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/webhooks/test_delivery.py | .py | import json
from pathlib import Path
from unittest.mock import Mock, patch
import pytest
from mlflow.entities.webhook import Webhook, WebhookAction, WebhookEntity, WebhookEvent
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.store.model_registry.file_store import FileStore
from mlflow.st... | 178 | 6,013 |
mlflow | tests/webhooks/test_ssrf.py | .py | import http.server
import socket
import threading
from collections.abc import Iterator
from unittest import mock
import pytest
import requests
from urllib3.util.retry import Retry
from mlflow.webhooks.delivery import _create_webhook_session
from mlflow.webhooks.ssrf import SSRFProtectedHTTPAdapter, SSRFProtectionErro... | 132 | 5,773 |
mlflow | tests/webhooks/app.py | .py | import base64
import hashlib
import hmac
import itertools
import json
import sys
from pathlib import Path
import fastapi
import uvicorn
from fastapi import HTTPException, Request
from mlflow.webhooks.constants import (
WEBHOOK_DELIVERY_ID_HEADER,
WEBHOOK_SIGNATURE_HEADER,
WEBHOOK_SIGNATURE_VERSION,
WE... | 242 | 7,351 |
mlflow | tests/webhooks/test_e2e.py | .py | import contextlib
import os
import subprocess
import sys
import time
from dataclasses import dataclass
from pathlib import Path
from typing import Any, Generator
import psutil
import pytest
import requests
from cryptography.fernet import Fernet
from mlflow import MlflowClient
from mlflow.entities.webhook import Webho... | 960 | 33,039 |
mlflow | tests/spacy/test_spacy_model_export.py | .py | import json
import os
import random
from pathlib import Path
from typing import Any, NamedTuple
from unittest import mock
import pandas as pd
import pytest
import spacy
import yaml
from packaging.version import Version
from spacy.util import compounding, minibatch
import mlflow.pyfunc.scoring_server as pyfunc_scoring... | 512 | 19,731 |
mlflow | tests/demo/test_generate.py | .py | import threading
from unittest import mock
from mlflow.demo import generate_all_demos
from mlflow.demo.base import BaseDemoGenerator, DemoFeature, DemoResult
from mlflow.environment_variables import MLFLOW_WORKSPACE
from mlflow.utils.workspace_context import (
clear_server_request_workspace,
get_request_worksp... | 122 | 4,029 |
mlflow | tests/demo/test_prompts_generator.py | .py | import pytest
from mlflow.demo.base import DEMO_PROMPT_PREFIX, DemoFeature, DemoResult
from mlflow.demo.data import DEMO_PROMPTS
from mlflow.demo.generators.prompts import PromptsDemoGenerator
from mlflow.genai.prompts import load_prompt, search_prompts
@pytest.fixture
def prompts_generator():
generator = Prompt... | 141 | 4,195 |
mlflow | tests/demo/test_api_routes.py | .py | from pathlib import Path
import pytest
import requests
import mlflow
from mlflow.server import handlers
from mlflow.server.fastapi_app import app
from mlflow.server.handlers import initialize_backend_stores
from tests.helper_functions import get_safe_port
from tests.tracking.integration_test_utils import ServerThrea... | 104 | 3,413 |
mlflow | tests/demo/test_registry.py | .py | import pytest
from mlflow.demo.base import BaseDemoGenerator, DemoFeature
def test_register_and_get(fresh_registry, stub_generator):
fresh_registry.register(stub_generator)
assert fresh_registry.get(DemoFeature.TRACES) is stub_generator
def test_register_duplicate_raises(fresh_registry, stub_generator):
... | 49 | 1,523 |
mlflow | tests/demo/test_judges_generator.py | .py | import pytest
from mlflow.demo.base import DemoFeature, DemoResult
from mlflow.demo.generators.judges import DEMO_JUDGE_PREFIX, JudgesDemoGenerator
from mlflow.genai.scorers.registry import list_scorers
@pytest.fixture
def judges_generator():
generator = JudgesDemoGenerator()
original_version = generator.ver... | 87 | 2,382 |
mlflow | tests/demo/test_traces_generator.py | .py | import pytest
import mlflow
from mlflow import get_experiment_by_name, set_experiment
from mlflow.demo.base import DEMO_EXPERIMENT_NAME, DemoFeature, DemoResult
from mlflow.demo.generators.traces import (
_PROVIDER_TO_LLM_SPAN_NAME,
DEMO_SESSION_TURN_TAG,
DEMO_TRACE_TYPE_TAG,
DEMO_VERSION_TAG,
Trac... | 293 | 11,051 |
mlflow | tests/demo/test_base.py | .py | import pytest
from mlflow.demo.base import (
DEMO_EXPERIMENT_NAME,
DEMO_PROMPT_PREFIX,
BaseDemoGenerator,
DemoFeature,
DemoResult,
)
def test_demo_feature_enum():
assert DemoFeature.TRACES == "traces"
assert DemoFeature.EVALUATION == "evaluation"
assert isinstance(DemoFeature.TRACES, ... | 133 | 3,567 |
mlflow | tests/demo/test_search_traces_flush.py | .py | from unittest import mock
from mlflow import set_experiment
from mlflow.demo.base import DEMO_EXPERIMENT_NAME
