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/entities/test_param.py | .py | from mlflow.entities import Param
from tests.helper_functions import random_int, random_str
def _check(param, key, value):
assert isinstance(param, Param)
assert param.key == key
assert param.value == value
def test_creation_and_hydration():
key = random_str(random_int(10, 25)) # random string on ... | 27 | 741 |
mlflow | tests/entities/test_span_event.py | .py | import time
import pytest
from mlflow.entities import SpanEvent
from mlflow.exceptions import MlflowException
def test_default_timestamp_is_in_nanoseconds():
# Record the time before and after creating the event
before_ns = int(time.time() * 1e9)
event = SpanEvent(name="test_event")
after_ns = int(t... | 60 | 1,734 |
mlflow | tests/entities/test_file_info.py | .py | from mlflow.entities import FileInfo
from tests.helper_functions import random_int, random_str
def _check(fi, path, is_dir, size_in_bytes):
assert isinstance(fi, FileInfo)
assert fi.path == path
assert fi.is_dir == is_dir
assert fi.file_size == size_in_bytes
def test_creation_and_hydration():
p... | 29 | 842 |
mlflow | tests/entities/test_run.py | .py | import json
import pytest
from mlflow.entities import (
Dataset,
DatasetInput,
LifecycleStage,
LoggedModelOutput,
Metric,
Run,
RunData,
RunInfo,
RunInputs,
RunOutputs,
RunStatus,
)
from mlflow.exceptions import MlflowException
from tests.entities.test_run_data import _chec... | 155 | 4,824 |
mlflow | tests/entities/test_issue.py | .py | import uuid
import pytest
from mlflow.entities.issue import Issue, IssueSeverity, IssueStatus
from mlflow.protos.issues_pb2 import Issue as ProtoIssue
def create_issue(severity: IssueSeverity) -> Issue:
return Issue(
issue_id="iss-" + str(uuid.uuid4()),
experiment_id="exp-123",
name="Hig... | 488 | 18,280 |
mlflow | tests/entities/test_workspace.py | .py | from mlflow.entities.workspace import Workspace
def test_workspace_to_dict_uses_nested_trace_archival_config():
workspace = Workspace(
name="team-a",
description="Team A",
default_artifact_root="s3://artifacts/team-a",
trace_archival_location="s3://archive/team-a",
trace_ar... | 40 | 1,125 |
mlflow | tests/entities/test_span_auto_extract_attachments.py | .py | import base64
from pydantic import BaseModel
from mlflow.entities.span import LiveSpan
from mlflow.tracing.attachments import Attachment
def _make_live_span(trace_id="tr-test123"):
from opentelemetry.sdk.trace import TracerProvider
tracer = TracerProvider().get_tracer("test")
otel_span = tracer.start_s... | 660 | 20,840 |
mlflow | tests/entities/test_span_attachments.py | .py | from unittest import mock
from mlflow.entities.span import LiveSpan, Span
from mlflow.tracing.attachments import Attachment
def _make_live_span(trace_id="tr-test123"):
from opentelemetry.sdk.trace import TracerProvider
tracer = TracerProvider().get_tracer("test")
otel_span = tracer.start_span("test_span... | 146 | 4,691 |
mlflow | tests/entities/test_prompt.py | .py | import json
import pytest
from pydantic import ValidationError
from mlflow.entities.model_registry import PromptModelConfig
from mlflow.entities.model_registry.model_version import ModelVersion
from mlflow.entities.model_registry.prompt_version import (
IS_PROMPT_TAG_KEY,
PROMPT_TEXT_TAG_KEY,
PromptVersio... | 344 | 12,641 |
mlflow | tests/entities/test_trace_info.py | .py | from unittest import mock
import pytest
from google.protobuf.timestamp_pb2 import Timestamp
from mlflow.entities import (
AssessmentError,
AssessmentSource,
Expectation,
Feedback,
)
from mlflow.entities.trace_info import TraceInfo
from mlflow.entities.trace_location import TraceLocation
from mlflow.en... | 367 | 13,152 |
mlflow | tests/entities/test_dataset_record_source.py | .py | import json
import pytest
from mlflow.entities.dataset_record_source import DatasetRecordSource, DatasetRecordSourceType
from mlflow.exceptions import MlflowException
from mlflow.protos.datasets_pb2 import DatasetRecordSource as ProtoDatasetRecordSource
def test_dataset_record_source_type_constants():
assert Da... | 236 | 9,182 |
mlflow | tests/entities/test_run_status.py | .py | import pytest
from mlflow.entities import RunStatus
def test_all_status_covered():
# ensure that all known status are returned. Test will fail if new status are added to PB
all_statuses = {
RunStatus.RUNNING,
RunStatus.SCHEDULED,
RunStatus.FINISHED,
RunStatus.FAILED,
R... | 50 | 1,732 |
mlflow | tests/entities/test_mcp_server_entities.py | .py | import pytest
from mlflow.entities.mcp_access_endpoint import MCPAccessEndpoint
from mlflow.entities.mcp_server import (
