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/tracking/context/test_databricks_cluster_context.py | .py | from unittest import mock
from mlflow.tracking.context.databricks_cluster_context import DatabricksClusterRunContext
from mlflow.utils.mlflow_tags import MLFLOW_DATABRICKS_CLUSTER_ID
def test_databricks_cluster_run_context_in_context():
with mock.patch("mlflow.utils.databricks_utils.is_in_cluster") as in_cluster... | 22 | 844 |
mlflow | tests/tracking/context/test_jupyter_notebook_context.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities import SourceType
from mlflow.tracking.context.jupyter_notebook_context import (
JupyterNotebookRunContext,
_get_kernel_id,
_get_notebook_name,
_get_notebook_path_from_sessions,
_get_running_servers,
_get_sessions_noteboo... | 349 | 11,792 |
mlflow | tests/tracking/context/test_default_context.py | .py | from unittest import mock
import pytest
from mlflow.entities import SourceType
from mlflow.tracking.context.default_context import DefaultRunContext
from mlflow.utils.mlflow_tags import MLFLOW_SOURCE_NAME, MLFLOW_SOURCE_TYPE, MLFLOW_USER
MOCK_SCRIPT_NAME = "/path/to/script.py"
@pytest.fixture
def patch_script_name... | 43 | 1,413 |
mlflow | tests/tracking/context/test_git_context.py | .py | from unittest import mock
import git
import pytest
from mlflow.tracking.context.git_context import GitRunContext
from mlflow.utils.mlflow_tags import (
MLFLOW_GIT_BRANCH,
MLFLOW_GIT_COMMIT,
MLFLOW_GIT_REPO_URL,
)
MOCK_SCRIPT_NAME = "/path/to/script.py"
MOCK_COMMIT_HASH = "commit-hash"
MOCK_BRANCH_NAME = ... | 79 | 2,382 |
mlflow | tests/tracking/context/test_registry.py | .py | from importlib import reload
from unittest import mock
import pytest
import mlflow.tracking.context.registry
from mlflow.tracking.context.databricks_job_context import DatabricksJobRunContext
from mlflow.tracking.context.databricks_notebook_context import DatabricksNotebookRunContext
from mlflow.tracking.context.data... | 161 | 5,786 |
mlflow | tests/tracking/context/test_databricks_job_context.py | .py | from unittest import mock
from mlflow.entities import SourceType
from mlflow.tracking.context.databricks_job_context import DatabricksJobRunContext
from mlflow.utils.mlflow_tags import (
MLFLOW_DATABRICKS_JOB_ID,
MLFLOW_DATABRICKS_JOB_RUN_ID,
MLFLOW_DATABRICKS_JOB_TYPE,
MLFLOW_DATABRICKS_WEBAPP_URL,
... | 101 | 4,567 |
mlflow | tests/tracking/context/test_databricks_notebook_context.py | .py | from unittest import mock
from mlflow.entities import SourceType
from mlflow.tracking.context.databricks_notebook_context import DatabricksNotebookRunContext
from mlflow.utils.mlflow_tags import (
MLFLOW_DATABRICKS_NOTEBOOK_ID,
MLFLOW_DATABRICKS_NOTEBOOK_PATH,
MLFLOW_DATABRICKS_WEBAPP_URL,
MLFLOW_DATAB... | 94 | 4,201 |
mlflow | tests/tracking/context/test_databricks_repo_context.py | .py | from unittest import mock
from mlflow.tracking.context.databricks_repo_context import DatabricksRepoRunContext
from mlflow.utils.mlflow_tags import (
MLFLOW_DATABRICKS_GIT_REPO_COMMIT,
MLFLOW_DATABRICKS_GIT_REPO_PROVIDER,
MLFLOW_DATABRICKS_GIT_REPO_REFERENCE,
MLFLOW_DATABRICKS_GIT_REPO_REFERENCE_TYPE,
... | 85 | 3,804 |
mlflow | tests/tracking/context/test_databricks_command_context.py | .py | from unittest import mock
from mlflow.tracking.context.databricks_command_context import DatabricksCommandRunContext
from mlflow.utils.mlflow_tags import MLFLOW_DATABRICKS_NOTEBOOK_COMMAND_ID
def test_databricks_command_run_context_in_context():
with mock.patch("mlflow.utils.databricks_utils.get_job_group_id", r... | 22 | 891 |
mlflow | tests/tracking/context/test_system_environment_context.py | .py | from mlflow.tracking.context.system_environment_context import SystemEnvironmentContext
def test_system_environment_context_in_context(monkeypatch):
monkeypatch.setenv("MLFLOW_RUN_CONTEXT", '{"A": "B"}')
assert SystemEnvironmentContext().in_context()
monkeypatch.delenv("MLFLOW_RUN_CONTEXT", raising=True)
... | 14 | 570 |
mlflow | tests/tracking/request_auth/test_registry.py | .py | from importlib import reload
from unittest import mock
import pytest
import mlflow.tracking.request_auth.registry