from mlflow.demo.generators.evaluation import EvaluationDemoGenerator
from mlflow.demo.generators.issues import IssuesDemoGenerator
from mlflow.demo.generators.traces import TracesDemoGenerator
def test_eval... | 43 | 1,409 |
mlflow | tests/demo/test_evaluation_generator.py | .py | import pytest
import mlflow
from mlflow.demo.base import DEMO_EXPERIMENT_NAME, DemoFeature, DemoResult
from mlflow.demo.data import ALL_DEMO_TRACES
from mlflow.demo.generators.evaluation import EvaluationDemoGenerator
from mlflow.demo.generators.traces import TracesDemoGenerator
@pytest.fixture
def evaluation_genera... | 119 | 3,806 |
mlflow | tests/demo/test_review_queues_generator.py | .py | import pytest
import mlflow
from mlflow.demo.base import DEMO_EXPERIMENT_NAME, DemoFeature, DemoResult
from mlflow.demo.generators.review_queues import (
DEMO_DEFAULT_REVIEWER,
DEMO_LABEL_SCHEMAS,
DEMO_REVIEW_QUEUE_NAME,
DEMO_REVIEWERS,
ReviewQueuesDemoGenerator,
)
from mlflow.tracking._tracking_se... | 149 | 4,872 |
mlflow | tests/demo/test_cli.py | .py | import socket
import sys
from unittest import mock
import click
import pytest
from click.testing import CliRunner
import mlflow
from mlflow.cli import cli
from mlflow.cli.demo import _check_server_connection, demo
from mlflow.demo.base import DEMO_EXPERIMENT_NAME, DEMO_PROMPT_PREFIX
from mlflow.demo.generators.traces... | 185 | 5,393 |
mlflow | tests/demo/test_demo_integration.py | .py | from pathlib import Path
import pytest
from mlflow import MlflowClient, set_tracking_uri
from mlflow.demo import generate_all_demos
from mlflow.demo.base import DEMO_EXPERIMENT_NAME, DEMO_PROMPT_PREFIX
from mlflow.demo.data import DEMO_PROMPTS
from mlflow.demo.generators.evaluation import (
DEMO_DATASET_BASELINE_... | 599 | 21,255 |
mlflow | tests/demo/conftest.py | .py | import pytest
from mlflow.demo.base import BaseDemoGenerator, DemoFeature, DemoResult
from mlflow.demo.registry import DemoRegistry
class StubGenerator(BaseDemoGenerator):
name = DemoFeature.TRACES
def __init__(self, version: int = 1):
self._version = version
self.generate_called = False
... | 74 | 1,718 |
mlflow | tests/gemini/test_gemini_autolog.py | .py | # Tests for the new Gemini Python SDK:
# https://github.com/googleapis/python-genai
import asyncio
import base64
import importlib.metadata
import re
from unittest.mock import patch
import pytest
from google import genai
from packaging.version import Version
import mlflow
from mlflow.entities import SpanLogLevel
from... | 747 | 24,934 |
mlflow | tests/gemini/test_legacy_gemini_autolog.py | .py | # Tests for the legacy Gemini Python SDK:
# https://github.com/google-gemini/generative-ai-python
import base64
from unittest.mock import patch
import google.generativeai as genai
import pytest
from packaging.version import Version
import mlflow
from mlflow.entities.span import SpanType
from tests.tracing.helper im... | 354 | 11,180 |
mlflow | tests/gemini/test_gemini_genai_semconv_converter.py | .py | import json
from unittest.mock import patch
import pytest
from google import genai
import mlflow
from mlflow.gemini.genai_semconv_converter import _convert_part
from mlflow.tracing.constant import GenAiSemconvKey
from tests.gemini.test_gemini_autolog import (
_dummy_generate_content,
_generate_content_respon... | 163 | 5,495 |
mlflow | tests/evaluate/test_deprecated.py | .py | import warnings
from contextlib import contextmanager
from unittest.mock import patch
import pandas as pd
import pytest
import mlflow
_TEST_DATA = pd.DataFrame({"x": [1, 2, 3], "y": [4, 5, 6]})
@pytest.mark.parametrize("tracking_uri", ["databricks", "http://localhost:5000"])
def test_global_evaluate_warn_in_tracki... | 41 | 1,298 |
mlflow | tests/evaluate/test_evaluation.py | .py | import hashlib
import io
import json
import os
import re
import signal
import subprocess
import uuid
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import sklearn
import sklearn.compose
import sklearn.datasets
import sklearn.impute
import sklearn.linea... | 2,416 | 87,304 |
mlflow | tests/evaluate/test_default_evaluator_delta.py | .py | import tempfile
import pandas as pd
import pytest
from pyspark.sql import SparkSession
import mlflow
from mlflow.exceptions import MlflowException
def language_model(inputs: list[str]) -> list[str]:
return inputs
def test_write_to_delta_fails_without_spark():
with mlflow.start_run():
model_info = ... | 146 | 5,012 |
mlflow | tests/evaluate/test_validation.py | .py | import random
from unittest import mock
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.models.evaluation import (
EvaluationResult,
MetricThreshold,
ModelEvaluator,
evaluate,
)
from mlflow.models.evaluation.evaluator_registry import _model_evaluation_registry
