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 | mlflow/agent/agents.py | .py | """Registry of coding agent CLIs supported by ``mlflow agent setup``.
To support a new agent, append an :class:`AgentTool` entry to :data:`AGENTS`.
That is the only place per-agent variation lives.
"""
from __future__ import annotations
import shutil
from dataclasses import dataclass
from typing import Literal
Agen... | 62 | 1,618 |
mlflow | mlflow/agent/cli.py | .py | """`mlflow agent` CLI group.
Wires per-subcommand modules under :mod:`mlflow.agent`. To add a new
subcommand, drop a package under ``mlflow/agent/<name>/`` and register it
here with ``commands.add_command``.
"""
from __future__ import annotations
import click
from mlflow.agent.setup.cli import setup
@click.group(... | 21 | 435 |
mlflow | mlflow/agent/setup/select.py | .py | from __future__ import annotations
import os
import select
import sys
import click
if sys.platform != "win32":
import termios
import tty
def _read_key() -> str:
"""Read a single keystroke (or escape sequence) from stdin in raw mode."""
fd = sys.stdin.fileno()
old = termios.tcgetattr(fd)
try... | 95 | 3,034 |
mlflow | mlflow/agent/setup/prompt.py | .py | from __future__ import annotations
import re
from importlib import resources
from pathlib import Path
import mlflow.assistant.skills as _skills_pkg
from mlflow.agent.agents import AgentTool
_PLACEHOLDER = re.compile(r"\{\{\s*(\w+)\s*\}\}")
def _read_template(filename: str) -> str:
return resources.files("mlflo... | 113 | 4,022 |
mlflow | mlflow/agent/setup/cli.py | .py | from __future__ import annotations
import socket
import subprocess
import sys
from dataclasses import dataclass
from pathlib import Path
from typing import Any
from urllib.parse import urlparse
import click
from mlflow.agent.agents import AGENTS, AgentName, AgentTool, detect_installed, get_agent
from mlflow.agent.se... | 365 | 13,229 |
mlflow | mlflow/shap/__init__.py | .py | import os
import tempfile
import types
import warnings
from contextlib import contextmanager
from typing import Any
import numpy as np
import yaml
import mlflow
import mlflow.utils.autologging_utils
from mlflow import pyfunc
from mlflow.models import Model, ModelInputExample, ModelSignature
from mlflow.models.model i... | 692 | 25,527 |
mlflow | mlflow/llama_index/pyfunc_wrapper.py | .py | import asyncio
import threading
import uuid
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from llama_index.core import QueryBundle
from mlflow.models.utils import _convert_llm_input_data
CHAT_ENGINE_NAME = "chat"
QUERY_ENGINE_NAME = "query"
RETRIEVER_ENGINE_NAME = "retriever"
SUPPORTED_ENGINES = {CHAT_... | 331 | 12,676 |
mlflow | mlflow/llama_index/tracer.py | .py | import inspect
import json
import logging
from functools import singledispatchmethod
from typing import Any, Generator
import llama_index.core
import pydantic
from llama_index.core.base.base_retriever import BaseRetriever
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.base.llms.b... | 749 | 32,309 |
mlflow | mlflow/llama_index/model.py | .py | import logging
import os
import tempfile
from typing import Any
import yaml
import mlflow
from mlflow import pyfunc
from mlflow.entities.model_registry.prompt import Prompt
from mlflow.exceptions import MlflowException
from mlflow.llama_index.constant import FLAVOR_NAME
from mlflow.llama_index.pyfunc_wrapper import c... | 574 | 23,901 |
mlflow | mlflow/llama_index/__init__.py | .py | from mlflow.llama_index.autolog import autolog
from mlflow.llama_index.constant import FLAVOR_NAME
from mlflow.version import IS_TRACING_SDK_ONLY
__all__ = ["autolog", "FLAVOR_NAME"]
# Import model logging APIs only if mlflow skinny or full package is installed,
# i.e., skip if only mlflow-tracing package is installe... | 23 | 594 |
mlflow | mlflow/llama_index/autolog.py | .py | from mlflow.llama_index.constant import FLAVOR_NAME
from mlflow.telemetry.events import AutologgingEvent
from mlflow.telemetry.track import _record_event
from mlflow.utils.autologging_utils import autologging_integration
def autolog(
log_traces: bool = True,
disable: bool = False,
silent: bool = False,
):... | 59 | 2,196 |
mlflow | mlflow/llama_index/serialize_objects.py | .py | import importlib
import inspect
import json
import logging
from typing import Any, Callable
from llama_index.core import PromptTemplate
from llama_index.core.base.embeddings.base import BaseEmbedding
from llama_index.core.callbacks.base import CallbackManager
from llama_index.core.schema import BaseComponent
_logger ... | 193 | 7,152 |
mlflow | fs2db/src/generate_synthetic_data.py | .py | # ruff: noqa: T201
"""
Generate synthetic MLflow FileStore data for testing the fs2db migration tool.
