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/gateway/test_guardrail_utils.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.gateway_guardrail import (
GatewayGuardrail,
GatewayGuardrailConfig,
GuardrailAction,
GuardrailStage,
)
from mlflow.entities.scorer import ScorerVersion
from mlflow.gateway.guardrail_utils import (
load_guardrails,
run_po... | 356 | 12,676 |
mlflow | tests/gateway/test_gateway_budget.py | .py | from unittest.mock import MagicMock, patch
import fastapi
import pytest
import mlflow
import mlflow.gateway.budget_tracker as _bt_module
from mlflow.entities import SpanStatusCode, SpanType
from mlflow.entities.gateway_budget_policy import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTarg... | 781 | 28,015 |
mlflow | tests/gateway/test_guardrails.py | .py | import json
import uuid
from typing import Any
from unittest import mock
import pytest
import mlflow
from mlflow.entities import SpanType
from mlflow.entities.assessment import Feedback
from mlflow.entities.gateway_guardrail import GuardrailAction, GuardrailStage
from mlflow.gateway.guardrails import GuardrailViolati... | 673 | 24,352 |
mlflow | tests/gateway/tools.py | .py | import asyncio
import json
import os
import signal
import subprocess
import sys
import threading
import time
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import aiohttp
import requests
import uvicorn
import yaml
from sentence_transformers import SentenceTransformer
import mlfl... | 293 | 8,839 |
mlflow | tests/gateway/test_cli.py | .py | import pytest
from click.testing import CliRunner
from mlflow.gateway import cli as gateway_cli
from mlflow.gateway.cli import start
def test_start_help():
runner = CliRunner()
res = runner.invoke(
start,
["--help"],
catch_exceptions=False,
)
assert res.exit_code == 0
def te... | 71 | 1,831 |
mlflow | tests/gateway/test_redis_budget_tracker.py | .py | from datetime import datetime, timedelta, timezone
from unittest.mock import patch
import pytest
from mlflow.entities.gateway_budget_policy import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTargetScope,
BudgetUnit,
GatewayBudgetPolicy,
)
from mlflow.gateway.budget_tracker import... | 429 | 13,399 |
mlflow | tests/gateway/test_utils.py | .py | import pytest
from fastapi import HTTPException
from mlflow.exceptions import MlflowException
from mlflow.gateway.exceptions import AIGatewayException
from mlflow.gateway.utils import (
SearchRoutesToken,
_is_valid_uri,
assemble_uri_path,
check_configuration_route_name_collisions,
get_gateway_uri,
... | 411 | 12,323 |
mlflow | tests/gateway/schemas/test_completions.py | .py | import time
import pydantic
import pytest
from mlflow.gateway.schemas import completions
def test_completions_request():
completions.RequestPayload(**{"prompt": "prompt"})
completions.RequestPayload(**{"prompt": ""})
completions.RequestPayload(**{"prompt": "", "extra": "extra", "temperature": 2.0})
... | 136 | 3,773 |
mlflow | tests/gateway/schemas/test_chat.py | .py | import pydantic
import pytest
from mlflow.gateway.schemas import chat
def test_chat_request():
chat.RequestPayload(**{
"messages": [{"role": "user", "content": "content"}],
})
chat.RequestPayload(**{
"messages": [
{
"role": "user",
"content": [
... | 277 | 8,754 |
mlflow | tests/gateway/schemas/test_embeddings.py | .py | import pydantic
import pytest
from mlflow.gateway.schemas import embeddings
def test_embeddings_request():
embeddings.RequestPayload(**{"input": "text"})
embeddings.RequestPayload(**{"input": ""})
embeddings.RequestPayload(**{"input": ["prompt"]})
embeddings.RequestPayload(**{"input": "text", "extra"... | 37 | 1,231 |
mlflow | tests/gateway/providers/test_palm.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions imp... | 388 | 12,131 |
mlflow | tests/gateway/providers/test_mlflow.py | .py | from unittest import mock
import pydantic
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig, MlflowModelServingConfig
