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import logging import numpy as np import pandas as pd from typing import List, Dict, Any, Tuple from datetime import datetime, timezone from sklearn.cluster import DBSCAN, KMeans from sklearn.ensemble import IsolationForest from sklearn.preprocessing import StandardScaler logger = logging.getLogger(__name__) class ...
rudra496/EdgeBrain
backend/app/ml/clustering.py
.py
774610c61d8374ec
7.45
7
import logging import numpy as np import pandas as pd from typing import List, Dict, Any, Tuple, Optional from datetime import datetime, timedelta, timezone from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor from sklearn.linear_model import Ridge, ElasticNet from sklearn.pipeline import Pipe...
rudra496/EdgeBrain
backend/app/ml/forecaster.py
.py
dab58c2468fe43b2
7.45
7
import pytest import numpy as np import pandas as pd from datetime import datetime, timedelta, timezone from app.ml.forecaster import TimeSeriesForecaster from app.ml.clustering import AnomalyClusterEngine def generate_mock_sensor_data(n_points=1000, anomaly_indices=None): """Generates a massive synthetic dataset...
rudra496/EdgeBrain
backend/tests/test_ml_massive.py
.py
301de2f200d54d1f
7.95
7
""" EdgeBrain Device Simulator ============================ Simulates realistic IoT sensor data and publishes via MQTT. Devices: - Room 1: Temperature, Motion, Energy, Humidity, Light - Room 2: Temperature, Motion, Energy - Server Room: Temperature, Humidity, Energy Features: - Realistic patterns (time-of-day...
rudra496/EdgeBrain
device-simulator/simulator.py
.py
2d5359e3a8167e5a
7.45
7
""" Example: Image Classification on Raspberry Pi This script demonstrates how an edge device like a Raspberry Pi can run an image classification model and report the results to EdgeBrain. It classifies an image and sends a confidence score or label to the system. Requirements: - paho-mqtt Usage: python image_cl...
rudra496/EdgeBrain
examples/image_classification.py
.py
ba5700efc643100f
7.45
7
""" Example: Object Detection with Webcam This script demonstrates how to integrate a webcam object detection model with EdgeBrain. It captures frames from a camera, runs a simulated object detection model, and publishes the number of detected persons to the EdgeBrain system via MQTT. Requirements: - paho-mqtt - open...
rudra496/EdgeBrain
examples/object_detection.py
.py
3df4bad9cae5b98c
7.45
7
""" Example: Sentiment Analysis on Text This script demonstrates integrating a text-based AI task with EdgeBrain. It performs sentiment analysis on incoming text streams (e.g., social media mentions or customer feedback) and publishes the sentiment score. Requirements: - paho-mqtt Usage: python sentiment_analysi...
rudra496/EdgeBrain
examples/sentiment_analysis.py
.py
09c5de12e36540ac
7.45
7
#!/usr/bin/env python3 """Step 3 — HAR graph surgery + genai external resources. Two structural rewrites of the parsed HAR, both fixing mismatches between what the graph declares and what the genai runtime actually writes into the HEF inputs at run time (see docs/findings/ for the full evidence): **RoPE surgery.** Th...
l-nmch/hailo-10h-llm-compiler
pipeline/s3_surgery_and_resources.py
.py
3ca3c95b7c4c2e36
7.45
7
#!/usr/bin/env python3 """Greedy generation through the BASE scope only — no KV-cache involved. The base network scope (`<scope>` without the `__prefill`/`__tbt` suffix) runs the whole sequence in one shot. Driving it in a greedy loop (recompute the full prefix each step) validated that the compiled model itself is so...
l-nmch/hailo-10h-llm-compiler
runtime/diagnostics/generate_base_scope.py
.py
3d3b651cc16adc91
7.45
7
#!/usr/bin/env python3 """Hot-patch the hailo-config.json embedded in an already-compiled HEF, without recompiling the graph (weights/CCWs are never touched). Uses the SDK's official HefWrapper API (protobuf + offset-based sections) — no reverse engineering of the binary format. New config bytes are appended to the ad...