Usage:
uv run --with mlflow==3.6.0 --no-project python -I \
fs2db/src/generate_synthetic_data.py --output /tmp/fs2db/v3.6.0/ --size small
This script uses the MLflow public API to create realistic on-disk... | 435 | 14,337 |
mlflow | dev/check_actions.py | .py | """Validate GitHub Actions workflow and action files.
Complements `.github/policy.rego` with checks that need cross-file or remote
context.
"""
import json
import re
import subprocess
import sys
from collections import defaultdict
from collections.abc import Iterator
from dataclasses import dataclass
from pathlib imp... | 281 | 8,951 |
mlflow | dev/run_dev_server.py | .py | """Launch the MLflow dev backend and the React dev server for local development.
Cleans up child process groups on exit/SIGINT/SIGTERM so we don't leave zombies.
"""
from __future__ import annotations
import argparse
import atexit
import os
import shlex
import shutil
import signal
import socket
import subprocess
imp... | 183 | 6,450 |
mlflow | dev/check_function_signatures.py | .py | from __future__ import annotations
import argparse
import ast
import os
import subprocess
import sys
from dataclasses import dataclass
from pathlib import Path
def is_github_actions() -> bool:
return os.environ.get("GITHUB_ACTIONS") == "true"
@dataclass
class Error:
file_path: Path
line: int
column... | 383 | 13,140 |
mlflow | dev/format.py | .py | import os
import re
import subprocess
import sys
RUFF_FORMAT = [sys.executable, "-m", "ruff", "format"]
MESSAGE_REGEX = re.compile(r"^Would reformat: (.+)$")
def transform(stdout: str, is_maintainer: bool) -> str:
if not stdout:
return stdout
transformed = []
for line in stdout.splitlines():
... | 56 | 1,621 |
mlflow | dev/check_init_py.py | .py | """
Pre-commit hook to check for missing `__init__.py` files in mlflow and tests directories.
This script ensures that all directories under the mlflow package and tests directory that contain
Python files also have an `__init__.py` file. This prevents `setuptools` from excluding these
directories during package build... | 55 | 1,989 |
mlflow | dev/check_skills.py | .py | import re
import sys
from pathlib import Path
from typing import Any
import yaml
# https://agentskills.io/specification#frontmatter
NAME_RE = re.compile(r"^[a-z0-9]+(-[a-z0-9]+)*$")
NAME_MAX = 64
DESCRIPTION_MAX = 1024
def parse_frontmatter(text: str) -> dict[str, Any] | None:
if not text.startswith("---\n"):
... | 69 | 2,015 |
mlflow | dev/show_package_release_dates.py | .py | import asyncio
import json
import re
import subprocess
import sys
from collections.abc import Sequence
from datetime import datetime, timedelta, timezone
from pathlib import Path
from pypi import Package, get_packages
def get_cooldown_days() -> int:
pyproject = Path(__file__).resolve().parent.parent / "pyproject... | 72 | 2,619 |
mlflow | dev/check_patch_prs.py | .py | import argparse
import concurrent.futures
import itertools
import os
import re
import subprocess
import sys
import tempfile
from dataclasses import dataclass
from datetime import datetime, timedelta, timezone
from pathlib import Path
from typing import Any
import requests
from packaging.version import Version
MAX_COM... | 291 | 9,832 |
mlflow | dev/update_requirements.py | .py | """
This script updates the `max_major_version` attribute of each package in a YAML dependencies
specification (e.g. requirements/core-requirements.yaml) to the maximum available version on PyPI.
"""
import asyncio
import os
import re
import urllib.error
import urllib.request
from datetime import datetime, timedelta, ... | 109 | 3,973 |
mlflow | dev/check_whitespace_only.py | .py | """
Detect files where all changes are whitespace-only.
This helps avoid unnecessary commit history noise from whitespace-only changes.
"""
import argparse
import json
import os
import sys
import time
import urllib.error
import urllib.request
from typing import cast
BYPASS_LABEL = "allow-whitespace-only"
_MAX_ATTEM... | 149 | 4,404 |
mlflow | dev/ruff.py | .py | import os
import re
import subprocess
import sys
RUFF = [sys.executable, "-m", "ruff", "check", "--output-format=concise"]
MESSAGE_REGEX = re.compile(r"^.+:\d+:\d+: ([A-Z0-9]+) (\[\*\] )?.+$")
def transform(stdout: str, is_maintainer: bool) -> str:
transformed = []
for line in stdout.splitlines():
if... | 57 | 1,691 |
mlflow | dev/classify_flaky_tests.py | .py | """Classify detected flaky tests and decide which to annotate @pytest.mark.flaky.
