text stringlengths 185 73.3k | repo stringlengths 7 100 | path stringlengths 4 146 | language stringclasses 7
values | hash stringlengths 16 16 | score float64 7 8.5 | stars int64 0 237k |
|---|---|---|---|---|---|---|
"""Shared Ollama HTTP transport with readable failures.
Ollama returns real explanations in the body of a 500 response ("model requires
more system memory...", "error loading model..."). ``urllib`` only exposes the
status line, so every caller used to log a bare "HTTP Error 500: Internal Server
Error" with no cause. E... | protocorn/clippy-vision | core/ollama_client.py | .py | 6286cfa574fe4142 | 7.56 | 12 |
"""Resolve writable data paths for Clippy Vision.
Dev (default): <repo>/core/data/
Packaged: set CLIPPY_DATA_DIR to %APPDATA%/Clippy Vision/data
(Electron main.js sets this when spawning Python).
"""
from __future__ import annotations
import os
from pathlib import Path
_CORE_DIR = Path(__file_... | protocorn/clippy-vision | core/paths.py | .py | 33a7659d1aa816b6 | 7.56 | 12 |
"""Small platform adapters used by the capture process.
The original capture loop was tightly coupled to Win32 APIs. Keeping the
platform-specific work here lets the event pipeline stay the same on Windows,
macOS, and Linux while still allowing optional integrations where the host
doesn't provide them.
"""
from __fut... | protocorn/clippy-vision | core/platform_support.py | .py | 4b0b972d3202b9aa | 7.56 | 12 |
"""Privacy / access-control settings for screenshot redaction.
When a target is enabled, matching windows are blacked out in captures
(same path as always-redacting the Clippy Vision window).
"""
from __future__ import annotations
import json
import time
from typing import Optional
try:
from core.storage import ... | protocorn/clippy-vision | core/privacy_settings.py | .py | 037f36fcf2685a21 | 7.56 | 12 |
import json
from dataclasses import asdict, dataclass
from pathlib import Path
from typing import Optional
import torch
@dataclass(frozen=True)
class D3PMConfig:
num_classes: int
num_timesteps: int = 1000
beta_start: float = 1e-4
beta_end: float = 0.02
class D3PMScheduler:
"""
Multinomial /... | Buddhi19/SyntheticGen | src/models/d3pm.py | .py | 3243c1e73e136fea | 7.56 | 12 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | Buddhi19/SyntheticGen | src/scripts/generate_joint_image_mask_diffusion.py | .py | f2dcb76eec3c53e8 | 7.56 | 12 |
from __future__ import annotations
import json
import re
import uuid
from pathlib import Path
from typing import Annotated, Any, Literal
import keyring
from pydantic import BaseModel, Field
from .platforms import APP_NAME, get_platform
KEYRING_SERVICE = "ai-gauge"
KEYRING_GITHUB_PAT = "github-pat"
KEYRING_OPENROUTE... | jpajak/ai-gauge | src/aigauge/config.py | .py | f34d7b4dbb1e09d2 | 7.63 | 17 |
from __future__ import annotations
import json
import logging
from dataclasses import asdict, dataclass
from datetime import datetime, timedelta
from pathlib import Path
from typing import Iterable
from .config import app_data_dir
from .models import SnapshotStatus, UsageSnapshot
log = logging.getLogger("aigauge.his... | jpajak/ai-gauge | src/aigauge/history.py | .py | 14da87d538dcb159 | 7.63 | 17 |
from __future__ import annotations
from pathlib import Path
from PyQt6.QtGui import QIcon
def app_icon_path(extension: str = "png") -> Path:
"""Return the packaged AI Gauge application-icon asset."""
return Path(__file__).resolve().parent / "assets" / f"aigaugeicon.{extension}"
def app_icon() -> QIcon:
... | jpajak/ai-gauge | src/aigauge/icons.py | .py | 93b7fcfe30af5190 | 7.13 | 17 |
from __future__ import annotations
import logging
from logging.handlers import RotatingFileHandler
from pathlib import Path
from .config import app_data_dir
LOGGER_NAME = "aigauge"
_LOG_FILENAME = "ai-gauge.log"
def log_path() -> Path:
return app_data_dir() / _LOG_FILENAME
def setup_logging() -> logging.Logg... | jpajak/ai-gauge | src/aigauge/logging_setup.py | .py | 4d4a105a5fb716ea | 7.63 | 17 |
"""macOS menu-bar rendering.
Qt's ``QSystemTrayIcon`` is icon-first on macOS. Wide text pixmaps get squeezed
into the menu-bar icon slot on some builds, which makes percent labels
unreadable. Render a fixed-size provider-dot icon instead and keep readable
numbers in the popover.
The pixmap is rendered at ``device_pix... | jpajak/ai-gauge | src/aigauge/menubar.py | .py | b1ba8c0d6386684a | 7.63 | 17 |
from dataclasses import dataclass, field
from datetime import datetime, timedelta
from enum import Enum
from typing import Any
class SnapshotStatus(str, Enum):
OK = "ok"
AUTH_REQUIRED = "auth_required"
ERROR = "error"
@dataclass
class UsageMetric:
"""A single percent-used reading with a reset time."... | jpajak/ai-gauge | src/aigauge/models.py | .py | f163aac44b0557f6 | 7.63 | 17 |
"""Platform abstraction seam.
The app talks to one of three concrete subclasses depending on the host OS.
