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"""Check that priority groups in a pre-commit config file are monotone. Reads a YAML configuration file (e.g. `.pre-commit-config.yaml`) and extracts the `priority` field from each hook entry. Verifies that the sequence of priority values is non-decreasing (monotone), meaning hooks in the same priority group are adjac...
usethis-python/usethis-python
hooks/check-priority-monotone.py
.py
580cfc80a3a087b1
7.65
19
"""Export the supported configuration files for each managed tool. Reads all usethis tool specifications and writes the list of supported configuration files (in priority order) to an output file. The output can be compared against documentation to verify it is up to date. """ from __future__ import annotations impo...
usethis-python/usethis-python
hooks/export-config-files.py
.py
df01999012bb1efd
7.65
19
"""Export module-level functions with docstrings from a Python package. Recursively scans all Python source files under a package root directory for module-level functions with docstrings and writes a flat markdown bullet list to an output file. Functions are listed in the order they appear in each file, with files pr...
usethis-python/usethis-python
hooks/export-functions.py
.py
339815ecb0ded0b6
7.65
19
"""Export the module structure with docstrings to a tree diagram file. Scans a Python package directory, builds a tree of module names with first-line module docstrings, and writes the result to an output file using Unicode box-drawing characters. """ from __future__ import annotations import argparse import ast imp...
usethis-python/usethis-python
hooks/export-module-tree.py
.py
e4cfdf6c1e2ed88f
7.65
19
"""Fix sync blocks in markdown files to match their source files. Scans markdown files for comment pairs of the form: <!-- sync:path/to/file --> ...content... <!-- /sync:path/to/file --> and replaces the content between the markers with the referenced file's content, preserving any markdown fenced code bl...
usethis-python/usethis-python
hooks/fix-doc-sync.py
.py
3b205381a440eb8b
7.65
19
"""Render README.md from a Jinja2 template and docs sources. Reads a Jinja2 template, renders it by including content from the docs directory with appropriate transformations (header demotion, link replacement, callout wrapping), and writes the result to the output file. Returns exit code 1 if the file was modified (i...
usethis-python/usethis-python
hooks/fix-readme.py
.py
6acf64b55a24bb24
7.65
19
"""Test utilities and fixtures for the usethis test suite.""" from __future__ import annotations import copy import os import shutil import socket import subprocess from contextlib import contextmanager from pathlib import Path from typing import IO, TYPE_CHECKING import requests from requests.exceptions import Requ...
usethis-python/usethis-python
src/_test.py
.py
b9e64686be83093f
7.15
19
"""Backend selection and dispatch logic.""" from __future__ import annotations from typing import Literal from typing_extensions import assert_never from usethis._backend.poetry.available import is_poetry_available from usethis._backend.poetry.call import call_poetry_subprocess from usethis._backend.poetry.detect i...
usethis-python/usethis-python
src/usethis/_backend/dispatch.py
.py
4511fec65823d429
7.65
19
"""Subprocess wrappers for invoking Poetry commands.""" from __future__ import annotations import shutil import tempfile from contextlib import contextmanager from pathlib import Path from typing import TYPE_CHECKING from usethis._backend.poetry.errors import PoetrySubprocessFailedError from usethis._config import u...
usethis-python/usethis-python
src/usethis/_backend/poetry/call.py
.py
ef44bd8afa92a8bc
7.65
19
"""Dependency group operations via the Poetry backend.""" from __future__ import annotations from typing import TYPE_CHECKING from usethis._backend.poetry.call import call_poetry_subprocess from usethis._backend.poetry.errors import ( PoetryDepGroupError, PoetrySubprocessFailedError, ) if TYPE_CHECKING: ...
usethis-python/usethis-python
src/usethis/_backend/poetry/deps.py
.py
137f915cd5c2b133
7.65
19
"""Project initialization via Poetry.""" from __future__ import annotations import sys from usethis._backend.poetry.call import call_poetry_subprocess from usethis._backend.poetry.errors import PoetryInitError, PoetrySubprocessFailedError from usethis._file.dir import get_project_name_from_dir from usethis._file.pyp...
usethis-python/usethis-python
src/usethis/_backend/poetry/init.py
.py
a6fe6cd7c50be590
7.65
19
"""Check whether the uv CLI is available.""" from packaging.requirements import InvalidRequirement from usethis._backend.uv.call import call_uv_subprocess from usethis._backend.uv.errors import UVSubprocessFailedError from usethis._file.pyproject_toml.deps import get_dep_groups, get_project_deps from usethis._file.py...
usethis-python/usethis-python
src/usethis/_backend/uv/available.py
.py
d7a085076ddf6be5
7.65
19
"""Subprocess wrappers for invoking uv commands.""" from __future__ import annotations from usethis._backend.uv.errors import UVSubprocessFailedError from usethis._backend.uv.link_mode import ensure_symlink_mode from usethis._backend.uv.toml import UVTOMLManager from usethis._config import usethis_config from usethis...