VALID_STATUS_TRANSITIONS,
MCPRemoteTransportType,
MCPServer,
MCPStatus,
MCPTool,
)
from mlflow.entities.mcp_server_version import MCPServerVersion
from mlflow.exceptions import M... | 155 | 4,811 |
mlflow | tests/entities/test_gateway_budget_policy.py | .py | import pytest
from mlflow.entities.gateway_budget_policy import (
BudgetAction,
BudgetDuration,
BudgetDurationUnit,
BudgetTargetScope,
BudgetUnit,
GatewayBudgetPolicy,
)
def _make_policy(**overrides):
kwargs = {
"budget_policy_id": "bp-1",
"budget_unit": BudgetUnit.USD,
... | 78 | 2,519 |
mlflow | tests/entities/test_dataset_record.py | .py | import json
import pytest
from mlflow.entities.dataset_record import DatasetRecord
from mlflow.entities.dataset_record_source import DatasetRecordSource
from mlflow.protos.datasets_pb2 import DatasetRecord as ProtoDatasetRecord
from mlflow.protos.datasets_pb2 import DatasetRecordSource as ProtoDatasetRecordSource
d... | 466 | 16,265 |
mlflow | tests/entities/test_input_tag.py | .py | from mlflow.entities import InputTag
def _check(input_tag, key, value):
assert isinstance(input_tag, InputTag)
assert input_tag.key == key
assert input_tag.value == value
def test_creation_and_hydration():
key = "my_key"
value = "my_value"
input_tag = InputTag(key, value)
_check(input_ta... | 28 | 640 |
mlflow | tests/entities/test_gateway_secrets.py | .py | from mlflow.entities import GatewaySecretInfo
def test_secret_creation_full():
secret = GatewaySecretInfo(
secret_id="test-secret-id",
secret_name="my_api_key",
masked_values={"api_key": "sk-...abc123"},
created_at=1234567890000,
last_updated_at=1234567890000,
provi... | 204 | 6,652 |
mlflow | tests/entities/test_trace_info_v2.py | .py | import pytest
from google.protobuf.duration_pb2 import Duration
from google.protobuf.timestamp_pb2 import Timestamp
from mlflow.entities.trace_info_v2 import TraceInfoV2
from mlflow.entities.trace_status import TraceStatus
from mlflow.protos.service_pb2 import TraceInfo as ProtoTraceInfo
from mlflow.protos.service_pb2... | 171 | 5,769 |
mlflow | tests/entities/test_link.py | .py | from mlflow.entities.link import Link
TRACE_ID = "tr-abc123"
SPAN_ID = "aabbccddeeff0011"
def test_link_to_dict():
link = Link(trace_id=TRACE_ID, span_id=SPAN_ID, attributes={"type": "causality"})
assert link.to_dict() == {
"trace_id": TRACE_ID,
"span_id": SPAN_ID,
"attributes": {"typ... | 30 | 851 |
mlflow | tests/entities/test_span.py | .py | import json
from datetime import datetime
from unittest import mock
import opentelemetry.trace as trace_api
import pytest
from opentelemetry.proto.resource.v1.resource_pb2 import Resource as OTelProtoResource
from opentelemetry.proto.trace.v1.trace_pb2 import Span as OTelProtoSpan
from opentelemetry.proto.trace.v1.tra... | 1,277 | 47,344 |
mlflow | tests/entities/test_run_info.py | .py | from mlflow.entities import RunInfo
def _check(
ri,
run_id,
experiment_id,
user_id,
status,
start_time,
end_time,
lifecycle_stage,
artifact_uri,
):
assert isinstance(ri, RunInfo)
assert ri.run_id == run_id
assert ri.experiment_id == experiment_id
assert ri.user_id =... | 115 | 2,453 |
mlflow | tests/entities/test_trace.py | .py | import importlib.util
import json
import re
from dataclasses import dataclass
from datetime import datetime
from typing import Any
from unittest import mock
import pytest
from pydantic import BaseModel
import mlflow
import mlflow.tracking.context.default_context
from mlflow.entities import (
AssessmentSource,
... | 585 | 20,667 |
mlflow | tests/entities/test_trace_data.py | .py | import json
from unittest import mock
import pytest
import mlflow
from mlflow.entities import SpanType, TraceData
from mlflow.entities.span_event import SpanEvent
def test_json_deserialization():
class TestModel:
@mlflow.trace()
def predict(self, x, y):
z = x + y
with ml... | 241 | 8,531 |
mlflow | tests/entities/test_run_data.py | .py | from mlflow.entities import RunData
def _check_metrics(metric_objs, metrics_dict, expected_metrics):
assert {m.key for m in metric_objs} == {m.key for m in expected_metrics}
assert {m.value for m in metric_objs} == {m.value for m in expected_metrics}
assert {m.timestamp for m in metric_objs} == {m.timesta... | 40 | 1,414 |
mlflow | tests/entities/test_experiment.py | .py | from mlflow.entities import Experiment, ExperimentTag, LifecycleStage
from mlflow.entities.trace_location import UnityCatalog
from mlflow.utils.mlflow_tags import (
MLFLOW_EXPERIMENT_DATABRICKS_TRACE_ANNOTATIONS_TABLE,
MLFLOW_EXPERIMENT_DATABRICKS_TRACE_DESTINATION_PATH,
MLFLOW_EXPERIMENT_DATABRICKS_TRACE_L... | 199 | 6,406 |