This module owns:
- the abstract :class:`Platform` interface,
- shared helpers that don't differ by OS (e.g. building the auto-start command
from ``sys.executable``),
- the ``APP_DATA_DIR_OVERRIDE_ENV`` env-var ... | jpajak/ai-gauge | src/aigauge/platforms/base.py | .py | 92dfbf0dba805b87 | 7.63 | 17 |
"""macOS implementation of the platform seam.
- App data lives under ``~/Library/Application Support/ai-gauge``.
- Secrets (cookies + PAT) go through ``keyring`` (login Keychain). Keychain
has no meaningful per-item size limit, so the DPAPI-style encrypted-file
workaround used on Windows isn't needed.
- Auto-start... | jpajak/ai-gauge | src/aigauge/platforms/macos.py | .py | 93d2a51bb882d7ad | 7.63 | 17 |
"""Windows implementation of the platform seam.
- App data lives under ``%APPDATA%/ai-gauge``.
- Cookies are stored DPAPI-encrypted via the existing ``secret_storage`` module
(Windows Credential Manager caps blobs at ~2.5KB, which Codex JWTs blow past).
- Auto-start uses a named Task Scheduler entry instead of a Run... | jpajak/ai-gauge | src/aigauge/platforms/windows.py | .py | e34678cccf98f281 | 7.63 | 17 |
from __future__ import annotations
import logging
from typing import Any, Callable
from PyQt6.QtCore import QObject
from ..models import SnapshotStatus, UsageSnapshot
from ..webview import runtime as webengine
# Resolved on first scrape rather than imported at module scope: ..webview
# .scraper pulls in QtWebEngine... | jpajak/ai-gauge | src/aigauge/providers/_scrape_runner.py | .py | c43529f903fb6871 | 7.63 | 17 |
from __future__ import annotations
from abc import ABC, abstractmethod
from typing import Callable
from ..models import UsageSnapshot
class Provider(ABC):
"""Base class for a usage data source.
Implementations may either return a snapshot synchronously (for plain HTTP
providers like Copilot) or invoke ... | jpajak/ai-gauge | src/aigauge/providers/base.py | .py | 54cce24503a4fa82 | 7.63 | 17 |
"""Auto-start at login.
Thin wrapper around the platform seam. The actual per-OS work (registry on
Windows, LaunchAgent plist on macOS, .desktop file on Linux) lives in
``aigauge.platforms``.
"""
from __future__ import annotations
from .platforms import autostart_command, get_platform
def _startup_command() -> str:... | jpajak/ai-gauge | src/aigauge/startup.py | .py | 2ae07f30c2e58b3c | 7.63 | 17 |
from __future__ import annotations
from datetime import datetime
import json
import os
from pathlib import Path
import tempfile
import time
from .config import app_data_dir
from .models import UsageSnapshot
CACHE_SCHEMA_VERSION = 1
_MAX_CACHE_BYTES = 1024 * 1024
def usage_cache_path() -> Path:
return app_data... | jpajak/ai-gauge | src/aigauge/usage_cache.py | .py | 53267f319004d20e | 7.63 | 17 |
from __future__ import annotations
import logging
from http.cookies import SimpleCookie
from PyQt6.QtCore import QByteArray, QDateTime, QUrl
from PyQt6.QtNetwork import QNetworkCookie
from ..config import (
COOKIE_DOMAINS,
COOKIE_NAME_ALIASES,
COOKIE_NAMES,
Config,
browser_accounts,
get_provi... | jpajak/ai-gauge | src/aigauge/webview/cookies.py | .py | e2c634bd2fe45815 | 7.63 | 17 |
from __future__ import annotations
import logging
from PyQt6.QtCore import QUrl
from PyQt6.QtWebEngineCore import QWebEnginePage
log = logging.getLogger("aigauge.webview.page")
# JS console fragments that are pure third-party telemetry/analytics chatter
# and never useful when diagnosing AI Gauge issues. Matched a... | jpajak/ai-gauge | src/aigauge/webview/page.py | .py | 51adff8a355f73fa | 7.63 | 17 |
"""Lazy, guarded access to QtWebEngine.
QtWebEngine is Chromium, and it wants a GL context the moment it initialises.
On a machine with no GLX/EGL — a headless X11 display, an XRDP session, a VM
with no GPU — that initialisation fails hard and takes the process with it
(issue #7).
The gauge itself is plain QtWidgets ... | jpajak/ai-gauge | src/aigauge/webview/runtime.py | .py | 99cdd267d3363278 | 7.63 | 17 |
"""VideoToNo MCP Server：把「视频链接 → Markdown 笔记」能力暴露为 MCP 工具。
接入方式（两种传输，工具完全相同）：
- stdio：`python -m backend.mcp_server`，供 Codex CLI、Cherry Studio 等以本地命令方式接入；
- SSE：挂载在 FastAPI 的 `/mcp/sse`（见 main.py），Cherry Studio 以远程 URL 方式接入，
无需本机 Python 环境（便携版 exe 用户推荐此方式）。
任务实际由本地后端进程执行，MCP 只是访问通道，因此从 UI、Cherry Studio 还是 Codex
提交，... | like-attract/video-to-note | backend/mcp_server.py | .py | 4fd030577d79c284 | 7.65 | 19 |
# Suite-wide guards added in the 2026-08 super-cycle (pattern from sam-gov r10).
# When live tests run, anything named *live* waits before each test so a full
# live pass can never burst-hammer the API or burn a keyed quota.
import os
import random
import time
import pytest
LIVE = os.environ.get("BLS_LIVE_TESTS") == ... | 1102tools-dev/federal-contracting-mcps | servers/bls-oews-mcp/tests/conftest.py | .py | 2d0176dae603997c | 7.16 | 20 |
# SPDX-License-Identifier: MIT
"""Credential-readiness contract for BLS access."""
