | .py | from mlflow.tracking.request_auth.abstract_request_auth_provider import RequestAuthProvider
class PluginRequestAuthProvider(RequestAuthProvider):
"""RequestAuthProvider provided through plugin system"""
def get_name(self):
return "test_auth_provider_name"
def get_auth(self):
return {"aut... | 12 | 356 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/run_context_provider.py | .py | from mlflow.tracking.context.abstract_context import RunContextProvider
class PluginRunContextProvider(RunContextProvider):
"""RunContextProvider provided through plugin system"""
def in_context(self):
return False
def tags(self):
return {"test": "tag"}
| 12 | 286 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/local_artifact.py | .py | from mlflow.store.artifact.local_artifact_repo import LocalArtifactRepository
class PluginLocalArtifactRepository(LocalArtifactRepository):
"""LocalArtifactRepository provided through plugin system"""
is_plugin = True
| 8 | 229 |
mlflow | tests/resources/mlflow-test-plugin/mlflow_test_plugin/dummy_dataset.py | .py | import json
from typing import Any
import numpy as np
import pandas as pd
from mlflow.data.dataset import Dataset
from mlflow.types import Schema
from mlflow.types.utils import _infer_schema
from mlflow_test_plugin.dummy_dataset_source import DummyDatasetSource
class DummyDataset(Dataset):
def __init__(
... | 76 | 2,248 |
mlflow | tests/resources/example_project/tracking_test.py | .py | import sys
import mlflow
def call_tracking_apis():
mlflow.log_metric("some_key", 3)
def main(use_start_run):
if use_start_run:
with mlflow.start_run():
call_tracking_apis()
else:
call_tracking_apis()
if __name__ == "__main__":
main(use_start_run=int(sys.argv[1]))
| 20 | 315 |
mlflow | tests/resources/example_project/check_conda_env.py | .py | # Import a dependency in MLflow's setup.py that's in our conda.yaml but not included with MLflow
# by default, verify that we can use it.
import os
import sys
import psutil
import mlflow
def main(expected_env_name):
actual_conda_env = os.environ.get("CONDA_DEFAULT_ENV", None)
assert actual_conda_env == exp... | 23 | 586 |
mlflow | tests/resources/example_project/greeter.py | .py | """
Example program helping verify functionality for passing parameters other than those required in
the MLproject file.
"""
import argparse
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("greeting", help="Greeting to use", type=str)
parser.add_argument("name", help="Nam... | 18 | 646 |
mlflow | tests/resources/example_mlflow_2.12_langchain_model/lc_model.py | .py | from typing import Any
from langchain.prompts import ChatPromptTemplate
from langchain.schema.output_parser import StrOutputParser
from langchain.schema.runnable import RunnablePassthrough
from langchain.text_splitter import CharacterTextSplitter
from langchain_community.chat_models import ChatDatabricks, ChatMlflow
f... | 77 | 2,483 |
mlflow | tests/resources/data/dataset_source.py | .py | from typing import Any
from urllib.parse import urlparse
from mlflow.artifacts import download_artifacts
from mlflow.data.dataset_source import DatasetSource
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_pb2 import INVALID_PARAMETER_VALUE
class SampleDatasetSource(DatasetSource):
de... | 55 | 1,522 |
mlflow | tests/resources/data/dataset.py | .py | import base64
import hashlib
import json
from typing import Any
import numpy as np
import pandas as pd
from mlflow.data.dataset import Dataset
from mlflow.types import Schema
from mlflow.types.utils import _infer_schema
from tests.resources.data.dataset_source import SampleDatasetSource
class SampleDataset(Dataset... | 68 | 1,881 |
mlflow | tests/resources/onnx/generate_onnx_models.py | .py | """
Generates the following test resources:
- tf_model_multiple_inputs_float32.onnx
- tf_model_multiple_inputs_float64.onnx
- sklearn_model.onnx
Usage: python generate_onnx_models.py
"""
import numpy as np
import onnx
import onnxmltools
import pandas as pd
import tensorflow.compat.v1 as tf
import tf2onnx... | 79 | 2,381 |
mlflow | tests/resources/db/initial_models.py | .py | # Snapshot of MLflow DB models as of the 0.9.1 release, prior to the first database migration.
