text stringlengths 185 73.3k | repo stringlengths 7 100 | path stringlengths 4 146 | language stringclasses 7
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import json
import logging
import sys
import os
from concurrent.futures import ThreadPoolExecutor, as_completed
from .base import SubcommandPlugin
from cvs.lib.parallel_ssh_lib import Pssh
class ScpPlugin(SubcommandPlugin):
def get_name(self):
return "scp"
def get_parser(self, subparsers):
p... | ROCm/cvs | cvs/cli_plugins/scp_plugin.py | .py | dd334d89b80f9bd5 | 7.63 | 17 |
import unittest
from unittest.mock import patch
import os
import tempfile
import argparse
import io
from contextlib import redirect_stdout
from cvs.cli_plugins.copy_config_plugin import CopyConfigPlugin
class TestCopyConfigPlugin(unittest.TestCase):
@classmethod
def setUpClass(cls):
# Hardcode expect... | ROCm/cvs | cvs/cli_plugins/unittests/test_copy_config_plugin.py | .py | ceaae7e802855664 | 7.13 | 17 |
import unittest
from unittest.mock import patch
import os
import tempfile
from cvs.cli_plugins.list_plugin import ListPlugin
class TestListPlugin(unittest.TestCase):
"""Test ListPlugin test discovery"""
def test_discover_tests_core_only(self):
"""Test discovering tests from core cvs package only"""
... | ROCm/cvs | cvs/cli_plugins/unittests/test_list_plugin.py | .py | 15fa7f4f9ff9e63c | 8.13 | 17 |
import argparse
import unittest
from unittest.mock import MagicMock, patch
import sys
import os
import tempfile
import json
# Add the parent directory to sys.path to import cli_plugins
sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
from cvs.cli_plugins.run_plugin import RunPlugin, resolve_test_functio... | ROCm/cvs | cvs/cli_plugins/unittests/test_run_plugin.py | .py | 9ee9d6969b0299f6 | 7.13 | 17 |
"""
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/conftest.py | .py | a78907c73bfb6254 | 8.13 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/agent/messages.py | .py | 0bb0c684167d63d6 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/orchestrators/baremetal.py | .py | f51dc6879ec0b055 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/orchestrators/factory.py | .py | 40ac98c1ce5bfe69 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/orchestrators/unittests/test_baremetal.py | .py | 9a6fceeedf67fe41 | 8.13 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/run_layout.py | .py | de14468a38ccc6d3 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/runtimes/base.py | .py | 852bf4f009189cd8 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/runtimes/docker.py | .py | 4fe1f718d9c94d50 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/runtimes/enroot.py | .py | be2a23789c035392 | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/runtimes/factory.py | .py | 010a7b13e460f7de | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/runtimes/unittests/test_docker.py | .py | b1ebf0dec547b356 | 7.13 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/scheduler.py | .py | fbaf0d419c6f81af | 7.63 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/unittests/test_run_layout.py | .py | a7137d7b743fc445 | 8.13 | 17 |
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code contained here is Property... | ROCm/cvs | cvs/core/unittests/test_scheduler.py | .py | fc0b3c313a75366a | 7.13 | 17 |
"""
Extension configuration loader for cvs.
This module provides functionality to load and parse extension configuration
from extension.ini files in installed extension packages (e.g., cvs-extension).
It allows extensions to override default behavior such as package name,
and test discovery directories.
"""
import os... | ROCm/cvs | cvs/extension.py | .py | 50355da610653210 | 7.63 | 17 |
#!/usr/bin/env python3
'''
Copyright 2025 Advanced Micro Devices, Inc.
All rights reserved. This notice is intended as a precaution against inadvertent publication and does not imply publication or any waiver of confidentiality.
The year included in the foregoing notice is the year of creation of the work.
All code con... | ROCm/cvs | cvs/input/generate/cluster_json.py | .py | aec22cdf1ea6b867 | 7.63 | 17 |
import unittest
from unittest.mock import MagicMock, patch
import sys
import os
# Add the parent directory to sys.path to import generate modules
sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
from cvs.input.generate.cluster_json import ClusterJsonGenerator
class TestClusterJsonGenerator(unittest.Te... | ROCm/cvs | cvs/input/generate/unittests/test_cluster_json.py | .py | c18187c70b5075b2 | 8.13 | 17 |
"""Icon loader for toolbar PNG icons.
Loads pre-rendered PNG icons at the appropriate DPI scale.
Falls back gracefully to None if icons are missing (callers
show text-only buttons in that case).
Icons are rendered from SVGs by scripts/render_icons.py at build time.