from __future__ import annotations
import asyncio
import pytest
from bls_oews_mcp.server import mcp
def _payload(result):
return result.structured_content if hasattr(result, "structured_content") else result[1]
@pytest.mark.p... | 1102tools-dev/federal-contracting-mcps | servers/bls-oews-mcp/tests/test_access_status.py | .py | 4827b366ea839f20 | 8.16 | 20 |
# Round 8 (2026-08-18 super-cycle): live contract anchors, one call per test.
# The cross-foot canary is the guard for the round-7 money bug (hourly
# percentile labels shifted one slot, inflating Hourly Median 26%).
import asyncio
import json
import os
import re
import pytest
from .test_audit_r7 import _call, _paylo... | 1102tools-dev/federal-contracting-mcps | servers/bls-oews-mcp/tests/test_audit_r8.py | .py | d92cb50466351cf7 | 7.16 | 20 |
# Suite-wide guards added in the 2026-08 super-cycle (pattern from sam-gov r10).
# When live tests run, anything named *live* waits before each test so a full
# live pass can never burst-hammer the API or burn a keyed quota.
import os
import random
import time
import pytest
LIVE = os.environ.get("ECFR_LIVE_TESTS") ==... | 1102tools-dev/federal-contracting-mcps | servers/ecfr-mcp/tests/conftest.py | .py | 906e67a3104a2857 | 7.16 | 20 |
"""Round 2: adversarial edge case test. Try to break ecfr-mcp with
extreme inputs, injection payloads, and boundary probes."""
from __future__ import annotations
import asyncio, sys
from ecfr_mcp.server import (
get_latest_date, get_cfr_content, get_cfr_structure,
get_version_history, get_ancestry, search_cfr,
... | 1102tools-dev/federal-contracting-mcps | servers/ecfr-mcp/tests/scenarios/stress_test_r2.py | .py | ee35274fa3b75e17 | 8.16 | 20 |
"""Round 3: creative chaos. Real-world edge cases a 1102 would actually hit,
combined with edge cases an LLM might hallucinate as inputs."""
from __future__ import annotations
import asyncio, sys, time
from ecfr_mcp.server import (
get_latest_date, get_cfr_content, get_cfr_structure,
get_version_history, get_an... | 1102tools-dev/federal-contracting-mcps | servers/ecfr-mcp/tests/scenarios/stress_test_r3.py | .py | a2298ad639bc78a8 | 8.16 | 20 |
# Suite-wide guards added in the 2026-08 super-cycle (pattern from sam-gov r10).
# When live tests run, anything named *live* waits before each test so a full
# live pass can never burst-hammer the API or burn a keyed quota.
import os
import random
import time
import pytest
LIVE = os.environ.get("FR_LIVE_TESTS") == "... | 1102tools-dev/federal-contracting-mcps | servers/federal-register-mcp/tests/conftest.py | .py | aee8ca57d35af2b9 | 7.16 | 20 |
# Round 7 (2026-08-18 super-cycle): live contract anchors, one call per test.
# Re-stamps the 1.0.1-wave headliners (pre-2011 lockout, soonest-closing
# comment periods, FAR case completeness) through the real tool pipeline.
import asyncio
import json
import os
import pytest
from .test_round_6 import _call, _payload
... | 1102tools-dev/federal-contracting-mcps | servers/federal-register-mcp/tests/test_audit_r7.py | .py | 3f0bff5c01ad47a3 | 7.16 | 20 |
import dataclasses
import typing as t
import psycopg.sql
from django.apps.registry import Apps
from django.db import connections, models, transaction
from django.db.utils import OperationalError, ProgrammingError
from django_absurd.choices import TaskState
from django_absurd.exceptions import (
ADMIN_VIEW_READONL... | lincolnloop/django-absurd | django_absurd/admin_views.py | .py | 55b91099f9034321 | 7.54 | 11 |
import datetime as dt
import typing as t
import uuid
from collections.abc import Mapping
import psycopg.errors
from absurd_sdk import CreateQueueOptions, JsonObject, JsonValue
from django.apps import apps
from django.core.exceptions import ImproperlyConfigured
from django.db import transaction
from django.db.utils imp... | lincolnloop/django-absurd | django_absurd/backends.py | .py | 7f1da6203058a35b | 7.54 | 11 |
import typing as t
from collections.abc import Mapping, Sequence
import croniter
from absurd_sdk import CreateQueueOptions, QueueStorageMode
from django.apps import AppConfig, apps
from django.conf import settings
from django.contrib.admin.sites import AdminSite
from django.core.checks import CheckMessage, Error, regi... | lincolnloop/django-absurd | django_absurd/checks.py | .py | d5d629f943656dd8 | 7.54 | 11 |
"""Deferred enqueue: the wrapper's name, and the handler that runs it.
A deferred enqueue spawns a wrapper row rather than the caller's task, so the caller's
task is never claimed before its work exists. ``backends`` spawns that row and
``worker`` dispatches it, so the name they agree on lives here — importable by bot... | lincolnloop/django-absurd | django_absurd/deferred.py | .py | 4746609a61dbb148 | 7.54 | 11 |
"""Shared flush logic for tearing down Absurd state between tests.
Backs both the automatic test cleanup (``django_absurd.test.install_absurd_cleanup``,
which wraps ``TransactionTestCase._post_teardown``) and the ``absurd_flush`` management
command — a plain, always-Django-dependent module.
Both in-function imports b... | lincolnloop/django-absurd | django_absurd/flush.py | .py | 6636701890c28c7d | 7.54 | 11 |
"""Hooks handed to the Absurd clients, where Absurd's own lifecycle becomes visible.