l-nmch/hailo-10h-llm-compiler
runtime/diagnostics/hotpatch_hailo_config.py
.py
8a4fae509c659b40
7.45
7
#!/usr/bin/env python3 """Low-level prefill + token-by-token probe of a compiled KV-cache HEF. Drives the ``__prefill`` and ``__tbt`` network groups directly through the low-level InferModel API — bypassing genai entirely — to compare on-chip activations against a float32 Hugging Face reference. This is the tool that ...
l-nmch/hailo-10h-llm-compiler
runtime/diagnostics/manual_prefill_tbt_test.py
.py
d054730945d0d1ce
7.95
7
"""Shared helpers for building raw HEF inputs by hand (diagnostics). The genai runtime normally constructs these inputs host-side. When debugging below that layer (manual prefill/tbt runs through the low-level InferModel API), you must reproduce its exact conventions: - **attention mask**: additive float mask (0 allo...
l-nmch/hailo-10h-llm-compiler
runtime/diagnostics/runtime_inputs.py
.py
7bd02e5e9d923e1d
7.45
7
#!/usr/bin/env python3 """Robust genai.LLM generation with subprocess isolation and retries. Wraps genai_worker.py: each generation attempt runs in a fresh, isolated subprocess with a hard parent-side timeout, and failed attempts are retried with exponential backoff. This absorbs a known host-side HailoRT failure mode...
l-nmch/hailo-10h-llm-compiler
runtime/genai_generate.py
.py
9c5eb203225b9763
7.45
7
# %% [markdown] # # VTK to USD Converter Test Notebook # # This notebook demonstrates ConvertVTKToUSD for converting VTK files to USD format. # # The library is based on the ParaViewConnector architecture from Omniverse but simplified for file-based conversion only. # # ## Features # # - **File Format Support**: VTK le...
Project-MONAI/physiotwin4d
experiments/Convert_VTK_To_USD/convert_vtk_to_usd_using_class.py
.py
b29814a111f0119e
7.52
10
"""Create a mid-slice composite volume from a directory of MHA images.""" import argparse import re from pathlib import Path from typing import Optional import itk import numpy as np DEFAULT_IMAGE_REGEX = r"^pm00.*_init\.mha$" OUTPUT_FILENAME = "composite.mha" def select_directory() -> Optional[Path]: """Open ...
Project-MONAI/physiotwin4d
experiments/Heart-GatedCT-OptimizedLongitudinalRegistration/composite_time_series_mid_slice.py
.py
b1c927a44bc07938
7.52
10
"""Summarize registration Dice and landmark RMSE results across experiments. For every ``results_*`` directory under a base directory this script reads: - ``registration_dice_init.csv`` with columns ``subject_id, method, stem, label, dice`` (one row per subject / time point / anatomy label). - ``registration_land...
Project-MONAI/physiotwin4d
experiments/Heart-GatedCT-OptimizedLongitudinalRegistration/registration_results_analysis.py
.py
279f11e01534513b
7.52
10
# %% import os from typing import Optional import itk import numpy as np from data_dirlab_4d_ct import DataDirLab4DCT from physiotwin4d.image_tools import ImageTools from physiotwin4d.register_images_icon import RegisterImagesICON from physiotwin4d.segment_chest_total_segmentator import SegmentChestTotalSegmentator f...
Project-MONAI/physiotwin4d
experiments/Lung-GatedCT_To_USD/0-register_dirlab_4dct.py
.py
028c578e762327e0
7.52
10
# %% from pathlib import Path import itk import numpy as np import pyvista as pv from data_dirlab_4d_ct import DataDirLab4DCT from physiotwin4d.contour_tools import ContourTools from physiotwin4d import ConvertVTKToUSD from physiotwin4d.segment_chest_total_segmentator import SegmentChestTotalSegmentator # Defensive:...