"""
import logging
import tkinter as tk
from pathli... | yevgeniyglider/HebrewScribe | hebrewscribe/icons/__init__.py | .py | bbfea9f366168d9f | 7.42 | 6 |
"""Output file writers: txt, srt, json."""
import json
import os
import tempfile
import time
from pathlib import Path
from typing import List, Optional
from hebrewscribe.utils import format_timestamp
# A rename over a file another program is holding open is retried briefly
# before the writer gives up on it; those h... | yevgeniyglider/HebrewScribe | hebrewscribe/outputs.py | .py | 1170140a15265d6e | 7.42 | 6 |
"""Modern flat ttk theme and color system (self-contained, no external dependency)."""
import logging
import sys
logger = logging.getLogger("HebrewScribe")
# --- Platform-adaptive font sizing ---
# SF Pro (macOS) renders ~8% taller than Segoe UI (Windows) at the same pt size.
_FONT_SIZE_OFFSET = -1 if sys.platform ... | yevgeniyglider/HebrewScribe | hebrewscribe/theme.py | .py | 39fbb22b2b09a86b | 7.42 | 6 |
"""Reusable tkinter widgets: ToolTip, TaskbarProgress."""
import logging
import sys
import tkinter as tk
from typing import Optional
from hebrewscribe.theme import Colors as C, _fs
from hebrewscribe.utils import SYSTEM_FONT
logger = logging.getLogger("HebrewScribe")
class ToolTip:
"""Lightweight hover tooltip ... | yevgeniyglider/HebrewScribe | hebrewscribe/widgets.py | .py | b77dad5be820fa02 | 7.42 | 6 |
#!/usr/bin/env python3
"""Generate the transitive-dependency licence table for THIRD-PARTY-LICENSES.md.
Why this exists
---------------
The hand-maintained "Additional Bundled Python Dependencies" table drifts every
time a dependency gains a transitive dep. A 2026-08-15 audit found ~40 packages
present in the project'... | yevgeniyglider/HebrewScribe | scripts/gen_third_party_licenses.py | .py | 8f7aabdaa0bb7b20 | 7.42 | 6 |
"""Shared test utilities: MockApp and helpers used across test modules."""
import queue
import tempfile
import threading
import types
from pathlib import Path
def symlinks_available():
"""Whether this process may create symlinks.
Creating one is a privileged operation on Windows unless Developer Mode is
... | yevgeniyglider/HebrewScribe | tests/helpers.py | .py | acd78ebf83a21739 | 7.92 | 6 |
"""Nox configuration for multi-Python testing."""
import nox
PYTHON_VERSIONS = ["3.11", "3.12", "3.13", "3.14"]
@nox.session(python=PYTHON_VERSIONS)
def tests(session: nox.Session) -> None:
"""Run the test suite."""
session.install("-e", ".")
session.install("pytest", "pytest-asyncio", "hypothesis")
... | craigpnnl/dnp3py | noxfile.py | .py | 9031cf42251740f6 | 7.5 | 9 |
"""Object headers and qualifiers per IEEE 1815-2012 Clause 4.2.
Object header structure:
- Group (1 byte): Object group number
- Variation (1 byte): Object variation number
- Qualifier (1 byte): Specifies range/index format
Qualifier code layout (3-bit prefix + 4-bit range specifier):
- Bits 7: Reserved
- Bits 6-4: P... | craigpnnl/dnp3py | src/dnp3/application/qualifiers.py | .py | 2077037fe5fe30d3 | 7.5 | 9 |
"""CRC-16/DNP implementation per IEEE 1815-2012 Annex E.
CRC parameters:
- Polynomial: 0x3D65
- Init: 0x0000
- RefIn: True (reflect input bytes)
- RefOut: True (reflect output)
- XorOut: 0xFFFF
- Check: 0x82EA (for "123456789")
"""
from functools import reduce
def _generate_crc_table() -> tuple[int, ...]:
"""Ge... | craigpnnl/dnp3py | src/dnp3/core/crc.py | .py | a52d727c3ea21217 | 7.5 | 9 |
"""Protocol enumerations per IEEE 1815-2012."""
from enum import IntEnum
# Response function codes start at this value
_RESPONSE_CODE_MIN = 0x80
class FunctionCode(IntEnum):
"""Application layer function codes (Clause 4).
Request codes: 0x00 - 0x21
Response codes: 0x81 - 0x83
"""
# Confirmatio... | craigpnnl/dnp3py | src/dnp3/core/enums.py | .py | e7b67bcb5f783e3f | 7.5 | 9 |
"""Quality flags and Internal Indications (IIN) per IEEE 1815-2012."""
from enum import IntEnum, IntFlag
class BinaryQuality(IntFlag):
"""Binary point quality flags (Table 4-7).
Single byte with quality indicators and state bit.
"""
ONLINE = 0x01 # Point is online
RESTART = 0x02 # Point value... | craigpnnl/dnp3py | src/dnp3/core/flags.py | .py | 932cd51d760867d1 | 7.5 | 9 |
"""DNP3 timestamp handling per IEEE 1815-2012.
DNP3 uses 48-bit (6 byte) timestamps representing milliseconds since
the Unix epoch (1970-01-01 00:00:00 UTC).
"""
from dataclasses import dataclass
from datetime import UTC, datetime
# Milliseconds per second
_MS_PER_SECOND = 1000
# Size of DNP3 timestamp in bytes (48... | craigpnnl/dnp3py | src/dnp3/core/timestamp.py | .py | 6631757b9bea0334 | 7.5 | 9 |
"""Data Link Control Byte per IEEE 1815-2012 Clause 9.2.4.