The async client takes both; the sync client takes only ``log_before_spawn``, because
its ``_execute_task`` never awaits a hook's return value.
Every hook body is contained, for a different reason each:
- ``wrap_task_execution`` run... | lincolnloop/django-absurd | django_absurd/hooks.py | .py | f5fc493fcc437c2e | 7.54 | 11 |
"""A default destination for django-absurd's own log lines.
The worker and beat commands run in the foreground and their whole job is to report
what Absurd is doing, so they should not be silent out of the box. Django's default
configuration covers the ``django`` logger only, and the root logger's default level is
WAR... | lincolnloop/django-absurd | django_absurd/logging.py | .py | dd05c1ea6b3ab955 | 7.54 | 11 |
import typing as t
from django.core.exceptions import ImproperlyConfigured
from django.core.management.base import BaseCommand, CommandError
from django_absurd.backends import AbsurdBackend, get_absurd_backends
from django_absurd.exceptions import (
BackendNotConfiguredError,
MultipleBackendsConfiguredError,
... | lincolnloop/django-absurd | django_absurd/management/base.py | .py | 66cba72378ddac7c | 7.54 | 11 |
"""The absurd_params factory: a task decorator and a per-invocation enqueue channel."""
import dataclasses
import enum
import typing as t
from absurd_sdk import CancellationPolicy, JsonObject, RetryStrategy
from django.tasks import Task
from django_absurd.tasks import AbsurdTask, SpawnKwargs, build_merged_spawn_opti... | lincolnloop/django-absurd | django_absurd/params.py | .py | 34a88481a5c02e1d | 7.54 | 11 |
"""Writable Django admin for pg_cron ScheduledTask rows (registered at import).
The admin lane (``source="admin"``) is fully writable; settings-declared rows
(``source="settings"``, owned by reconcile) stay read-only, gated per object.
"""
import contextlib
import typing as t
from django import forms
from django.con... | lincolnloop/django-absurd | django_absurd/pg_cron/admin.py | .py | 3a7b8f5d2b3f61b5 | 7.54 | 11 |
"""The single seam every ``cron.*`` write for django-absurd schedules routes through.
Each verb opens the CENTRAL pg_cron connection (auto-discovered via
``open_central_connection``), applies the inert test gate, and schedules jobs
cross-database with ``cron.schedule_in_database`` — binding each job to the LIVE app
da... | lincolnloop/django-absurd | django_absurd/pg_cron/catalog.py | .py | b70579431b9d0962 | 7.54 | 11 |
"""System checks for the pg_cron scheduler app (registered via PgCronConfig.ready)."""
import typing as t
from collections.abc import Mapping, Sequence
import psycopg
from django.apps import AppConfig
from django.core.checks import CheckMessage, Error, Tags, register
from django.core.exceptions import ImproperlyConfi... | lincolnloop/django-absurd | django_absurd/pg_cron/checks.py | .py | 24513e818f241f14 | 7.54 | 11 |
import logging
import typing as t
from django.core.exceptions import ValidationError
from django.core.validators import MinValueValidator
from django.db import connections, models
if t.TYPE_CHECKING:
from django_absurd.backends import AbsurdBackend
from django_absurd.backends import get_declared_queues
from djan... | lincolnloop/django-absurd | django_absurd/pg_cron/models.py | .py | 455866201907f44f | 7.54 | 11 |
"""pg_cron reconcile engine: materialize declared SCHEDULE entries into
ScheduledTask rows (the rows' post_save signal emits the pg_cron jobs), prune
undeclared ones, and tear down via the explicit ``--teardown`` command — plus the
spawn-option resolution they depend on. Per-row pg_cron job emission lives on the
Schedu... | lincolnloop/django-absurd | django_absurd/pg_cron/reconcile.py | .py | 9e333e5fe87d0389 | 7.54 | 11 |
"""(Un)schedule a pg_cron job whenever a ScheduledTask row is saved or deleted.
The single emission path for `.save()`/`.delete()`: settings reconcile upserts, admin
authoring, direct ORM save/delete, AND loaddata all flow through here, so pg_cron
matches the rows — the row is the source of truth, so a loaded/restored... | lincolnloop/django-absurd | django_absurd/pg_cron/signals.py | .py | faaee1e84e2d5f4b | 7.54 | 11 |
"""Shared schedule validators — the single source of rule truth.
Each raises `django.core.exceptions.ValidationError`. `ScheduledTask.clean()` +
field `validators=[...]` enforce them model-first; the system checks call the
same callables and wrap failures into `absurd.E007`. All of them are pure —
`validate_declared_q... | lincolnloop/django-absurd | django_absurd/pg_cron/validators.py | .py | 0f579cc608cc748d | 7.54 | 11 |
"""django-absurd's ``pytest11`` plugin: auto Absurd cleanup plus the ``dj_absurd``
fixture.