from mlflow.gateway.constants... | 320 | 11,303 |
mlflow | tests/gateway/providers/test_openai_compatible.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig, _OpenAICompatibleConfig
from mlflow.gateway.providers.base import PassthroughAction
from mlflow.gateway.providers.openai_compatible import (
OpenAICompatibleAdapter,
OpenAICo... | 504 | 16,117 |
mlflow | tests/gateway/providers/test_openai.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.exceptions import MlflowException
from mlflow.gateway.config import End... | 1,498 | 53,664 |
mlflow | tests/gateway/providers/test_cohere.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions imp... | 641 | 20,625 |
mlflow | tests/gateway/providers/test_togetherai.py | .py | import textwrap
from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions import AIGatewayExceptio... | 599 | 22,238 |
mlflow | tests/gateway/providers/test_databricks.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.base import PassthroughAction
from mlflow.gateway.providers.databricks import DatabricksConfig, DatabricksProvider
from mlflow.gateway.schemas import cha... | 355 | 12,210 |
mlflow | tests/gateway/providers/test_bedrock.py | .py | import io
from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import (
AmazonBedrockConfig,
AWSBaseConfig,
AWSIdAndKey,
AWSRole,
EndpointConfig,
)
from mlflow.gateway.exceptions import AIGatewayException
from mlflow.gateway.providers.bed... | 790 | 27,724 |
mlflow | tests/gateway/providers/test_ollama.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.ollama import OllamaConfig, OllamaProvider
from mlflow.gateway.schemas import chat, embeddings
from tests.gateway.tools import MockAsyncResponse, mock_h... | 119 | 3,430 |
mlflow | tests/gateway/providers/test_litellm.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.base import PassthroughAction
from mlflow.gateway.providers.litellm import LiteLLMAdapter, LiteLLMProvider
from mlflow.gateway.schemas import chat, embed... | 989 | 33,619 |
mlflow | tests/gateway/providers/test_openrouter.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.openrouter import OpenRouterProvider
from mlflow.gateway.schemas import chat
from tests.gateway.tools import MockAsyncResponse, mock_http_client
def _... | 77 | 2,193 |
mlflow | tests/gateway/providers/test_provider_utils.py | .py | from unittest import mock
import pytest
from mlflow.gateway.providers.utils import (
SUPPORTED_ACCEPT_ENCODING,
_aiohttp_post,
proxy_root_url,
rename_payload_keys,
)
from tests.gateway.tools import MockAsyncResponse, mock_http_client
def test_rename_payload_keys():
payload = {"old_key1": "value... | 123 | 4,567 |
mlflow | tests/gateway/providers/test_anthropic.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.constants impo... | 1,698 | 61,276 |
mlflow | tests/gateway/providers/test_openai_uc_functions.py | .py | # TODO: ADD MORE TESTS
import json
from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.openai import OpenAIProvider
from mlflow.gateway.schemas import chat
from mlflow.gateway.uc_function_utils import (
... | 451 | 14,855 |
mlflow | tests/gateway/providers/test_traffic_route_provider.py | .py | from typing import Any
import pytest
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.base import TrafficRouteProvider
from tests.gateway.providers.test_openai import (
_run_test_chat,
_run_test_chat_stream,
_run_test_completions,
_run_test_completions_stream,
_run_t... | 76 | 2,170 |
mlflow | tests/gateway/providers/test_tracing.py | .py | import time
from typing import Any
from unittest import mock
import pytest
import mlflow
from mlflow.entities.trace_state import TraceState
from mlflow.gateway.providers.base import BaseProvider, PassthroughAction
from mlflow.gateway.schemas import chat, embeddings
from mlflow.tracing.client import TracingClient
from... | 507 | 18,248 |
mlflow | tests/gateway/providers/test_huggingface.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions import AIGatewayException