fro... | 966 | 37,112 |
mlflow | tests/evaluate/test_default_evaluator.py | .py | from __future__ import annotations
import io
import json
import os
import re
from os.path import join as path_join
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pytest
from matplotlib.figure import Figure
from PIL import Image, ImageChops
from pyspark.ml.linalg impor... | 4,565 | 164,786 |
mlflow | tests/evaluate/logging/test_fluent.py | .py | import pytest
import mlflow
from mlflow.entities import Metric
from mlflow.evaluation import Assessment, Evaluation, log_evaluations
from mlflow.evaluation.assessment import AssessmentSource, AssessmentSourceType
from mlflow.evaluation.evaluation_tag import EvaluationTag
from tests.evaluate.logging.utils import get_e... | 218 | 8,241 |
mlflow | tests/evaluate/logging/test_assessment.py | .py | from unittest.mock import patch
import pytest
from mlflow.entities.assessment_source import AssessmentSourceType
from mlflow.evaluation import Assessment
from mlflow.evaluation.assessment import AssessmentSource
from mlflow.exceptions import MlflowException
def test_assessment_equality():
source_1 = AssessmentS... | 328 | 10,543 |
mlflow | tests/evaluate/logging/test_assessment_entity.py | .py | import pytest
from mlflow.evaluation.assessment import AssessmentEntity, AssessmentSource
from mlflow.exceptions import MlflowException
def test_assessment_equality():
source_1 = AssessmentSource(source_type="HUMAN", source_id="user_1")
source_2 = AssessmentSource(source_type="HUMAN", source_id="user_1")
... | 226 | 6,794 |
mlflow | tests/evaluate/logging/utils.py | .py | import pandas as pd
from mlflow.evaluation.evaluation import EvaluationEntity as EvaluationEntity
from mlflow.evaluation.utils import (
_get_assessments_dataframe_schema,
_get_evaluations_dataframe_schema,
_get_metrics_dataframe_schema,
_get_tags_dataframe_schema,
)
from mlflow.exceptions import Mlflow... | 227 | 7,637 |
mlflow | tests/evaluate/logging/test_evaluation.py | .py | from unittest import mock
from mlflow.entities import Metric
from mlflow.evaluation import Assessment, Evaluation
from mlflow.evaluation.assessment import AssessmentSource
from mlflow.evaluation.evaluation_tag import EvaluationTag
def test_evaluation_equality():
inputs = {"feature1": 1.0, "feature2": 2.0}
ou... | 247 | 8,548 |
mlflow | tests/evaluate/logging/test_evaluation_tag.py | .py | import pytest
from mlflow.evaluation.evaluation_tag import EvaluationTag
def test_evaluation_tag_equality():
tag1 = EvaluationTag(key="tag1", value="value1")
tag2 = EvaluationTag(key="tag1", value="value1")
tag3 = EvaluationTag(key="tag1", value="value2")
tag4 = EvaluationTag(key="tag2", value="value... | 50 | 1,392 |
mlflow | tests/evaluate/logging/test_evaluation_entity.py | .py | from mlflow.entities import Metric
from mlflow.evaluation.assessment import AssessmentEntity, AssessmentSource
from mlflow.evaluation.evaluation import EvaluationEntity
from mlflow.evaluation.evaluation_tag import EvaluationTag
def test_evaluation_equality():
source_1 = AssessmentSource(source_type="HUMAN", sourc... | 185 | 6,161 |
mlflow | tests/evaluate/logging/test_utils.py | .py | from mlflow.entities import Metric
from mlflow.evaluation.assessment import AssessmentEntity, AssessmentSource
from mlflow.evaluation.evaluation import EvaluationEntity
from mlflow.evaluation.evaluation_tag import EvaluationTag
from mlflow.evaluation.utils import evaluations_to_dataframes
def test_evaluations_to_data... | 269 | 9,390 |
mlflow | tests/uc_oss/test_uc_oss_integration.py | .py | import os
import subprocess
import sys
import pandas as pd
import pytest
from sklearn import datasets
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import train_test_split
import mlflow
from mlflow.exceptions import MlflowException
from tests.helper_functions import get_safe_port
f... | 157 | 5,710 |
mlflow | tests/bedrock/test_bedrock_autolog.py | .py | import base64
import io
import json
from pathlib import Path
from unittest import mock
import boto3
import pytest
from botocore.exceptions import NoCredentialsError
from botocore.response import StreamingBody
from packaging.version import Version
import mlflow
from mlflow.entities import SpanLogLevel
from mlflow.trac... | 1,540 | 49,709 |
mlflow | tests/bedrock/test_genai_semconv_converter.py | .py | import base64
import json
from pathlib import Path
from unittest import mock
import boto3
import pytest
import mlflow
from mlflow.bedrock.genai_semconv_converter import _convert_image
from mlflow.tracing.constant import GenAiSemconvKey
from tests.tracing.helper import capture_otel_export, reset_autolog_state # noqa... | 257 | 8,860 |