Project-MONAI/physiotwin4d
experiments/Lung-GatedCT_To_USD/1-make_dirlab_models.py
.py
8289a530654a7954
7.52
10
""" class pmDataDirLab4dCT: This module contains the pmDataDirLab4DCT class, which is used to store the data for the DirLab 4DCT dataset. DirLab-4DCT's raw ``.mhd``/``.img`` volumes are not in Hounsfield units; run ``data/DirLab-4DCT/fix_downloaded_data.py`` (backed by ``DataDownloadTools.FixDirLab4DCTData``) once to ...
Project-MONAI/physiotwin4d
experiments/Lung-GatedCT_To_USD/data_dirlab_4d_ct.py
.py
488894ebed9c6e9d
7.52
10
# %% import os from typing import Optional import itk import numpy as np from data_dirlab_4d_ct import DataDirLab4DCT from physiotwin4d.image_tools import ImageTools from physiotwin4d.register_images_icon import RegisterImagesICON from physiotwin4d.segment_nv_segment_ct_mri import SegmentNVSegmentCTMRI from physiotwi...
Project-MONAI/physiotwin4d
experiments/Lung-GatedCT_To_USD_NV/0-register_dirlab_4dct.py
.py
037266de957b7e05
7.52
10
# %% from pathlib import Path import itk import numpy as np import pyvista as pv from data_dirlab_4d_ct import DataDirLab4DCT from physiotwin4d import ConvertVTKToUSD from physiotwin4d.contour_tools import ContourTools from physiotwin4d.segment_nv_segment_ct_mri import SegmentNVSegmentCTMRI # Defensive: today this s...
Project-MONAI/physiotwin4d
experiments/Lung-GatedCT_To_USD_NV/1-make_dirlab_models.py
.py
9b1e8ff7838b1817
7.52
10
"""Hard limits for unattended runs — a PreToolUse hook, not a dialog. A task with ``skip_permissions`` runs Claude Code with ``--dangerously-skip-permissions``: nothing asks the human any more, so nothing stops the agent either. A PreToolUse hook does — it sees the command before it runs and fires whatever the permiss...
ivanarama/PromptPilot
promptpilot/guard.py
.py
7bd0743d54fe0314
7.59
14
"""Telegram authorization — phone-based access control.""" import json import os import sys from pathlib import Path from .config import DB_DIR, _atomic_write_json def _users_file() -> Path: return DB_DIR / "tg_users.json" def _norm_phone(p) -> str: """Compare phones by digits only: Telegram may or may no...
ivanarama/PromptPilot
promptpilot/tg_auth.py
.py
baf0914933b4d4a2
7.59
14
"""Сколько сожжено — по всем сессиям Claude Code на машине, а не только по нашим. Дашборд стоимости считал деньги, выдирая регуляркой строку `Cost: $X` из текста результата задачи. herdr-задачи такой строки не дают вообще — интерактивная сессия не отдаёт stream-json, — поэтому чем больше работы уходит в herdr, тем сле...
ivanarama/PromptPilot
promptpilot/usage.py
.py
2563238c792fec5d
7.59
14
"""Version and update checking.""" import json import urllib.request from datetime import datetime, timedelta, timezone from pathlib import Path __version__ = "0.5.0" _RELEASES_URL = "https://api.github.com/repos/ivanarama/PromptPilot/releases/latest" _CACHE_FILE = Path.home() / ".promptpilot" / "version-check.json"...
ivanarama/PromptPilot
promptpilot/version.py
.py
85e583b47f302c5c
7.59
14
"""Git worktrees for tasks — the agent edits its own checkout, not yours. A task with ``worktree=True`` runs in a linked checkout of its ``working_dir`` repository on branch ``pp/t<id>``, so: * the user's work tree keeps its own uncommitted state while the agent works; * the result is a branch — reviewable as a d...
ivanarama/PromptPilot
promptpilot/worktree.py
.py
0f98644137d34012
7.59
14
""" Shared fixtures for create_define_json tests. The core challenge is that USDMDefineJSONProcessor.__init__ opens a USDM file from disk and instantiates CDISCLibraryClient (which requires a real API key). We handle this by: 1. Providing a minimal but structurally complete USDM fixture file. 2. Patching CDISCLibr...
