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""" Pytest configuration and shared fixtures. """ import pytest import sys from pathlib import Path # Add src to path for all tests sys.path.insert(0, str(Path(__file__).parent.parent / "src")) def pytest_configure(config): """Configure pytest with custom markers.""" config.addinivalue_line( "marker...
slyubarskiy/chatgpt-conversation-extractor
tests/conftest.py
.py
4d34b42747f8a626
8.15
19
""" Test suite for CLI argument validation. Focuses on the new validation logic for JSON output options. """ import json import sys import argparse from pathlib import Path from unittest.mock import patch, MagicMock import pytest # Add src to path sys.path.insert(0, str(Path(__file__).parent.parent / "src")) from c...
slyubarskiy/chatgpt-conversation-extractor
tests/test_cli_validation.py
.py
ca146d5c309f0b66
7.15
19
""" Final tests to push coverage above 80%. """ import json import sys from pathlib import Path from unittest.mock import patch, MagicMock, mock_open import pytest sys.path.insert(0, str(Path(__file__).parent.parent / "src")) from chatgpt_extractor.extractor import ConversationExtractorV2 from chatgpt_extractor.proc...
slyubarskiy/chatgpt-conversation-extractor
tests/test_coverage_final.py
.py
8ee6237bdb6e9df5
8.15
19
""" Tests for the main ConversationExtractorV2 class. """ import json import tempfile from pathlib import Path import pytest from unittest.mock import Mock, patch import sys sys.path.insert(0, str(Path(__file__).parent.parent / "src")) from chatgpt_extractor.extractor import ConversationExtractorV2 from tests.test_...
slyubarskiy/chatgpt-conversation-extractor
tests/test_extractor.py
.py
1555c125317778ae
8.15
19
""" Helper utilities for testing with logging. """ import logging from contextlib import contextmanager from io import StringIO @contextmanager def capture_logs(logger_name="chatgpt_extractor", level=logging.INFO): """Context manager to capture log output for testing. Args: logger_name: Name of the ...
slyubarskiy/chatgpt-conversation-extractor
tests/test_helpers.py
.py
6266a76573783282
8.15
19
""" Tests for the CLI main module. """ import sys from pathlib import Path import pytest from unittest.mock import patch, MagicMock sys.path.insert(0, str(Path(__file__).parent.parent / "src")) from chatgpt_extractor.__main__ import main, run_failure_analysis from tests.test_helpers import capture_logs, assert_in_lo...
slyubarskiy/chatgpt-conversation-extractor
tests/test_main.py
.py
8c0fa7ed94fcfa4d
8.15
19
""" Tests for the tracking components. """ import time import sys from pathlib import Path import pytest sys.path.insert(0, str(Path(__file__).parent.parent / "src")) from chatgpt_extractor.trackers import SchemaEvolutionTracker, ProgressTracker class TestSchemaEvolutionTracker: """Validates schema pattern det...
slyubarskiy/chatgpt-conversation-extractor
tests/test_trackers.py
.py
4666daf92f8ddc63
8.15
19
"""Parse ty diagnostics and normalize panic and stderr output.""" import re from pathlib import Path from .schema import Diagnostic, DiagnosticLevel OLD_DIAGNOSTIC_PATTERN = re.compile( r"^(?P<level>error|warning|fatal)\[(?P<lint_name>.+?)\] " r"(?P<path>.+?):(?P<line>\d+):(?P<column>\d+): " r"(?P<messag...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/diagnostic.py
.py
8530b2dbeac41a3c
7.59
14
"""Render searchable HTML reports for ecosystem diagnostics.""" import json import logging from pathlib import Path from jinja2 import Environment, FileSystemLoader, PackageLoader from .schema import Diagnostic, ReportDiagnostic, RunData, RunOutput logger = logging.getLogger(__name__) def _is_http_url(value: obje...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/ecosystem_report.py
.py
65da2795aab7d9f0
7.59
14
"""Logic for detecting flaky diagnostics by comparing multiple ty runs.""" from collections import Counter from .schema import ( Diagnostic, DiagnosticKey, FlakyLocation, FlakyVariant, SourceLocationKey, ) def _diagnostic_key(diag: Diagnostic) -> DiagnosticKey: """Return a hashable key that ...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/flaky.py
.py
9a9c57b1c73d23c2
7.59
14
"""Clone ecosystem projects and prepare their isolated dependencies.""" import datetime as dt import hashlib import logging import os import subprocess import tempfile from pathlib import Path from mypy_primer.model import Project from .config import MINIMUM_PYTHON_VERSION, UV_NO_BUILD_ENV, get_cache_dir from .git i...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/installed_project.py
.py
418626455be74833
7.59
14
"""Install ecosystem projects and coordinate ty analysis runs.""" import json import logging import time from concurrent.futures import Future, ThreadPoolExecutor, as_completed from pathlib import Path from mypy_primer.model import Project from mypy_primer.projects import get_projects from .installed_project import ...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/manager.py
.py
a5c63d9e03d1156e
7.59
14
"""Build and run ty, then aggregate diagnostics and exit evidence.""" import hashlib import logging import os import shlex import subprocess import sys import time from collections import Counter from pathlib import Path from .config import UV_NO_BUILD_ENV from .diagnostic import DiagnosticsParser, index_panic_messag...