# This file corresponds to the first database schema that we can reasonably expect users to be
# running and exists to test that the oldest database schema can be brought up-to-date.
# Copied from https://github.com/mlflow/ml... | 242 | 8,156 |
mlflow | tests/resources/example_docker_project/scripts/docker_tracking_test.py | .py | import sys
import tempfile
import mlflow
def call_tracking_apis():
mlflow.log_metric("some_key", 3)
with tempfile.NamedTemporaryFile("w") as temp_file:
temp_file.write("Temporary content.")
mlflow.log_artifact(temp_file.name)
def main(use_start_run):
if use_start_run:
with mlflo... | 24 | 477 |
mlflow | tests/telemetry/test_client.py | .py | import json
import logging
import threading
import time
import warnings
from unittest import mock
import pytest
import mlflow
from mlflow.environment_variables import (
_MLFLOW_TELEMETRY_PRE_WARM_DATABRICKS_SDK,
_MLFLOW_TELEMETRY_SESSION_ID,
MLFLOW_ENABLE_DB_SDK,
)
from mlflow.telemetry.client import (
... | 1,409 | 48,877 |
mlflow | tests/telemetry/test_track.py | .py | import time
from unittest import mock
import pytest
from mlflow.environment_variables import MLFLOW_DISABLE_TELEMETRY
from mlflow.telemetry.client import (
TelemetryClient,
_fetch_server_info,
get_telemetry_client,
set_telemetry_client,
)
from mlflow.telemetry.events import CreateLoggedModelEvent, Eve... | 384 | 13,242 |
mlflow | tests/telemetry/test_tracked_events.py | .py | import json
import time
from unittest import mock
from unittest.mock import AsyncMock, MagicMock, patch
import pandas as pd
import pytest
import sklearn.neighbors as knn
from click.testing import CliRunner
from fastapi import Request
import mlflow
from mlflow import MlflowClient
from mlflow.entities import (
Eval... | 2,655 | 84,225 |
mlflow | tests/telemetry/test_installation_id.py | .py | import json
import uuid
from unittest import mock
import pytest
import mlflow
from mlflow.telemetry.client import get_telemetry_client, set_telemetry_client
from mlflow.telemetry.installation_id import get_or_create_installation_id
from mlflow.utils.os import is_windows
from mlflow.version import VERSION
@pytest.fi... | 92 | 3,204 |
mlflow | tests/telemetry/helper_functions.py | .py | import json
from typing import Any
def validate_telemetry_record(
mock_telemetry_client,
mock_requests,
event_name: str,
params=None,
*,
status="success",
search_index=True,
check_params=True,
) -> dict[str, Any]:
"""
Validate the telemetry record at the given index.
"""
... | 40 | 1,059 |
mlflow | tests/telemetry/test_events.py | .py | from unittest.mock import Mock
import pandas as pd
import pytest
from mlflow.entities.evaluation_dataset import DatasetGranularity, EvaluationDataset
from mlflow.entities.gateway_budget_policy import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTargetScope,
BudgetUnit,
)
from mlflow.e... | 1,025 | 33,162 |
mlflow | tests/telemetry/test_utils.py | .py | from pathlib import Path
from unittest.mock import Mock, patch
import pytest
import mlflow.telemetry.utils
from mlflow.telemetry.constant import (
CONFIG_STAGING_URL,
CONFIG_URL,
FALLBACK_UI_CONFIG,
UI_CONFIG_STAGING_URL,
UI_CONFIG_URL,
)
from mlflow.telemetry.schemas import Environment
from mlflo... | 161 | 5,409 |
mlflow | tests/telemetry/conftest.py | .py | from unittest.mock import Mock, patch
import pytest
import mlflow.telemetry.utils
from mlflow.telemetry.client import (
TelemetryClient,
_fetch_server_info,
_set_telemetry_client,
get_telemetry_client,
)
from mlflow.utils.server_info import _clear_server_info_cache
from mlflow.version import VERSION
... | 110 | 3,397 |
mlflow | tests/artifacts/test_artifacts.py | .py | import os
import pathlib
import uuid
from typing import NamedTuple
from unittest import mock
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.utils.file_utils import mkdir, path_to_local_file_uri