from mlflow.ga... | 172 | 5,957 |
mlflow | tests/gateway/providers/test_vertex_ai.py | .py | import json
from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig, VertexAIConfig
from m... | 673 | 23,990 |
mlflow | tests/gateway/providers/test_groq.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.groq import GroqProvider
from mlflow.gateway.schemas import chat
from tests.gateway.tools import MockAsyncResponse, mock_http_client
def _make_provide... | 78 | 2,182 |
mlflow | tests/gateway/providers/test_ai21labs.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.exceptions import MlflowException
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.excep... | 190 | 6,045 |
mlflow | tests/gateway/providers/test_fallback.py | .py | from typing import Any
from unittest import mock
import pytest
from fastapi import HTTPException
from mlflow.entities.gateway_endpoint import FallbackStrategy
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions import AIGatewayException
from mlflow.gateway.providers.base import FallbackPro... | 321 | 10,296 |
mlflow | tests/gateway/providers/test_deepseek.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.deepseek import DeepSeekProvider
from mlflow.gateway.schemas import chat
from tests.gateway.tools import MockAsyncResponse, mock_http_client
def _make... | 77 | 2,152 |
mlflow | tests/gateway/providers/test_mistral.py | .py | import math
from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.ex... | 447 | 14,753 |
mlflow | tests/gateway/providers/test_portkey.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig, PortkeyConfig
from mlflow.gateway.providers.portkey import PortkeyProvider
from mlflow.gateway.schemas import chat
from tests.gateway.tools import MockAsyncResponse, mock_http_clien... | 156 | 5,544 |
mlflow | tests/gateway/providers/test_gemini.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.exceptions import AIGatewayException
from mlflow.gateway.providers.base import PassthroughAction
from mlflow.gateway.providers.gemini import GeminiAdapter, GeminiP... | 1,714 | 55,354 |
mlflow | tests/gateway/providers/test_xai.py | .py | from unittest import mock
import pytest
from fastapi.encoders import jsonable_encoder
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.xai import XAIProvider
from mlflow.gateway.schemas import chat
from tests.gateway.tools import MockAsyncResponse, mock_http_client
def _make_provider(... | 78 | 2,128 |
mlflow | tests/gateway/providers/test_mosaicml.py | .py | from unittest import mock
import pytest
from aiohttp import ClientTimeout
from fastapi import HTTPException
from fastapi.encoders import jsonable_encoder
from pydantic import ValidationError
from mlflow import MlflowException
from mlflow.environment_variables import MLFLOW_GATEWAY_ROUTE_TIMEOUT_SECONDS
from mlflow.ga... | 567 | 18,649 |
mlflow | tests/gateway/providers/test_sap_ai_core.py | .py | from typing import Any
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.gateway.config import EndpointConfig
from mlflow.gateway.providers.sap_ai_core import (
SapAiCoreAdapter,
SapAiCoreConfig,
SapAiCoreProvider,
)
def _make_endpoint_config(model_name: s... | 371 | 12,817 |
mlflow | tests/xgboost/test_xgboost_autolog.py | .py | import functools
import json
import os
import pickle
from unittest import mock
import matplotlib as mpl
import numpy as np
import pandas as pd
import pytest
import xgboost as xgb
import yaml
from packaging.version import Version
from sklearn import datasets
import mlflow
import mlflow.xgboost
from mlflow import Mlflo... | 787 | 27,912 |
mlflow | tests/xgboost/test_xgboost_model_export.py | .py | import json
import os
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import xgboost as xgb
import yaml
from sklearn import datasets
from sklearn.pipeline import Pipeline
import mlflow.pyfunc.scoring_server as pyfunc_scoring_se... | 696 | 27,191 |