mlflow | tests/entities/test_webhook.py | .py | import pytest
from mlflow.entities.webhook import (
Webhook,
WebhookAction,
WebhookEntity,
WebhookEvent,
WebhookStatus,
WebhookTestResult,
)
from mlflow.exceptions import MlflowException
from mlflow.protos.webhooks_pb2 import WebhookAction as ProtoWebhookAction
from mlflow.protos.webhooks_pb2 i... | 226 | 7,898 |
mlflow | tests/entities/test_trace_status.py | .py | from mlflow.entities.trace_status import TraceStatus
from mlflow.protos.service_pb2 import TraceStatus as ProtoTraceStatus
def test_trace_status_from_proto():
assert TraceStatus.from_proto(ProtoTraceStatus.OK) == TraceStatus.OK
assert isinstance(TraceStatus.from_proto(ProtoTraceStatus.OK), TraceStatus)
as... | 21 | 989 |
mlflow | tests/entities/test_assessment_source.py | .py | import pytest
from mlflow.entities.assessment_source import AssessmentSource
from mlflow.exceptions import MlflowException
def test_assessment_source_equality():
source1 = AssessmentSource(source_type="HUMAN", source_id="user_1")
source2 = AssessmentSource(source_type="HUMAN", source_id="user_1")
source3... | 77 | 2,929 |
mlflow | tests/entities/test_dataset_input.py | .py | from mlflow.entities import Dataset, DatasetInput, InputTag
def _check(dataset_input, tags, dataset):
assert isinstance(dataset_input, DatasetInput)
assert dataset_input.tags == tags
assert dataset_input.dataset == dataset
def test_creation_and_hydration():
key = "my_key"
value = "my_value"
... | 33 | 1,010 |
mlflow | tests/entities/test_trace_location.py | .py | import pytest
from mlflow.entities.trace_location import (
InferenceTableLocation,
MlflowExperimentLocation,
TraceLocation,
TraceLocationType,
UCSchemaLocation,
UnityCatalog,
)
from mlflow.exceptions import MlflowException
from mlflow.protos import databricks_tracing_pb2 as tracing_pb
from mlfl... | 198 | 7,163 |
mlflow | tests/entities/test_view_type.py | .py | from mlflow.entities import ViewType
from mlflow.protos import service_pb2
def test_to_proto():
assert ViewType.to_proto(ViewType.ACTIVE_ONLY) == service_pb2.ACTIVE_ONLY
assert ViewType.to_proto(ViewType.DELETED_ONLY) == service_pb2.DELETED_ONLY
assert ViewType.to_proto(ViewType.ALL) == service_pb2.ALL
... | 15 | 569 |
mlflow | tests/entities/test_dataset.py | .py | from mlflow.entities import Dataset
def _check(dataset, name, digest, source_type, source, schema=None, profile=None):
assert isinstance(dataset, Dataset)
assert dataset.name == name
assert dataset.digest == digest
assert dataset.source_type == source_type
assert dataset.source == source
asser... | 66 | 1,915 |
mlflow | tests/entities/conftest.py | .py | import random
import uuid
import pytest
from mlflow.entities import (
Dataset,
DatasetInput,
InputTag,
LifecycleStage,
Metric,
Param,
RunData,
RunInfo,
RunInputs,
RunStatus,
RunTag,
)
from mlflow.utils.time import get_current_time_millis
from tests.helper_functions import ... | 92 | 2,192 |
mlflow | tests/entities/model_registry/test_registered_model.py | .py | from mlflow.entities.model_registry import RegisteredModelAlias
from mlflow.entities.model_registry.model_version import ModelVersion
from mlflow.entities.model_registry.registered_model import RegisteredModel
from mlflow.entities.model_registry.registered_model_tag import RegisteredModelTag
from mlflow.utils.workspace... | 213 | 6,891 |
mlflow | tests/entities/model_registry/test_model_version.py | .py | import uuid
from mlflow.entities.model_registry.model_version import ModelVersion
from mlflow.entities.model_registry.model_version_status import ModelVersionStatus
from mlflow.entities.model_registry.model_version_tag import ModelVersionTag
from mlflow.entities.model_registry.registered_model import RegisteredModel
f... | 215 | 6,293 |
mlflow | tests/pytorch/test_pytorch_autolog.py | .py | from unittest import mock
import numpy as np
import pytest
import pytorch_lightning as pl
import torch
from packaging.version import Version
from pytorch_lightning.callbacks import ModelCheckpoint
from pytorch_lightning.callbacks.early_stopping import EarlyStopping
import mlflow
import mlflow.pytorch
from mlflow impo... | 832 | 28,002 |
mlflow | tests/pytorch/test_tensorboard_autolog.py | .py | import time
import mlflow
import mlflow.pytorch
NUM_EPOCHS = 20
START_STEP = 3
def test_pytorch_autolog_logs_expected_data(tmp_path):
from torch.utils.tensorboard import SummaryWriter
mlflow.pytorch.autolog(log_every_n_step=1)
writer = SummaryWriter(str(tmp_path))
timestamps = []
with mlflow.s... | 39 | 1,248 |
mlflow | tests/pytorch/test_forecasting_model.py | .py | import os
import numpy as np
import pytest
import torch