Control byte bit layout:
- Bit 7: DIR (direction: 1=from master, 0=from outstation)
- Bit 6: PRM (primary: 1=primary message, 0=secondary message)
- Bit 5: FCB (frame count bit)
- Bit 4: FCV (frame count valid)
- Bits 3-0: Function code
"""
from dataclasses i... | craigpnnl/dnp3py | src/dnp3/datalink/control.py | .py | ab5de1af932ae2d8 | 7.5 | 9 |
"""Data Link Frame format per IEEE 1815-2012 Clause 9.
Frame structure:
- Start bytes: 0x05 0x64 (2 bytes)
- Length: 1 byte (user data length + 5)
- Control: 1 byte
- Destination: 2 bytes (little-endian)
- Source: 2 bytes (little-endian)
- Header CRC: 2 bytes
- Data blocks: 16 bytes each with 2-byte CRC (last block ma... | craigpnnl/dnp3py | src/dnp3/datalink/frame.py | .py | f15197a88b83e16f | 7.5 | 9 |
"""Stateful byte stream parser for data link frames.
The parser handles:
- Hunting for start bytes (0x05 0x64)
- Buffering partial frames
- CRC validation
- Recovery from corrupted frames
"""
from collections.abc import Iterator
from enum import Enum, auto
from dnp3.core.crc import compute_crc
from dnp3.datalink.fra... | craigpnnl/dnp3py | src/dnp3/datalink/parser.py | .py | 88f6a6849c1bd119 | 7.5 | 9 |
"""Master station configuration per IEEE 1815-2012.
Configuration options for DNP3 master behavior, timeouts,
and polling settings.
"""
from dataclasses import dataclass, field
# DNP3 address limits (IEEE 1815-2012)
MAX_MASTER_ADDRESS = 65519 # 0xFFEF - addresses 0xFFF0-0xFFFF reserved
MAX_OUTSTATION_ADDRESS = 6553... | craigpnnl/dnp3py | src/dnp3/master/config.py | .py | 26c7d8d5cde707bc | 7.5 | 9 |
"""Polling operations for DNP3 master.
Provides classes for building and scheduling poll requests
including integrity polls, class polls, and range polls.
"""
import time
from abc import ABC, abstractmethod
from dataclasses import dataclass, field
from enum import Enum, auto
from dnp3.application.builder import (
... | craigpnnl/dnp3py | src/dnp3/master/polling.py | .py | e4a2ed71919281fc | 7.5 | 9 |
"""Master state machine per IEEE 1815-2012.
Tracks master state including sequence numbers, pending tasks,
and communication state.
"""
import time
from dataclasses import dataclass, field
from enum import Enum, auto
from typing import Any
class MasterState(Enum):
"""High-level master states."""
IDLE = aut... | craigpnnl/dnp3py | src/dnp3/master/state.py | .py | 02f5150001c258f0 | 7.5 | 9 |
"""CLI entry point: python -m dnp3.mesa"""
from __future__ import annotations
import argparse
import asyncio
from importlib.resources import as_file, files
from importlib.resources.abc import Traversable
from pathlib import Path
from dnp3.mesa.outstation import MesaOutstation, create_mesa_outstation
#: The package ... | craigpnnl/dnp3py | src/dnp3/mesa/__main__.py | .py | ae8a184f7440c051 | 7.5 | 9 |
"""MESA Analog Output store for DNP3 point management."""
from __future__ import annotations
from dataclasses import dataclass, replace
__all__ = ["AnalogOutputStore", "AnalogOutputValue"]
@dataclass(frozen=True)
class AnalogOutputValue:
"""Immutable representation of a MESA analog output point."""
index:... | craigpnnl/dnp3py | src/dnp3/mesa/ao_store.py | .py | 9a7f6b05625ffc04 | 7.5 | 9 |
"""MESA entity model.
Groups profile equipment points into logical entities (meters, DERs, inverters,
batteries). Under the PICS profile format each equipment instance is an explicit
struct in the ``BI``/``AO``/``AI`` sections (``BinaryInputs.equipment`` etc.), so
an entity is the union of one instance's points across... | craigpnnl/dnp3py | src/dnp3/mesa/entities.py | .py | 767a758d88936be4 | 7.5 | 9 |
"""MESA IEEE 1815.2 outstation factory and runner.
Provides a factory function to create a fully wired MESA outstation
from a profile JSON file, and a dataclass to hold all the components.
"""
from __future__ import annotations
import logging
from dataclasses import dataclass, field
from pathlib import Path
from dn... | craigpnnl/dnp3py | src/dnp3/mesa/outstation.py | .py | 88071c17fed94b47 | 7.5 | 9 |
"""Engineering-to-transmission value scaling for the MESA PICS profile.
The DNP3 wire carries the transmission integer, never the engineering float.