``pytest_configure`` installs ``django_absurd.test.install_absurd_cleanup``, which
patches ``TransactionTestCase._post_teardown`` so every DB-backed test flushes leftover
Absurd state after it runs — no per-test fixture or mark... | lincolnloop/django-absurd | django_absurd/pytest_plugin.py | .py | ed1f80190752f144 | 8.04 | 11 |
import contextlib
import datetime as dt
import logging
import re
import typing as t
import zlib
from dataclasses import dataclass, field
import psycopg.errors
from absurd_sdk import Absurd, CreateQueueOptions, QueuePolicyOptions
from django.db import connections, transaction
from django_absurd import backends
from dj... | lincolnloop/django-absurd | django_absurd/queues.py | .py | 9c4cae633ea3b915 | 7.54 | 11 |
import dataclasses
import datetime as dt
import functools
import hashlib
import logging
import threading
import typing as t
import croniter
from django.db import close_old_connections
from django.utils import timezone
from django.utils.module_loading import import_string
from django_absurd.backends import AbsurdBacke... | lincolnloop/django-absurd | django_absurd/scheduler.py | .py | f6f464a5b399d4ac | 7.54 | 11 |
"""Preprocess all datasets for PortBench."""
import json
from datetime import datetime
from pathlib import Path
import pandas as pd
from portbench.data_preprocess import (
PreprocessConfig,
TimeAligner,
get_all_preprocessors,
)
def main():
"""Run complete data preprocessing pipeline."""
print("... | AgenticFinLab/portbench | examples/data_preprocess/preprocess_all.py | .py | a1318d16e94c339a | 7.48 | 8 |
"""
Unified PortBench evaluation entry point.
Two evaluation tiers:
qa — Tier 1: static QA dataset accuracy (T1-T7 templates)
sandbox — Tier 2: stateful Sandbox × 3 Profiles (stress gate + normal backtest)
Usage:
# Both tiers, mock agent (no API keys needed)
python examples/run_all_eval.py
# Spe... | AgenticFinLab/portbench | examples/run_all_eval.py | .py | de1fa9b92e2b8061 | 7.48 | 8 |
"""
Regenerate paper-facing PNGs into the EMNLP paper figures/ directory.
Usage (from portbench repo root):
python examples/visualization/export_paper_figures.py \
--experiments-dir EXPERIMENTS_rebuttal_lookback/monthly \
--out-dir D:/GitHub/yuxuan-emnlp26-portbench/figures
"""
from __future__ import an... | AgenticFinLab/portbench | examples/visualization/export_paper_figures.py | .py | 1900810a265591a8 | 7.48 | 8 |
"""
Export polished NAV figures into the paper figures/ directory (NAV-only, no CEPS panel).
Usage:
python examples/visualization/gen_paper_nav_figures.py
"""
from __future__ import annotations
import sys
from pathlib import Path
import pandas as pd
ROOT = Path(__file__).resolve().parents[2]
sys.path.insert(0, s... | AgenticFinLab/portbench | examples/visualization/gen_paper_nav_figures.py | .py | 17cd43c6e5147a24 | 7.48 | 8 |
"""
Generate Figure for Section 5.4 — Profile Adaptation as LLM Value.
Scatter design (aligned with analysis_normal_vs_stress):
X = AdaptScore, Y = PAS.
Each model contributes three independent points (one per investor profile).
Encoding:
- profile → colour (solid fill, uniform white edge)
- model → ma... | AgenticFinLab/portbench | examples/visualization/gen_profile_adaptation.py | .py | df8024551c1029b4 | 7.48 | 8 |
"""
Generate QA dataset visualizations into datasets/visualization/.
Produces:
datasets/visualization/
fig_dataset_overview.png — 3×2 comprehensive stats panel
fig_dataset_regime_heatmap.png — template × regime count heatmap
fig_qa_samples.png — 4×2 card grid (one example per templat... | AgenticFinLab/portbench | examples/visualization/generate_dataset_figures.py | .py | b482c6a152cfb78c | 7.48 | 8 |
"""Canonical serialization and stage cache-key construction."""
from __future__ import annotations
import dataclasses
import hashlib
import json
import math
import struct
from enum import Enum
from typing import Any, Mapping
def _stable_float(value: float) -> str:
"""Serialize a binary64 value independently of ... | AgenticFinLab/portbench | portbench/agent_eval/canonical.py | .py | 02171ce5b2294f8b | 7.48 | 8 |
"""Explicit multi-agent collaboration for portfolio weight optimization."""
from __future__ import annotations
from dataclasses import asdict
from typing import Any, Dict
from portbench.agent_eval.base import MarketSnapshot, S2Output, S3Output
from portbench.agent_eval.canonical import canonical_json
from portbench.... | AgenticFinLab/portbench | portbench/agent_eval/collaboration.py | .py | d10c40d8ab230a9a | 7.48 | 8 |
"""Frozen contracts for PortBench paper-upgrade scaffolding.
Implements plan steps 1–3 contract surface: schema versions, result protocols,
architecture IDs, and shared dataclasses.
"""
from __future__ import annotations
import math
from dataclasses import dataclass, field
from enum import Enum
from typing import An... | AgenticFinLab/portbench | portbench/agent_eval/contracts.py | .py | 3dde82f53118c80b | 7.48 | 8 |
"""Prompt-exact reuse of archived S1-S3 single-agent responses."""
from __future__ import annotations
import hashlib
import json
from dataclasses import dataclass, field
from pathlib import Path
from typing import Any
import yaml
from .base import MarketSnapshot, S1Output, S2Output, S3Output, StageID
from .prompts ... | AgenticFinLab/portbench | portbench/agent_eval/legacy_stage_reuse.py | .py | adfdd80c775e75aa | 7.48 | 8 |
"""
Mock agent adapter for development and unit testing.
The mock agent does not call any LLM. Instead it returns rule-based outputs
that are intentionally slightly noisy (not perfect) so that CEPS scores are
non-trivial and the pipeline can be tested end-to-end.