from lightning.pytorch import Trainer
from pytorch_forecasting import DeepAR, TimeSeriesDataSet
from pytorch_forecasting.data.examples import generate_ar_data
import mlflow
@pytest.fixture
def model_path(tmp_path):
return os.path.join(tmp_path, "model")
... | 68 | 2,094 |
mlflow | tests/pytorch/iris.py | .py | import tempfile
import pytorch_lightning as pl
import torch
import torch.nn.functional as F
import torch.utils.tensorboard
from packaging.version import Version
from torch import nn
tmpdir = tempfile.mkdtemp()
SUMMARY_WRITER = torch.utils.tensorboard.SummaryWriter(log_dir=tmpdir)
def create_multiclass_accuracy():
... | 140 | 4,506 |
mlflow | tests/pytorch/iris_data_module.py | .py | import pytorch_lightning as pl
import torch
from sklearn.datasets import load_iris
from torch.utils.data import DataLoader, TensorDataset, random_split
class IrisDataModuleBase(pl.LightningDataModule):
def __init__(self):
super().__init__()
self.columns = None
def _get_iris_as_tensor_dataset(... | 53 | 1,616 |
mlflow | tests/pytorch/test_pytorch_model_export.py | .py | import importlib
import json
import logging
import os
import pickle
import re
from pathlib import Path
from unittest import mock
import numpy as np
import pandas as pd
import pytest
import torch
import yaml
from packaging.version import Version
from sklearn import datasets
from torch import nn
from torch.utils.data im... | 1,527 | 56,825 |
mlflow | tests/pytorch/test_pytorch_metric_value_conversion_utils.py | .py | import pytest
import torch
import mlflow
from mlflow import tracking
from mlflow.exceptions import INVALID_PARAMETER_VALUE, ErrorCode, MlflowException
from mlflow.tracking.fluent import start_run
from mlflow.tracking.metric_value_conversion_utils import convert_metric_value_to_float_if_possible
def test_reraised_val... | 34 | 1,180 |
mlflow | tests/otel/test_otel_autolog.py | .py | import asyncio
import pytest
langfuse = pytest.importorskip("langfuse", reason="langfuse is not installed")
from langfuse import observe
from langfuse._client.resource_manager import LangfuseResourceManager
from opentelemetry import trace as otel_trace_api
from opentelemetry.sdk.trace import TracerProvider as SdkTrac... | 275 | 7,327 |
mlflow | tests/server/test_workspace_middleware.py | .py | from __future__ import annotations
import pytest
import werkzeug
from fastapi import FastAPI
from fastapi.testclient import TestClient
from flask import Flask
from mlflow.entities import Workspace
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.exceptions import MlflowException
from mlfl... | 238 | 8,060 |
mlflow | tests/server/test_fastapi_app.py | .py | import pytest
from fastapi import FastAPI
from fastapi.responses import JSONResponse
from starlette.testclient import TestClient
from starlette.websockets import WebSocketDisconnect
from mlflow.exceptions import MlflowException
from mlflow.gateway.constants import MLFLOW_GATEWAY_DURATION_HEADER
from mlflow.server.fast... | 86 | 3,164 |
mlflow | tests/server/test_workspace_endpoints.py | .py | from __future__ import annotations
import json
from unittest import mock
import pytest
from flask import Flask
from mlflow.entities.workspace import Workspace, WorkspaceDeletionMode
from mlflow.server.handlers import get_endpoints
@pytest.fixture(autouse=True)
def enable_workspaces(monkeypatch):
monkeypatch.se... | 493 | 18,132 |
mlflow | tests/server/test_artifact_router.py | .py | from unittest import mock
import pytest
from starlette.testclient import TestClient
from mlflow.server import ARTIFACTS_DESTINATION_ENV_VAR, SERVE_ARTIFACTS_ENV_VAR
from mlflow.server import app as flask_app
from mlflow.server.fastapi_app import create_fastapi_app
from mlflow.store.artifact.artifact_repo import ARTIF... | 282 | 10,002 |
mlflow | tests/server/test_mcp_server_api.py | .py | from __future__ import annotations
from pathlib import Path
from types import SimpleNamespace
from typing import Any
from unittest import mock
from urllib.parse import quote
import pytest
from fastapi import FastAPI
from starlette.testclient import TestClient
from mlflow.entities.mcp_server import MCPTool
from mlflo... | 1,947 | 69,601 |
mlflow | tests/server/test_security.py | .py | import logging
import pytest
from fastapi import FastAPI
from flask import Flask
from starlette.testclient import TestClient
from werkzeug.test import Client
from mlflow.server import security
from mlflow.server.fastapi_security import init_fastapi_security
from mlflow.server.security_utils import is_allowed_host_hea... | 438 | 15,532 |
mlflow | tests/server/test_otel_api.py | .py | from unittest import mock