astral-sh/ecosystem-analyzer
src/ecosystem_analyzer/ty.py
.py
9a7de319a04d20a2
7.59
14
from ecosystem_analyzer.diagnostic import DiagnosticsParser class TestDiagnosticsParser: def test_parse_error_diagnostic(self) -> None: """Test parsing a basic error diagnostic message.""" parser = DiagnosticsParser() content = "error[invalid-assignment] try.py:3:1: Object of type `Literal...
astral-sh/ecosystem-analyzer
tests/test_diagnostic.py
.py
3b0a7551b616cfd5
7.09
14
import datetime as dt from unittest.mock import MagicMock, patch import pytest from mypy_primer.model import Project from ecosystem_analyzer.installed_project import ( InstalledProject, validate_exclude_newer, ) def _make_project( *, min_python_version: tuple[int, int] | None = None, install_cmd...
astral-sh/ecosystem-analyzer
tests/test_exclude_newer.py
.py
36387de3d2e21e87
8.09
14
from ecosystem_analyzer.flaky import classify_diagnostics from ecosystem_analyzer.schema import Diagnostic, DiagnosticLevel def _diag( path: str, line: int, column: int, message: str, lint_name: str = "some-lint", level: DiagnosticLevel = "error", ) -> Diagnostic: return Diagnostic( ...
astral-sh/ecosystem-analyzer
tests/test_flaky.py
.py
fcd37c05011c0e18
7.09
14
"""Test Git operations against isolated local repositories.""" import json import os import subprocess import traceback from pathlib import Path from unittest.mock import call, patch import pytest from click.testing import CliRunner from mypy_primer.model import Project from ecosystem_analyzer.git import ( _ty_r...
astral-sh/ecosystem-analyzer
tests/test_git.py
.py
5070af82260f6c17
7.09
14
from pathlib import Path import pytest from click.testing import CliRunner, Result from mypy_primer.model import Project from ecosystem_analyzer.main import cli, get_all_project_names, shard_projects from ecosystem_analyzer.process import run from ecosystem_analyzer.ty import Ty def _projects(*costs: tuple[str, int...
astral-sh/ecosystem-analyzer
tests/test_sharding.py
.py
0513e1f189765ec5
8.09
14
#!/usr/bin/env python3 """mission-migrate.py — single state.json → sessions/<sid>.json 構造への変換 C-3 multi-session 構造への移行ツール。 - デフォルト dry-run。--execute で実際に変換。 - 既存 state.json は state.json.pre-migration として保管。 - session_id は state.json の session_id (B-3 で追加されたフィールド) を採用。 存在しない場合は uuid を生成。 - aggregate.json を作成 (active_...
tackeyy/mission
plugins/mission/skills/mission/bin/mission-migrate.py
.py
d8a59c2f83741818
7.45
7
"""Shared mission state helpers used by state and audit tools.""" from __future__ import annotations import math import re import secrets from datetime import datetime, timezone from pathlib import Path from typing import Any PREPARATION_ONLY_MARKERS = ( "Oracle Browser Review Prepared", "Browser Review Prep...
tackeyy/mission
plugins/mission/skills/mission/lib/mission_common.py
.py
2231b59698a6d057
7.45
7
"""#593 B-2: gate outcome の分類。 pass gate が発火して反復に入ったとき、その反復が何だったのかを機械的に 分類する。本番 451 mission のうち「反復したが composite 不変」15 件は、 現在 - ゲートの誤検知 (弾いたが直すものが無い) - 修正の失敗 (直したが改善しない) が混ざっている。対処がまったく異なるのに区別できていない。B-1 で記録した `artifact_digest` を使って両者を分離する。 このモジュールは **判定のみ** を行い、gate の意味論には一切関与しない。 """ from __future__ import anno...
tackeyy/mission
plugins/mission/skills/mission/lib/mission_gate_outcome.py
.py
d911f975608b4504
7.45
7
"""Curses rendering helpers for the Keboola Storage Browser demo. Pure presentation: every function here takes a curses window plus already-fetched data and draws it. No API calls, no application state, no token handling happen in this module -- that all lives in ``app.py``. Splitting the drawing out keeps ``app.py`` ...
keboola/cli
examples/storage_tui/_render.py
.py
73fba9622190e4ce
7.56
12
#!/usr/bin/env python3 """CI guard: verify every CLI command is registered and documented. The kbagent CLI surface is mirrored across several agent-facing files that have NO other CI freshness check (see CONTRIBUTING.md "Plugin synchronization map" and CLAUDE.md convention #17). Forgetting to update one ships an AI ag...
keboola/cli
scripts/check_command_sync.py
.py
25df374607e9626d
7.56
12
"""CI guard: enforce the per-layer file-size budgets from CONTRIBUTING.md. Budgets are measured in **code lines**, not raw line count: docstrings, comments and blank lines are excluded. Raw LOC would tax the long rationale-carrying docstrings this codebase deliberately writes -- they are what makes it navigable, so a ...
keboola/cli
scripts/check_file_size.py
.py
d964cd6240085d83
7.56
12
#!/usr/bin/env python3 """Prove the new changelog entry covers every PR the release tag will contain. ``make changelog-check`` answers a different question: does every *released version* have a changelog entry? It never asks whether that entry covers every *commit* under the tag. The gap is not hypothetical -- it ship...