Noise level controls how far the mock deviates from gr... | AgenticFinLab/portbench | portbench/agent_eval/mock_agent.py | .py | d193f2358b655f45 | 7.48 | 8 |
"""Deterministic Point-in-Time repair operators for the five stages."""
from __future__ import annotations
import dataclasses
from collections.abc import Mapping, Sequence
from typing import Any, Dict, Optional
import numpy as np
import pandas as pd
VERSION = "pit_repair_v2"
_FUTURE_KEYS = frozenset(
{"future_... | AgenticFinLab/portbench | portbench/agent_eval/pit_repair.py | .py | f10dc5ed6fe88631 | 7.48 | 8 |
"""Persistent factual and intervention stage cache."""
from __future__ import annotations
import json
import os
import threading
from dataclasses import asdict, is_dataclass
from pathlib import Path
from typing import Any, Callable, Dict, Optional, Tuple
from portbench.agent_eval.contracts import CachedStageResult, ... | AgenticFinLab/portbench | portbench/agent_eval/replay_adapter.py | .py | 5f5f20089fc6c4de | 7.48 | 8 |
"""Protocol / provenance validators and ranking schema guards."""
from __future__ import annotations
from typing import Any, Dict, Iterable, List, Mapping, Optional, Sequence
from portbench.agent_eval.contracts import (
STEP_REPLAY_FORBIDDEN_METRICS,
ProvenanceSource,
ResultProvenance,
)
from portbench.m... | AgenticFinLab/portbench | portbench/agent_eval/result_gates.py | .py | 46361d7ad1462117 | 7.48 | 8 |
"""
Front-door passwords, stored as salted PBKDF2 hashes — never plaintext.
Two independent levels, because they protect different things:
ADMIN the settings panel, the keys, the test endpoints. Whoever holds this
controls the application and can spend your API keys.
GUEST the call itself — the Call bu... | mrain1p/Talk-Wave | agent-worker/admin_auth.py | .py | 7501ff263cc0d0eb | 7.45 | 7 |
"""Where a stored secret is allowed to travel.
Its own module because it is a rule, not a helper: both the settings panel's
option lookups and every test endpoint have to obey it, and the failure it
prevents is silent.
"""
from __future__ import annotations
import logging
log = logging.getLogger("callin.token")
#... | mrain1p/Talk-Wave | agent-worker/api/credentials.py | .py | ac3e26609e5f1fe1 | 7.45 | 7 |
"""What the card LOOKS like — the answer to "how should this widget dress",
independent of who is asking.
Split from api/live.py at 0.10.131, when the now-playing rail's two new fields
pushed that file over the ceiling. The seam is real and one-way: nothing here
touches a request, a session or the station client. Thes... | mrain1p/Talk-Wave | agent-worker/api/look.py | .py | 1f42978bd4d1ddc7 | 7.45 | 7 |
"""The mixer's fetch leg for live-call clips.
The relay (worker process) pushes `voice_queue.push <url>` at the mixer; the
mixer then curls the clip from HERE (web process) — the two containers share
`data/onair/`, which is the whole hand-off. Public by design, like /vm-air:
the mixer is curl on another network, so th... | mrain1p/Talk-Wave | agent-worker/api/onair.py | .py | e67ae0ddb63872fb | 7.45 | 7 |
"""The station player's listener actions: the heart and the request box.
The player is a LISTENER surface, and the station already answers listeners
without credentials — POST /like and POST /request are public on the station
by design, rate-limited per IP, refusing in plain words ("Requests are
temporarily closed.").... | mrain1p/Talk-Wave | agent-worker/api/player.py | .py | 14fab29af2fd7ea4 | 7.45 | 7 |
"""The panel's activity data: the concurrent-listener series, sampled.
The rest of the ACTIVITY strip — doors, ratings, time-to-first-word — is
derived client-side from /calls, because the records already carry their
timestamps, kinds, problems and ratings. The listener curve is the one series
nothing stores: the stat... | mrain1p/Talk-Wave | agent-worker/api/stats.py | .py | 1286de91c575ddb7 | 7.45 | 7 |
"""Serving web-widget/ — the call page, and how long a browser may keep it.
The html is never cached, so an image update is picked up immediately. The
100KB of js and css behind it is cached for a year, because its URL carries a
tag that changes exactly when the file does.
"""
from __future__ import annotations
impo... | mrain1p/Talk-Wave | agent-worker/api/widget.py | .py | 8bf60d7771ffd0e0 | 7.45 | 7 |
"""The HTTP edge: what we send back, and who we believe sent it.
Both answers are policy rather than plumbing. Which origins may talk to this
service decides who can spend the operator's API budget, and which address a
request is attributed to decides whose cooldown and whose lockout counter it
lands on — so neither m... | mrain1p/Talk-Wave | agent-worker/api/wire.py | .py | a86f8c25b2d9e355 | 7.45 | 7 |
"""How the DJ behaves in a TYPED chat.
The spoken conduct is written for a phone call — dead-air rules, TTS-length
turns, the can't-be-in-two-places hold — and typing has different physics:
silence isn't awkward, replies can breathe a little, and the DJ can keep
typing while the broadcast talks. What is medium-indepen... | mrain1p/Talk-Wave | agent-worker/brain/conduct_chat.py | .py | 1f59788255bad02f | 7.45 | 7 |
"""Per-call record of what the caller actually made happen."""
from __future__ import annotations
import json
import logging
import time
from .background import spawn
log = logging.getLogger("callin.agent")
class CallActions:
"""Per-call record of what the caller actually made happen.
Two jobs, both of w... | mrain1p/Talk-Wave | agent-worker/call/actions.py | .py | b5490957856ef2c4 | 7.45 | 7 |
"""Whether this call is already over, and the word that stops it restarting.