from fastapi import FastAPI
from fastapi.testclient import TestClient
from opentelemetry.proto.collector.trace.v1.trace_service_pb2 import ExportTraceServiceRequest
from mlflow.entities import Workspace
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.server.fast... | 393 | 11,930 |
mlflow | tests/server/test_gateway_api.py | .py | import json
from pathlib import Path
from typing import Any
from unittest import mock
from unittest.mock import AsyncMock, MagicMock, patch
import pytest
import zstandard
from fastapi import FastAPI, HTTPException
from fastapi.responses import StreamingResponse
from starlette.testclient import TestClient
import mlflo... | 3,878 | 141,071 |
mlflow | tests/server/test_review_queue_handlers.py | .py | import json
from types import SimpleNamespace
from unittest import mock
import pytest
from mlflow.genai.review_queues import (
ReviewItemType,
ReviewQueue,
ReviewQueueItem,
ReviewQueueType,
ReviewStatus,
)
from mlflow.protos.review_queues_pb2 import (
COMPLETE,
CUSTOM,
PENDING,
REV... | 454 | 17,607 |
mlflow | tests/server/test_handlers.py | .py | import json
import urllib.parse
import uuid
from dataclasses import asdict
from datetime import datetime, timezone
from types import SimpleNamespace
from unittest import mock
import pytest
from flask import Response, request
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from werkzeug.exceptions ... | 7,877 | 292,958 |
mlflow | tests/server/test_security_integration.py | .py | import json
import pytest
from werkzeug.test import Client
@pytest.mark.parametrize(
("host", "origin", "expected_status", "should_block"),
[
("evil.attacker.com:5000", "http://evil.attacker.com:5000", 403, True),
("localhost:5000", None, None, False),
],
)
def test_dns_rebinding_and_cors... | 124 | 3,973 |
mlflow | tests/server/test_label_schema_handlers.py | .py | import json
from unittest import mock
import pytest
from mlflow.exceptions import MlflowException
from mlflow.genai.label_schemas.label_schemas import (
InputCategorical,
InputNumeric,
InputPassFail,
LabelSchema,
LabelSchemaType,
)
from mlflow.protos.label_schemas_pb2 import (
FEEDBACK,
LA... | 333 | 12,302 |
mlflow | tests/server/test_prometheus_exporter.py | .py | import pytest
from mlflow.server.prometheus_exporter import activate_prometheus_exporter
@pytest.fixture(autouse=True)
def mock_settings_env_vars(tmp_path, monkeypatch):
monkeypatch.setenv("PROMETHEUS_MULTIPROC_DIR", str(tmp_path))
@pytest.fixture
def app():
from mlflow.server import app
with app.app_... | 72 | 2,152 |
mlflow | tests/server/test_init.py | .py | import signal
import socket
import subprocess
import sys
import time
from unittest import mock
import pytest
from mlflow import server
from mlflow.environment_variables import _MLFLOW_SGI_NAME
from mlflow.exceptions import MlflowException
from mlflow.utils import find_free_port
from mlflow.utils.os import is_windows
... | 322 | 9,115 |
mlflow | tests/server/conftest.py | .py | import pytest
from fastapi import FastAPI
from flask import Flask
from starlette.testclient import TestClient
from werkzeug.test import Client
from mlflow.server.fastapi_security import init_fastapi_security
@pytest.fixture
def test_app():
"""Minimal Flask app for unit testing."""
app = Flask(__name__)
... | 67 | 1,615 |
mlflow | tests/server/auth/test_sqlalchemy_store.py | .py | import pytest
from mlflow.exceptions import MlflowException
from mlflow.protos.databricks_pb2 import (
INVALID_PARAMETER_VALUE,
RESOURCE_ALREADY_EXISTS,
RESOURCE_DOES_NOT_EXIST,
ErrorCode,
)
from mlflow.server.auth.entities import User
from mlflow.server.auth.permissions import EDIT, MANAGE, READ, USE
... | 412 | 15,650 |
mlflow | tests/server/auth/test_client.py | .py | import json
from contextlib import contextmanager
from urllib.parse import quote
import pytest
import requests
import mlflow
from mlflow import MlflowClient, MlflowException
from mlflow.environment_variables import (
MLFLOW_AUTH_CONFIG_PATH,
MLFLOW_FLASK_SERVER_SECRET_KEY,
MLFLOW_TRACKING_PASSWORD,
ML... | 726 | 31,217 |
mlflow | tests/server/auth/test_sqlalchemy_store_rbac.py | .py | import pytest
from mlflow.exceptions import MlflowException
from mlflow.server.auth.entities import Role, RolePermission, UserRoleAssignment
from mlflow.server.auth.permissions import EDIT, MANAGE, READ, USE, VALID_RESOURCE_TYPES
# Every concrete resource type the resolver accepts, excluding the special
# ``"workspac... | 990 | 40,872 |
mlflow | tests/server/auth/test_authorization_coverage.py | .py | # CI guard for the basic-auth dispatcher: every Flask route must resolve to an