from mlflow.utils.os import is_windows
class Artifact(NamedTuple):
uri: str
... | 405 | 15,653 |
mlflow | tests/deployments/test_deployments.py | .py | from unittest import mock
import pytest
from mlflow import deployments
from mlflow.deployments.plugin_manager import DeploymentPlugins
from mlflow.exceptions import MlflowException
f_model_uri = "fake_model_uri"
f_endpoint_name = "fake_endpoint_name"
f_deployment_id = "fake_deployment_name"
f_flavor = "fake_flavor"
... | 127 | 3,992 |
mlflow | tests/deployments/test_interface.py | .py | import pytest
import mlflow.deployments.utils
from mlflow.deployments.interface import get_deploy_client
mlflow.deployments.utils._deployments_target = None
def test_get_deploy_client_no_args():
mlflow.deployments.utils._deployments_target = None
assert get_deploy_client() is None
def test_get_deploy_clie... | 33 | 866 |
mlflow | tests/deployments/test_cli.py | .py | import json
import os
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.deployments import cli
from mlflow.exceptions import MlflowException
f_model_uri = "fake_model_uri"
f_name = "fake_deployment_name"
f_flavor = "fake_flavor"
f_target = "faketarget"
runner = CliRunner()
def... | 154 | 4,731 |
mlflow | tests/deployments/test_utils.py | .py | import pytest
from mlflow.deployments.utils import (
get_deployments_target,
set_deployments_target,
)
from mlflow.exceptions import MlflowException
def test_set_deployments_target(monkeypatch):
monkeypatch.setattr("mlflow.deployments.utils._deployments_target", None)
valid_target = "databricks"
... | 42 | 1,362 |
mlflow | tests/deployments/mlflow/test_mlflow.py | .py | from unittest import mock
import pytest
from mlflow.deployments import get_deploy_client
from mlflow.deployments.mlflow import MlflowDeploymentClient
from mlflow.environment_variables import MLFLOW_DEPLOYMENT_CLIENT_HTTP_REQUEST_TIMEOUT
def test_get_deploy_client():
client = get_deploy_client("http://localhost:... | 268 | 9,734 |
mlflow | tests/deployments/databricks/test_databricks.py | .py | import os
import warnings
from unittest import mock
import pytest
from mlflow.deployments import get_deploy_client
from mlflow.exceptions import MlflowException
@pytest.fixture(autouse=True)
def mock_databricks_credentials(monkeypatch):
monkeypatch.setenv("DATABRICKS_HOST", "https://test.cloud.databricks.com")
... | 606 | 22,900 |
mlflow | tests/deployments/openai/test_openai.py | .py | from unittest import mock
import pytest
from mlflow.deployments import get_deploy_client
from mlflow.exceptions import MlflowException
@pytest.fixture
def mock_openai_creds(monkeypatch):
monkeypatch.setenv("OPENAI_API_KEY", "my-secret-key")
@pytest.fixture
def mock_azure_openai_creds(monkeypatch):
monkeyp... | 217 | 6,547 |
mlflow | tests/dev/test_update_mlflow_versions.py | .py | import difflib
import re
from pathlib import Path
import pytest
from packaging.version import Version
from dev.update_mlflow_versions import (
get_current_py_version,
replace_java,
replace_java_pom_xml,
replace_pyproject_toml,
replace_python,
replace_r,
replace_ts,
)
# { filename: expecte... | 171 | 5,424 |
mlflow | tests/dev/test_check_function_signatures.py | .py | import ast
from dev.check_function_signatures import check_signature_compatibility
def test_no_changes():
old_code = "def func(a, b=1): pass"
new_code = "def func(a, b=1): pass"
old_tree = ast.parse(old_code)
new_tree = ast.parse(new_code)
errors = check_signature_compatibility(old_tree.body[0],... | 231 | 7,443 |
mlflow | tests/dev/test_dev_stubs.py | .py | import importlib.util
import json
import shutil
import subprocess
import sys
import tempfile
from pathlib import Path
import pytest
from mlflow.assistant.providers.claude_code import ClaudeCodeProvider
from mlflow.assistant.types import EventType
REPO_ROOT = Path(__file__).resolve().parents[2]
DEV_STUBS = REPO_ROOT ... | 133 | 4,462 |