A point's ``multiplier`` and ``offset`` are profile metadata and are never
transmitted; they define the affine map between the two representations:
engineering = tra... | craigpnnl/dnp3py | src/dnp3/mesa/scaling.py | .py | 6ea23f1a7da90713 | 7.5 | 9 |
"""Base classes for DNP3 objects per IEEE 1815-2012.
DNP3 objects are identified by group and variation numbers:
- Group: Defines the type of data (binary input, analog output, etc.)
- Variation: Defines the format/encoding of the data
Object categories:
- Static: Current point values (e.g., g1v1 Binary Input packed ... | craigpnnl/dnp3py | src/dnp3/objects/base.py | .py | fbe9cd5fbb25a580 | 7.5 | 9 |
"""Binary Output objects per IEEE 1815-2012.
Group 10: Binary Output Status
- Variation 1: Packed format (1 bit per point)
- Variation 2: With flags (1 byte per point)
Group 11: Binary Output Event
- Variation 1: Without time (1 byte flags)
- Variation 2: With time (7 bytes: flags + 6-byte timestamp)
Group 12: Contr... | craigpnnl/dnp3py | src/dnp3/objects/binary_output.py | .py | 65afd3c27d537b7d | 7.5 | 9 |
import os
import sys
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from typing import Optional, Dict, Any
import logging
# Add project root to path for imports
project_root = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
if project_root not in sys.path:
sys.path.insert(... | Roblox/FAI-RL | core/model_utils.py | .py | a92f55234c936a66 | 7.54 | 11 |
"""
GSM8K (Grade School Math 8K) dataset evaluation utilities.
"""
import re
from typing import Optional, List
FINAL_ANSWER_DELIMITERS = [
r"####", # Standard GSM8K delimiter
r"ANSWER IS", # Variations like: The answer is 42
r"FINAL ANSWER", # Explicit final answer marker
]... | Roblox/FAI-RL | evaluations/eval_datasets/gsm8k.py | .py | e4d9c8a7a4976ae6 | 7.54 | 11 |
"""Contract tests for the shipped DeepSpeed configs.
These lock down the two ZeRO-3 variants the ml-platform recipe builder points
VLM LoRA at:
* ``zero3_config.json`` — ZeRO-3 **with** CPU offload of params + optimizer
state (the low-VRAM escape hatch).
* ``zero3_auto_config.json`` — ZeRO-3 with **no** CPU offload... | Roblox/FAI-RL | tests/test_deepspeed_configs.py | .py | b2d68e72d002e203 | 8.04 | 11 |
"""Tests for ZeRO-3 partitioned-load activation in BaseTrainer.
The crux of the fix is that ``from_pretrained`` must see ``is_deepspeed_zero3_enabled()``
== True so it loads the model sharded per rank instead of fully on every rank
(which OOMs the host on large models). That end-to-end behavior requires a GPU +
deepsp... | Roblox/FAI-RL | tests/test_deepspeed_zero3_init.py | .py | 3925cbcb49d98cf4 | 8.04 | 11 |
import os, sys
from datasets import load_dataset, concatenate_datasets
from trl import SFTConfig, SFTTrainer as TRLSFTTrainer
from transformers import AutoModelForCausalLM
from peft import TaskType
from typing import Optional
project_root = os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))
if project_root... | Roblox/FAI-RL | trainers/cpt_trainer.py | .py | 536659eccf00ede3 | 7.54 | 11 |
import os, sys
import torch
import wandb
from datasets import load_dataset, concatenate_datasets, Dataset
from trl import DPOConfig, DPOTrainer as TRLDPOTrainer
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import TaskType
from typing import Optional, List
project_root = os.path.abspath(os.pat... | Roblox/FAI-RL | trainers/dpo_trainer.py | .py | ba0623901e3c827d | 7.54 | 11 |
from typing import List
import logging
from . import reward_function
def extract_answer(completion, logger=None) -> str:
"""Extracts the answer from XML-formatted text."""
try:
# Handle case where completion is a list (e.g., list of tokens or candidates)
if isinstance(completion, list):
... | Roblox/FAI-RL | trainers/rewards/accuracy_rewards.py | .py | fd46928bd00edd85 | 7.54 | 11 |
from typing import List
import logging
from . import reward_function
@reward_function
def structured_xml_reward_func(completions: List[str], **kwargs) -> List[float]:
"""Calculates reward based on XML tag counts."""
return [count_xml(c) for c in completions]
def count_xml(text) -> float:
"""Counts XML ta... | Roblox/FAI-RL | trainers/rewards/format_rewards.py | .py | f72c8ca8b965d3ed | 7.54 | 11 |
"""GSM8K dataset formatting template."""
SYSTEM_PROMPT = """
Respond in the following format:
<think>
...
</think>
<answer>
...
</answer>
"""
XML_COT_FORMAT = """\
<think>
{thinking}
</think>
<answer>
{answer}
</answer>
"""
class GSM8KTemplate:
"""Template for formatting GSM8K math dataset examples."""