# authorization decision, or be listed in the debt list _KNOWN_UNGATED_ROUTE_MARKERS.
from mlflow.server import auth as a
from mlflow.server.handlers import get_endpoints
class _Req:
def __init__(self, path, method):
self.path... | 139 | 5,461 |
mlflow | tests/server/auth/test_client_workspace.py | .py | from contextlib import contextmanager
import pytest
import requests
from mlflow import MlflowException
from mlflow.environment_variables import (
MLFLOW_AUTH_CONFIG_PATH,
MLFLOW_ENABLE_WORKSPACES,
MLFLOW_FLASK_SERVER_SECRET_KEY,
MLFLOW_RBAC_SEED_DEFAULT_ROLES,
MLFLOW_TRACKING_PASSWORD,
MLFLOW_... | 346 | 13,171 |
mlflow | tests/server/auth/test_auth.py | .py | import asyncio
import base64
import json
import re
import subprocess
import sys
import time
from pathlib import Path
from types import SimpleNamespace
from unittest import mock
import jwt
import pytest
import requests
from cachetools import TTLCache
from cryptography.fernet import Fernet
import mlflow
from mlflow imp... | 6,327 | 234,935 |
mlflow | tests/server/auth/test_mcp_server_auth.py | .py | from typing import Any
import pytest
from mlflow.server.auth.__init__ import _permission_to_allowed_actions
from mlflow.server.auth.permissions import EDIT, MANAGE, NO_PERMISSIONS, READ, USE
# ---------------------------------------------------------------------------
# _permission_to_allowed_actions
# -------------... | 117 | 4,369 |
mlflow | tests/server/auth/test_permissions.py | .py | import pytest
from mlflow.exceptions import MlflowException
from mlflow.server.auth.permissions import (
ALL_PERMISSIONS,
EDIT,
MANAGE,
NO_PERMISSIONS,
PERMISSION_PRIORITY,
READ,
RESOURCE_GRANTABLE_PERMISSIONS,
USE,
VALID_RESOURCE_TYPES,
WORKSPACE_GRANTABLE_PERMISSIONS,
_val... | 224 | 8,608 |
mlflow | tests/server/auth/test_custom_auth_bridge.py | .py | from unittest import mock
import pytest
from fastapi import FastAPI
from flask import Response as FlaskResponse
from starlette.responses import Response as StarletteResponse
from starlette.testclient import TestClient
from werkzeug.datastructures import Authorization
from mlflow.exceptions import MlflowException
from... | 205 | 7,436 |
mlflow | tests/server/auth/test_auth_workspace.py | .py | import json
from contextlib import contextmanager
from types import SimpleNamespace
from unittest.mock import MagicMock, Mock
import pytest
from flask import Response, request
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.exceptions import MlflowException
from mlflow.prompt.constants i... | 4,057 | 166,483 |
mlflow | tests/server/auth/test_client_rbac.py | .py | from contextlib import contextmanager
import pytest
import requests
from mlflow import MlflowException
from mlflow.environment_variables import (
MLFLOW_AUTH_CONFIG_PATH,
MLFLOW_FLASK_SERVER_SECRET_KEY,
MLFLOW_TRACKING_PASSWORD,
MLFLOW_TRACKING_USERNAME,
)
from mlflow.protos.databricks_pb2 import (
... | 358 | 13,859 |
mlflow | tests/server/auth/test_fail_closed_flag.py | .py | # Tests for the MLFLOW_BASIC_AUTH_FAIL_CLOSED flag: wiring, the decision predicates,
# and the end-to-end 403 that _before_request returns when the flag is on.
from mlflow.environment_variables import MLFLOW_BASIC_AUTH_FAIL_CLOSED
from mlflow.server import auth as a
class _Req:
def __init__(self, path, method="G... | 87 | 3,290 |
mlflow | tests/server/auth/auth_test_utils.py | .py | from pathlib import Path
from mlflow.environment_variables import MLFLOW_TRACKING_PASSWORD, MLFLOW_TRACKING_USERNAME
from mlflow.server.auth import auth_config
from mlflow.utils.workspace_utils import DEFAULT_WORKSPACE_NAME
from tests.helper_functions import random_str
from tests.tracking.integration_test_utils impor... | 116 | 4,254 |
mlflow | tests/server/auth/test_dataset_authorization.py | .py | # Unit tests for the evaluation-dataset authorization validators and route routing.
from types import SimpleNamespace
import flask
import mlflow.server.auth as a
class _Req:
def __init__(self, path, method):
self.path = path
self.method = method
def _perm(read=False, update=False, delete=Fals... | 96 | 3,805 |
mlflow | tests/server/auth/test_cli.py | .py | from click.testing import CliRunner
from mlflow.server.auth import cli
def test_cli():
runner = CliRunner()
res = runner.invoke(cli.commands, ["--help"], catch_exceptions=False)
assert res.exit_code == 0, res.output
| 10 | 231 |
mlflow | tests/server/auth/test_review_queue_auth.py | .py | # Unit tests for the review-queue / label-schema authorization validators: they
# exercise the gate decisions in ``mlflow.server.auth`` directly by mocking the
# request / store / experiment-permission boundary, so no live auth server is
# needed. End-to-end routing is covered by the broader auth client tests.
import j... | 521 | 21,897 |
mlflow | tests/server/auth/test_read_write_routing.py | .py | import shutil
from pathlib import Path
from unittest import mock
import pytest
from mlflow.server.auth.config import AuthConfig, read_auth_config
from mlflow.server.auth.sqlalchemy_store import SqlAlchemyStore
@pytest.fixture
def write_db_uri(tmp_path: Path) -> str:
return f"sqlite:///{tmp_path / 'auth_write.db... | 182 | 5,783 |
mlflow | tests/server/auth/test_issue_authorization.py | .py | # Unit tests for the issue authorization validators' request-body handling.