cdisc-org/data-definition-engine
src/define-xml/tests/conftest.py
.py
480bd4c5e904e6a3
7.92
6
from odmlib.define_2_1 import model as DEFINE import define_object class AnnotatedCRF(define_object.DefineObject): """ create Define-XML v2.1 AnnotatedCRF and leaf element objects """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): ...
cdisc-org/data-definition-engine
src/generators/define/annotatedCRF.py
.py
3e14db32dc36ad89
7.42
6
from typing import Any from odmlib.define_2_1 import model as DEFINE import define_object class CodeLists(define_object.DefineObject): """Create Define-XML v2.1 CodeList element objects.""" def __init__(self) -> None: super().__init__() # self.igd: Any | None = None def create_define_obj...
cdisc-org/data-definition-engine
src/generators/define/codeLists.py
.py
ee2be70461ed4f0e
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class Comments(define_object.DefineObject): """ create a Define-XML v2.1 CommentDef element template """ def __init__(self): super().__init__() self.lookup_oid = None self.igd = None def create_define_objects(self,...
cdisc-org/data-definition-engine
src/generators/define/comments.py
.py
817eb363b426894b
7.42
6
import define_object class ConceptProperties(define_object.DefineObject): """Create Define-XML v2.1 CodeList elements for concept properties.""" def __init__(self): super().__init__() def create_define_objects(self, template, objects, lang, acrf): """ parse the define-template and...
cdisc-org/data-definition-engine
src/generators/define/conceptProperties.py
.py
ba8d7142ca045d7f
7.42
6
import define_object class Concepts(define_object.DefineObject): """Create Define-XML v2.1 CodeList elements for biomedical concepts.""" def __init__(self): super().__init__() def create_define_objects(self, template, objects, lang, acrf): """ parse the define-template and create ...
cdisc-org/data-definition-engine
src/generators/define/concepts.py
.py
7cc4e6cdde2156cf
7.42
6
import define_object class Conditions(define_object.DefineObject): """ cache DDS conditions for use by WhereClauses to build RangeCheck elements """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): """ parse the DDS temp...
cdisc-org/data-definition-engine
src/generators/define/conditions.py
.py
42ca8c7832143639
7.42
6
import argparse from lxml import etree def transform_xml(xml_path, xsl_path, output_path): """ Transforms an XML file using an XSLT stylesheet. Args: xml_path (str): Path to the XML file. xsl_path (str): Path to the XSLT stylesheet file. output_path (str, optional): Path to save the...
cdisc-org/data-definition-engine
src/generators/define/define2html.py
.py
458b377b1597db28
7.42
6
from abc import ABC import logging from typing import Any from odmlib.define_2_1 import model as DEFINE from constants import DEFAULT_LANGUAGE class DefineObject(ABC): """Abstract base class for all Define-XML loader classes.""" def __init__(self) -> None: self.lang: str = DEFAULT_LANGUAGE s...
cdisc-org/data-definition-engine
src/generators/define/define_object.py
.py
90551d77c6feaa63
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object from typing import Any class Dictionaries(define_object.DefineObject): """ create Define-XML v2.1 CodeList elements with ExternalCodeList references """ def __init__(self): super().__init__() def create_define_objects( ...
cdisc-org/data-definition-engine
src/generators/define/dictionaries.py
.py
b2b0610e73cd6080
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class Documents(define_object.DefineObject): """ create a Define-XML v2.1 leaf element template """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): """ ...
cdisc-org/data-definition-engine
src/generators/define/documents.py
.py
fdce561f02d76f48
7.42
6
from typing import Any from odmlib.define_2_1 import model as DEFINE import define_object import itemRefs import items import valueLevel as VL from constants import TRIAL_DESIGN_DOMAINS, NON_REPEATING_DOMAINS, DEFAULT_PURPOSE MAX_SUBCLASS_DEPTH = 4 class ItemGroups(define_object.DefineObject): """ create a Defin...