mlflow | tests/sklearn/test_sklearn_autolog_without_matplotlib.py | .py | from unittest import mock
import pytest
from sklearn.datasets import load_breast_cancer
from sklearn.ensemble import RandomForestClassifier
import mlflow
from mlflow import MlflowClient
from tests.helper_functions import AnyStringWith
def is_matplotlib_installed():
try:
import matplotlib # noqa: F401
... | 46 | 1,293 |
mlflow | tests/sklearn/test_sklearn_autolog.py | .py | import contextlib
import doctest
import functools
import inspect
import json
import pickle
import re
from unittest import mock
import joblib
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import polars as pl
import pytest
import sklearn
import sklearn.base
import sklearn.cluster
import sklearn.... | 1,858 | 68,205 |
mlflow | tests/sklearn/test_sklearn_model_export.py | .py | import json
import os
import pickle
import shutil
import tempfile
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import cloudpickle
import numpy as np
import pandas as pd
import pytest
import sklearn
import sklearn.linear_model as glm
import sklearn.naive_bayes as nb
import sklea... | 1,024 | 38,920 |
mlflow | tests/assistant/test_tool_executor.py | .py | import asyncio
import pytest
from mlflow.assistant.config import PermissionsConfig
from mlflow.assistant.providers.tool_executor import execute_tool
@pytest.fixture
def workspace(tmp_path):
src = tmp_path / "src"
src.mkdir()
(src / "main.py").write_text("print('hello')")
(tmp_path / "README.md").wri... | 104 | 3,075 |
mlflow | tests/assistant/test_skill_installer.py | .py | from unittest import mock
from mlflow.assistant.skill_installer import (
install_skills,
list_bundled_skills,
list_installed_skills,
)
def test_install_skills_copies_to_destination(tmp_path):
destination = tmp_path / "skills"
installed = install_skills(destination)
assert destination.exists(... | 70 | 1,994 |
mlflow | tests/assistant/test_custom_view.py | .py | import json
from unittest.mock import patch
import pytest
from pydantic import ValidationError
from mlflow.assistant.custom_view import (
CUSTOM_VIEW_RESPONSE_SCHEMA,
STRINGIFIED_CUSTOM_VIEW_RESPONSE_SCHEMA,
custom_view_response_events,
parse_custom_view_response,
)
from mlflow.assistant.types import ... | 130 | 4,117 |
mlflow | tests/assistant/test_gateway_connection.py | .py | from types import SimpleNamespace
from unittest import mock
import pytest
from mlflow.assistant.gateway_connection import ensure_gateway_connection
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_pb2 import RESOURCE_DOES_NOT_EXIST
def _not_found() -> MlflowException:
return MlflowExc... | 77 | 2,769 |
mlflow | tests/assistant/test_config.py | .py | from unittest.mock import patch
import pytest
from mlflow.assistant.config import AssistantConfig, PermissionsConfig
from mlflow.assistant.providers import OllamaProvider
from mlflow.assistant.providers.base import clear_config_cache
@pytest.fixture(autouse=True)
def config_file(tmp_path):
config_path = tmp_pat... | 95 | 3,271 |
mlflow | tests/assistant/test_cli.py | .py | import os
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.assistant.cli import commands
from mlflow.assistant.config import ProviderConfig
@pytest.fixture
def runner():
return CliRunner()
def test_assistant_help(runner):
result = runner.invoke(commands, ["--help"])
... | 212 | 6,868 |
mlflow | tests/assistant/test_types.py | .py | import json
import pytest
from mlflow.assistant.types import Event, EventType
@pytest.mark.parametrize(
("exc", "expected"),
[
(NotImplementedError(), "NotImplementedError()"),
(ValueError(), "ValueError()"),
(RuntimeError("boom"), "boom"),
(ValueError("bad value"), "bad valu... | 61 | 2,012 |
mlflow | tests/assistant/providers/test_openai_compatible_provider.py | .py | import json
from typing import Any
from unittest.mock import AsyncMock, MagicMock, patch
import pytest
from mlflow.assistant.config import PermissionsConfig
from mlflow.assistant.providers.base import clear_config_cache