import json
from types import SimpleNamespace
import flask
import mlflow.server.auth as a
def _run(monkeypatch, validator, body, *, can_update=False, can_read=False):
monkeypatch.setattr(a, "authenticate_request", lambda: SimpleNamespa... | 41 | 1,786 |
mlflow | tests/server/auth/db/test_cli.py | .py | import sqlite3
from pathlib import Path
from urllib.parse import quote
from alembic.command import downgrade as alembic_downgrade
from click.testing import CliRunner
from mlflow.server.auth.db import cli
from mlflow.server.auth.db.utils import _get_alembic_config
def test_upgrade(tmp_path: Path) -> None:
runner... | 757 | 29,908 |
mlflow | tests/server/assistant/test_api.py | .py | import os
import shutil
import subprocess
import sys
import threading
from pathlib import Path
from typing import Any
from unittest.mock import MagicMock, patch
import pytest
from fastapi import APIRouter, FastAPI, HTTPException
from fastapi.testclient import TestClient
from mlflow.assistant.config import AssistantCo... | 1,293 | 47,024 |
mlflow | tests/server/assistant/test_session.py | .py | import shutil
import uuid
import pytest
from mlflow.assistant.types import Message
from mlflow.server.assistant.session import Session, SessionManager
def test_session_add_message():
session = Session()
session.add_message("user", "Hello")
assert len(session.messages) == 1
assert session.messages[0... | 196 | 5,965 |
mlflow | tests/server/jobs/test_jobs.py | .py | import concurrent.futures
import json
import multiprocessing
import os
import time
from pathlib import Path
from unittest import mock
import pytest
import mlflow.store.jobs.sqlalchemy_store
from mlflow.entities._job_status import JobStatus
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES, MLFLOW_WORK... | 1,091 | 39,000 |
mlflow | tests/server/jobs/test_online_scoring_jobs.py | .py | import json
import os
import uuid
from dataclasses import asdict
from pathlib import Path
from typing import Any
from unittest.mock import MagicMock, patch
import pytest
from mlflow.entities._job_status import JobStatus
from mlflow.genai.judges import make_judge
from mlflow.genai.scorers.base import Scorer
from mlflo... | 278 | 10,296 |
mlflow | tests/server/jobs/test_genai_evaluate_invocation.py | .py | # End-to-end tests for `POST /ajax-api/3.0/mlflow/genai/evaluate/invoke`.
import json
import os
import signal
import subprocess
import sys
import threading
import time
from http.server import BaseHTTPRequestHandler, HTTPServer
from typing import Any, Literal
import pytest
import requests
import mlflow
from mlflow.en... | 312 | 10,798 |
mlflow | tests/server/jobs/test_scorer_invocation.py | .py | import json
import os
import signal
import subprocess
import sys
import threading
import time
from http.server import BaseHTTPRequestHandler, HTTPServer
from typing import Any, Literal
import pytest
import requests
import mlflow
from mlflow.genai.judges import make_judge
from mlflow.tracing.assessment import log_expe... | 563 | 21,464 |
mlflow | tests/server/jobs/test_endpoint.py | .py | import os
import signal
import subprocess
import sys
import time
from typing import Any
import pytest
import requests
import mlflow
from mlflow.server.jobs import job
pytestmark = pytest.mark.skipif(
os.name == "nt", reason="MLflow job execution is not supported on Windows"
)
@job(name="simple_job_fun", max_wo... | 362 | 11,051 |
mlflow | tests/server/jobs/test_progress.py | .py | from unittest import mock
from mlflow.server.jobs.progress import (
JobTracker,
NoOpTracker,
_get_job_tracker,
_set_job_tracker,
update_status_details,
)
def test_job_tracker_writes_to_database():
job_id = "test-job-123"
tracker = JobTracker(job_id)
with mock.patch("mlflow.server.han... | 156 | 4,547 |
mlflow | tests/server/jobs/helpers.py | .py | """Shared test helpers for job execution tests."""