from mlflow.tracking.request_auth.registry import RequestAuthProviderRegistry, fetch_auth
def test_request_auth_provider_registry_register():
provider_class = mock.Mock()
registry = RequestAuth... | 94 | 3,388 |
mlflow | tests/tracking/request_auth/test_kubernetes_request_auth_provider.py | .py | from contextlib import contextmanager
from pathlib import Path
from unittest import mock
import pytest
pytest.importorskip("kubernetes")
from kubernetes.config.config_exception import ConfigException
import mlflow.tracking.request_auth.kubernetes_request_auth_provider as _k8s_auth
from mlflow.exceptions import Mlfl... | 425 | 14,456 |
mlflow | tests/tracking/fluent/test_create_experiment_trace_location.py | .py | from unittest import mock
import pytest
import mlflow
import mlflow.tracking.fluent as fluent_module
from mlflow.entities import Experiment
from mlflow.entities.experiment_tag import ExperimentTag
from mlflow.entities.trace_location import UnityCatalog
from mlflow.exceptions import MlflowException
def _experiment(e... | 142 | 4,872 |
mlflow | tests/tracking/fluent/test_fluent.py | .py | import json
import multiprocessing
import os
import random
import re
import subprocess
import sys
import threading
import time
import uuid
from collections import defaultdict
from concurrent.futures import ThreadPoolExecutor
from importlib import reload
from itertools import zip_longest
from pathlib import Path
from ty... | 2,815 | 107,479 |
mlflow | tests/tracking/fluent/test_set_experiment_trace_location.py | .py | from unittest import mock
import pytest
import mlflow
from mlflow.entities import Experiment
from mlflow.entities.experiment_tag import ExperimentTag
from mlflow.entities.trace_location import UnityCatalog
from mlflow.exceptions import MlflowException
from mlflow.tracking._uc_upsell import show_existing_experiment_up... | 470 | 18,608 |
mlflow | tests/tracking/fluent/test_fluent_autolog.py | .py | import contextlib
import inspect
import sys
from io import StringIO
from typing import Any, NamedTuple
from unittest import mock
import anthropic
import autogen
import boto3
import dspy
import google.genai
import groq
import keras
import langchain
import lightgbm
import lightning
import litellm
import llama_index.core... | 517 | 18,825 |
mlflow | tests/tracking/fluent/test_metric_value_conversion_utils.py | .py | import numpy as np
import pytest
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
from tests.helpe... | 40 | 1,327 |
mlflow | tests/tracking/default_experiment/test_registry.py | .py | from importlib import reload
from unittest import mock
import pytest
import mlflow.tracking.default_experiment.registry
from mlflow.tracking.default_experiment.databricks_notebook_experiment_provider import (
DatabricksNotebookExperimentProvider,
)
from mlflow.tracking.default_experiment.registry import (
Def... | 166 | 5,733 |
mlflow | tests/tracking/default_experiment/test_databricks_notebook_experiment_provider.py | .py | from unittest import mock
import pytest
from mlflow import MlflowClient
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_pb2 import INVALID_PARAMETER_VALUE
from mlflow.tracking.default_experiment.databricks_notebook_experiment_provider import (
DatabricksNotebookExperimentProvider,
)
fr... | 84 | 3,181 |
mlflow | tests/tracking/_model_registry/test_model_registry_client.py | .py | from unittest import mock
from unittest.mock import ANY
import pytest
from mlflow.entities.model_registry import (
ModelVersion,
ModelVersionTag,
RegisteredModel,
RegisteredModelTag,
)
from mlflow.exceptions import MlflowException
from mlflow.store.entities.paged_list import PagedList
from mlflow.stor... | 550 | 20,253 |
mlflow | tests/tracking/_model_registry/test_model_registry_fluent.py | .py | import logging
import os
import subprocess
from pathlib import Path
from unittest import mock
import pytest
import requests
import mlflow
from mlflow import MlflowClient, register_model
from mlflow.entities.model_registry import ModelVersion, RegisteredModel
from mlflow.exceptions import MlflowException
from mlflow.p... | 607 | 22,571 |
mlflow | tests/tracking/_model_registry/test_utils.py | .py | import io