keboola/cli
scripts/check_release_scope.py
.py
d73eab8ca59133f2
7.56
12
"""CI helper: assert whether a built wheel bundles the React SPA. Used by the Windows wheel-build CI job to verify the issue #320 fixes end-to-end on a real Windows runner (where no developer machine is needed): - a normal ``uv build`` must bundle ``_ui_dist/index.html`` (Bug 1: the ``npm.cmd`` invocation actually ...
keboola/cli
scripts/check_wheel_ui.py
.py
25fbadcb4e263607
7.56
12
#!/usr/bin/env python3 """Generate command-reference.md by introspecting the live Typer app. Zero-drift by construction: the output is derived from the same Click command tree that renders ``--help``, so it cannot disagree with the shipped CLI. The release workflow attaches the result as a GitHub Release asset next to...
keboola/cli
scripts/gen_command_reference.py
.py
8d94eee4b33d13eb
7.56
12
#!/usr/bin/env python3 """Generate docs/web-server-endpoints.md by introspecting the live FastAPI app. Zero-drift by construction: the output is derived from ``create_app().openapi()`` -- the same spec ``kbagent serve`` publishes at ``/openapi.json`` -- so the committed reference cannot disagree with the shipped serve...
keboola/cli
scripts/gen_endpoint_reference.py
.py
e2010bcbd4acbfa6
7.56
12
#!/usr/bin/env python3 """Generate changelog skeleton from GitHub releases. Fetches release notes from the GitHub API and prints a Python dict suitable for pasting into ``src/keboola_agent_cli/changelog.py``. Usage: python scripts/generate_changelog.py # print skeleton python scripts/generate_changel...
keboola/cli
scripts/generate_changelog.py
.py
d581a84c534ae90a
7.56
12
"""Hatchling custom build hook that bundles the built React SPA into the wheel. End-users install this package via: - ``uv tool install git+https://github.com/keboola/cli`` -- uv clones the repo, runs ``hatchling`` to produce a wheel, installs it, then deletes the clone. The user does NOT have a checkout on disk....
keboola/cli
scripts/hatch_build.py
.py
a3ce51dfd4226362
7.56
12
"""Keboola AI Service API client with retry, timeouts, and token masking. This module communicates with the Keboola AI Service API for component documentation, search, and suggestion features. Derives the AI Service URL from the Storage API stack URL by replacing 'connection.' with 'ai.' in the hostname. Inherits sha...
keboola/cli
src/keboola_agent_cli/ai_client.py
.py
20899e7077f6adae
7.56
12
"""RFC 8628 device authorization: polling runner for `kbagent auth login --device-code`. Used both as the forced flow (`--device-code`) and as the automatic fallback from `auth/pkce.py` when `auth/environment.py` detects a remote/headless machine, or when the PKCE setup/callback step fails before any code was exchange...
keboola/cli
src/keboola_agent_cli/auth/device.py
.py
6a0ea7f0509397bf
7.56
12
"""Browser/remote heuristics: decide whether a same-machine loopback login is usable. `kbagent auth login` prefers the PKCE authorization-code flow (it needs no copy-paste), but that only works when this process can (a) open a browser that (b) can actually reach the loopback listener it just bound -- true on a desktop...
keboola/cli
src/keboola_agent_cli/auth/environment.py
.py
3baa95b12ad1a154
7.56
12
"""Wire models and persisted state for programmatic auth (browser login). Two families of model live here: - Wire models (`AuthUser`, `CliTokenResponse`, `DeviceAuthorization`, `AuthProject`, `IntrospectResponse`, `DevicePollResult`, `RevokeResult`): shaped after the Keboola auth-service JSON responses, never per...
keboola/cli
src/keboola_agent_cli/auth/models.py
.py
39454800263e26c5
7.56
12
"""PKCE authorization-code login: challenge generation + loopback callback. Implements the browser-based half of `kbagent auth login` (design doc section 4.5 step 3): generate a fresh verifier/challenge/state triple, hand the user a browser URL, and receive the authorization-code redirect on a loopback HTTP listener b...
keboola/cli
src/keboola_agent_cli/auth/pkce.py
.py
6fe292397557dca6
7.56
12
"""Session-token sentinel helpers. A session-registered project (`kbagent auth login --register-projects`) does not have a real Storage API token to put in `ProjectConfig.token` -- its actual credential lives in `auth.json`, keyed by stack URL, and rotates over time. Instead, `ProjectConfig.token` holds an opaque sent...
keboola/cli
src/keboola_agent_cli/auth/sentinel.py
.py
464f508bfcc07dec
7.56
12
"""Persistence for programmatic-auth sessions (auth.json).""" from __future__ import annotations import contextlib import json import logging import os import stat from collections.abc import Iterator from datetime import UTC, datetime, timedelta from pathlib import Path from typing import TYPE_CHECKING import filel...
keboola/cli
src/keboola_agent_cli/auth/state_store.py
.py
dc896364c0bc494b
7.56
12
"""Composition of the Keboola API client from its endpoint-family mixins. ``KeboolaClient`` is assembled here from the per-family mixins (storage tables, storage files, configs, queue, tokens, branches, merge requests, stream, query, workspaces, billing, notifications, misc) over the shared ``_CoreClient`` plumbing ba...