mlflow | tests/strands/test_strands_tracing.py | .py | import json
from collections.abc import AsyncIterator, Sequence
from typing import Any
from strands import Agent
from strands.models.model import Model
from strands.tools.tools import PythonAgentTool
import mlflow
from mlflow.entities import SpanType
from mlflow.environment_variables import MLFLOW_USE_DEFAULT_TRACER_... | 323 | 10,130 |
mlflow | tests/strands/conftest.py | .py | import pytest
from opentelemetry import trace as otel_trace
import mlflow
from mlflow.tracing.provider import provider
@pytest.fixture(autouse=True)
def clear_autolog_state(reset_tracing):
# Reset strands tracer singleton to clear cached tracer provider
try:
import strands.telemetry.tracer as strands... | 32 | 1,013 |
mlflow | tests/diffusers/test_diffusers_model_export.py | .py | import importlib.util
import json
from pathlib import Path
import numpy as np
import pytest
import yaml
pytest.importorskip("diffusers")
pytest.importorskip("safetensors")
from unittest.mock import MagicMock, Mock, patch
from safetensors.numpy import save_file
import mlflow
import mlflow.diffusers
from mlflow.diff... | 724 | 22,570 |
mlflow | tests/tracing/test_provider.py | .py | import random
import threading
from concurrent.futures import ThreadPoolExecutor
from unittest import mock
import pytest
from opentelemetry import trace
from opentelemetry.sdk.trace.id_generator import RandomIdGenerator
import mlflow
from mlflow.entities.trace_location import (
MlflowExperimentLocation,
UCSch... | 1,234 | 44,146 |
mlflow | tests/tracing/test_tracing_client.py | .py | import contextvars
import json
import uuid
from unittest.mock import Mock, patch
import pytest
from opentelemetry import trace as trace_api
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
import mlflow
from mlflow.entities.experiment import Experiment
from mlflow.entities.experiment_tag import Ex... | 796 | 29,115 |
mlflow | tests/tracing/test_fluent.py | .py | import asyncio
import json
import os
import subprocess
import sys
import threading
import time
import uuid
import warnings
from concurrent.futures import ThreadPoolExecutor, as_completed
from dataclasses import asdict
from datetime import datetime
from unittest import mock
import pytest
from opentelemetry.sdk.trace.ex... | 3,255 | 112,287 |
mlflow | tests/tracing/test_assessment.py | .py | import os
from unittest import mock
import pytest
import mlflow
from mlflow.entities.assessment import (
AssessmentError,
Expectation,
Feedback,
IssueReference,
)
from mlflow.entities.assessment_source import AssessmentSource, AssessmentSourceType
from mlflow.entities.issue import IssueStatus
from mlf... | 1,088 | 38,795 |
mlflow | tests/tracing/test_distributed.py | .py | import os
import re
import subprocess
import sys
import time
from contextlib import contextmanager
from pathlib import Path
from typing import Iterator
import requests
import mlflow
from mlflow.tracing.distributed import (
get_tracing_context_headers_for_http_request,
set_tracing_context_from_http_request_hea... | 208 | 8,537 |
mlflow | tests/tracing/test_databricks.py | .py | from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.tracing.databricks import set_databricks_monitoring_sql_warehouse_id
def test_set_databricks_monitoring_sql_warehouse_id_requires_databricks_tracking_uri():
with mock.patch("mlflow.get_tracking_uri", return_value="... | 52 | 2,167 |
mlflow | tests/tracing/test_enablement.py | .py | from unittest import mock
import pytest
import mlflow
from mlflow.entities.trace_location import UCSchemaLocation
from mlflow.exceptions import MlflowException
from mlflow.tracing.enablement import (
set_experiment_trace_location,
unset_experiment_trace_location,
)
from tests.tracing.helper import skip_when_... | 153 | 6,007 |
mlflow | tests/tracing/test_attachments_integration.py | .py | import mlflow
from mlflow.tracing.attachments import Attachment
def test_attachment_roundtrip_with_local_tracking():
image_bytes = b"\x89PNG\r\n\x1a\n fake png content"
audio_bytes = b"RIFF fake wav content"
with mlflow.start_span(name="integration-span") as span:
span.set_inputs({
"p... | 52 | 1,892 |
mlflow | tests/tracing/test_trace_archival_config.py | .py | from unittest.mock import patch
import pytest
import mlflow.tracing.trace_archival_config as trace_archival_config_module
from mlflow.environment_variables import MLFLOW_TRACE_ARCHIVAL_CONFIG
from mlflow.exceptions import MlflowException
from mlflow.tracing.trace_archival_config import get_trace_archival_server_confi... | 167 | 5,865 |
mlflow | tests/tracing/test_span_links_api.py | .py | import mlflow
from mlflow.entities import Link
from mlflow.entities.span import NoOpSpan
from mlflow.tracing.fluent import start_span_no_context