import pickle
from unittest import mock
import pytest
from mlflow.environment_variables import MLFLOW_TRACKING_URI
from mlflow.store._unity_catalog.registry.rest_store import UcModelRegistryStore
from mlflow.store._unity_catalog.registry.uc_native_rest_store import UcNativeModelRegistryStore
from mlflow.sto... | 358 | 13,647 |
mlflow | tests/tracking/_tracking_service/test_tracking_service_client.py | .py | from unittest import mock
import pytest
from mlflow.entities import Metric, Param, Run, RunInfo, RunTag
from mlflow.exceptions import MlflowException
from mlflow.tracking._tracking_service.client import TrackingServiceClient
@pytest.fixture
def mock_store():
with mock.patch("mlflow.tracking._tracking_service.ut... | 157 | 5,705 |
mlflow | tests/tracking/_tracking_service/test_utils.py | .py | import io
import itertools
import os
import pickle
import uuid
from importlib import reload
from pathlib import Path
from unittest import mock
from urllib.parse import urlparse
from urllib.request import url2pathname
import pytest
import mlflow
from mlflow.environment_variables import (
MLFLOW_ENABLE_WORKSPACES,
... | 548 | 20,669 |
mlflow | tests/tracking/request_header/test_databricks_request_header_provider.py | .py | import itertools
from unittest import mock
import pytest
from mlflow.tracking.request_header.databricks_request_header_provider import (
DatabricksRequestHeaderProvider,
)
bool_values = [True, False]
@pytest.mark.parametrize(
("is_in_databricks_notebook", "is_in_databricks_job", "is_in_cluster"),
list(... | 92 | 3,768 |
mlflow | tests/tracking/request_header/test_registry.py | .py | from importlib import reload
from unittest import mock
import pytest
import mlflow.tracking.request_header.registry
from mlflow.tracking.request_header.databricks_request_header_provider import (
DatabricksRequestHeaderProvider,
)
from mlflow.tracking.request_header.registry import (
RequestHeaderProviderRegi... | 164 | 5,720 |
mlflow | tests/tracking/request_header/test_default_request_header_provider.py | .py | from mlflow.tracking.request_header.default_request_header_provider import (
_DEFAULT_HEADERS,
DefaultRequestHeaderProvider,
)
def test_default_request_header_provider_in_context():
assert DefaultRequestHeaderProvider().in_context()
def test_default_request_header_provider_request_headers():
request... | 14 | 427 |
mlflow | tests/pytest/test_plugin.py | .py | from __future__ import annotations
import os
import subprocess
import sys
from pathlib import Path
from mlflow.pytest import session as _session
from mlflow.tracking import MlflowClient
from mlflow.utils.mlflow_tags import MLFLOW_RUN_TYPE, MLFLOW_RUN_TYPE_TEST
# ------------------------------------------------------... | 244 | 7,345 |
mlflow | tests/prompt/test_promptlab_model.py | .py | from unittest import mock
import pandas as pd
from mlflow.deployments import set_deployments_target
from mlflow.entities.param import Param
from mlflow.prompt.promptlab_model import _PromptlabModel
set_deployments_target("http://localhost:5000")
def construct_model(route):
return _PromptlabModel(
"Writ... | 100 | 2,834 |
mlflow | tests/catboost/test_catboost_model_export.py | .py | import json
import os
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import catboost as cb
import numpy as np
import pandas as pd
import pytest
import yaml
from packaging.version import Version
from sklearn import datasets
from sklearn.pipeline import Pipeline
import mlflow.catb... | 539 | 20,242 |
mlflow | tests/genai/test_genai_import_without_agent_sdk.py | .py | import json
from unittest import mock
from unittest.mock import patch
import pytest
from mlflow.genai.datasets import create_dataset, delete_dataset, get_dataset
from mlflow.genai.scorers import (
Guidelines,
delete_scorer,
get_scorer,
list_scorers,
)
from mlflow.genai.scorers.base import Scorer
from ... | 175 | 6,406 |
mlflow | tests/genai/test_scheduled_scorers.py | .py | from mlflow.genai.scheduled_scorers import (
ScorerScheduleConfig,
)
from mlflow.genai.scorers.base import Scorer
class MockScorer(Scorer):
"""Mock scorer for testing purposes."""