Second stage of the flaky-test pipeline. `detect_flaky_tests.py` produces the
*deterministic* signal (a test that failed on one run attempt and passed on the next
attempt of the same commit). This stage adds *judgment*: given each test's... | 200 | 8,014 |
mlflow | dev/update_changelog.py | .py | import argparse
import os
import re
import subprocess
from collections import defaultdict
from datetime import datetime
from pathlib import Path
from typing import Any, NamedTuple
import requests
from packaging.version import Version
def get_header_for_version(version: str) -> str:
return "## {} ({})".format(ver... | 281 | 8,573 |
mlflow | dev/detect_flaky_tests.py | .py | """Detect flaky tests from user-triggered CI re-runs.
Ground-truth flake signal: a job that **failed on one run attempt and passed on the
next attempt of the same commit** flaked by definition (same code, different outcome),
and a human already judged it worth re-running by hitting "Re-run failed jobs".
This script m... | 260 | 10,892 |
mlflow | dev/create_release_tag.py | .py | """
How to test this script
-----------------------
# Ensure origin points to your fork
git remote -v | grep origin
# Pretend we're releasing MLflow 9.0.0
git checkout -b branch-9.0
# First, test the dry run mode
python dev/create_release_tag.py --new-version 9.0.0 --dry-run
git tag -d v9.0.0
# Open https://github.c... | 59 | 1,806 |
mlflow | dev/proto_plugin.py | .py | import json
import sys
import textwrap
from dataclasses import asdict, dataclass
from dataclasses import field as dataclass_field
from enum import Enum
from google.protobuf import descriptor_pb2
from google.protobuf.compiler import plugin_pb2
from mlflow.protos import databricks_pb2
class Visibility(Enum):
PUBL... | 559 | 19,369 |
mlflow | dev/gen_rest_api.py | .py | # /// script
# dependencies = ["texttable"]
# ///
"""Generate RST documentation from protobuf JSON definitions."""
from __future__ import annotations
import json
import logging
import re
from enum import Enum
from pathlib import Path
from textwrap import dedent
from typing import Any
from texttable import Texttable
... | 864 | 30,277 |
mlflow | dev/normalize_chars.py | .py | import sys
from pathlib import Path
# Mapping of characters to normalize. Start with quotes; extend as needed.
CHAR_MAP = {
"\u2018": "'", # left single quotation mark
"\u2019": "'", # right single quotation mark
"\u201c": '"', # left double quotation mark
"\u201d": '"', # right double quotation ma... | 44 | 1,073 |
mlflow | dev/build_docs.py | .py | """Build MLflow release documentation and publish to mlflow-legacy-website."""
from __future__ import annotations
import argparse
import json
import os
import shutil
import subprocess
import uuid
from datetime import datetime, timezone
from pathlib import Path
from packaging.version import InvalidVersion, Version
#... | 282 | 9,201 |
mlflow | dev/extract_deps.py | .py | import ast
import re
from pathlib import Path
from typing import cast
def parse_dependencies(content: str) -> list[str]:
pattern = r"dependencies\s*=\s*(\[[\s\S]*?\])\n"
match = re.search(pattern, content)
if match is None:
raise ValueError("Could not find dependencies in pyproject.toml")
deps... | 24 | 590 |
mlflow | dev/update_mlflow_versions.py | .py | import argparse
import logging
import re
from pathlib import Path
from packaging.version import Version
_logger = logging.getLogger(__name__)
_PYTHON_VERSION_FILES = [
Path("mlflow", "version.py"),
]
_PYPROJECT_TOML_FILES = [
Path("pyproject.toml"),
Path("pyproject.release.toml"),
Path("libs/skinny/... | 274 | 9,183 |
mlflow | dev/create_release_branch.py | .py | import argparse
import os
import subprocess
from packaging.version import Version
def main(new_version: str, remote: str, dry_run: bool = False) -> None:
version = Version(new_version)
release_branch = f"branch-{version.major}.{version.minor}"
exists_on_remote = (
subprocess.check_output(
... | 63 | 2,169 |
mlflow | dev/update_model_catalog.py | .py | """Update the MLflow model catalog from upstream data sources.