from tests.tracing.helper import get_traces
# --- Integration tests for start_span with links ---
def test_start_span_with_links():
links = [
Link(trace_id="tr... | 131 | 3,791 |
mlflow | tests/tracing/test_log_level.py | .py | import logging
import pytest
import mlflow
from mlflow.entities import SpanLogLevel
from mlflow.entities.span import Span, SpanType
from mlflow.entities.span_event import SpanEvent
from mlflow.exceptions import MlflowException
from mlflow.tracing.constant import SpanAttributeKey
from mlflow.tracing.utils.default_log_... | 268 | 9,486 |
mlflow | tests/tracing/test_attachments.py | .py | import pytest
from mlflow.tracing.attachments import Attachment
def test_attachment_init():
att = Attachment(content_type="image/png", content_bytes=b"fakepng")
assert att.id is not None
assert att.content_type == "image/png"
assert att.content_bytes == b"fakepng"
def test_attachment_ids_are_unique... | 117 | 3,799 |
mlflow | tests/tracing/test_otel_logging.py | .py | import gzip
import time
import zlib
from pathlib import Path
from typing import Iterator
from unittest import mock
import pytest
import requests
from opentelemetry import trace as otel_trace
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
from opentelemetry.proto.collector.trace.v1.t... | 1,085 | 38,321 |
mlflow | tests/tracing/test_archival.py | .py | from unittest import mock
import pytest
from mlflow.tracing.archival import (
disable_databricks_trace_archival,
enable_databricks_trace_archival,
)
from mlflow.version import IS_TRACING_SDK_ONLY
if IS_TRACING_SDK_ONLY:
pytest.skip("Databricks archival enablement requires skinny", allow_module_level=True... | 79 | 2,939 |
mlflow | tests/tracing/helper.py | .py | import os
import time
import uuid
from concurrent.futures import ThreadPoolExecutor
from dataclasses import dataclass, field
from typing import Any
from unittest import mock
import opentelemetry.trace as trace_api
import pytest
from opentelemetry.sdk.trace import Event, ReadableSpan
from opentelemetry.sdk.trace.export... | 349 | 11,869 |
mlflow | tests/tracing/test_trace_manager.py | .py | import json
import time
from threading import Thread
from mlflow.entities import LiveSpan, Span
from mlflow.entities.model_registry.prompt_version import PromptVersion
from mlflow.entities.span_status import SpanStatusCode
from mlflow.tracing.constant import TraceTagKey
from mlflow.tracing.trace_manager import InMemor... | 300 | 10,883 |
mlflow | tests/tracing/test_otel_loading.py | .py | import uuid
from pathlib import Path
from unittest import mock
import pytest
from opentelemetry import trace as otel_trace
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk.resources import Resource as OTelSDKResource
from opentelemetry.sdk.trace import TracerPro... | 701 | 26,404 |
mlflow | tests/tracing/conftest.py | .py | import random
import subprocess
import tempfile
import time
from unittest import mock
import pytest
import mlflow
from mlflow.environment_variables import (
MLFLOW_ENABLE_ASYNC_LOGGING,
MLFLOW_ENABLE_ASYNC_TRACE_LOGGING,
)
from mlflow.tracing.fluent import _flush_pending_async_trace_writes
@pytest.fixture(a... | 123 | 3,529 |
mlflow | tests/tracing/export/test_async_export_queue.py | .py | import multiprocessing
import threading
import time
from concurrent.futures import ThreadPoolExecutor
from unittest import mock
from mlflow.tracing.export.async_export_queue import AsyncTraceExportQueue, Task
from tests.tracing.helper import skip_when_testing_trace_sdk
def test_async_queue_handle_tasks():
queue... | 132 | 3,898 |
mlflow | tests/tracing/export/test_uc_table_exporter.py | .py | import time
from concurrent.futures import ThreadPoolExecutor
from unittest import mock
import pytest
from mlflow.entities.span import Span
from mlflow.tracing.export.uc_table import DatabricksUCTableSpanExporter
from mlflow.tracing.trace_manager import InMemoryTraceManager
from mlflow.tracing.utils import generate_t... | 270 | 10,352 |
mlflow | tests/tracing/export/test_mlflow_v3_attachments.py | .py | from unittest.mock import MagicMock, patch
from mlflow.tracing.attachments import Attachment
from mlflow.tracing.constant import SpansLocation, TraceTagKey
from mlflow.tracing.export.mlflow_v3 import MlflowV3SpanExporter
def _make_trace_info_mock():
info = MagicMock()
info.trace_id = "tr-test123"
info.ta... | 126 | 4,421 |
mlflow | tests/tracing/export/test_mlflow_v3_exporter.py | .py | import json
import os
import threading
import time
from concurrent.futures import ThreadPoolExecutor
from unittest import mock
import pytest
from google.protobuf.json_format import ParseDict
import mlflow
from mlflow.entities import LiveSpan