name: str = "mock_scorer"
def __call__(self, *, outputs=None, **kwargs):
return {"score": 1.0}
def test_schedu... | 29 | 795 |
mlflow | tests/genai/test_mcp_tool_discovery.py | .py | from __future__ import annotations
import asyncio
import socket
import sys
import threading
import time
from types import SimpleNamespace
from typing import Any
from unittest import mock
import pytest
from mlflow.entities.mcp_server import MCPRemoteTransportType, MCPTool
from mlflow.exceptions import MlflowException... | 416 | 13,857 |
mlflow | tests/genai/test_agent_server.py | .py | import contextvars
from typing import Any, AsyncGenerator
from unittest.mock import AsyncMock, Mock, patch
import httpx
import pytest
from fastapi.testclient import TestClient
from mlflow.genai.agent_server import (
AgentServer,
get_invoke_function,
get_request_headers,
get_stream_function,
invoke... | 1,325 | 44,175 |
mlflow | tests/genai/test_git_versioning.py | .py | import subprocess
from pathlib import Path
from unittest import mock
import pytest
import mlflow
from mlflow.genai import disable_git_model_versioning, enable_git_model_versioning
from mlflow.genai.git_versioning import _get_active_git_context
from mlflow.utils.mlflow_tags import MLFLOW_GIT_DIFF
@pytest.fixture(aut... | 270 | 10,188 |
mlflow | tests/genai/test_mcp_servers.py | .py | from __future__ import annotations
import json
import urllib.request
from pathlib import Path
from unittest import mock
import pytest
from mlflow import genai
from mlflow.entities.mcp_server import MCPRemoteTransportType, MCPStatus, MCPTool
from mlflow.exceptions import MlflowException
from mlflow.genai.mcp_tool_dis... | 1,273 | 47,638 |
mlflow | tests/genai/test_agent_tester.py | .py | from unittest import mock
import pydantic
import pytest
from mlflow.genai.agent_tester import (
_DEFAULT_NUM_TEST_CASES,
_DEFAULT_TESTING_GUIDANCE,
AgentTestResult,
_AgentDescription,
_describe_agent_from_response,
_describe_agent_from_traces,
_generate_test_cases,
_get_agent_response_... | 566 | 18,875 |
mlflow | tests/genai/conftest.py | .py | import functools
import os
from unittest import mock
import pytest
import mlflow
import mlflow.telemetry.utils
from mlflow.entities.assessment import Expectation
from mlflow.entities.document import Document
from mlflow.entities.span import SpanType
from mlflow.genai.scorers.validation import IS_DBX_AGENTS_INSTALLED
... | 116 | 3,732 |
mlflow | tests/genai/simulators/test_distillation.py | .py | from unittest import mock
import pydantic
import pytest
from mlflow.entities.session import Session
from mlflow.genai.simulators.distillation import (
_distill_goal_and_persona,
_GoalAndPersona,
generate_test_cases,
)
@pytest.fixture
def mock_session():
trace = mock.MagicMock()
return Session([t... | 214 | 7,042 |
mlflow | tests/genai/simulators/test_simulator.py | .py | import re
from unittest.mock import Mock, patch
import pandas as pd
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.genai.datasets.evaluation_dataset import EvaluationDataset
from mlflow.genai.simulators import (
BaseSimulatedUserAgent,
ConversationSimulator,
Simulate... | 1,020 | 34,999 |
mlflow | tests/genai/simulators/test_utils.py | .py | from unittest import mock
import pytest
from mlflow.genai.simulators.utils import (
format_history,
get_default_simulation_model,
invoke_model_without_tracing,
)
@pytest.mark.parametrize(
("history", "expected"),
[
([], None),
([{"role": "user", "content": "Hello"}], "user: Hello... | 108 | 3,451 |
mlflow | tests/genai/simulators/conftest.py | .py | from contextlib import contextmanager
from unittest.mock import Mock, patch
import pytest
@pytest.fixture
def mock_trace():
trace = Mock()
trace.info.trace_metadata = {}
trace.info.tags = {}
return trace
@pytest.fixture
def simulation_mocks(mock_trace):
"""Fixture providing common mocks for con... | 142 | 3,895 |
mlflow | tests/genai/evaluate/test_pytest_integration.py | .py | from __future__ import annotations
import os
import subprocess
import sys
import textwrap
from pathlib import Path
from mlflow.pytest.session import TAG_TEST_NAME
from mlflow.tracking import MlflowClient
_GENERATED_TEST = """
import mlflow
from mlflow.genai.scorers import scorer
@scorer
def always_pass(*, outputs)... | 62 | 1,651 |
mlflow | tests/genai/evaluate/test_evaluation.py | .py | import threading
import uuid
from concurrent.futures import ThreadPoolExecutor
from dataclasses import dataclass
from pathlib import Path
from typing import Any, Literal
from unittest import mock
from unittest.mock import ANY, MagicMock
import pandas as pd
import pytest
import mlflow
from mlflow.entities.assessment i... | 2,305 | 81,131 |
mlflow | tests/genai/evaluate/test_entities.py | .py | import numpy as np
import pandas as pd
from mlflow.entities.dataset_record_source import DatasetRecordSource, DatasetRecordSourceType
from mlflow.genai.evaluation.entities import EvalItem, EvaluationResult
from mlflow.genai.judges import CategoricalRating
def test_eval_item_from_dataset_row_extracts_source():
so... | 192 | 6,264 |
mlflow | tests/genai/evaluate/test_rate_limiter.py | .py | import pytest