cdisc-org/data-definition-engine
src/generators/define/itemGroups.py
.py
e08cffafe2aee084
7.42
6
from odmlib.define_2_1 import model as DEFINE from odmlib import permissive import define_object class ItemRefs(define_object.DefineObject): """ create a Define-XML v2.1 ItemRef element objects """ def __init__(self): super().__init__() self.lookup_oid = None self.igd = None se...
cdisc-org/data-definition-engine
src/generators/define/itemRefs.py
.py
5d9875d28b5ee20c
7.42
6
from typing import Any from odmlib.define_2_1 import model as DEFINE from odmlib import permissive import define_object class Items(define_object.DefineObject): """Create Define-XML v2.1 ItemDef element objects.""" def __init__(self) -> None: super().__init__() self.lookup_oid: str | None = N...
cdisc-org/data-definition-engine
src/generators/define/items.py
.py
f99ecc86ace451f7
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class Methods(define_object.DefineObject): """ create a Define-XML v2.1 MethodDef element """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): """ parse ...
cdisc-org/data-definition-engine
src/generators/define/methods.py
.py
c3c6774a560e26be
7.42
6
from odmlib.define_2_1 import model as DEFINE import datetime import uuid class ODM: def __init__(self, context: str = "Other", file_oid: str | None = None): self.context = context self.attrs = self._set_attributes(file_oid) def create_root(self): """Instantiate and return the odmlib ...
cdisc-org/data-definition-engine
src/generators/define/odm.py
.py
5ea645c098ea36d0
7.42
6
from typing import Any from odmlib.define_2_1 import model as DEFINE import methods import define_object class PostProcessing: """ Base class for post-processing Define-XML elements. """ def __init__(self, define_objects: dict[str, list[Any]], template_objects: dict[str, list[Any]], is_xpt: bool, lang:...
cdisc-org/data-definition-engine
src/generators/define/post_processing.py
.py
9f908c4e9f0be441
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class Standards(define_object.DefineObject): """ create a Define-XML v2.1 Standards element template """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): """ ...
cdisc-org/data-definition-engine
src/generators/define/standards.py
.py
c77c4fdd56140b7a
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class Study(define_object.DefineObject): """ create a Define-XML v2.1 Study element template and initialize the MetaDataVersion template """ def __init__(self): super().__init__() def create_define_objects(self, template, define_o...
cdisc-org/data-definition-engine
src/generators/define/study.py
.py
11c451a49e5ed3f2
7.42
6
""" Pytest configuration and fixtures for template2define tests. """ import os import sys from pathlib import Path import pytest import tempfile import shutil PROJECT_ROOT = Path(__file__).parent.parent sys.path.insert(0, str(PROJECT_ROOT)) @pytest.fixture(autouse=True) def _chdir_project_root(): """ The gen...
cdisc-org/data-definition-engine
src/generators/define/tests/conftest.py
.py
bd5af998851c58e4
7.92
6
""" Tests for dictionaries.Dictionaries. Define-XML v2.1 represents an external dictionary (e.g. MedDRA, WHODrug, SNOMED) as a CodeList element carrying an ExternalCodeList child rather than enumerated CodeListItems. These tests exercise the dictionaries loader directly against the DDS JSON `dictionaries` section shap...
cdisc-org/data-definition-engine
src/generators/define/tests/test_dictionaries.py
.py
1bb00019f26bbcd1
7.92
6
""" Unit tests for Items._add_optional_itemdef_attributes, focused on the displayFormat -> SignificantDigits/Length fallback (the issue-78 workaround). The fallback parses obj['displayFormat'] (e.g. "8.3") into a Length / SignificantDigits pair when the study JSON omits them. The hardened version must: * never raise...
cdisc-org/data-definition-engine
src/generators/define/tests/test_itemdef_attributes.py
.py
82f94f904eea1d3c
7.92
6
from odmlib.define_2_1 import model as DEFINE import define_object import items class ValueLevel(define_object.DefineObject): """ create a Define-XML v2.1 ValueListDef element template """ def __init__(self): super().__init__() self.lookup_oid = None self.vld = None def create_def...