Usage:
uv run python dev/update_model_catalog.py [--output-dir PATH]
Fetches the LiteLLM model_prices_and_context_window.json from GitHub,
transforms it into the MLflow-native schema, and merges the results into the
per-provider catalog files in the o... | 467 | 18,012 |
mlflow | dev/annotate_flaky_tests.py | .py | """Insert @pytest.mark.flaky decorators for classifier-approved flaky tests.
Third stage of the flaky-test pipeline (detect -> classify -> annotate). Reads the
classifier output and, for every verdict with ``action == "annotate"``, adds a
``@pytest.mark.flaky(attempts=N)`` decorator above the corresponding test functi... | 251 | 10,316 |
mlflow | dev/validate_release_version.py | .py | import argparse
from packaging.version import Version
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser()
parser.add_argument(
"--version", help="Release version to validate, e.g., '1.2.3'", required=True
)
return parser.parse_args()
def main() -> None:
args = par... | 26 | 580 |
mlflow | dev/generate_protos.py | .py | import platform
import subprocess
import tempfile
import textwrap
import urllib.request
import zipfile
from pathlib import Path
from typing import Literal
SYSTEM = platform.system()
MACHINE = platform.machine()
CACHE_DIR = Path(".cache/protobuf_cache")
MLFLOW_PROTOS_DIR = Path("mlflow/protos")
TEST_PROTOS_DIR = Path("... | 334 | 10,408 |
mlflow | dev/build.py | .py | import argparse
import contextlib
import shutil
import subprocess
import sys
import zipfile
from collections.abc import Generator
from dataclasses import dataclass
from pathlib import Path
@dataclass(frozen=True)
class Package:
# name of the package on PyPI.
pypi_name: str
# type of the package, one of "d... | 141 | 4,044 |
mlflow | dev/remove_experimental_decorators.py | .py | """
Script to automatically remove @experimental decorators from functions
that have been experimental for more than a configurable cutoff period (default: 6 months).
"""
import argparse
import ast
import json
import subprocess
from dataclasses import dataclass
from datetime import datetime, timedelta, timezone
from p... | 200 | 7,105 |
mlflow | dev/xtest_viz.py | .py | # /// script
# dependencies = [
# "aiohttp",
# ]
# ///
"""
Script to visualize cross-version test results for MLflow autologging and models.
This script fetches scheduled workflow run results from GitHub Actions and generates
a markdown table showing the test status for different package versions across
different ... | 390 | 13,558 |
mlflow | dev/update_ml_package_versions.py | .py | """
Backward-compatibility entry point that delegates to `flavors update`.
Internal jobs still invoke `python dev/update_ml_package_versions.py [--skip-yml]`.
Prefer `uv run flavors update` for new callers.
TODO: Delete this file once all internal jobs have migrated.
"""
import sys
from flavors._cli import main
if... | 17 | 410 |
mlflow | dev/pypi/tests/test_client.py | .py | from __future__ import annotations
import asyncio
import json
import threading
from collections.abc import Iterator
from contextlib import contextmanager
from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
from typing import Any
from unittest import mock
import pypi
import pytest
from packaging.versio... | 159 | 5,081 |
mlflow | dev/pypi/tests/test_models.py | .py | from __future__ import annotations
from typing import Any
import pytest
from packaging.specifiers import SpecifierSet
from packaging.version import Version
from pypi._models import Package
_DEFAULT_UPLOAD = "2024-01-01T00:00:00Z"
def _payload(releases: dict[str, list[dict[str, Any]]]) -> dict[str, Any]:
# Inje... | 153 | 5,177 |
mlflow | dev/pypi/tests/conftest.py | .py | from collections.abc import Iterator
import pypi
import pytest
@pytest.fixture(autouse=True)
def _clear_caches() -> Iterator[None]:
pypi.clear_cache()
yield
pypi.clear_cache()
| 12 | 191 |
mlflow | dev/pypi/src/pypi/__init__.py | .py | from pypi._client import PyPIError, clear_cache, get_package, get_packages
from pypi._models import Package, Release
__all__ = [
"Package",
"PyPIError",
"Release",
"clear_cache",
"get_package",
"get_packages",
]
| 12 | 237 |
mlflow | dev/pypi/src/pypi/_models.py | .py | from __future__ import annotations