from mlflow.genai.evaluation.harness import (
AUTO_INITIAL_RPS,
_make_rate_limiter,
_parse_rate_limit,
)
from mlflow.genai.evaluation.rate_limiter import (
NoOpRateLimiter,
RPSRateLimiter,
call_with_retry,
eval_retry_context,
is_rate_limit_error,
)
from mlflow.genai.judges... | 409 | 11,356 |
mlflow | tests/genai/evaluate/test_session_utils.py | .py | from unittest.mock import Mock, patch
import pytest
import mlflow
from mlflow.entities import TraceData, TraceInfo, TraceLocation, TraceState
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.entities.trace import Trace
fro... | 564 | 19,171 |
mlflow | tests/genai/evaluate/test_to_predict_fn.py | .py | import importlib.metadata
from unittest import mock
import pytest
import mlflow
from mlflow.entities.trace_info import TraceInfo
from mlflow.environment_variables import MLFLOW_ENABLE_ASYNC_TRACE_LOGGING
from mlflow.exceptions import MlflowException
from mlflow.genai.evaluation.base import to_predict_fn
from mlflow.g... | 602 | 22,727 |
mlflow | tests/genai/evaluate/test_telemetry.py | .py | from unittest import mock
import pytest
from mlflow.genai import Scorer, scorer
from mlflow.genai.evaluation.telemetry import (
_BATCH_SIZE_HEADER,
_CLIENT_NAME_HEADER,
_CLIENT_VERSION_HEADER,
_SESSION_ID_HEADER,
emit_metric_usage_event,
)
from mlflow.genai.judges import make_judge
from mlflow.gen... | 301 | 9,154 |
mlflow | tests/genai/evaluate/test_context.py | .py | import threading
from unittest import mock
import pytest
import mlflow
from mlflow.environment_variables import MLFLOW_TRACKING_USERNAME
from mlflow.genai.evaluation.context import NoneContext, _set_context, eval_context, get_context
@pytest.fixture(autouse=True)
def reset_context():
yield
_set_context(None... | 77 | 1,834 |
mlflow | tests/genai/evaluate/test_utils.py | .py | import json
import sys
from typing import Any, Literal
from unittest.mock import MagicMock, Mock, patch
import pandas as pd
import pytest
import mlflow
from mlflow.entities.assessment_source import AssessmentSource
from mlflow.entities.span import SpanType
from mlflow.entities.trace import Trace
from mlflow.exception... | 637 | 21,914 |
mlflow | tests/genai/evaluate/test_job.py | .py | import os
from unittest import mock
import pytest
from mlflow.entities.run_status import RunStatus
from mlflow.genai.evaluation.job import invoke_genai_evaluate_job
def _serialized_scorer(name: str = "scorer") -> str:
return f'{{"name": "{name}"}}'
def test_invoke_genai_evaluate_job_has_metadata():
"""Wit... | 205 | 9,040 |
mlflow | tests/genai/judges/test_alignment_optimizer.py | .py | from unittest.mock import Mock, patch
import pytest
from mlflow.entities.trace import Trace
from mlflow.genai.judges import AlignmentOptimizer, Judge, make_judge
from mlflow.genai.judges.base import JudgeField
from mlflow.genai.judges.optimizers import MemAlignOptimizer
from mlflow.genai.judges.utils import get_defau... | 190 | 6,254 |
mlflow | tests/genai/judges/test_builtin.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.assessment import (
AssessmentError,
AssessmentSource,
AssessmentSourceType,
Feedback,
)
from mlflow.exceptions import MlflowException
from mlflow.genai import judges
from mlflow.genai.evaluation.entities import EvalItem, EvalRes... | 737 | 26,811 |
mlflow | tests/genai/judges/test_judge_tool_list_spans.py | .py | from unittest import mock
import pytest
from mlflow.entities.span import Span
from mlflow.entities.span_status import SpanStatus, SpanStatusCode
from mlflow.entities.trace import Trace
from mlflow.entities.trace_data import TraceData
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location... | 156 | 5,345 |
mlflow | tests/genai/judges/test_judge_tool_get_span.py | .py | import pytest
from mlflow.entities.span import Span
from mlflow.entities.trace import Trace
from mlflow.entities.trace_data import TraceData
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.jud... | 234 | 6,967 |
mlflow | tests/genai/judges/test_judge_tool_get_span_image.py | .py | import base64
import json
from typing import Any
import mlflow
from mlflow.genai.judges.tools.get_span_image import (
_ATTACHMENT_REF_RE,
GetSpanImageTool,
SpanImageResult,
)
from mlflow.tracing.attachments import Attachment
from mlflow.types.llm import ToolDefinition
# 1x1 PNG-ish bytes; content is opaqu... | 241 | 9,353 |
mlflow | tests/genai/judges/test_judge_tool_get_traces_in_session.py | .py | from unittest.mock import MagicMock, patch
import pytest
from mlflow.entities.trace import Trace, TraceData
from mlflow.entities.trace_info import TraceInfo as MlflowTraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.exceptions import Mlfl... | 166 | 6,004 |
mlflow | tests/genai/judges/test_judge_tool_registry.py | .py | import inspect
import json
import pytest
import mlflow
from mlflow.entities.span import SpanType
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.exceptions i... | 218 | 6,602 |
mlflow | tests/genai/judges/test_judge_base.py | .py | from typing import Any
import pytest
from mlflow.entities.assessment import Feedback