... | Roblox/FAI-RL | trainers/templates/gsm8k_template.py | .py | 404e33b6e1870a47 | 7.54 | 11 |
"""OpenMathInstruct dataset formatting template."""
SYSTEM_PROMPT = """
Respond in the following format:
<think>
...
</think>
<answer>
...
</answer>
"""
XML_COT_FORMAT = """\
<think>
{thinking}
</think>
<answer>
{answer}
</answer>
"""
class OpenMathInstructTemplate:
"""Template for formatting OpenMathInstruct ... | Roblox/FAI-RL | trainers/templates/openmathinstruct_template.py | .py | 034f69f3fa6a2759 | 7.54 | 11 |
import argparse
import datetime
import time
import sys
import os
import subprocess
import yaml
import warnings
from typing import Dict, Optional
# Suppress Pydantic warnings from dependencies (TRL/transformers)
warnings.filterwarnings("ignore", category=UserWarning, module="pydantic._internal._generate_schema")
warnin... | Roblox/FAI-RL | trainers/train.py | .py | 83fc6ce71959d287 | 7.54 | 11 |
"""Video-aware data collator for vision-language SFT.
TRL's :class:`~trl.trainer.sft_trainer.DataCollatorForVisionLanguageModeling`
only ever passes ``images=`` to the processor -- it has no notion of video. VLM
processors (e.g. ``Qwen2_5_VLProcessor``, ``Gemma4Processor``) accept a
``videos=`` argument that yields ``... | Roblox/FAI-RL | trainers/vlm_collator.py | .py | 245495e9216912fb | 7.54 | 11 |
"""Dataset utilities for handling different dataset types and templates."""
import ast
import os
from typing import Any, Iterable, Optional, Sequence
_LOCAL_FILE_FORMATS = {
".jsonl": "json",
".json": "json",
".csv": "csv",
".parquet": "parquet",
}
DEFAULT_CHOICE_LABELS = ["A", "B", "C", "D", "E", "... | Roblox/FAI-RL | utils/dataset_utils.py | .py | 4112bbd1c4ac8525 | 7.54 | 11 |
"""
Device detection utilities for cross-platform support (CUDA, MPS, CPU).
This module provides utilities for detecting and managing compute devices
across different platforms including:
- CUDA (NVIDIA GPUs on Linux/Windows)
- MPS (Apple Silicon on macOS)
- CPU (fallback for all platforms)
"""
import importlib.util
... | Roblox/FAI-RL | utils/device_utils.py | .py | 7668121d782f6ac9 | 7.54 | 11 |
"""Image loading utilities for multimodal (vision-language) training.
The headline use case is fetching images from HTTP(S) URLs carried in a dataset
column and turning them into PIL images that a VLM processor can consume. Local
file paths, raw bytes, and already-decoded PIL images are also accepted so the
same helpe... | Roblox/FAI-RL | utils/image_utils.py | .py | 732226440187533a | 7.54 | 11 |
import logging
import os
import sys
from datetime import datetime
from pathlib import Path
def get_package_version() -> str:
"""Return the installed FAI-RL package version.
Reads the version from the installed distribution metadata, which reflects
the actual wheel that was installed (the real source of t... | Roblox/FAI-RL | utils/logging_utils.py | .py | 64846ba1d5685306 | 7.54 | 11 |
"""Helpers shared by multimodal inference inputs."""
from typing import Any, Iterable
import pandas as pd
def _is_missing_media_source(value: Any) -> bool:
"""Return whether a dataset cell contains no media source."""
if value is None:
return True
if isinstance(value, str):
return not va... | Roblox/FAI-RL | utils/media_utils.py | .py | c18ca3245eb807c6 | 7.54 | 11 |
"""
Utility functions for handling recipe overrides from command line.
"""
import ast
import yaml
from typing import Any, Dict
from utils.logging_utils import setup_logging
# Module-level logger. setup_logging() attaches a RankFilter, so INFO/DEBUG
# records are automatically dropped on non-rank-0 workers; WARNING+ ... | Roblox/FAI-RL | utils/recipe_overrides.py | .py | 8897da5b1bf87fde | 7.54 | 11 |
import os
import shlex
import shutil
import subprocess
import threading
from pathlib import Path
from typing import Optional
from transformers import TrainerCallback, TrainerState, TrainerControl, TrainingArguments
from utils.logging_utils import setup_logging
# Configure the logger so messages actually appear. The ... | Roblox/FAI-RL | utils/s3_utils.py | .py | f2611d5c327a79f2 | 7.54 | 11 |
"""
Adjacency Gate — validates that parts that should be near each other ARE.
Catches scattered/misplaced components by checking that every part of
type A has a part of type B within a specified distance.
Usage:
from cadclaw.adjacency import AdjacencyCheck, AdjacencyRule
rules = [AdjacencyRule('motor', 'brack... | sunnyday-technologies/CADCLAW | cadclaw/adjacency.py | .py | 004bf73c5c8829c5 | 7.63 | 17 |
"""
BOM JSON loader + privacy-aware serializer.