from mlflow.entities.model_registry import PromptVersion
from mlflow.entitie... | 1,137 | 45,342 |
mlflow | tests/tracing/export/test_inference_table_exporter.py | .py | import json
from unittest import mock
import pytest
import mlflow
from mlflow.entities import LiveSpan, Trace
from mlflow.entities.model_registry import PromptVersion
from mlflow.entities.trace_info import TraceInfo
from mlflow.tracing.constant import TraceMetadataKey, TraceSizeStatsKey
from mlflow.tracing.export.inf... | 503 | 18,865 |
mlflow | tests/tracing/export/genai_semconv/test_translator.py | .py | import json
import pytest
from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.trace import SpanContext, SpanKind, TraceFlags
from opentelemetry.trace.status import Status, StatusCode
from mlflow.tracing.constant import GenAiSemconvKey, SpanAttributeKey
from mlflow.tracing.export.genai_semconv.translat... | 247 | 8,301 |
mlflow | tests/tracing/display/test_ipython.py | .py | import json
from collections import defaultdict
from unittest.mock import Mock
import pytest
import mlflow
from mlflow.tracing.display import (
IPythonTraceDisplayHandler,
get_display_handler,
get_notebook_iframe_html,
)
from tests.tracing.helper import create_trace, skip_module_when_testing_trace_sdk
s... | 339 | 10,855 |
mlflow | tests/tracing/otel/test_voltagent_translator.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.span import Span, SpanType
from mlflow.tracing.constant import SpanAttributeKey
from mlflow.tracing.otel.translation import (
translate_span_type_from_otel,
translate_span_when_storing,
)
from mlflow.tracing.otel.translation.voltagent im... | 224 | 7,478 |
mlflow | tests/tracing/otel/test_livekit_translator.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.span import Span, SpanType
from mlflow.tracing.constant import SpanAttributeKey
from mlflow.tracing.otel.translation import (
translate_span_type_from_otel,
translate_span_when_storing,
)
from mlflow.tracing.otel.translation.livekit impo... | 321 | 10,123 |
mlflow | tests/tracing/otel/test_otel_archival.py | .py | from __future__ import annotations
import json
import pytest
from opentelemetry.proto.trace.v1.trace_pb2 import TracesData
from opentelemetry.sdk.resources import Resource as OTelResource
from opentelemetry.sdk.trace import Event as OTelEvent
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from o... | 223 | 7,622 |
mlflow | tests/tracing/otel/test_span_translation.py | .py | import json
from typing import Any
from unittest import mock
import pytest
from mlflow.entities.span import Span, SpanType
from mlflow.tracing.constant import SpanAttributeKey, TokenUsageKey
from mlflow.tracing.otel.translation import (
sanitize_attributes,
translate_loaded_span,
translate_span_type_from_... | 943 | 32,345 |
mlflow | tests/tracing/otel/test_vercel_ai_translator.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.span import Span
from mlflow.tracing.constant import SpanAttributeKey
from mlflow.tracing.otel.translation import translate_span_when_storing
@pytest.mark.parametrize(
("attributes", "expected_inputs", "expected_outputs"),
[
# ... | 200 | 8,199 |
mlflow | tests/tracing/processor/test_otel_processor.py | .py | from unittest import mock
from opentelemetry.sdk.trace.export import SpanExportResult
from mlflow.entities.trace_info import TraceInfo, TraceLocation, TraceState
from mlflow.tracing.constant import TRACE_SCHEMA_VERSION_KEY, SpanAttributeKey
from mlflow.tracing.processor.otel import OtelSpanProcessor
from mlflow.traci... | 115 | 4,142 |
mlflow | tests/tracing/processor/test_inference_table_processor.py | .py | import json
from unittest import mock
import pytest
from mlflow.entities.span import LiveSpan
from mlflow.entities.trace_state import TraceState
from mlflow.tracing.constant import (
TRACE_SCHEMA_VERSION,
TRACE_SCHEMA_VERSION_KEY,
SpanAttributeKey,
TraceMetadataKey,
)
from mlflow.tracing.processor.inf... | 220 | 7,846 |
mlflow | tests/tracing/processor/test_mlflow_v3_processor.py | .py | import json
from unittest import mock
import pytest
from opentelemetry.sdk.trace.export import BatchSpanProcessor, SpanExportResult
import mlflow.tracking.context.default_context
from mlflow.entities.span import LiveSpan
from mlflow.entities.trace_status import TraceStatus
from mlflow.environment_variables import MLF... | 438 | 15,240 |
mlflow | tests/tracing/processor/test_otel_metrics.py | .py | import time
import pytest
from opentelemetry import metrics
from opentelemetry.sdk.metrics import MeterProvider
from opentelemetry.sdk.metrics.export import InMemoryMetricReader
import mlflow
@pytest.fixture
def metric_reader() -> InMemoryMetricReader:
"""Create an in-memory metric reader for testing."""