from mlflow.entities.trace import Trace
from mlflow.genai.judges import Judge
from mlflow.genai.judges.base import JudgeField
from mlflow.genai.scorers.base import Scorer
class MockJudgeImplementation(Judge):
def __init__(self,... | 113 | 3,686 |
mlflow | tests/genai/judges/test_judge_tool_get_trace_info.py | .py | from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.judges.tools.get_trace_info import GetTraceInfoTool
from mlflow.types.llm import ToolDefinition
def tes... | 81 | 2,474 |
mlflow | tests/genai/judges/test_search_trace_regex_tool.py | .py | import json
import pytest
from mlflow.entities.trace import Trace
from mlflow.entities.trace_data import TraceData
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.judges.tools.search_trace_re... | 307 | 11,174 |
mlflow | tests/genai/judges/test_make_judge.py | .py | import json
import sys
import types
import typing
from dataclasses import asdict
from typing import Any, Literal
from unittest import mock
from unittest.mock import patch
import pandas as pd
import pydantic
import pytest
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
import mlflow
import mlflow.... | 4,196 | 143,063 |
mlflow | tests/genai/judges/test_custom_prompt_judge.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.assessment import AssessmentError
from mlflow.entities.assessment_source import AssessmentSourceType
from mlflow.genai.judges.adapters.gateway_adapter import InvokeOutput
from mlflow.genai.judges.custom_prompt_judge import _remove_choice_bracket... | 184 | 5,913 |
mlflow | tests/genai/judges/test_judge_tool_get_root_span.py | .py | import pytest
from mlflow.entities.span import Span
from mlflow.entities.trace import Trace
from mlflow.entities.trace_data import TraceData
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.jud... | 259 | 7,772 |
mlflow | tests/genai/judges/test_judge_tool_search_traces.py | .py | from unittest import mock
import pytest
from mlflow.entities.assessment import Expectation, Feedback
from mlflow.entities.assessment_error import AssessmentError
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.entities.span import Span
from mlflow.entities.trace import... | 452 | 14,984 |
mlflow | tests/genai/judges/test_judge_tool_get_span_performance_and_timing_report.py | .py | from mlflow.entities.span import Span
from mlflow.entities.trace import Trace
from mlflow.entities.trace_data import TraceData
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.judges.tools.get_s... | 883 | 26,386 |
mlflow | tests/genai/judges/optimizers/test_simba.py | .py | from importlib import reload
from unittest.mock import MagicMock, patch
import dspy
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.judges.optimizers import SIMBAAlignmentOptimizer
def test_dspy_optimize_no_dspy():
# Since dspy import is now at module level, we need to test this di... | 113 | 4,620 |
mlflow | tests/genai/judges/optimizers/test_dspy_utils.py | .py | import json
import time
from unittest.mock import MagicMock, Mock, patch
import dspy
import pytest
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.entit... | 769 | 26,718 |
mlflow | tests/genai/judges/optimizers/test_dspy_base.py | .py | from typing import Any, Callable, Collection
from unittest.mock import MagicMock, Mock, patch
import dspy
import litellm
import pytest
from mlflow.entities.trace import Trace
from mlflow.exceptions import MlflowException
from mlflow.genai.judges import make_judge
from mlflow.genai.judges.optimizers.dspy import DSPyAl... | 520 | 19,866 |
mlflow | tests/genai/judges/optimizers/test_gepa.py | .py | from importlib import reload
from unittest.mock import MagicMock, patch
import dspy
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.judges.optimizers import GEPAAlignmentOptimizer
from tests.genai.judges.optimizers.conftest import create_mock_judge_invocator
def test_dspy_optimize_no_... | 178 | 7,140 |
mlflow | tests/genai/judges/optimizers/conftest.py | .py | """Shared test fixtures for optimizer tests."""
import json
import time
from typing import Any
from unittest.mock import Mock
import dspy
import pytest
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_source import As... | 675 | 22,803 |
mlflow | tests/genai/judges/optimizers/memalign/test_optimizer.py | .py | import json
import threading
from concurrent.futures import ThreadPoolExecutor
from contextlib import contextmanager
from unittest.mock import MagicMock, patch
import pytest
import mlflow
from mlflow.entities.assessment import Assessment, AssessmentSource, Feedback
from mlflow.entities.assessment_source import Assess... | 1,488 | 60,722 |
mlflow | tests/genai/judges/optimizers/memalign/test_utils.py | .py | import json
from unittest.mock import MagicMock, patch
import dspy
import pytest
import mlflow
from mlflow.genai.judges.optimizers.memalign.utils import (
Guideline,
Guidelines,
_build_strict_response_format,
_count_tokens,
_create_batches,
_extract_json_object,
distill_guidelines,
get... | 833 | 30,210 |
mlflow | tests/genai/judges/optimizers/memalign/conftest.py | .py | """Shared test fixtures for memalign optimizer tests."""