from dataclasses import dataclass
from datetime import datetime
from typing import Any
from packaging.specifiers import InvalidSpecifier, SpecifierSet
from packaging.version import InvalidVersion, Version
def _parse_upload_time(value: str | None) -> datetime | None:
if not val... | 89 | 3,004 |
mlflow | dev/pypi/src/pypi/_client.py | .py | from __future__ import annotations
import asyncio
import json
import os
from collections.abc import Iterable
from typing import Any, Literal, overload
import aiohttp
from pypi._models import Package
_DEFAULT_PYPI_URL = "https://pypi.org"
_TIMEOUT_SECONDS = 10.0
_RETRIES = 3
_BACKOFF_BASE = 0.5
# Transient HTTP sta... | 110 | 3,669 |
mlflow | dev/flavors/tests/test_update.py | .py | from datetime import datetime, timedelta, timezone
from pathlib import Path
from unittest import mock
import pytest
from flavors import _update
from flavors._update import VersionInfo
from pypi import Package
def _iso8601(dt: datetime) -> str:
return (dt if dt.tzinfo else dt.replace(tzinfo=timezone.utc)).isoform... | 238 | 5,712 |
mlflow | dev/flavors/tests/test_cli.py | .py | import subprocess
import sys
from unittest import mock
import pytest
from flavors import _cli
def _run(*args: str) -> subprocess.CompletedProcess[str]:
return subprocess.run(
[sys.executable, "-m", "flavors._cli", *args],
capture_output=True,
text=True,
check=False,
)
@pytes... | 46 | 1,339 |
mlflow | dev/flavors/tests/test_matrix.py | .py | import asyncio
import functools
import re
import tempfile
from collections.abc import Iterator
from contextlib import contextmanager
from pathlib import Path
from typing import Any, Callable, ParamSpec, TypeVar
from unittest import mock
import pytest
pytestmark = pytest.mark.skip(
reason="Disabled by #21985: dev ... | 175 | 5,585 |
mlflow | dev/flavors/src/flavors/_releases.py | .py | from __future__ import annotations
from datetime import datetime, timedelta, timezone
from pypi import Package
from flavors._schema import Version
RELEASE_CUTOFF_DAYS = 7
def get_released_versions(package: Package) -> list[Version]:
cutoff = datetime.now(tz=timezone.utc) - timedelta(days=RELEASE_CUTOFF_DAYS)
... | 22 | 663 |
mlflow | dev/flavors/src/flavors/_schema.py | .py | from __future__ import annotations
from datetime import datetime, timezone
from pathlib import Path
from packaging.specifiers import SpecifierSet
from packaging.version import Version as OriginalVersion
from pydantic import BaseModel, ConfigDict, field_validator
DEV_VERSION = "dev"
# Treat "dev" as "newer than any e... | 113 | 3,614 |
mlflow | dev/flavors/src/flavors/_cli.py | .py | from __future__ import annotations
import argparse
import asyncio
from flavors import _matrix, _update
def main() -> None:
parser = argparse.ArgumentParser(
prog="flavors",
description="CLI for cooking mlflow/ml-package-versions.yml.",
)
subparsers = parser.add_subparsers(dest="command",... | 40 | 1,092 |
mlflow | dev/flavors/src/flavors/__init__.py | .py | from flavors._loader import VERSIONS_YAML_PATH, load, load_or_default, load_raw
from flavors._releases import RELEASE_CUTOFF_DAYS, get_released_versions
from flavors._schema import (
DEV_NUMERIC,
DEV_VERSION,
FlavorConfig,
PackageInfo,
TestConfig,
Version,
)
__all__ = [
"DEV_NUMERIC",
"... | 26 | 541 |
mlflow | dev/flavors/src/flavors/_update.py | .py | """
Update the maximum package versions in `mlflow/ml-package-versions.yml`.
# Usage
```
flavors update
flavors update --skip-yml
```
"""
from __future__ import annotations
import argparse
import asyncio
import json
import os
import re
import urllib.error
import urllib.request
from dataclasses import dataclass
from... | 304 | 10,713 |
mlflow | dev/flavors/src/flavors/_loader.py | .py | from __future__ import annotations
from pathlib import Path
from typing import Any
import yaml
from flavors._schema import FlavorConfig
VERSIONS_YAML_PATH = "mlflow/ml-package-versions.yml"
def load(path: str | Path) -> dict[str, FlavorConfig]:
with open(path) as f:
raw = yaml.safe_load(f)
return ... | 35 | 867 |
mlflow | dev/flavors/src/flavors/_matrix.py | .py | """
Generate the cross-version test matrix from `mlflow/ml-package-versions.yml`.