keboola/cli
src/keboola_agent_cli/client/_client.py
.py
783012da7f275a5d
7.56
12
"""Shared HTTP plumbing for the Keboola client mixins. ``_CoreClient`` is the typed base every ``KeboolaClient`` endpoint-family mixin inherits (issue #520). It holds the construction, request dispatch, sub-client lifecycle, base-URL derivation and storage-job polling that the mixins call as ``self._request(...)`` / `...
keboola/cli
src/keboola_agent_cli/client/_core.py
.py
061e7ccd3af89f5b
7.56
12
"""Pay-As-You-Go credit balance -- GET /credits on the billing service. New for issue #594. The billing service also exposes ``POST /credits``, which triggers a REAL automatic top-up (real money charged to the project). That endpoint is deliberately NOT wrapped anywhere in this mixin -- kbagent's billing surface is re...
keboola/cli
src/keboola_agent_cli/client/billing.py
.py
9c3a8f54892470cc
7.56
12
"""Development branches and branch metadata. Extracted verbatim from the former single-file ``client.py`` (issue #520). """ from typing import Any from ..constants import METADATA_NOT_FOUND from ._core import _CoreClient class _BranchesMixin(_CoreClient): """Development branches and branch metadata.""" de...
keboola/cli
src/keboola_agent_cli/client/branches.py
.py
fad492844cd25eeb
7.56
12
"""Merge-request endpoints, exposed as ``client.merge_requests`` (DMD-1701). This module holds four pieces: - ``StorageRequester``: the FUTURE transport interface -- public method names, defined today. The client-split RFC (draft PR #595; not in this tree yet) builds the real transport under this seam later; unti...
keboola/cli
src/keboola_agent_cli/client/merge_requests.py
.py
47c04a7e518937d8
7.56
12
"""Cross-cutting endpoints: global search, OAuth URL, encryption, sync actions. Extracted verbatim from the former single-file ``client.py`` (issue #520). """ from typing import TYPE_CHECKING, Any from ..constants import ( OAUTH_HOST, OAUTH_PATH, ) from ._core import _CoreClient if TYPE_CHECKING: from ....
keboola/cli
src/keboola_agent_cli/client/misc.py
.py
7ada3f34bc437604
7.56
12
"""Notification Service: project-level notification subscriptions (issue #600). Backs the Flow Builder's *Notifications* tab (the bell icon: Success / Error / Processing-delay / Warning cards). Those recipients are NOT part of a flow's ``configuration`` JSON -- they live in a separate platform service advertised as ``...
keboola/cli
src/keboola_agent_cli/client/notifications.py
.py
9abc4560207b353c
7.56
12
"""Query Service: workspace SQL submission, results and history. Extracted verbatim from the former single-file ``client.py`` (issue #520). """ import time from typing import Any from ..constants import ( QUERY_JOB_MAX_WAIT, QUERY_JOB_POLL_INTERVAL, QUERY_RESULTS_PAGE_SIZE, ) from ..errors import ErrorCo...
keboola/cli
src/keboola_agent_cli/client/query.py
.py
811117929b1ae71c
7.56
12
"""Queue API: job listing, creation, termination, events and polling. Extracted verbatim from the former single-file ``client.py`` (issue #520). """ import time from typing import Any from urllib.parse import quote from ..constants import ( DEFAULT_GROUPED_JOBS_LIMIT, DEFAULT_JOB_LIMIT, DEFAULT_JOB_SORT_...
keboola/cli
src/keboola_agent_cli/client/queue.py
.py
74c63bc9ae69709d
7.56
12
"""Storage Files API: upload, download (incl. sliced), tagging. Extracted verbatim from the former single-file ``client.py`` (issue #520). """ import logging from pathlib import Path from typing import TYPE_CHECKING, Any from urllib.parse import quote import httpx from ..constants import ( FILE_DOWNLOAD_CHUNK_S...
keboola/cli
src/keboola_agent_cli/client/storage_files.py
.py
091c3c92fc8a9ac4
7.56
12
#!/usr/bin/env python # -*- coding: utf-8 -*- """ 測試運行腳本 - 運行所有測試並生成報告 腳本位置: deploy/test_scripts/run_tests.py 報告輸出: tests/reports/ 用法: python deploy/test_scripts/run_tests.py # 運行所有測試並生成報告 python deploy/test_scripts/run_tests.py --quick # 快速運行,不生成覆蓋率 python deploy/test_scripts/run_tests....
RonaldJEN/OpenCapyBox
deploy/test_scripts/run_tests.py
.py
2001b4d194bf52cc
7.92
6
"""Codex-compatible local context compaction primitives. The reference behavior lives in ``docs/codex/codex-rs/core/src/compact.rs``. This module deliberately keeps compaction policy independent from the Agent loop so persistence and failover can reuse the exact same replacement rules. """ from __future__ import anno...
RonaldJEN/OpenCapyBox
src/agent/context_compaction.py
.py
78438c2b3615bf09
7.42
6
#!/usr/bin/env python3 """ Run a single benchmark configuration and output JSON results. This script wraps the prime-rl training with --bench.output-json to get metrics directly without parsing console output. """ from __future__ import annotations import json import subprocess import sys import time from datetime i...
HyperPotatoNeo/prime-values
benchmarks/scripts/run_single_benchmark.py
.py
6afbbab5da3db6b7
7.63
17
import os from pathlib import Path from typing import Annotated, Literal, TypeAlias from pydantic import AfterValidator, Field, model_validator from prime_rl.utils.config import BaseConfig # Launcher-managed env vars that a component's `env_vars` must not set. The launcher # owns GPU partitioning, lifecycle/network ...