cdisc-org/data-definition-engine
src/generators/define/valueLevel.py
.py
058c3f79ad4afd01
7.42
6
from odmlib.define_2_1 import model as DEFINE import define_object class WhereClauses(define_object.DefineObject): """ create a Define-XML v2.1 WhereClauseDef element objects """ def __init__(self): super().__init__() def create_define_objects(self, template, define_objects, lang, acrf): ...
cdisc-org/data-definition-engine
src/generators/define/whereClauses.py
.py
b85db0f8260ffda0
7.42
6
#!/usr/bin/env python3 """Compare .github/labels.json against a repository's live labels. The manifest is the reviewable source of truth for the label taxonomy, but GitHub applies an issue-form label only if the label already exists in the repository and drops it silently otherwise. A manifest nothing checks against t...
liatrio-labs/claude-code-gauntlet
.github/labels_diff.py
.py
fceb23544dd16d62
7.56
12
"""Adapter: post_review.py --dry-run payload -> vendored-scorer candidates.json. Converts the ``post-review-payload.json`` emitted by ``scripts/post_review.py --dry-run`` into the ``candidates.json`` shape the vendored MIT scorer consumes at its dedup->judge entry point (step2 extraction is skipped — deep-review comme...
liatrio-labs/claude-code-gauntlet
bench/adapter/adapt.py
.py
e6ebd1432d92c8fa
7.56
12
"""PR-granular checkpointing for bench runs (spec H3). A run's per-PR status lives in one JSON file per golden URL under ``{run_dir}/state/``. The on-disk files are the source of truth, so a killed pass loses at most the single PR that was mid-flight and a fresh process can resume by reading state back. Resume semant...
liatrio-labs/claude-code-gauntlet
bench/runner/checkpoint.py
.py
ad329ba6a240de0e
7.56
12
"""Cost/token parsing for the ``claude -p --output-format json`` result envelope. The envelope (probe artifact 33) exposes ``total_cost_usd`` (float), an aggregate ``usage`` object of token classes, and ``modelUsage`` keyed by model id -> per-model usage. ``parse_costs`` collapses those into the numbers the ledger rec...
liatrio-labs/claude-code-gauntlet
bench/runner/costs.py
.py
e97c7e80fb4fbffb
7.56
12
"""Append-only experiment ledger (spec H8). Each scored run contributes exactly one NDJSON row to ``bench/experiments.jsonl``. The ledger is append-only: rows already written are never rewritten, so history is immutable and safe to read concurrently. ``append_row`` validates that the row carries the required schema k...
liatrio-labs/claude-code-gauntlet
bench/runner/ledger.py
.py
30d13099404255c1
7.56
12
"""Bare-mirror + worktree lifecycle with a SHA input-drift guard. Each golden PR is reviewed from a `git worktree` checked out of a cached bare mirror of its repo. Before the worktree is created, the pinned head/base SHAs (from `golden/shas.json`) are re-verified against the mirror's live pull ref so a force-push or r...
liatrio-labs/claude-code-gauntlet
bench/runner/mirrors.py
.py
0eb9b0df154e51ad
7.56
12
#!/usr/bin/env python3 """Fake ``claude`` binary for invoke.py tests. Placed on PATH as ``claude``. Behavior is selected by env ``FAKE_CLAUDE_MODE``: ok -> canned "Headless config:" echo (8 bench knobs) + a success result envelope (total_cost_usd 1.23, modelUsage, usage, empty ...
liatrio-labs/claude-code-gauntlet
bench/tests/fakes/fake_claude.py
.py
2a5a56d608308b93
8.06
12
"""Tests for bench/adjudicator/adjudicate.py. No network, no keys: the HTTP transport is injected. Covers the two pure context builders (``slice_hunk`` boundary/nearest/missing-path behavior and ``file_context`` clamping) and the ``adjudicate`` parse/retry contract. """ import json import sys import unittest from pat...