# Usage
```
# Test all items
flavors matrix
# Exclude items for dev versions
flavors matrix --no-dev
# Test items affected by config file updates
flavors matrix --ref-versions-yaml /path/to/ref-versions.yml
# Test items affected by f... | 660 | 23,611 |
mlflow | dev/proto_to_graphql/parsing_utils.py | .py | from autogeneration_utils import get_method_name
from google.protobuf.descriptor import FieldDescriptor
from mlflow.protos import databricks_pb2
def get_method_type(method_descriptor):
return method_descriptor.GetOptions().Extensions[databricks_pb2.rpc].endpoints[0].method
def process_method(method_descriptor,... | 68 | 2,768 |
mlflow | dev/proto_to_graphql/schema_autogeneration.py | .py | import ast
from autogeneration_utils import (
DUMMY_FIELD,
INDENT,
INDENT2,
SCHEMA_EXTENSION,
SCHEMA_EXTENSION_MODULE,
get_descriptor_full_pascal_name,
get_method_name,
method_descriptor_to_generated_pb2_file_name,
)
from google.protobuf.descriptor import FieldDescriptor
from string_uti... | 226 | 8,889 |
mlflow | dev/proto_to_graphql/string_utils.py | .py | import re
def camel_to_snake(string):
return re.sub(r"(?<!^)(?=[A-Z])", "_", string).lower()
def snake_to_camel(string):
return "".join(x[0].upper() + x[1:] for x in string.split("_"))
def snake_to_pascal(string):
temp = snake_to_camel(string)
return temp[0].upper() + temp[1:]
| 15 | 300 |
mlflow | dev/benchmarks/tracing/_data.py | .py | import json
import random
import time
import uuid
from opentelemetry import trace as trace_api
from opentelemetry.sdk.resources import Resource as _OTelResource
from opentelemetry.sdk.trace import ReadableSpan as OTelReadableSpan
from opentelemetry.trace import SpanContext
from mlflow.entities.span import Span, SpanT... | 117 | 4,038 |
mlflow | dev/benchmarks/tracing/test_trace_perf.py | .py | import random
from _data import generate_trace_data
from pytest_benchmark.fixture import BenchmarkFixture
import mlflow
from mlflow.entities.span import SpanType
from mlflow.store.tracking.sqlalchemy_store import SqlAlchemyStore
DEFAULT_SPANS = 100
INGEST_ROUNDS = 20
INGEST_WARMUP = 3
def test_ingest(benchmark: Be... | 132 | 3,923 |
mlflow | dev/benchmarks/tracing/conftest.py | .py | from collections.abc import Iterator
from pathlib import Path
import pytest
from _data import SEED_SPANS_PER_TRACE, SEED_TRACES, seed_traces
import mlflow
from mlflow.store.tracking.sqlalchemy_store import SqlAlchemyStore
@pytest.fixture(scope="session")
def bench_dir(tmp_path_factory: pytest.TempPathFactory) -> Pa... | 40 | 1,215 |
mlflow | dev/benchmarks/gateway/fake_server.py | .py | # /// script
# requires-python = ">=3.10"
# dependencies = ["fastapi>=0.115.0,<1", "uvicorn[standard]>=0.30.0,<1"]
# ///
"""Fake OpenAI-compatible server for benchmarking.
Returns synthetic responses after a configurable delay so benchmarks measure
MLflow overhead rather than provider latency.
Run standalone:
uv ... | 69 | 1,859 |
mlflow | dev/benchmarks/gateway/benchmark.py | .py | # /// script
# requires-python = ">=3.10"
# dependencies = ["aiohttp>=3.13.3,<4", "rich>=14.3.3,<15"]
# ///
"""Async HTTP benchmark client for the MLflow AI Gateway.
Can be imported by run.py or used standalone:
uv run benchmark.py --url http://127.0.0.1:5731/gateway/benchmark-chat/mlflow/invocations
uv run be... | 363 | 11,726 |
mlflow | dev/benchmarks/gateway/run.py | .py | # /// script
# requires-python = ">=3.10"
# dependencies = ["aiohttp>=3.13.3,<4", "psycopg2-binary>=2.9,<3", "rich>=14.3.3,<15"]
# ///
"""MLflow AI Gateway benchmark runner.
Orchestrates fake OpenAI server, MLflow server(s), optional PostgreSQL and
nginx (via Docker), then runs the async benchmark client.