The BOM is the public source of truth for procurement. CADCLAW reads it but
never echoes private fields (vendor pricing, internal SKUs, customer order
ids) back to the user, even by accident in a finding's `evidence` block.
Privacy is enforced at the **serializer**, not... | sunnyday-technologies/CADCLAW | cadclaw/bom_loader.py | .py | d5c2628f2905ae77 | 7.63 | 17 |
"""
Claim-audit — text linter for README, docs, and BOM `notes` fields.
Three rule passes:
1. Forbidden absolutes — case-insensitive substring match against a default
list ("production-ready", "guaranteed", etc.). Severity: fail.
2. Numeric claims requiring evidence tags — regex; if a line matches a
patt... | sunnyday-technologies/CADCLAW | cadclaw/claim_audit.py | .py | caa37c1981e51435 | 7.63 | 17 |
"""
Findings model — the unified Severity / Finding / Report dataclasses every
v0.6 gate emits.
This is intentionally stdlib-only (no pydantic) so existing v0.5 callers can
import `Finding` without paying for the rule-file dependency. Pydantic models
in `cadclaw/rules.py` validate config; this module is what gates pro... | sunnyday-technologies/CADCLAW | cadclaw/findings.py | .py | 8333478ed1bb6491 | 7.63 | 17 |
"""
Floating-part Gate — flag parts that aren't adjacent to any structural part.
v0.9 gate #3. Closes the M3-CRETE V1.0 manual fix #2 ("removed an idler +
idler block floating in the center"). Inventory + interference checks
both passed for the floating idler — its bbox signature was correct and
it wasn't clipping any... | sunnyday-technologies/CADCLAW | cadclaw/floating.py | .py | a7b7d0390829c78b | 7.63 | 17 |
"""Reusable helpers for importing authored geometry from a reference STEP.
Motivating use case: when a CADQuery-driven assembly script needs a
complex authored part (e.g. a gusset with a custom polygon profile and
a dense bolt pattern), it is almost always better to **clone the real
shape from an authoritative STEP** ... | sunnyday-technologies/CADCLAW | cadclaw/geometry_import.py | .py | b3a6e86689e95a11 | 7.63 | 17 |
"""
Inspect — diagnostic queries against a STEP assembly.
Four pure functions, each replacing a class of throwaway probe script
that field users (humans + AI agents) keep rewriting:
- `histogram_signatures` — bbox-signature counts. ("what's in this STEP?")
- `describe_parts` — filter parts by location, signat... | sunnyday-technologies/CADCLAW | cadclaw/inspect.py | .py | 8de6d2ecc3f387d6 | 8.13 | 17 |
"""
Inventory Gate — validates part counts by bounding-box signature.
Every part in a STEP assembly has a unique bbox "fingerprint" (sorted
dimensions rounded to 0.1mm). This module labels parts by signature,
counts them, and compares against an expected inventory.
Per-region inventory (v0.6 extension): pass `regions... | sunnyday-technologies/CADCLAW | cadclaw/inventory.py | .py | c66f2a5d5c23c71b | 7.63 | 17 |
"""
Orientation Gate — verifies the largest bbox face of each labeled part lies
in the plane its label expects.
v0.9 gate #1. Closes 4 of 6 manual fixes from the M3-CRETE 2026-04-29 V1.0
session: misoriented idlers and idler-block connectors that the inventory
check accepted because the bbox SIGNATURE (sorted-tuple) m... | sunnyday-technologies/CADCLAW | cadclaw/orientation.py | .py | 1e699a53b188fa97 | 7.63 | 17 |
"""
STEP-to-STEP parity check — compare two STEP files by dim-signature
inventory to surface divergences between (for example) a native CAD
export and a scripted regeneration of the same design.
Motivating bug: hidden or suppressed parts during STEP export. Hiding a
part in the native CAD assembly tree and re-exportin... | sunnyday-technologies/CADCLAW | cadclaw/parity.py | .py | f6d33d5ca866b4c4 | 7.63 | 17 |
"""
Rule file loader — pydantic v2 models + `load_rules(path)` for cadclaw.yaml.
The rule file is the single source of project-specific configuration: bbox
labels, expected inventory, regions, BOM rules, claim-audit rules,
publish-audit globs, and the confidence budget. Every section is optional;
missing sections skip... | sunnyday-technologies/CADCLAW | cadclaw/rules.py | .py | eb8133aceb8bbdd2 | 7.63 | 17 |
"""
Compatibility shim: `cadharness` was renamed to `cadclaw` in v0.8.0.
This module exists so code written against v0.7 and earlier
(`from cadharness.bom_audit import run_bom_audit`, `import cadharness`,
etc.) keeps working with a one-time DeprecationWarning. New code should
`import cadclaw` directly.
Mechanism: eve... | sunnyday-technologies/CADCLAW | cadharness/__init__.py | .py | 74b719910040fedc | 7.63 | 17 |
"""Continual-learning training methods (composable with any LoRA init).
Public entry points:
- REGISTRY: name -> CLMethod class
- build_cl_method(name, **kwargs): factory used by orchestrator/train.