import os
import time
from contextlib import contextmanager
from pathlib import Path
import pytest
from mlflow.entities._job_status import JobStatus
from mlflow.server import (
ARTIFACT_ROOT_ENV_VAR,
BACKEND_STORE_URI_ENV_VAR,
HUEY_STORAGE_PATH_ENV_VAR,
... | 105 | 3,582 |
mlflow | tests/server/jobs/test_jobs_workspace.py | .py | import json
import uuid
from pathlib import Path
from unittest.mock import MagicMock, patch
import pytest
from mlflow.entities import Workspace
from mlflow.environment_variables import MLFLOW_ENABLE_WORKSPACES
from mlflow.exceptions import MlflowException
from mlflow.genai.scorers.builtin_scorers import Completeness
... | 132 | 5,213 |
mlflow | tests/server/jobs/test_trace_archival_jobs.py | .py | import json
from contextlib import contextmanager, nullcontext
from pathlib import Path
from unittest.mock import MagicMock, patch
from opentelemetry import trace as trace_api
from opentelemetry.sdk.resources import Resource as _OTelResource
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
import ... | 696 | 25,057 |
mlflow | tests/server/jobs/test_utils.py | .py | import os
import pytest
from mlflow.exceptions import MlflowException
from mlflow.server.jobs.utils import _load_function, _validate_function_parameters
pytestmark = pytest.mark.skipif(
os.name == "nt", reason="MLflow job execution is not supported on Windows"
)
def test_validate_function_parameters():
def... | 137 | 4,882 |
mlflow | tests/paddle/test_paddle_model_export.py | .py | import json
import os
from typing import Any, NamedTuple
from unittest import mock
import numpy as np
import paddle
import paddle.nn.functional as F
import pandas as pd
import pytest
import yaml
from packaging.version import Version
from paddle.nn import Linear
from sklearn import preprocessing
from sklearn.datasets i... | 633 | 24,013 |
mlflow | tests/paddle/test_paddle_autolog.py | .py | import paddle
import pytest
import mlflow
from mlflow import MlflowClient
NUM_EPOCHS = 6
class LinearRegression(paddle.nn.Layer):
def __init__(self):
super().__init__()
self.fc = paddle.nn.Linear(13, 1)
def forward(self, feature):
return self.fc(feature)
def get_datasets():
tr... | 131 | 4,389 |
mlflow | tests/ag2/test_ag2_autolog.py | .py | import contextlib
import time
from unittest.mock import patch
import pytest
from autogen import ConversableAgent, GroupChat, GroupChatManager, UserProxyAgent, io
from openai import APIConnectionError
from openai.types.chat import ChatCompletion
from openai.types.chat.chat_completion import ChatCompletionMessage, Choic... | 405 | 14,047 |
mlflow | tests/langchain/test_langchain_tracer.py | .py | import random
import time
import uuid
from concurrent.futures import ThreadPoolExecutor
from typing import Any
from unittest.mock import MagicMock
import pydantic
import pytest
from langchain_community.document_loaders import TextLoader
from langchain_community.embeddings import FakeEmbeddings
from langchain_community... | 843 | 29,085 |
mlflow | tests/langchain/test_langchain_databricks_integration.py | .py | # Test integration with the `databricks-langchain` package.
from typing import Generator
from unittest import mock
import langchain
import pytest
from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import PromptTemplate
from openai.types.chat.chat_completion import ChatCompletion
from... | 79 | 2,482 |
mlflow | tests/langchain/test_langchain_output_parsers.py | .py | import pytest
from langchain_core.messages.base import BaseMessage
from langchain_core.runnables.config import RunnableConfig
from mlflow.langchain.output_parsers import (
ChatAgentOutputParser,
ChatCompletionOutputParser,
ChatCompletionsOutputParser,
StringResponseOutputParser,
)
from mlflow.types.llm... | 121 | 3,939 |
mlflow | tests/langchain/test_langchain_databricks_dependency_extraction.py | .py | from collections import Counter, defaultdict
from unittest import mock
import langchain
import pytest
from databricks.vector_search.client import VectorSearchIndex
from packaging.version import Version
from mlflow.langchain.databricks_dependencies import (
_detect_databricks_dependencies,
_extract_databricks_... | 537 | 21,272 |
mlflow | tests/langchain/test_chat_agent_langchain.py | .py | import mlflow
def test_langchain_chat_agent_save_as_code():
# (role, content)
expected_messages = [
("assistant", "1"),
("assistant", "2"),
("assistant", "3"),
]
with mlflow.start_run():
model_info = mlflow.pyfunc.log_model(
name="agent",
python... | 30 | 1,131 |
mlflow | tests/langchain/test_langchain_autolog.py | .py | import importlib
import json
import logging
import random
import time
from concurrent.futures import ThreadPoolExecutor
from operator import itemgetter
from typing import Any
from unittest import mock
import langchain_core
import pytest
from langchain_community.document_loaders import TextLoader
from langchain_communi... | 1,410 | 49,909 |
mlflow | tests/langchain/test_responses_agent_langchain.py | .py | import json
from langchain_core.messages import AIMessage, HumanMessage, ToolMessage
from mlflow.types.responses import ResponsesAgentStreamEvent, output_to_responses_items_stream
def test_output_to_responses_items_stream_langchain():
"""
Tests langchain message stream to responses items stream conversion.
... | 407 | 14,783 |
mlflow | tests/langchain/test_chat_utils.py | .py | from unittest.mock import MagicMock, patch
import pytest
from langchain_core.language_models.chat_models import SimpleChatModel
from langchain_core.messages import (
AIMessage,
AIMessageChunk,
HumanMessage,
SystemMessage,
ToolMessage,
)
from langchain_core.outputs import ChatGenerationChunk
from la... | 550 | 19,093 |
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