Usage:
... | 794 | 27,232 |
mlflow | dev/clint/tests/test_config.py | .py | import subprocess
from pathlib import Path
from typing import Generator
import pytest
from clint.config import Config
from clint.utils import get_repo_root
@pytest.fixture(autouse=True)
def clear_repo_root_cache() -> Generator[None, None, None]:
"""Clear the get_repo_root cache before each test to avoid cross-te... | 128 | 3,516 |
mlflow | dev/clint/tests/test_ignore_map.py | .py | from clint.linter import DisableComment, parse_comments
def _parse(code: str) -> list[DisableComment]:
disables, _ = parse_comments(code)
return disables
def test_single_rule() -> None:
code = """
x = 1 # clint: disable=rule-a
y = 2
"""
assert _parse(code) == [DisableComment("rule-a", 1, 9, 1)]
d... | 79 | 1,895 |
mlflow | dev/clint/tests/test_resolve_paths.py | .py | from __future__ import annotations
import subprocess
from pathlib import Path
from unittest.mock import patch
import pytest
from clint.utils import ALLOWED_EXTS, _git_ls_files, resolve_paths
@pytest.fixture
def git_repo(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> Path:
"""Create and initialize a git rep... | 280 | 9,184 |
mlflow | dev/clint/tests/test_index.py | .py | from pathlib import Path
from unittest.mock import patch
from clint.index import SymbolIndex
def test_symbol_index_build_basic(tmp_path: Path) -> None:
mlflow_dir = tmp_path / "mlflow"
mlflow_dir.mkdir()
test_file = mlflow_dir / "test.py"
test_file.write_text("def test_function(): pass")
mock_g... | 43 | 1,401 |
mlflow | dev/clint/tests/rules/test_mock_patch_dict_environ.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.mock_patch_dict_environ import MockPatchDictEnviron
def test_mock_patch_dict_environ_with_string_literal(index: SymbolIndex) -> None:
code = """
import... | 137 | 4,144 |
mlflow | dev/clint/tests/rules/test_redundant_test_docstring.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules.redundant_test_docstring import RedundantTestDocstring
def test_redundant_docstrings_are_flagged(index: SymbolIndex) -> None:
code = '''
def test_feature_a():
"""
... | 230 | 6,049 |
mlflow | dev/clint/tests/rules/test_implicit_optional.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import ImplicitOptional
def test_implicit_optional(index: SymbolIndex) -> None:
code = """
from typing import Optional
# Bad
bad: int = None
class Bad... | 61 | 1,671 |
mlflow | dev/clint/tests/rules/test_no_shebang.py | .py | from pathlib import Path
import pytest
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import NoShebang
def test_no_shebang(index: SymbolIndex) -> None:
config = Config(select={NoShebang.name})
# Test file with shebang ... | 66 | 1,968 |
mlflow | dev/clint/tests/rules/test_test_name_typo.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.test_name_typo import TestNameTypo
def test_test_name_typo(index: SymbolIndex) -> None:
code = """import pytest
# Bad - starts with 'test' but missing... | 38 | 992 |
mlflow | dev/clint/tests/rules/test_unknown_mlflow_function.py | .py | from pathlib import Path
import pytest
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.unknown_mlflow_function import UnknownMlflowFunction
def test_unknown_mlflow_function(index: SymbolIndex) -> None:
code = '''
def bad():
... | 69 | 1,507 |
mlflow | dev/clint/tests/rules/test_forbidden_set_active_model_usage.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.forbidden_set_active_model_usage import ForbiddenSetActiveModelUsage
def test_forbidden_set_active_model_usage(index: SymbolIndex) -> None:
code = """
... | 34 | 1,132 |
mlflow | dev/clint/tests/rules/test_empty_notebook_cell.py | .py | import json
from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules.empty_notebook_cell import EmptyNotebookCell
def test_empty_notebook_cell(index: SymbolIndex) -> None:
notebook_content = {
"cells": [
{... | 48 | 1,494 |
mlflow | dev/clint/tests/rules/test_lazy_import.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import LazyImport
def test_lazy_import(index: SymbolIndex) -> None:
code = """
def f():
# Bad
import sys
import pandas as pd
# Good
import... | 50 | 1,374 |
mlflow | dev/clint/tests/rules/test_unused_disable_comment.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import UnusedDisableComment
def test_stale_disable_comment(index: SymbolIndex) -> None:
code = """
import os # clint: disable=lazy-import
"""
conf... | 90 | 3,032 |
mlflow | dev/clint/tests/rules/test_nested_mock_patch.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.nested_mock_patch import NestedMockPatch
def test_nested_mock_patch_unittest_mock(index: SymbolIndex) -> None:
code = """
import unittest.mock
def tes... | 203 | 6,175 |
mlflow | dev/clint/tests/rules/test_forbidden_top_level_import.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.forbidden_top_level_import import ForbiddenTopLevelImport
def test_forbidden_top_level_import(index: SymbolIndex) -> None:
code = """