HyperPotatoNeo/prime-values
packages/prime-rl-configs/src/prime_rl/configs/shared.py
.py
4f7aeef01edb9304
7.63
17
from pathlib import Path from typing import Any from pydantic_config import BaseConfig as BaseConfig # noqa: F401 from pydantic_config import cli # noqa: F401 def find_package_resource(subdir: str) -> Path | None: """Find a directory contributed to the `prime_rl` namespace package by any installed wheel. ...
HyperPotatoNeo/prime-values
packages/prime-rl-configs/src/prime_rl/utils/config.py
.py
f3b341ab1308bc9a
7.63
17
from __future__ import annotations from typing import Any, Optional from prime_rl.configs.inference import InferenceConfig from prime_rl.configs.orchestrator import OrchestratorConfig from prime_rl.configs.trainer import TrainerConfig def propagate_shared_fields(data: Any) -> Any: """Propagate ``RLConfig``'s sh...
HyperPotatoNeo/prime-values
packages/prime-rl-configs/src/prime_rl/utils/validation.py
.py
15d32f3e8c11f808
7.63
17
import json import os import subprocess import sys from pathlib import Path from typing import Any import tomli_w from prime_rl.configs.inference import InferenceConfig from prime_rl.utils.config import cli from prime_rl.utils.logger import setup_logger from prime_rl.utils.pathing import format_log_message, get_confi...
HyperPotatoNeo/prime-values
src/prime_rl/entrypoints/inference.py
.py
eb94bac15a88833d
7.63
17
import os import subprocess import sys import uuid from pathlib import Path from subprocess import Popen from threading import Event, Thread import tomli_w from prime_rl.configs.sft import SFTConfig from prime_rl.utils.config import cli from prime_rl.utils.logger import setup_logger from prime_rl.utils.pathing import...
HyperPotatoNeo/prime-values
src/prime_rl/entrypoints/sft.py
.py
3440521d85f84ae8
7.63
17
"""Stdlib `logging`-based JSON formatter and dictConfig for vLLM. Trainer and orchestrator emit JSON via loguru (`prime_rl.utils.logger.json_sink`). vLLM uses Python's stdlib `logging` and spawns workers via `multiprocessing.spawn`, so we can't share the loguru sink directly. We emit the same flat shape from a stdlib ...
HyperPotatoNeo/prime-values
src/prime_rl/inference/json_logging.py
.py
61f4177df994afd0
7.63
17
"""Prime-RL extensions to vLLM's `/inference/v1/generate` handler. vLLM 0.22 ships a generic tokens-in / tokens-out handler at ``vllm.entrypoints.serve.disagg.serving.ServingTokens`` that already covers prefix-cache salting, lora dispatch, multimodal features, prompt logprobs, priority, ``data_parallel_rank`` header r...
HyperPotatoNeo/prime-values
src/prime_rl/inference/vllm/serving_tokens.py
.py
f8ac63db8bddecfa
7.63
17
from typing import TYPE_CHECKING from torch.nn import Module from vllm.model_executor.model_loader import DefaultModelLoader, get_model_loader from prime_rl.inference.vllm.worker.weight_transfer import load_weights_checkpoint_layerwise # This is to get type hints for the Worker class but not actually extend it at ru...
HyperPotatoNeo/prime-values
src/prime_rl/inference/vllm/worker/filesystem.py
.py
1817e325682ea968
7.63
17
import pickle from typing import TYPE_CHECKING, Generator, cast import torch from torch.nn import Module from vllm.distributed.device_communicators.pynccl import PyNcclCommunicator from vllm.distributed.utils import StatelessProcessGroup from vllm.logger import init_logger from prime_rl.inference.vllm.worker.weight_t...
HyperPotatoNeo/prime-values
src/prime_rl/inference/vllm/worker/nccl.py
.py
397c72d91ed9daac
7.63
17
"""Shared rollout-credit math for orchestrator algorithms.""" from __future__ import annotations import math def compute_gae( *, reward: float, values: list[float], mask: list[bool], gamma: float, gae_lambda: float, value_target_lambda: float, ) -> tuple[list[float], list[float]]: ""...
HyperPotatoNeo/prime-values
src/prime_rl/orchestrator/algo/advantage.py
.py
67737f2ec97f5cfe
7.63
17
"""The per-env algorithm runtime: the :class:`Algorithm` base class. Each named class in this package *is* one training algorithm, one module per algorithm: it owns the algorithm's two scoring hooks directly — ``score_rollout`` (per arrival) and ``score_group`` (per group) — and declares which loss component its actio...
HyperPotatoNeo/prime-values
src/prime_rl/orchestrator/algo/base.py
.py
0349aa8143406809
7.63
17
from __future__ import annotations from functools import partial from typing import TYPE_CHECKING, Callable from prime_rl.configs.algorithm import EchoAlgoConfig from prime_rl.orchestrator.algo.grpo import GRPOAlgorithm from prime_rl.orchestrator.trajectories import iter_trainable_branches from prime_rl.utils.utils i...