re... | 108 | 3,690 |
mlflow | tests/tracing/processor/test_uc_table_processor.py | .py | from unittest import mock
import pytest
import mlflow
import mlflow.tracking.context.default_context
from mlflow.entities.span import LiveSpan
from mlflow.entities.trace_location import TraceLocationType, UCSchemaLocation
from mlflow.entities.trace_state import TraceState
from mlflow.environment_variables import MLFL... | 217 | 8,473 |
mlflow | tests/tracing/opentelemetry/test_integration.py | .py | import pytest
from opentelemetry import trace as otel_trace
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import SimpleSpanProcessor
from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter
import mlflow
from mlflow.entities.span import SpanStatus... | 456 | 19,470 |
mlflow | tests/tracing/utils/test_warning.py | .py | import logging
import warnings
import pytest
import mlflow
from mlflow.tracing.utils.warning import suppress_warning
from tests.tracing.helper import skip_when_testing_trace_sdk
def test_suppress_token_detach_warning(caplog):
logger = logging.getLogger("opentelemetry.context")
logger.setLevel(logging.INFO)... | 104 | 3,448 |
mlflow | tests/tracing/utils/test_otlp_auth.py | .py | import base64
from collections.abc import Generator
from contextlib import contextmanager
from unittest.mock import patch
from mlflow.tracing.utils.otlp import MLFLOW_EXPERIMENT_ID_HEADER, build_otlp_headers
from mlflow.utils.credentials import MlflowCreds
@contextmanager
def mock_creds(username: str | None = None, ... | 52 | 1,963 |
mlflow | tests/tracing/utils/test_processor.py | .py | from unittest.mock import patch
import pytest
import mlflow
from mlflow.exceptions import MlflowException
from mlflow.tracing.utils.processor import validate_span_processors
from tests.tracing.helper import get_traces
@mlflow.trace
def predict(text: str):
return "Answer: " + text
@pytest.fixture(autouse=True... | 143 | 4,271 |
mlflow | tests/tracing/utils/test_exception.py | .py | import pytest
from mlflow.exceptions import MlflowTracingException
from mlflow.tracing.utils.exception import raise_as_trace_exception
def test_raise_as_trace_exception():
@raise_as_trace_exception
def test_fn():
raise ValueError("error")
with pytest.raises(MlflowTracingException, match="error")... | 20 | 452 |
mlflow | tests/tracing/utils/test_timeout.py | .py | import time
from concurrent.futures import ThreadPoolExecutor
from unittest import mock
import pytest
import mlflow
from mlflow.entities.span_event import SpanEvent
from mlflow.entities.span_status import SpanStatusCode
from mlflow.tracing.export.inference_table import _TRACE_BUFFER, pop_trace
from mlflow.tracing.tra... | 163 | 5,402 |
mlflow | tests/tracing/utils/test_config.py | .py | import pytest
import mlflow
from mlflow.tracing.config import TracingConfig, get_config
@pytest.fixture(autouse=True)
def reset_tracing_config():
mlflow.tracing.reset()
def test_tracing_config_default_values():
config = TracingConfig()
assert config.span_processors == []
def test_configure():
# D... | 115 | 3,089 |
mlflow | tests/tracing/utils/test_prompt.py | .py | import json
import pytest
from mlflow.entities.model_registry import PromptVersion
from mlflow.exceptions import MlflowException
from mlflow.tracing.utils.prompt import update_linked_prompts_tag
def test_update_linked_prompts_tag():
pv1 = PromptVersion(name="test_prompt", version=1, template="Test template")
... | 42 | 1,804 |
mlflow | tests/tracing/utils/test_search.py | .py | import pytest
from mlflow.exceptions import MlflowException
from mlflow.tracing.utils.search import _FieldParser, _parse_fields, _ParsedField
@pytest.mark.parametrize(
("field", "expected"),
[
# no dot
("span.inputs", _ParsedField("span", "inputs", None)),
("span.outputs", _ParsedFiel... | 81 | 3,234 |
mlflow | tests/tracing/utils/test_environment.py | .py | from unittest import mock
import pytest
from mlflow.tracing.utils.environment import resolve_env_metadata
from mlflow.utils.mlflow_tags import (
MLFLOW_DATABRICKS_NOTEBOOK_ID,
MLFLOW_DATABRICKS_NOTEBOOK_PATH,
MLFLOW_GIT_BRANCH,
MLFLOW_GIT_COMMIT,
MLFLOW_GIT_REPO_URL,
MLFLOW_SOURCE_NAME,
ML... | 61 | 2,020 |
mlflow | tests/tracing/utils/test_truncation.py | .py | import json
from unittest.mock import patch
import pytest
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.tracing.utils.truncation import _get_trunc... | 233 | 7,103 |
mlflow | tests/tracing/utils/test_copy.py | .py | import time
import pytest
import mlflow
from mlflow.tracing.utils.copy import copy_trace_to_experiment
from tests.tracing.helper import purge_traces
def _create_test_span_dict(request_id="test-trace", parent_id=None):
"""Helper to create a minimal valid span dict for testing"""
return {
"name": "ro... | 124 | 3,659 |
mlflow | tests/tracing/utils/test_utils.py | .py | import json
import logging
from unittest import mock
from unittest.mock import Mock, patch
import litellm
import pytest
from opentelemetry import trace as trace_api
from pydantic import ValidationError
import mlflow
from mlflow.entities import (
LiveSpan,
SpanType,
)
from mlflow.entities.span import SpanType
... | 871 | 28,999 |
mlflow | tests/tracing/utils/test_otlp.py | .py | import gzip
import time
import zlib
from collections.abc import Callable
import pytest
from fastapi import HTTPException
import mlflow
from mlflow.entities.span import SpanType
from mlflow.environment_variables import MLFLOW_TRACE_ENABLE_OTLP_DUAL_EXPORT
from mlflow.tracing.processor.mlflow_v3 import MlflowV3SpanProc... | 332 | 13,052 |
mlflow | tests/tracing/fixtures/flask_tracing_server.py | .py | """Flask server for distributed tracing tests."""