liatrio-labs/claude-code-gauntlet
bench/tests/test_adjudicator.py
.py
1bbfeddb63d86afd
8.06
12
"""Contract: headless-mode.md Headless config echo includes identity receipts.""" import re import unittest from pathlib import Path REPO_ROOT = Path(__file__).resolve().parents[2] HEADLESS = REPO_ROOT / "skills" / "code-gauntlet" / "references" / "headless-mode.md" class HeadlessEchoIdentityContractTest(unittest.T...
liatrio-labs/claude-code-gauntlet
bench/tests/test_headless_echo_contract.py
.py
099ee222abe3cbcd
8.06
12
"""Tests for bench/report.py — the regenerable performance dashboard. Offline: no network, no keys. A small synthetic ledger + minimal baselines dict exercise the grouping/collapse, tile derivation, anchor bars, and self-contained HTML invariants; a final pair of tests runs the generator against the real committed dat...
liatrio-labs/claude-code-gauntlet
bench/tests/test_report.py
.py
02a37bdcf61b9b10
7.06
12
#!/usr/bin/env python3 """Print the SessionStart hook payload carrying docs/style/session-context.md. Reads the generated style carrier (scripts/build_style_artifacts.py) and prints one JSON object on stdout in the shape a Claude Code SessionStart hook expects. A broken or missing carrier must never block session star...
liatrio-labs/claude-code-gauntlet
scripts/emit_style_context.py
.py
4ae11b03d49322d4
7.56
12
# /// script # dependencies = [ # "huggingface-hub", # "pyyaml", # ] # /// # Copyright 2026 The Spyre-Inference Authors. # # 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.ap...
torch-spyre/spyre-inference
.github/cache_config/manage_cache.py
.py
5bc06cc5a97244cc
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
.github/scripts/generate_vllm_benchmark_matrix.py
.py
16342ccfa55ee2b9
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
.github/scripts/ingest_vllm_benchmarks.py
.py
63d6320395cc3e39
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
.github/scripts/run_vllm_benchmarks.py
.py
8d43e6718642179b
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
docs/mkdocs/hooks/generate_examples.py
.py
cbd643986f745c6b
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
docs/mkdocs/hooks/url_schemes.py
.py
6e72bddfacae90a0
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agree...
torch-spyre/spyre-inference
experimental/attention_backend/paged_vector_add.py
.py
fc791481432e4dd5
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
scripts/pr_reminder/pr_reminder.py
.py
3853647ff9689658
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/__init__.py
.py
1a1541963d0be209
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/gemma_rms_norm.py
.py
f4f00158228b0a21
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/head_pad.py
.py
a6f6c414a3a6d884
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/lazy_compile.py
.py
ff9d7d0803b81e07
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/linear.py
.py
6da4a72ee923ce36
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/logits_processor.py
.py
2eaf4d6774e3032e
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/parallel_lm_head.py
.py
c6aa3f74c7df5c8f
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/rms_norm.py
.py
47ec83c94e43caeb
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/rotary_embedding.py
.py
b3073fd72b1c71bc
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/utils.py
.py
66a2b453f7614a63
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/custom_ops/vocab_parallel_embedding.py
.py
673a87b0d6a3a120
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/distributed/spyre_communicator.py
.py
b48651bc1e239a40
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/models/token_type_adapter.py
.py
133dd2011c6672dd
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/transformers_backend.py
.py
bb4df478c4fd533e
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/v1/attention/attn_layer.py
.py
0274b24ec7c8165f
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/v1/attention/backends/spyre_encoder_attn.py
.py
e3d7b6e9915a0b88
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/v1/pool/spyre_pooler.py
.py
f59b76ddd9954948
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/v1/worker/spyre_shape_bucketer.py
.py
5dea86018be234d3
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
spyre_inference/v1/worker/spyre_worker.py
.py
8c5d54046b94b14a
7.48
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
tests/attention/test_spyre_encoder_attn.py
.py
b5259003b1ae5808
7.98
8
# Copyright 2026 The Spyre-Inference Authors. # # 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/LICENSE-2.0 # # Unless required by applicable law or agreed to...