HyperPotatoNeo/prime-values
src/prime_rl/orchestrator/algo/echo.py
.py
a0c8098614d8b546
7.63
17
from __future__ import annotations import asyncio from typing import TYPE_CHECKING from prime_rl.configs.algorithm import OPSDAlgoConfig from prime_rl.orchestrator.algo.base import Algorithm if TYPE_CHECKING: from renderers.base import Renderer from prime_rl.orchestrator.types import Rollout from prime_...
HyperPotatoNeo/prime-values
src/prime_rl/orchestrator/algo/opsd.py
.py
10624cdff6aea8aa
7.63
17
"""Wire-field stamping for the per-token streams. The training loss is a sum of three components — ``rl`` (importance-weighted PG + KL), ``ce`` (masked NLL), and ``ref_kl`` (reverse KL to a reference model as the PG signal) — each normalized by its own global token count in the trainer. The algorithm decides which com...
HyperPotatoNeo/prime-values
src/prime_rl/orchestrator/algo/routing.py
.py
0038eddeb764ca3d
7.63
17
#!/usr/bin/env python3 """Generate TPC-DS data in Parquet format using dsdgen binary.""" import argparse import os import subprocess import sys from pyspark.sql import SparkSession from pyspark.sql.types import ( StructType, StructField, StringType, IntegerType, LongType, DecimalType, DateType, ) # TPC-DS tab...
onehouseinc/quanton-operator
benchmarks/scripts/datagen.py
.py
67026637c1037172
7.66
20
#!/usr/bin/env python3 """Execute TPC-DS SQL queries with timing, output results as JSON.""" import argparse import json import os import time import traceback from pyspark.sql import SparkSession # TPC-DS tables expected in the parquet directory TPCDS_TABLES = [ "call_center", "catalog_page", "catalog_returns", ...
onehouseinc/quanton-operator
benchmarks/scripts/run_queries.py
.py
9cd170c4e3275075
7.66
20
#!/usr/bin/env python3 """Score all three arms on the same cases, by the same rules. A: culprit alone (deterministic, ~0 tokens, sub-second) B: agent alone with git (Opus + bash) C: agent given culprit's output first Uses benchmarks/run.py's own score_case so no arm gets a friendlier judge. """ i...
noordeen123/culprit
benchmarks/agent/score.py
.py
7f00c56cff49124b
7.42
6
#!/usr/bin/env python3 """Build isolated sandboxes for the agent-baseline arm of the suspect benchmark. Fairness rules, mirroring exactly what culprit's engine receives: * culprit gets ONLY the diff. pr_context.from_local sets title=None, body=None, so it never sees the fix commit message. The agent gets the sa...
noordeen123/culprit
benchmarks/agent/setup.py
.py
662c2d15ab0a0692
7.42
6
"""Shared helpers for the benchmark scripts: git plumbing and the repo cache.""" import os import re import subprocess CACHE_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), ".cache") def git(repo, *args): """Run git in `repo`, return stdout; raise CalledProcessError on failure. Some real-worl...
noordeen123/culprit
benchmarks/common.py
.py
50ae7af973762004
7.42
6
"""Thin, read-only subprocess helpers for git and gh. Every command here is read-only by construction. Nothing in culprit ever mutates the target repository or the PR. """ from __future__ import annotations import os import shutil import subprocess from typing import Dict, List, Optional class ProcError(RuntimeErro...
noordeen123/culprit
culprit/_proc.py
.py
620225a6cf0dfee4
7.42
6
"""Feature path: what can this change break? For each changed source file, find who imports it (reverse-import map), which tests cover those modules, and which touched files live in shared/core areas (high blast radius). Heuristic but grounded - the reasoning layer ranks risk and recommends the test surface from this ...
noordeen123/culprit
culprit/blast_radius.py
.py
31db26af20c0fa61
7.42
6
"""Classify a change as a bugfix or a feature, with evidence. Deterministic scoring over branch name, PR labels, and commit/title prefixes. The verdict is advisory: the Claude Code harness (or the API reasoning layer) makes the final call, but the score + evidence give it grounded signal instead of guessing. """ from ...
noordeen123/culprit
culprit/classify.py
.py
6136733529a771cf
7.42
6
"""Fix completeness: does the fix address the root cause, or just one symptom? A fix that patches one call site of a broken helper but misses three others is a partial fix. This module extracts the symbols the fix changed (the enclosing functions from the hunk headers, plus called names on the changed lines), finds ot...
noordeen123/culprit
culprit/completeness.py
.py
ee1f23309a31623d
7.42
6
"""Optional coverage precision: which *changed lines* are actually uncovered. The default test-gap is an import heuristic ("this file has no test that imports it"). Given an lcov or Cobertura report via ``--coverage``, this parses the per-line coverage, maps it to the lines this change added, and reports exactly which...
noordeen123/culprit
culprit/coverage.py
.py
d2abee54f3f5fe0e
7.42
6
"""Line-evolution timeline: how the buggy lines became a bug, commit by commit. For each line range the fix touched, ``git log -L<start>,<end>:<file>`` over the base history gives every commit that ever modified those exact lines, oldest first. We tag the earliest as ``origin``, the prime-suspect commit as ``suspect``...
noordeen123/culprit
culprit/evolution.py
.py
a4a8c2e2dd6d0aab
7.42
6
"""Render a self-contained HTML RCA report from a structured result. One file, no external CDN, no build step: the template ships as package data, the result JSON and an optional narrative are injected as text nodes. Open the output in any browser - works offline. """ from __future__ import annotations import json fr...