The two failures this owns, both recorded on one live harness call
(2026-08-25, against the deployed stack): the DJ said goodbye TWICE — a full
farewell, then a second full farewell on the next turn — and when an on-air
hold interrupted the E... | mrain1p/Talk-Wave | agent-worker/call/arc.py | .py | e257700e7fed80dd | 7.45 | 7 |
"""What the caller asked for, and whether anything ever happened about it.
The gap this fills, named in the master plan and left open through three
reviews: **nothing pairs an ask to an outcome.** A record holds turns, tools and
problems. It does not hold "the caller asked for a shoutout and no shoutout was
ever sent"... | mrain1p/Talk-Wave | agent-worker/call/asks.py | .py | ac19a563bd908ef0 | 7.45 | 7 |
"""Fire-and-forget tasks that actually survive.
`asyncio.create_task` alone is not enough: the event loop keeps only a weak
reference, so a task with no other reference can be garbage-collected
mid-execution. For us that meant an action card or an on-air state change
going missing at random — worse than one that never... | mrain1p/Talk-Wave | agent-worker/call/background.py | .py | cf1c519c887cbebd | 7.45 | 7 |
"""Whether the DJ just showed the caller the door, and one word in its ear.
The failure, in the operator's own words: a caller who asked for one song was
shown the door three times on the way out. `conduct.CLOSING` has four
paragraphs against it and they do not hold — measured 2026-08-14 with
SCENARIO_SET=closing, one... | mrain1p/Talk-Wave | agent-worker/call/door.py | .py | 28fa98a26ad2be83 | 7.45 | 7 |
"""Who has the floor — so two of the DJ's own turns never start at once.
Ten things can make the DJ speak and they were added one incident at a time,
each checking whatever the incident was about. Reading them against each other
(docs/the-call.md has the table) shows most of that is already covered:
* the greeting ... | mrain1p/Talk-Wave | agent-worker/call/floor.py | .py | 0a5d77be8d1fd0ef | 7.45 | 7 |
"""After the call: reading the conversation back, and the back-to-air mention.
Split out of lifecycle.py, which was over the length ceiling and had exactly
this seam recorded against it: everything here runs AFTER the call, only reads
the session, and nothing during-call reads it back.
`transcript` is the one honest ... | mrain1p/Talk-Wave | agent-worker/call/handoff.py | .py | 522f807864da6832 | 7.45 | 7 |
import logging
import secrets
import time
from mcp.server.auth.middleware.auth_context import get_access_token
from mcp.server.auth.provider import (
AccessToken,
AuthorizationCode,
AuthorizationParams,
OAuthAuthorizationServerProvider,
RefreshToken,
construct_redirect_uri,
)
from mcp.server.au... | dmm-com/mcp-pagoda | src/mcp_server/lib/auth/azure.py | .py | 4c0767e96baba9bf | 7.45 | 7 |
import logging
from typing import Literal
from mcp.server.auth.provider import AccessToken, TokenVerifier
from mcp.server.auth.settings import AuthSettings
from mcp.server.fastmcp.server import FastMCP
from mcp_server.lib.auth.azure import get_azure_mcp_server
from mcp_server.lib.auth.common import ServerSettings
fro... | dmm-com/mcp-pagoda | src/mcp_server/server_sse.py | .py | 991f8c3f540c36e7 | 7.45 | 7 |
"""CI verdict for a PR head, used to disprove predicted build failures.
Models routinely predict compile errors that the real compiler disagrees with —
on deepiri-topolsea#21 Gemini claimed a missing import and a broken route
definition on a commit whose Rust job was green. GitHub already ran the actual
toolchain on t... | Team-Deepiri/deepiri-sorge | bot/build_status.py | .py | ad862b5f4c45087a | 7.42 | 6 |
"""Assemble PR diffs when GitHub rejects the monolithic diff (406 too_large).
GitHub caps ``Accept: application/vnd.github.v3.diff`` at ~20k lines.
``GET /pulls/{n}/files`` still returns per-file ``patch`` fields (paginated),
so we stitch those into a reviewable unified-diff-like text.
"""
from __future__ import anno... | Team-Deepiri/deepiri-sorge | bot/diff_assembler.py | .py | 6f3226fafbf11555 | 7.42 | 6 |
"""GitHub App installation token helpers."""
from __future__ import annotations
import os
import time
import requests
from ghapi.all import GhApi
from loguru import logger
def _load_private_key(pem: str | None) -> str:
if pem:
# Handle both actual \n chars and literal "\\n" strings
pem = pem.re... | Team-Deepiri/deepiri-sorge | bot/github_app.py | .py | aa99b6ba82ed1093 | 7.42 | 6 |
"""PR-HEAD dependency evidence for the review prompt.
Gives the model objective facts about packages imported in the DIFF vs
manifests on the checked-out tip — so it does not guess from hunks alone.
ClaimVerifier remains the post-condition safety net for the same class of claims.