import pytest
from mlflow.genai.judges.optimizers.memalign.utils import (
_get_model_max_input_tokens,
truncate_to_token_limit,
)
@pytest.fixture(autouse=True)
def clear_lru_caches():
"""Clear lru_cache before each test to ensure mocks work correc... | 19 | 514 |
mlflow | tests/genai/judges/utils/test_get_default_model.py | .py | import pytest
from mlflow.genai.judges.utils import get_default_model
@pytest.mark.parametrize(
("env_value", "tracking_uri", "expected"),
[
("openai:/gpt-5", "databricks", "openai:/gpt-5"),
("anthropic:/claude-4", "http://localhost:5000", "anthropic:/claude-4"),
("", "databricks", "d... | 24 | 924 |
mlflow | tests/genai/judges/utils/test_invocation_utils.py | .py | import json
from unittest import mock
import pytest
from pydantic import BaseModel, Field
from mlflow.entities.assessment import AssessmentSourceType
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.t... | 442 | 15,584 |
mlflow | tests/genai/judges/utils/test_formatting_utils.py | .py | import pytest
from mlflow.genai.judges.utils.formatting_utils import format_available_tools, format_tools_called
from mlflow.genai.utils.type import FunctionCall
from mlflow.types.chat import (
ChatTool,
FunctionParams,
FunctionToolDefinition,
ParamProperty,
)
@pytest.mark.parametrize(
("tools", ... | 225 | 7,260 |
mlflow | tests/genai/judges/utils/test_parsing_utils.py | .py | import pytest
from mlflow.genai.judges.utils.parsing_utils import (
_sanitize_justification,
_strip_markdown_code_blocks,
)
def test_strip_markdown_no_markdown_returns_unchanged():
response = '{"result": "yes", "rationale": "looks good"}'
assert _strip_markdown_code_blocks(response) == response
def... | 171 | 5,069 |
mlflow | tests/genai/judges/utils/test_tool_calling_utils.py | .py | import json
from dataclasses import dataclass
from unittest import mock
import pytest
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.genai.judges.tools.get_... | 253 | 9,455 |
mlflow | tests/genai/judges/utils/test_prompt_utils.py | .py | import pytest
from mlflow.genai.judges.base import Judge
from mlflow.genai.judges.utils.prompt_utils import add_output_format_instructions
from mlflow.genai.prompts.utils import format_prompt
def test_add_output_format_instructions():
output_fields = Judge.get_output_fields()
simple_prompt = "Evaluate this ... | 63 | 2,226 |
mlflow | tests/genai/judges/adapters/test_base_adapter.py | .py | from unittest import mock
import pytest
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.exceptions import MlflowException
from mlflow.genai.judges.adapters.base_adapter import (
AdapterInvocationInput,
AdapterInvo... | 171 | 5,456 |
mlflow | tests/genai/judges/adapters/test_gateway_adapter.py | .py | import json
from unittest import mock
import pydantic
import pytest
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.exceptions import MlflowException
from ml... | 1,352 | 45,082 |
mlflow | tests/genai/judges/adapters/test_litellm_adapter.py | .py | from unittest import mock
import litellm
import pytest
from litellm import RetryPolicy
from litellm.types.utils import ModelResponse
from pydantic import BaseModel, Field, ValidationError
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location impor... | 1,018 | 38,235 |
mlflow | tests/genai/judges/adapters/test_databricks_managed_adapter.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.trace import Trace
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.entities.trace_state import TraceState
from mlflow.exceptions import MlflowException
from mlflow.genai.judge... | 679 | 23,436 |
mlflow | tests/genai/judges/adapters/test_utils.py | .py | from unittest import mock
import pytest
import requests
from mlflow.exceptions import MlflowException
from mlflow.genai.judges.adapters.databricks_managed_judge_adapter import (
DatabricksManagedJudgeAdapter,
)
from mlflow.genai.judges.adapters.gateway_adapter import GatewayAdapter
from mlflow.genai.judges.adapte... | 150 | 5,469 |
mlflow | tests/genai/scorers/test_registered_scorers_scheduling.py | .py | from unittest.mock import patch
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers import Guidelines, scorer
from mlflow.genai.scorers.base import Scorer, ScorerSamplingConfig
@pytest.fixture(autouse=True)
def mock_databricks_runtime():
from mlflow.genai.scorers.registry impor... | 419 | 15,130 |
mlflow | tests/genai/scorers/test_scorer.py | .py | from collections import defaultdict
from unittest.mock import call, patch
import pandas as pd
import pytest
import mlflow
from mlflow.entities import Assessment, AssessmentSource, AssessmentSourceType, Feedback
from mlflow.entities.assessment_error import AssessmentError