noordeen123/culprit
culprit/htmlreport.py
.py
ed9ba1b98d51b77f
7.42
6
"""Intent enrichment: what the author was *trying* to do when the bug went in. The suspect set tells us which commit last touched the buggy lines. This module adds the missing half - the *intent* behind that commit: its full message body, the pull request that introduced it (title + description), and any issue it was ...
noordeen123/culprit
culprit/intent.py
.py
5e439cfb1fa9ca89
7.42
6
"""The bug's lifespan: which releases shipped it, how far it spread, recurrence. Queries ``git tag --contains`` to find released versions that carried the bug, counts commits/authors between introduction and fix, and checks whether the file has a history of repeated bug-fix commits (hotspot detection). All read-only. ...
noordeen123/culprit
culprit/lifecycle.py
.py
13aa2d06513fe67f
7.42
6
"""culprit MCP server: expose the RCA engine as native tool calls. Install: pip install culprit[mcp] Run: culprit-mcp (stdio transport, works with any MCP-compatible client) Add to your client's MCP config (Claude Code, Cursor, Windsurf, VS Code, Codex CLI, etc.): { "mcpServers": { "c...
noordeen123/culprit
culprit/mcp_server.py
.py
7e9f92a5892f8bf8
7.42
6
"""Suggest reviewers for a change: CODEOWNERS rules + git authorship. Combines the owners declared in a ``CODEOWNERS`` file for the changed paths with the people who have historically authored the changed (and suspect) files. Read-only. """ from __future__ import annotations import fnmatch import os from collections ...
noordeen123/culprit
culprit/owners.py
.py
0a9933bd06d12ac8
7.42
6
"""Resolve the analysis target into a normalized context dict. Two sources, in priority order: 1. A GitHub PR via ``gh`` (title, body, labels, refs, commits, files, diff). 2. Local git only (current/named branch vs a base) when there's no PR or no gh auth - fully offline, loses PR title/labels/linked-issue si...
noordeen123/culprit
culprit/pr_context.py
.py
f780d0f10a03a210
7.42
6
"""Per-repo project profile: the engine's file-detection config. ``.culprit/profile.json`` has a machine-written ``detected`` block (regenerated by ``culprit init``) and a human ``overrides`` block (never touched by the tool); overrides win per-key at read time. Absent / malformed / too-new -> the engine falls back to...
noordeen123/culprit
culprit/profile.py
.py
2385e0e0625b9213
7.42
6
"""The one LLM step, isolated behind an adapter. - ``HarnessAdapter``: returns the structured result + markdown skeleton and leaves the narrative to the calling agent (the Claude Code harness). No API key, no network. This is what the SKILL.md uses. - ``ClaudeAPIAdapter``: calls the Claude API (Anthropic SDK) to w...
noordeen123/culprit
culprit/reasoning.py
.py
bda8566673a49fa3
7.42
6
"""Combine the analysis signals into one QA risk score. Sums weighted factors over the existing result dict - test gap, fix completeness, hotspot recurrence, blast radius, churn - into a 0-100 score and a level (low/medium/high), recording each contributing factor so a reviewer can see why. ``--fail-on <level>`` turns...
noordeen123/culprit
culprit/risk.py
.py
bcdc7aad69d95182
7.42
6
"""Test impact analysis: which existing tests should run for this change. Walks the reverse-import graph (who imports whom) up to a few hops from the changed files and collects the test files that reach them - directly (a test imports the changed module) or transitively. Reuses ``blast_radius``'s reverse-import map an...
noordeen123/culprit
culprit/testimpact.py
.py
91c1b085ce0c2f74
7.92
6
"""Fix verification: check if a proposed diff fully addresses the root cause. Takes a not-yet-committed unified diff and checks completeness (other untouched call sites), test coverage, and risk level, returning a verdict so the caller can iterate before committing. """ from __future__ import annotations from typing ...
noordeen123/culprit
culprit/verify_fix.py
.py
f79db2d1dd96f74c
7.42
6
"""The reasoning-mode note must only appear when the run actually reasons. `--verify-fix` and `--select-tests` return structured data and never build a narrative, so telling the user about ANTHROPIC_API_KEY there is noise. An agent calling verify_fix as a pre-commit gate should see the verdict and nothing else. """ im...
noordeen123/culprit
tests/test_cli_notes.py
.py
57abd5e1f2cdb21b
7.92
6
import os import subprocess import tempfile import pytest from githelper import git as _git from culprit import completeness @pytest.fixture() def multi_call_repo(): """`scale` is called from a.py and b.py; defined in util.py.""" d = tempfile.mkdtemp(prefix="culprit-comp-") _git(d, "init", "-b", "main")...
noordeen123/culprit
tests/test_completeness.py
.py
d78b6e434b32a16f
7.92
6
import os import tempfile import pytest from githelper import git as _git from culprit import cli, evolution, pr_context, suspect @pytest.fixture() def evo_repo(): """origin commit creates a line, a middle commit edits it, a later commit introduces the bug, and a fix branch corrects it.""" d = tempfile....
noordeen123/culprit
tests/test_evolution.py
.py
fd2fb8f355865a76
7.92
6
import os import tempfile import pytest from githelper import git as _git from culprit import lifecycle, pr_context, suspect @pytest.fixture() def tagged_repo(): """v1 predates the bug; the bug ships in v2; a fix branch corrects it. History on main: feat (v1.0.0) -> fix: lint -> perf: tweak [BUG] (v2.0.0)....