mlflow | tests/dev/test_annotate_flaky_tests.py | .py | import ast
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[2] / "dev"))
import annotate_flaky_tests
from annotate_flaky_tests import _split_nodeid, annotate_file
def _annotate(tmp_path: Path, source: str, nodeid_suffix: str, attempts: int = 3):
"""Write `s... | 199 | 7,859 |
mlflow | tests/dev/test_remove_experimental_decorators.py | .py | import subprocess
import sys
from pathlib import Path
SCRIPT_PATH = "dev/remove_experimental_decorators.py"
def test_script_with_specific_file(tmp_path: Path) -> None:
test_file = tmp_path / "test.py"
test_file.write_text("""
@experimental(version="1.0.0")
def func():
pass
""")
output = subprocess.c... | 207 | 4,789 |
mlflow | tests/dev/test_update_model_catalog.py | .py | import json
import sys
from datetime import date
from pathlib import Path
import pytest
sys.path.insert(0, str(Path(__file__).resolve().parents[2] / "dev"))
from update_model_catalog import (
_extract_long_context_pricing,
_extract_modality_pricing,
_extract_service_tiers,
_extract_tool_pricing,
... | 796 | 24,846 |
mlflow | tests/dev/test_detect_flaky_tests.py | .py | import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[2] / "dev"))
from detect_flaky_tests import gh_api_objects, parse_failing_tests
# A captured pytest failure line as it appears in a raw GitHub Actions log: an ISO
# timestamp prefix, ANSI SGR color codes around FAILED/the nod... | 79 | 3,023 |
mlflow | tests/dev/test_classify_flaky_tests.py | .py | import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[2] / "dev"))
from classify_flaky_tests import _aggregate
def test_aggregate_collapses_events_per_test_and_counts():
flakes = [
{"shard": "python (1)", "test": "tests/a.py::t1", "error": "boom"},
{"shard":... | 37 | 1,370 |
mlflow | tests/dev/test_check_init_py.py | .py | import subprocess
import sys
from pathlib import Path
import pytest
def get_check_init_py_script() -> Path:
return Path(__file__).resolve().parents[2] / "dev" / "check_init_py.py"
@pytest.fixture
def temp_git_repo(tmp_path: Path) -> Path:
subprocess.check_call(["git", "init"], cwd=tmp_path)
subprocess.... | 227 | 7,376 |
mlflow | tests/tracking/test_tracking.py | .py | import filecmp
import io
import json
import os
import pathlib
import posixpath
import random
import re
from datetime import datetime, timezone
from typing import NamedTuple
from unittest import mock
import pytest
import yaml
import mlflow
from mlflow import MlflowClient, tracking
from mlflow.entities import Lifecycle... | 1,376 | 54,372 |
mlflow | tests/tracking/test_artifact_utils.py | .py | import os
from unittest import mock
from unittest.mock import ANY
from uuid import UUID
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.tracking.artifact_utils import (
_download_artifact_from_uri,
_upload_artifact_to_uri,
_upload_artifacts_to_databricks,
)
def test... | 151 | 6,173 |
mlflow | tests/tracking/test_client.py | .py | import json
import os
import pickle
import threading
import time
import uuid
from pathlib import Path
from unittest import mock
from unittest.mock import Mock, patch
import pytest
from opentelemetry import trace as trace_api
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from pydantic import Base... | 4,042 | 151,764 |
mlflow | tests/tracking/test_client_workspace.py | .py | from __future__ import annotations
from mlflow import MlflowClient
from mlflow.entities import TraceArchivalConfig
from mlflow.environment_variables import MLFLOW_TRACKING_URI, MLFLOW_WORKSPACE_STORE_URI
from mlflow.tracking._workspace import fluent as workspace_fluent
from mlflow.tracking._workspace.client import Wor... | 252 | 8,552 |
mlflow | tests/tracking/test_workspace_registry.py | .py | from __future__ import annotations
import pytest
from mlflow.store.workspace.rest_store import RestWorkspaceStore