from mlflow.assistant.providers.ollama import OllamaProvider
from mlflow.assistant.providers.opena... | 1,231 | 44,868 |
mlflow | tests/assistant/providers/test_codex_provider.py | .py | import json
import os
from pathlib import Path
from unittest.mock import AsyncMock, MagicMock, patch
import pytest
from mlflow.assistant.providers.base import clear_config_cache
from mlflow.assistant.providers.codex import CodexProvider
from mlflow.assistant.types import EventType
def _make_stdout_lines(*dicts) -> ... | 808 | 27,553 |
mlflow | tests/assistant/providers/test_ollama_provider.py | .py | import json
from unittest.mock import MagicMock, patch
import pytest
from mlflow.assistant.providers import OllamaProvider, list_providers
from mlflow.assistant.providers.base import (
ProviderNotConfiguredError,
clear_config_cache,
)
def _ollama_provider():
for p in list_providers():
if p.name ... | 96 | 3,235 |
mlflow | tests/assistant/providers/test_mlflow_gateway_provider.py | .py | from types import SimpleNamespace
from unittest import mock
import pytest
from mlflow.assistant.providers import MlflowGatewayProvider, list_providers
def _gateway_provider():
for p in list_providers():
if p.name == MlflowGatewayProvider.GATEWAY_PROVIDER_NAME:
return p
raise AssertionErr... | 67 | 2,476 |
mlflow | tests/assistant/providers/test_claude_code_provider.py | .py | import errno
import json
import subprocess
import tempfile
from pathlib import Path
from unittest.mock import AsyncMock, MagicMock, patch
import pytest
from mlflow.assistant.providers.base import NotAuthenticatedError
from mlflow.assistant.providers.claude_code import ClaudeCodeProvider
from mlflow.assistant.types im... | 861 | 28,015 |
mlflow | tests/assistant/providers/test_provider_resolution.py | .py | import pytest
from mlflow.assistant.providers import (
ClaudeCodeProvider,
CodexProvider,
MlflowGatewayProvider,
OllamaProvider,
resolve_default_provider,
)
_PROVIDERS = {
"claude_code": ClaudeCodeProvider,
"codex": CodexProvider,
"mlflow_gateway": MlflowGatewayProvider,
"ollama": ... | 67 | 1,811 |
mlflow | tests/dspy/test_dspy_evaluate.py | .py | import importlib.metadata
import dspy
import pandas as pd
import pytest
from dspy.utils.dummies import DummyLM
from packaging.version import Version
import mlflow
from mlflow.tracing.constant import TraceMetadataKey
from tests.openai.test_openai_evaluate import purge_traces
from tests.tracing.helper import get_trace... | 143 | 4,418 |
mlflow | tests/dspy/test_dspy_util.py | .py | import importlib.metadata
import json
import dspy
import pytest
from packaging.version import Version
import mlflow
from mlflow.dspy.util import (
log_dspy_dataset,
log_dspy_lm_state,
log_dspy_module_params,
sanitize_params,
save_dspy_module_state,
)
from mlflow.tracking import MlflowClient
@pyt... | 145 | 4,748 |
mlflow | tests/dspy/test_dspy_autolog.py | .py | import importlib
import json
import time
from unittest import mock
import dspy
import dspy.teleprompt
import pytest
from dspy.evaluate import Evaluate
from dspy.evaluate.metrics import answer_exact_match
from dspy.predict import Predict
from dspy.primitives.example import Example
from dspy.teleprompt import BootstrapF... | 1,234 | 42,170 |
mlflow | tests/dspy/test_save.py | .py | import importlib
import json
from unittest import mock
import dspy
import dspy.teleprompt
import pytest
from dspy.utils.dummies import DummyLM, dummy_rm
from packaging.version import Version
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models import Model, ModelSignature
from mlflow.types.s... | 624 | 21,010 |
mlflow | tests/dspy/conftest.py | .py | import dspy
import pytest
@pytest.fixture(autouse=True)
def reset_dspy_settings():
dspy.settings.configure(callbacks=[], lm=None, adapter=None)
| 8 | 150 |
mlflow | tests/cli/test_skills.py | .py | from pathlib import Path
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.assistant.skill_installer import BundledSkill