"""
from __future__ import annotations
from typing import Any, Dict, Type
from .base import CLMethod
from .inflora... | RamiroNB/slice | cl_lora/cl_methods/__init__.py | .py | 8f4be9b44f01f026 | 7.54 | 11 |
"""Continual-learning method interface.
A CL method composes with any LoRA initialization (vanilla, lora_ga, loram,
slice). The init step writes the initial A/B; the CL method then runs four
hooks during the per-stage training pipeline:
cl_method.before_init(lora_model, ...) # install accumulated state pre-probe... | RamiroNB/slice | cl_lora/cl_methods/base.py | .py | a7b6f30d9ca79968 | 7.54 | 11 |
"""O-LoRA: orthogonality regularizer between current and previous LoRA bases.
Wang et al., "Orthogonal Subspace Learning for Language Model Continual Learning"
(EMNLP Findings 2023, arXiv:2310.14152).
At task t, the trainable LoRA matrices A_t (one per target module) are kept
orthogonal to the row-spaces spanned by a... | RamiroNB/slice | cl_lora/cl_methods/o_lora.py | .py | 2e8c0fc062f31677 | 7.54 | 11 |
"""Tokenization and collation for causal-LM fine-tuning.
Single source of truth for how a (prompt, target) pair becomes
(input_ids, attention_mask, labels). Shared by the trainer, the perplexity
eval, the SLICE gradient probe and the CL methods so that the loss the probe
measures is exactly the loss training optimizes... | RamiroNB/slice | cl_lora/data.py | .py | 6f287a45762c5da1 | 7.54 | 11 |
from __future__ import annotations
import math
from typing import Dict
import torch
def build_ab_from_gradient(
G: torch.Tensor,
r: int,
weight_var: float,
svd_selection: str = "lora_ga",
) -> Dict[str, torch.Tensor]:
"""Decompose a gradient matrix into LoRA A/B via low-rank SVD.
svd_select... | RamiroNB/slice | cl_lora/slice/decompose.py | .py | 827079281f212edc | 7.54 | 11 |
from __future__ import annotations
import logging
from typing import Any, Dict, Optional, Tuple
import torch
from torch.utils.data import DataLoader
logger = logging.getLogger("cl_lora.slice.gradients")
def accumulate_gradients(
model: torch.nn.Module,
dataloader: DataLoader,
target_params: Dict[str, t... | RamiroNB/slice | cl_lora/slice/gradients.py | .py | 2e5b29ca10697a88 | 7.54 | 11 |
"""Advanced gradient-surgery projection methods.
Implements ideas A.1 (PCGrad_c), A.2 (GradVac), A.3 (cosine threshold),
A.4 (per-layer threshold), A.5 (null-space), A.6 (magnitude preserving)
from ideas_for_new_methods.md. Kept on the same device as input
gradients to avoid CPU offload of large tensors.
Global mode:... | RamiroNB/slice | cl_lora/slice/projections.py | .py | df654ea7218ee009 | 7.54 | 11 |
"""The searched blob is stored lowercased.
Ranking is its only reader, and lowercasing it per query meant re-lowering the entire corpus
on every keystroke of a live filter: measured at over half of all ranking time.
"""
import os
import tempfile
import unittest
from load_agsearch import load_agsearch
def _message_... | devcodes9/agsearch | tests/test_index_case.py | .py | e84bc674c71ac73e | 7.95 | 7 |
"""Cold-build progress line.
Several seconds of silence on first run reads as "hung". The line that fixes
that has to be careful about where it writes: warm runs must stay silent, and
anything piped (`agsearch -n "q" | ...`, the fzf preview subprocess) must not
receive escape codes.
"""
import io
import unittest
fro... | devcodes9/agsearch | tests/test_index_progress.py | .py | b34d90e40c909149 | 7.95 | 7 |
"""Prefix matching exists to undo stemming, so it should only apply where stemming happened.
Applying it everywhere means `pr` matches `print`, `previously`, `prisma`, which is most of a
transcript. The word you typed unchanged is the word you meant.
"""
import unittest
from load_agsearch import load_agsearch
clas... | devcodes9/agsearch | tests/test_match_precision.py | .py | 2430ce47ea60c7ae | 7.95 | 7 |
"""Packaging metadata must not drift from the CLI.
PyPI uploads are irreversible — a file published under the wrong version can
be yanked but never replaced — so the cheapest place to catch a mismatch is
here, on every PR.
"""
import pathlib
import re
import unittest
from load_agsearch import load_agsearch
ROOT = p... | devcodes9/agsearch | tests/test_packaging.py | .py | 431f6b2b83d2fdec | 7.95 | 7 |
import re
import unittest
from load_agsearch import load_agsearch
ANSI = re.compile(r"\033\[[0-9;]*m")
def strip(s):
return ANSI.sub("", s)
def row(role, text, seq, date="2026-08-19T00:00:00", title=""):
# TSV columns: 0 sid 1 cwd 2 branch 3 date 4 role 5 seq 6 title 7 text
return ["sid", "/repo", "ma... | devcodes9/agsearch | tests/test_preview_render.py | .py | 9824b2acc23e3a85 | 7.95 | 7 |
"""The transcript reader: read a session without resuming it.