from mlflow.store.workspace.sqlalchemy_store import SqlAlchemyStore
from mlflow.tracking._workspace.registry import (
UnsupportedWorkspaceStoreURIException,
_get_workspace_store_registry,
get_... | 41 | 1,295 |
mlflow | tests/tracking/test_workspace_utils.py | .py | import pytest
from mlflow.environment_variables import MLFLOW_TRACKING_URI, MLFLOW_WORKSPACE_STORE_URI
from mlflow.utils.workspace_utils import resolve_workspace_store_uri, set_workspace_store_uri
@pytest.fixture(autouse=True)
def _reset_workspace_uri(monkeypatch):
set_workspace_store_uri(None)
monkeypatch.d... | 39 | 1,598 |
mlflow | tests/tracking/test_client_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... | 218 | 8,862 |
mlflow | tests/tracking/test_span_links_client.py | .py | from mlflow.entities import Link
from mlflow.tracking.client import MlflowClient
from tests.tracing.helper import get_traces
def test_client_start_trace_with_links():
client = MlflowClient()
links = [
Link(trace_id="tr-0123456789abcdef0123456789abcdef", span_id="0123456789abcdef"),
]
root = ... | 49 | 1,398 |
mlflow | tests/tracking/test_rest_tracking.py | .py | import json
import logging
import math
import os
import pathlib
import posixpath
import subprocess
import sys
import time
import urllib.parse
from dataclasses import asdict
from io import StringIO
from pathlib import Path
from unittest import mock
import flask
import pandas as pd
import pytest
import requests
from ope... | 5,538 | 202,790 |
mlflow | tests/tracking/test_mlflow_artifacts.py | .py | import cgi
import os
import pathlib
import subprocess
import tempfile
from contextlib import contextmanager
from io import BytesIO
from typing import NamedTuple
import pytest
import requests
import mlflow
from mlflow import MlflowClient
from mlflow.artifacts import download_artifacts
from mlflow.store.tracking.sqlalc... | 444 | 15,871 |
mlflow | tests/tracking/integration_test_utils.py | .py | import contextlib
import logging
import os
import socket
import sys
import time
from subprocess import Popen
from threading import Thread
from typing import Any, Generator, Literal
import requests
import uvicorn
from fastapi import FastAPI
import mlflow
from mlflow.server import ARTIFACT_ROOT_ENV_VAR, BACKEND_STORE_U... | 165 | 5,170 |
mlflow | tests/tracking/test_log_image.py | .py | import json
import os
import posixpath
import numpy as np
import pytest
import mlflow
from mlflow.utils.file_utils import local_file_uri_to_path
from mlflow.utils.time import get_current_time_millis
@pytest.mark.parametrize("subdir", [None, ".", "dir", "dir1/dir2", "dir/.."])
def test_log_image_numpy(subdir):
i... | 367 | 13,042 |
mlflow | tests/tracking/test_model_registry.py | .py | import time
from pathlib import Path
import pytest
from mlflow import MlflowClient
from mlflow.entities.model_registry import ModelVersion, RegisteredModel
from mlflow.exceptions import MlflowException
from mlflow.server import handlers
from mlflow.server.fastapi_app import app
from mlflow.server.handlers import init... | 691 | 29,107 |
mlflow | tests/tracking/test_log_figure.py | .py | import os
import posixpath
import uuid
import pytest
import mlflow
from mlflow.utils.file_utils import local_file_uri_to_path
from mlflow.utils.os import is_windows
@pytest.mark.parametrize("subdir", [None, ".", "dir", "dir1/dir2", "dir/.."])
def test_log_figure_matplotlib(subdir):
import matplotlib.pyplot as p... | 105 | 3,517 |
mlflow | tests/tracking/conftest.py | .py | import pytest
import mlflow
from mlflow.environment_variables import MLFLOW_ENABLE_ASYNC_TRACE_LOGGING
from mlflow.tracing.fluent import _flush_pending_async_trace_writes
@pytest.fixture(autouse=True)
def enable_async_trace_logging(monkeypatch):
"""Enable async trace logging for all tests in tests/tracking/ to e... | 26 | 769 |
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