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/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 |
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 |
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