The point of ctrl-o is to answer "is this the session I meant?" without paying
a CLI start, a context load, and a session you then have to leave. So the two
properties that matter are that it shows the *whole* conversation (the preview
card deliberately sho... | devcodes9/agsearch | tests/test_transcript.py | .py | 58812a5e3bfc8c23 | 7.95 | 7 |
"""The version literal is the anchor every packaging channel reads.
Homebrew, PyPI and the installer all need to agree on one string. These tests
pin the two properties that keep them from drifting: the literal is a real
release version, and it can be read out of the file by a regex without
importing agsearch (which i... | devcodes9/agsearch | tests/test_version.py | .py | ae8619e5d97b1735 | 7.95 | 7 |
"""Short query terms must not match inside longer words.
`pr` is a substring of 700 of 718 local sessions but a word in only 182, because it hides in
`approach`, `improve`, `compress`. Counting those as hits collapses the term's idf and makes
the coverage tiebreaker meaningless, so the term the query was actually abou... | devcodes9/agsearch | tests/test_word_boundary.py | .py | 70d69b698c5e5874 | 7.95 | 7 |
"""Config flow for Inkbird Irrigation."""
from __future__ import annotations
import logging
from typing import Any
import voluptuous as vol
from homeassistant.config_entries import ConfigFlow
from homeassistant.data_entry_flow import FlowResult
from .api import InkbirdAPI
from .const import (
CONF_CLOUD_API_KE... | ac-uy/ha-inkbird-irrigation | custom_components/inkbird_irrigation/config_flow.py | .py | 932db013265ddf80 | 7.45 | 7 |
"""Transport-aware DataUpdateCoordinator for Inkbird Irrigation."""
from __future__ import annotations
import asyncio
import logging
import time
from contextlib import suppress
from homeassistant.config_entries import ConfigEntry
from homeassistant.core import HomeAssistant
from homeassistant.helpers.update_coordina... | ac-uy/ha-inkbird-irrigation | custom_components/inkbird_irrigation/coordinator.py | .py | 801981c1395c5199 | 7.45 | 7 |
"""Base entity for Inkbird Irrigation."""
from __future__ import annotations
from homeassistant.exceptions import HomeAssistantError
from homeassistant.helpers.device_registry import DeviceInfo
from homeassistant.helpers.update_coordinator import CoordinatorEntity
from .const import DOMAIN
from .coordinator import I... | ac-uy/ha-inkbird-irrigation | custom_components/inkbird_irrigation/entity.py | .py | b446d044101019ec | 7.45 | 7 |
"""Number platform for Inkbird Irrigation — zone duration settings."""
from __future__ import annotations
from homeassistant.components.number import NumberDeviceClass, NumberEntity, NumberMode
from homeassistant.config_entries import ConfigEntry
from homeassistant.const import UnitOfTime
from homeassistant.core impo... | ac-uy/ha-inkbird-irrigation | custom_components/inkbird_irrigation/number.py | .py | 6817ca5f2f17abfc | 7.45 | 7 |
"""Connection preference selector for Inkbird Irrigation."""
from __future__ import annotations
from homeassistant.components.select import SelectEntity
from homeassistant.config_entries import ConfigEntry
from homeassistant.const import EntityCategory
from homeassistant.core import HomeAssistant
from homeassistant.e... | ac-uy/ha-inkbird-irrigation | custom_components/inkbird_irrigation/select.py | .py | 0f9cc781e3a73e15 | 7.45 | 7 |
#!/usr/bin/env python3
"""Render the README capability contract from the checked-in registry.
Usage:
python scripts/gen_capability_docs.py
python scripts/gen_capability_docs.py --check
"""
from __future__ import annotations
import argparse
import sys
from pathlib import Path
REPO_ROOT = Path(__file__).resol... | mattpainter701/kicad_automations | scripts/gen_capability_docs.py | .py | bbc051f3667285da | 7.63 | 17 |
#!/usr/bin/env python3
"""Generate docs/templates.md from the subcircuit template registry."""
from __future__ import annotations
import sys
from pathlib import Path
# Ensure the package is importable
sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "src"))
from circuit_weaver.subcircuits.base import... | mattpainter701/kicad_automations | scripts/gen_template_docs.py | .py | b5f8530c96b57c69 | 7.63 | 17 |
"""One-shot migration (Sprint 41 Task 178): push every entry in every
legacy `*_IC_DATABASE` dict in `src/circuit_weaver/subcircuits/` into
the canonical `ic_data/*.json` store, tagged with the correct
`topology` so each template's `merge_into_legacy_db()` merged view
picks it up.
Rules:
- Hardcoded is the source of t... | mattpainter701/kicad_automations | scripts/migrate_hardcoded_ics_to_json.py | .py | f4fa4920e375cd7b | 7.63 | 17 |
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