noordeen123/culprit
tests/test_lifecycle.py
.py
5dad00187458497e
7.92
6
"""Tests for culprit.mcp_server: tool registration and basic invocation.""" import os import tempfile import pytest from githelper import git as _git @pytest.fixture() def simple_repo(): """A minimal repo with one bug-fix commit on top of a base.""" d = tempfile.mkdtemp(prefix="culprit-mcp-") _git(d, "in...
noordeen123/culprit
tests/test_mcp_server.py
.py
ce84297311616d19
7.92
6
# core/config.py """YAML 配置文件读写,线程安全的便携式存储""" import logging import os import tempfile import threading from copy import deepcopy from datetime import datetime from typing import Any import yaml logger = logging.getLogger(__name__) # 默认配置模板 DEFAULT_CONFIG = { "model": { "last_path": "", # 上次选择的 ...
Narcissu-s1/llm-launcher
core/config.py
.py
b16139cff7406db1
7.48
8
# core/config_preset.py """预设导入/导出 将 ConfigStore 中的预设(presets / model_presets)打包为 JSON 文本, 便于用户间分享调参经验。 格式示例: { "version": 1, "presets": {"code": {"temp": 0.2, ...}}, "model_presets": {"qwen2.5-7b": {"temp": 0.3, ...}} } """ import json import logging from typing import Any from core.config import Confi...
Narcissu-s1/llm-launcher
core/config_preset.py
.py
3428b25dd5efff30
7.48
8
# core/events.py """异步事件总线:将事件放入队列,由单一 dispatch 线程消费并同步调用 subscriber""" import logging import threading from queue import Queue, Empty from typing import Callable logger = logging.getLogger(__name__) # 核心事件名称常量,统一引用避免拼写错误 EVENT_STATUS_CHANGED = "status_changed" EVENT_LOG_LINE = "log_line" EVENT_ERROR = "error" EVENT...
Narcissu-s1/llm-launcher
core/events.py
.py
54f040378289b50f
7.48
8
# core/log_watcher.py """日志监控器:读取 subprocess 的 stdout/stderr 管道并推送事件""" import logging import threading from core.events import EventBus, EVENT_LOG_LINE from core.server_readiness import is_server_ready_log logger = logging.getLogger(__name__) # 需要高亮的关键词映射 KEYWORD_EVENTS = { "error": "log_error", "cuda erro...
Narcissu-s1/llm-launcher
core/log_watcher.py
.py
0c10c8d904dee5a5
7.48
8
# core/model_library.py """扫描目录下的 GGUF 模型文件,解析基本元数据""" import os import struct from dataclasses import dataclass, field # GGUF 魔数 _GGUF_MAGIC = b"GGUF" # 量化类型映射(GGUF type id → 名称) _QUANT_NAMES = { 0: "F32", 1: "F16", 2: "Q4_0", 3: "Q4_1", 6: "Q5_0", 7: "Q5_1", 8: "Q8_0", 9: "Q8_1", 10: "Q2_K", 11: "Q3_K...
Narcissu-s1/llm-launcher
core/model_library.py
.py
dc984c149d4b21d2
7.48
8
# core/model_resolver.py """搜索 llama-server.exe 的路径解析器""" import os import shutil class ModelResolver: """搜索 llama-server 可执行文件 搜索优先级: 1. config.yaml 中指定的 llama.cpp 目录 2. 当前工作目录 3. 同级 bin/ 子目录 4. PATH 环境变量 config_path 应为 llama.cpp 目录(包含 llama-server.exe 及相关 dll), 而非可执行文件本身。设为目录是为了确保...
Narcissu-s1/llm-launcher
core/model_resolver.py
.py
397e939a6f9f8ae7
7.48
8
# core/process_manager.py """llama-server 进程生命周期管理:启动、停止、存活检测""" import atexit import logging import os import socket import subprocess import threading import time from collections import deque from enum import Enum from queue import Queue, Empty import psutil from core.events import EventBus, EVENT_STATUS_CHANGED,...
Narcissu-s1/llm-launcher
core/process_manager.py
.py
9d076879a4bab5b5
7.48
8
# core/updater.py """在线更新检查 启动时后台调用 GitHub Releases API,比对最新版本与本地版本。 任何网络错误静默忽略——离线环境不应阻塞 UI。 设计原则: - 不自动下载(避免损坏本地数据/触发杀毒) - 不阻塞 UI(后台线程) - 不在 release-info URL 中带 token """ import json import logging import threading import urllib.error import urllib.request from dataclasses import dataclass from core._version impo...
Narcissu-s1/llm-launcher
core/updater.py
.py
90afb98aabd867d9
7.48
8
# core/config.py """YAML 配置文件读写,线程安全的便携式存储""" import logging import os import threading from copy import deepcopy from typing import Any import yaml logger = logging.getLogger(__name__) # 默认配置模板 DEFAULT_CONFIG = { "model": { "last_path": "", # 上次选择的 GGUF 模型路径 "mmproj_path": "", # m...
Narcissu-s1/llm-launcher
llm launcher_TUI原型/core/config.py
.py
791527e6fcdf4d57
7.48
8