torch-spyre/spyre-inference
tests/custom_ops/test_activation.py
.py
4c0d30e1ac141cf1
7.98
8
#!/usr/bin/env python3 """Build an IOC "time machine" index from the git history of the published feed. Every collection run commits ``public/iocs/latest.jsonl``, so the git history is an append-only archive of *what the public threat landscape looked like at time T, with what score, confirmed by which sources*. This ...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
scripts/build_history_index.py
.py
2e132b0036603f0e
7.57
13
#!/usr/bin/env python3 """Look up an indicator's history in the SwiftIOC time-machine index. Answers, from free auditable public data: *was this IP/domain/URL/hash publicly known-bad, when did it first appear, how did its score move, and which sources confirmed it?* Build the index first with ``build_history_index.py`...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
scripts/ioc_timeline.py
.py
f0f0f17f8cb3d0ea
7.57
13
"""Orchestration: fan out to parsers concurrently, dedupe, and aggregate.""" from __future__ import annotations import inspect import time from concurrent.futures import ThreadPoolExecutor, as_completed from datetime import datetime, timedelta from typing import Any, Callable, Dict, List, Optional, Set, Tuple from .f...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/collect.py
.py
d3449a7d191c35f6
7.57
13
"""Free-text indicator extraction (used by RSS/universal parsers).""" from __future__ import annotations import logging import re from collections.abc import Iterable as IterableABC from typing import Any, Callable, Iterable, List, Optional, Tuple, cast import iocextract from .models import BTC_INLINE_RE, CVE_RE, JA...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/extract.py
.py
50e067259d855087
7.57
13
"""Bogon-IP and well-known-benign-host filtering.""" from __future__ import annotations import ipaddress from typing import Set, Tuple from .models import _URL_HEAD_RE, _split_authority, refang # ---------------- false-positive / bogon filtering ---------------- # Values that are never actionable threat indicators ...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/fp.py
.py
f568f8939966840c
7.57
13
"""Shared HTTP session, user-agent pool, and lazy feedparser loader. ``cli.py`` mutates ``_SAVE_RAW_DIR`` / ``HTTP_DEBUG`` on *this* module object (``http_client._SAVE_RAW_DIR = ...``) rather than importing and rebinding those names locally — a local rebind would only affect cli.py's own namespace, not the globals ``h...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/http_client.py
.py
796eb8c4af6f31ca
7.57
13
"""Console/file logging setup.""" from __future__ import annotations import json import logging from pathlib import Path from typing import Optional from .http_client import logger from .models import iso, now_utc # ---------------- logging ---------------- class JsonLineFormatter(logging.Formatter): def format...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/logging_utils.py
.py
d9e5a33912b14aca
7.57
13
"""Core data model, timestamp helpers, defang/normalize, and classification. No other ``swiftioc`` submodule is imported here — this is the dependency floor everything else (scoring, parsers, writers, collect, cli) builds on. """ from __future__ import annotations import ipaddress import re from dataclasses import da...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/models.py
.py
98e81f5579725b12
7.57
13
"""Relevance scoring, corroboration, retention, and living-feed merge.""" from __future__ import annotations import json from dataclasses import fields as dataclass_fields from datetime import datetime, timedelta from pathlib import Path from typing import Dict, List, Optional, Tuple from .fp import is_false_positive...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/scoring.py
.py
112e2796054d6122
7.57
13
"""Output writers: CSV/TSV/JSON/JSONL, STIX 2.1, MISP feed, RSS, badge, history.""" from __future__ import annotations import csv import json import re import uuid from dataclasses import asdict from pathlib import Path from typing import Any, Dict, List, Optional from .http_client import logger from .models import I...
PKHarsimran/SwiftIOC-Automated-Threat-Intelligence-Collector
swiftioc/writers.py
.py
c7f930ded81195be
7.57
13