# Bad
import foo
... | 46 | 1,352 |
mlflow | dev/clint/tests/rules/test_mock_patch_as_decorator.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.mock_patch_as_decorator import MockPatchAsDecorator
def test_mock_patch_as_decorator_unittest_mock(index: SymbolIndex) -> None:
code = """
import unitt... | 110 | 3,387 |
mlflow | dev/clint/tests/rules/test_extraneous_docstring_param.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.extraneous_docstring_param import ExtraneousDocstringParam
def test_extraneous_docstring_param(index: SymbolIndex) -> None:
code = '''
def bad_function... | 35 | 1,036 |
mlflow | dev/clint/tests/rules/test_unsafe_version_parse.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules.unsafe_version_parse import UnsafeVersionParse
def test_unsafe_version_parse(index: SymbolIndex) -> None:
code = """
import importlib.metadata
import importlib_metadata... | 71 | 2,362 |
mlflow | dev/clint/tests/rules/test_except_bool_op.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import ExceptBoolOp
def test_except_bool_op(index: SymbolIndex) -> None:
code = """
# Bad - or in except
try:
pass
except ValueError or KeyError:
... | 55 | 1,016 |
mlflow | dev/clint/tests/rules/test_invalid_experimental_decorator.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.invalid_experimental_decorator import InvalidExperimentalDecorator
def test_invalid_experimental_decorator(index: SymbolIndex) -> None:
code = """
from... | 57 | 1,659 |
mlflow | dev/clint/tests/rules/test_unknown_mlflow_arguments.py | .py | from pathlib import Path
import pytest
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.unknown_mlflow_arguments import UnknownMlflowArguments
def test_unknown_mlflow_arguments(index: SymbolIndex) -> None:
code = '''
def bad(... | 68 | 1,586 |
mlflow | dev/clint/tests/rules/test_prefer_dict_union.py | .py | from pathlib import Path
import pytest
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules import PreferDictUnion
@pytest.mark.parametrize(
"code",
[
pytest.param("{**dict1, **dict2}", id="two_dict_unpacks"),
pytest.param("{*... | 48 | 1,976 |
mlflow | dev/clint/tests/rules/test_forbidden_make_judge_in_builtin_scorers.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules.forbidden_make_judge_in_builtin_scorers import (
ForbiddenMakeJudgeInBuiltinScorers,
)
def test_forbidden_make_judge_in_builtin_scorers(index: SymbolIndex) -> None:
... | 87 | 2,954 |
mlflow | dev/clint/tests/rules/test_invalid_abstract_method.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.invalid_abstract_method import InvalidAbstractMethod
def test_invalid_abstract_method(index: SymbolIndex) -> None:
code = """
import abc
class Abstrac... | 41 | 1,223 |
mlflow | dev/clint/tests/rules/test_log_model_artifact_path.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.log_model_artifact_path import LogModelArtifactPath
def test_log_model_artifact_path(index: SymbolIndex) -> None:
code = """
import mlflow
# Bad - usi... | 35 | 1,214 |
mlflow | dev/clint/tests/rules/test_redundant_mock_return_value.py | .py | from pathlib import Path
import pytest
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import lint_file
from clint.rules.redundant_mock_return_value import RedundantMockReturnValue
CONFIG = Config(select={RedundantMockReturnValue.name})
TEST_FILE = Path("test_foo.py")
@pytest.m... | 120 | 2,614 |
mlflow | dev/clint/tests/rules/test_isinstance_union_syntax.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import IsinstanceUnionSyntax
def test_isinstance_union_syntax(index: SymbolIndex) -> None:
code = """
# Bad - basic union syntax
isinstance(obj, str | ... | 45 | 1,189 |
mlflow | dev/clint/tests/rules/test_os_environ_set_in_test.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.os_environ_set_in_test import OsEnvironSetInTest
def test_os_environ_set_in_test(index: SymbolIndex) -> None:
code = """
import os
# Bad
def test_func... | 26 | 714 |
mlflow | dev/clint/tests/rules/test_use_sys_executable.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules import UseSysExecutable
def test_use_sys_executable(index: SymbolIndex) -> None:
code = """
import subprocess
import sys
# Bad
subprocess.run(["mlflow... | 28 | 818 |
mlflow | dev/clint/tests/rules/test_pytest_mark_repeat.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.pytest_mark_repeat import PytestMarkRepeat
def test_pytest_mark_repeat(index: SymbolIndex) -> None:
code = """
import pytest
@pytest.mark.repeat(10)
d... | 22 | 655 |
mlflow | dev/clint/tests/rules/test_unparameterized_generic_type.py | .py | from pathlib import Path
from clint.config import Config
from clint.index import SymbolIndex
from clint.linter import Position, Range, lint_file
from clint.rules.unparameterized_generic_type import UnparameterizedGenericType
def test_unparameterized_generic_type(index: SymbolIndex) -> None:
code = """
from typin... | 47 | 1,473 |
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