"""
from __future__ import annotation... | Team-Deepiri/deepiri-sorge | bot/manifest_evidence.py | .py | b8267245809e30e4 | 7.42 | 6 |
"""Prompt templates for review runners."""
from pathlib import Path
_DIR = Path(__file__).parent
_TEMPLATE_PATH = _DIR / "review_template.txt"
_GROQ_BUG_DETECTOR_PATH = _DIR / "groq_bug_detector.txt"
def load_review_template() -> str:
if _TEMPLATE_PATH.exists():
return _TEMPLATE_PATH.read_text(encoding=... | Team-Deepiri/deepiri-sorge | bot/prompts/__init__.py | .py | 82f37433865653d2 | 7.42 | 6 |
"""Build enabled providers from config."""
from __future__ import annotations
from bot.config import CacheConfig, Config
from bot.providers.base import Provider
from bot.providers.gemini import GeminiProvider
from bot.providers.groq import GroqProvider
from bot.providers.openrouter import OpenRouterProvider
def bui... | Team-Deepiri/deepiri-sorge | bot/providers/__init__.py | .py | 340d99b1fcfad4b3 | 7.42 | 6 |
"""Helpers shared by provider adapters."""
from __future__ import annotations
import time
import requests
from bot.file_splitter import ReviewChunk
from bot.scheduling.run_context import RunContext
from bot.scheduling.types import MAX_PARTIAL_CHARS, ProviderResult
from bot.schemas import ReviewResult
# A fragment... | Team-Deepiri/deepiri-sorge | bot/providers/_runner_adapter.py | .py | 53ad4a669ca53632 | 7.42 | 6 |
"""Provider Protocol — execution backends for the review scheduler."""
from __future__ import annotations
from typing import TYPE_CHECKING, Protocol, runtime_checkable
from bot.file_splitter import ReviewChunk
from bot.scheduling.types import ProviderResult, ProviderStatus
if TYPE_CHECKING:
from bot.scheduling.... | Team-Deepiri/deepiri-sorge | bot/providers/base.py | .py | 9df76ce6dbb9391a | 7.42 | 6 |
"""Base runner class for model runners"""
from __future__ import annotations
from abc import ABC, abstractmethod
from loguru import logger
from bot.diff_parser import ParsedDiff
from bot.prompts import load_review_template
from bot.schemas import ReviewIssue, ReviewResult, issues_from_parsed, result_from_parsed
fro... | Team-Deepiri/deepiri-sorge | bot/runners/base.py | .py | c3fd333a33f9e841 | 7.42 | 6 |
"""Groq runner using the OpenAI-compatible chat completions API."""
from __future__ import annotations
import os
import time
import requests
from loguru import logger
from bot.config import CacheConfig
from bot.diff_parser import ParsedDiff
from bot.prompts import load_groq_bug_detector_template
from bot.runners.ba... | Team-Deepiri/deepiri-sorge | bot/runners/groq_runner.py | .py | 09409b788f5e3fef | 7.42 | 6 |
"""Shared JSON Schema definitions for structured output enforcement across all runners.
Both Gemini (responseSchema) and OpenAI-compatible APIs (response_format: json_schema)
support structured output schemas. This module provides a single source of truth
for the review output schema to keep all runners in sync.
The ... | Team-Deepiri/deepiri-sorge | bot/runners/json_schema.py | .py | a6aac5d9872375d1 | 7.42 | 6 |
"""Review complexity scoring for quality-aware provider routing.
Returns a score in [0, 1]. Used by the scheduler market score (live path)
and ContextRouter (size/quota plan) so both share one definition.
"""
from __future__ import annotations
import re
from pathlib import Path
from bot.file_splitter import ReviewC... | Team-Deepiri/deepiri-sorge | bot/scheduling/complexity.py | .py | 6a7967ffdda0e1c6 | 7.42 | 6 |
"""Market-style provider scoring for a chunk.
Includes soft **lane affinity**: size + complexity/security bias so simple PRs
prefer Groq and auth/complex PRs prefer Gemini without hardcoding a winner.
"""
from __future__ import annotations
from bot.scheduling.complexity import (
COMPLEXITY_ESCALATE,
SECURITY... | Team-Deepiri/deepiri-sorge | bot/scheduling/market_score.py | .py | 512c93fb35129dfd | 7.42 | 6 |
"""Assign review-chunk priority from path keywords (higher = review first)."""
from __future__ import annotations
from bot.file_splitter import ReviewChunk
# (substrings matched against lowercased paths, priority weight)
# First matching rule wins per file; chunk takes the max across its files.
_PATH_RULES: tuple[tu... | Team-Deepiri/deepiri-sorge | bot/scheduling/priority.py | .py | fadd24290555fffd | 7.42 | 6 |
"""Shared mutable state for one review run."""
from __future__ import annotations
import threading
import time
from collections.abc import Callable
from dataclasses import dataclass, field
from typing import Any
from bot.quota_tracker import QuotaTracker
from bot.scheduling.health import HealthTracker
from bot.sched... | Team-Deepiri/deepiri-sorge | bot/scheduling/run_context.py | .py | 2899563cf1e9f61b | 7.42 | 6 |
"""Structured results for provider-backed review execution."""
from __future__ import annotations
from dataclasses import dataclass, field
from typing import Any
from bot.file_splitter import ReviewChunk
from bot.schemas import ReviewResult
@dataclass
class ProviderResult:
"""Outcome of a single provider.revie... | Team-Deepiri/deepiri-sorge | bot/scheduling/types.py | .py | b1b0953a0787010e | 7.42 | 6 |
"""Shared review result types."""
from __future__ import annotations
from dataclasses import dataclass
from bot.utils.response_parser import normalize_review_payload
# Review types meaning "zero chunks were successfully reviewed". A quality
# score is never defensible for these: there is no evidence behind it, and... | Team-Deepiri/deepiri-sorge | bot/schemas.py | .py | 9665a80e54af6125 | 7.42 | 6 |
"""Disk-backed cache for review results, keyed by diff + model hash."""
from __future__ import annotations
import hashlib
import json
import time
from pathlib import Path
from loguru import logger
CACHE_DIR = Path.home() / ".cache" / "sorge" / "reviews"
# Provider-agnostic key used by the scheduler so a hit skips ... | Team-Deepiri/deepiri-sorge | bot/utils/cache.py | .py | 2113da3886b9ae54 | 7.42 | 6 |
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