from mlflow.cli.skills import commands
@pytest.fixture
def runner():
return CliRunner()
@pytest.fixture
def mock_bundled_skills():
with mock.patch(... | 80 | 2,576 |
mlflow | tests/cli/test_ai_commands.py | .py | from unittest import mock
from click.testing import CliRunner
from mlflow.cli import cli
def test_list_commands_cli():
mock_commands = [
{
"key": "genai/analyze_experiment",
"namespace": "genai",
"description": "Analyzes an MLflow experiment",
},
{
... | 204 | 6,609 |
mlflow | tests/cli/test_scorers.py | .py | import json
from typing import Any
from unittest.mock import patch
import pytest
from click.testing import CliRunner
import mlflow
from mlflow.cli.scorers import commands
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers import get_all_scorers, list_scorers, scorer
from mlflow.utils.string_utils... | 773 | 23,142 |
mlflow | tests/cli/test_crypto.py | .py | import logging
from contextlib import contextmanager
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.cli.crypto import commands
from mlflow.exceptions import MlflowException
@pytest.fixture(autouse=True)
def suppress_logging():
original_root = logging.root.level
origi... | 415 | 15,629 |
mlflow | tests/cli/test_eval.py | .py | import re
from unittest import mock
import click
import pandas as pd
import pytest
import mlflow
from mlflow.cli.eval import evaluate_traces
from mlflow.entities import Trace, TraceInfo
from mlflow.genai.scorers.base import scorer
def test_evaluate_traces_with_single_trace_table_output():
experiment_id = mlflow... | 218 | 7,730 |
mlflow | tests/cli/test_traces.py | .py | import json
import logging
from unittest import mock
import pytest
from click.testing import CliRunner
from mlflow.cli.traces import commands
from mlflow.entities import (
AssessmentSourceType,
MlflowExperimentLocation,
Trace,
TraceData,
TraceInfo,
TraceLocation,
TraceLocationType,
Tra... | 229 | 7,221 |
mlflow | tests/cli/test_datasets.py | .py | import json
import pytest
from click.testing import CliRunner
import mlflow
from mlflow.cli.datasets import commands
from mlflow.genai.datasets import create_dataset
@pytest.fixture
def runner():
return CliRunner(catch_exceptions=False)
@pytest.fixture
def experiment():
exp_id = mlflow.create_experiment("... | 185 | 5,785 |
mlflow | tests/cli/test_genai_eval_utils.py | .py | from unittest import mock
import click
import pandas as pd
import pytest
from mlflow.cli.genai_eval_utils import (
NA_VALUE,
Assessment,
EvalResult,
extract_assessments_from_results,
format_table_output,
resolve_scorers,
)
from mlflow.exceptions import MlflowException
from mlflow.tracing.const... | 478 | 14,268 |
mlflow | tests/pydantic_ai/test_pydanticai_tracing.py | .py | import importlib.metadata
import sys
import types
from unittest.mock import patch
import pytest
from packaging.version import Version
PYDANTIC_AI_VERSION = Version(importlib.metadata.version("pydantic_ai"))
if PYDANTIC_AI_VERSION.major >= 2:
pytest.skip("Pydantic AI 1.x tracing tests", allow_module_level=True)
f... | 587 | 20,989 |
mlflow | tests/pydantic_ai/test_pydanticai_fluent_tracing.py | .py | import importlib.metadata
from contextlib import asynccontextmanager
from unittest.mock import patch
import pytest
from packaging.version import Version
PYDANTIC_AI_VERSION = Version(importlib.metadata.version("pydantic_ai"))
if PYDANTIC_AI_VERSION.major >= 2:
pytest.skip("Pydantic AI 1.x fluent tracing tests", a... | 461 | 16,129 |
mlflow | tests/pydantic_ai/test_pydanticai_mcp_tracing.py | .py | import importlib.metadata
from unittest.mock import patch
import pytest
from packaging.version import Version
if Version(importlib.metadata.version("pydantic_ai")).major >= 2:
pytest.skip("Pydantic AI 1.x MCP tracing tests", allow_module_level=True)
from pydantic_ai.mcp import MCPServerStdio
import mlflow
from ... | 122 | 3,400 |
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 |
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