import sys
import requests
from flask import Flask, jsonify, request
import mlflow
from mlflow.tracing.distributed import (
get_tracing_context_headers_for_http_request,
set_tracing_context_from_http_request_headers,
)
REQUEST_TIMEOUT = 20
app = Flask(__nam... | 81 | 2,476 |
mlflow | tests/tracing/sample_code/model_with_add_trace.py | .py | import mlflow
_SAMPLE_TRACE = {
"info": {
"request_id": "2e72d64369624e6888324462b62dc120",
"experiment_id": "0",
"timestamp_ms": 1726145090860,
"execution_time_ms": 162,
"status": "OK",
"request_metadata": {
"mlflow.trace_schema.version": "2",
... | 57 | 1,714 |
mlflow | tests/entities/test_gateway_endpoint.py | .py | from mlflow.entities import (
GatewayEndpoint,
GatewayEndpointBinding,
GatewayEndpointModelMapping,
GatewayModelDefinition,
GatewayModelLinkageType,
GatewayResourceType,
)
def test_model_definition_creation_full():
model_def = GatewayModelDefinition(
model_definition_id="model-def-... | 409 | 13,573 |
mlflow | tests/entities/test_job_status.py | .py | import pytest
from mlflow.entities._job_status import JobStatus
from mlflow.protos.jobs_pb2 import JobStatus as ProtoJobStatus
@pytest.mark.parametrize(
("status", "expected_proto"),
[
(JobStatus.PENDING, ProtoJobStatus.JOB_STATUS_PENDING),
(JobStatus.RUNNING, ProtoJobStatus.JOB_STATUS_IN_PRO... | 20 | 697 |
mlflow | tests/entities/test_assessment.py | .py | import json
import time
from unittest.mock import patch
import pytest
from mlflow.entities.assessment import (
Assessment,
AssessmentError,
AssessmentSource,
Expectation,
ExpectationValue,
Feedback,
FeedbackValue,
IssueReference,
IssueReferenceValue,
)
from mlflow.entities.assessme... | 757 | 26,152 |
mlflow | tests/entities/test_span_status.py | .py | import pytest
from opentelemetry import trace as trace_api
from opentelemetry.proto.trace.v1.trace_pb2 import Status as OTelProtoStatus
from opentelemetry.trace import Status as OTelStatus
from opentelemetry.trace import StatusCode as OTelStatusCode
from mlflow.entities import SpanStatus, SpanStatusCode
from mlflow.ex... | 112 | 4,246 |
mlflow | tests/entities/test_trace_state.py | .py | import pytest
from mlflow.entities.trace_state import TraceState
from mlflow.protos.service_pb2 import TraceInfoV3 as ProtoTraceInfo
@pytest.mark.parametrize(
("state", "proto_state"),
[
(TraceState.STATE_UNSPECIFIED, ProtoTraceInfo.State.STATE_UNSPECIFIED),
(TraceState.OK, ProtoTraceInfo.Sta... | 19 | 613 |
mlflow | tests/entities/test_run_inputs.py | .py | from mlflow.entities import RunInputs
from mlflow.entities.dataset_input import DatasetInput
def _check_inputs(run_datasets, datasets):
for d1, d2 in zip(run_datasets, datasets):
assert d1.dataset.digest == d2.dataset.digest
assert d1.dataset.name == d2.dataset.name
assert d1.dataset.sourc... | 45 | 1,451 |
mlflow | tests/entities/test_evaluation_dataset.py | .py | import json
from unittest.mock import Mock, patch
import pandas as pd
import pytest
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from mlflow.entities.dataset_record import DatasetRecord
from mlflow.entities.dataset_record_source import DatasetRecordSourceType
from mlflow.entities.evaluation_da... | 747 | 23,993 |
mlflow | tests/entities/test_metric.py | .py | import re
import pytest
from mlflow.entities import Metric
from mlflow.exceptions import MlflowException
from mlflow.utils.time import get_current_time_millis
from tests.helper_functions import random_int, random_str
def _check(metric, key, value, timestamp, step):
assert type(metric) == Metric
assert metr... | 104 | 2,892 |
mlflow | tests/entities/test_trace_metrics.py | .py | import pytest
from mlflow.entities.trace_metrics import (
AggregationType,
MetricAggregation,
MetricDataPoint,
MetricViewType,
)
from mlflow.protos import service_pb2 as pb
@pytest.mark.parametrize(
("view_type", "expected_proto"),
list(zip(MetricViewType, pb.MetricViewType.values(), strict=T... | 134 | 4,943 |
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