from mlflow.genai import Scorer, scorer
from m... | 547 | 18,263 |
mlflow | tests/genai/scorers/test_scorer_description.py | .py | from unittest.mock import patch
import pytest
from mlflow.genai import scorer
from mlflow.genai.judges import make_judge
from mlflow.genai.judges.instructions_judge import InstructionsJudge
from mlflow.genai.scorers import RelevanceToQuery
@pytest.fixture(autouse=True)
def mock_databricks_runtime():
with patch(... | 158 | 4,375 |
mlflow | tests/genai/scorers/test_scorer_telemetry.py | .py | import asyncio
import json
import threading
from typing import Callable
from unittest import mock
import pytest
from pydantic import PrivateAttr
from mlflow.entities import Feedback
from mlflow.genai.scorers import scorer
from mlflow.genai.scorers.base import Scorer
from mlflow.telemetry.client import TelemetryClient... | 310 | 9,697 |
mlflow | tests/genai/scorers/test_scorer_utils.py | .py | import json
import pytest
from mlflow.entities import Assessment, Feedback, Trace
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers.scorer_utils import (
BUILTIN_SCORER_PYDANTIC_DATA,
INSTRUCTIONS_JUDGE_PYDANTIC_DATA,
build_gateway_model,
extract_endpoint_ref,
extract_model_f... | 652 | 20,747 |
mlflow | tests/genai/scorers/test_builtin_scorers_registration.py | .py | from pathlib import Path
from typing import Iterator
from unittest import mock
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers import RetrievalRelevance, Safety, Scorer
from mlflow.genai.scorers.base import ScorerSamplingConfig
@pytest.fixture
def mock_databricks_... | 138 | 4,817 |
mlflow | tests/genai/scorers/test_builtin_scorers.py | .py | import json
from unittest import mock
from unittest.mock import Mock, call, patch
import pydantic
import pytest
import mlflow
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_error import AssessmentError
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceTyp... | 2,852 | 102,057 |
mlflow | tests/genai/scorers/test_scorer_CRUD.py | .py | import json
from unittest.mock import Mock, patch
import pytest
import mlflow
import mlflow.genai
from mlflow.entities import GatewayEndpointModelConfig, GatewayModelLinkageType, LifecycleStage
from mlflow.entities.gateway_endpoint import GatewayEndpoint
from mlflow.exceptions import MlflowException
from mlflow.genai... | 1,011 | 39,974 |
mlflow | tests/genai/scorers/test_scorer_ensemble.py | .py | import json
from typing import Literal
from unittest import mock
import pandas as pd
import pytest
import mlflow.genai
import mlflow.genai.scorers as _public_scorers
from mlflow.entities.assessment import Feedback
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.excepti... | 747 | 28,130 |
mlflow | tests/genai/scorers/test_validation.py | .py | from unittest import mock
import pandas as pd
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.genai.evaluation.utils import _convert_to_eval_set
from mlflow.genai.scorers.base import Scorer, scorer
from mlflow.genai.scorers.builtin_scorers import (
Correctness,
Expectatio... | 240 | 7,851 |
mlflow | tests/genai/scorers/test_llm_backend.py | .py | from unittest.mock import Mock, patch
import pydantic
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers.llm_backend import ScorerLLMClient
def test_databricks_route():
backend = ScorerLLMClient("databricks")
assert backend.route == "databricks"
assert backend.is_nativ... | 245 | 7,959 |
mlflow | tests/genai/scorers/test_aggregation.py | .py | import pytest
from mlflow.entities.assessment import Feedback
from mlflow.genai.evaluation.entities import EvalItem, EvalResult
from mlflow.genai.judges.builtin import CategoricalRating
from mlflow.genai.scorers.aggregation import (
_cast_assessment_value_to_float,
compute_aggregated_metrics,
)
from mlflow.gen... | 121 | 4,220 |
mlflow | tests/genai/scorers/test_serialization.py | .py | import json
from typing import Any, ClassVar
from unittest.mock import Mock, patch
import pytest
import mlflow
from mlflow.entities import Feedback
from mlflow.entities.scorer import ScorerVersion
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers import Scorer, scorer
from mlflow.genai.scorers.b... | 901 | 30,447 |
mlflow | tests/genai/scorers/conftest.py | .py | """Conftest for scorer tests - imports telemetry fixtures for telemetry testing."""
from unittest import mock
import pytest
import mlflow.telemetry.utils
# Import telemetry fixtures from the telemetry test module
# Autouse fixtures (terminate_telemetry_client, mock_requests_get)
# are imported for their side effect... | 28 | 869 |
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