usethis-python/usethis-python
src/usethis/_backend/uv/call.py
.py
6f5eb3cda96f994c
7.65
19
"""Dependency group operations via the uv backend.""" from __future__ import annotations from typing import TYPE_CHECKING from pydantic import TypeAdapter, ValidationError from usethis._backend.uv.call import call_uv_subprocess from usethis._backend.uv.errors import ( UVDepGroupError, UVSubprocessFailedErro...
usethis-python/usethis-python
src/usethis/_backend/uv/deps.py
.py
cd35b29a85ce511e
7.65
19
"""Project initialization via uv.""" from __future__ import annotations from usethis._backend.uv import ( # Use this style to allow test mocking call, ) from usethis._backend.uv.errors import UVInitError, UVSubprocessFailedError from usethis._config import usethis_config from usethis._file.dir import get_project...
usethis-python/usethis-python
src/usethis/_backend/uv/init.py
.py
23ae5a67cfd9d477
7.65
19
"""Manager for the uv.toml configuration file.""" from pathlib import Path from typing_extensions import override from usethis._file.toml.io_ import TOMLFileManager class UVTOMLManager(TOMLFileManager): """Class to manage the uv.toml file.""" @property @override def relative_path(self) -> Path: ...
usethis-python/usethis-python
src/usethis/_backend/uv/toml.py
.py
ed826564ba30959a
7.15
19
"""Global configuration state for usethis.""" from __future__ import annotations from contextlib import contextmanager from dataclasses import dataclass, fields, replace from pathlib import Path from typing import TYPE_CHECKING, Literal from usethis._types.backend import BackendEnum from usethis._types.build_backend...
usethis-python/usethis-python
src/usethis/_config.py
.py
ee585d148d1b2f1d
7.65
19
"""README badge generation and management.""" from __future__ import annotations import re from dataclasses import dataclass from typing import TYPE_CHECKING from pydantic import BaseModel from usethis._config import usethis_config from usethis._console import plain_print, tick_print, warn_print from usethis._core....
usethis-python/usethis-python
src/usethis/_core/badge.py
.py
ce0675e1aa0b9b0a
7.65
19
"""List tools and their usage status.""" from typing import Literal from pydantic import BaseModel from rich.table import Table from typing_extensions import assert_never from usethis._console import table_print from usethis._detect.readme import is_readme_used from usethis._tool.all_ import ALL_TOOLS from usethis._...
usethis-python/usethis-python
src/usethis/_core/list.py
.py
b09343315f7dd51d
7.65
19
"""Linter rule selection and configuration.""" from pydantic import BaseModel from usethis._core.tool import use_deptry, use_ruff from usethis._tool.impl.base.deptry import DeptryTool from usethis._tool.impl.base.ruff import RuffTool class RulesMapping(BaseModel): ruff_rules: list[str] deptry_rules: list[st...
usethis-python/usethis-python
src/usethis/_core/rule.py
.py
b0e2f5446b66afd2
7.65
19
"""Display project information.""" from __future__ import annotations from typing import TYPE_CHECKING from usethis._backend.dispatch import get_backend from usethis._console import plain_print from usethis._integrations.project.license import get_license_id from usethis._integrations.project.name import get_project...
usethis-python/usethis-python
src/usethis/_core/show.py
.py
c2b3ba04892e485a
7.65
19
"""The Vaillant Plus integration.""" from __future__ import annotations import logging import asyncio from homeassistant.config_entries import ConfigEntry from homeassistant.const import EVENT_HOMEASSISTANT_STOP, Platform from homeassistant.core import HomeAssistant, callback from homeassistant.helpers import config_...
daxingplay/home-assistant-vaillant-plus
custom_components/vaillant_plus/__init__.py
.py
80854bba10a434e1
7.59
14
"""The Vaillant Plus climate platform.""" from __future__ import annotations import logging from typing import Any from homeassistant.components.climate import ClimateEntity from homeassistant.components.climate.const import ( PRESET_COMFORT, ClimateEntityFeature, HVACAction, HVACMode, ) from homeassi...
daxingplay/home-assistant-vaillant-plus
custom_components/vaillant_plus/climate.py
.py
c9fb83fc33678f73
7.59
14
"""Config flow for Vaillant Plus integration.""" from __future__ import annotations import logging from typing import Any from homeassistant import config_entries from homeassistant.data_entry_flow import FlowResult from vaillant_plus_cn_api import ( Device, Token, VaillantApiClient, ) import voluptuous a...
daxingplay/home-assistant-vaillant-plus
custom_components/vaillant_plus/config_flow.py
.py
b07bc2674750a929
7.59
14
"""Vaillant vSMART entity classes.""" import logging from typing import Any from homeassistant.core import callback from homeassistant.helpers.dispatcher import async_dispatcher_connect from homeassistant.helpers.entity import Entity, DeviceInfo from vaillant_plus_cn_api import Device from .client import VaillantClie...
daxingplay/home-assistant-vaillant-plus
custom_components/vaillant_plus/entity.py
.py
7dd70af19ca73922
7.59
14
"""The Vaillant Plus water heater platform.""" from __future__ import annotations import logging from typing import Any from homeassistant.components.water_heater import ( WaterHeaterEntity, WaterHeaterEntityFeature, ) from homeassistant.config_entries import ConfigEntry from homeassistant.const import ATTR_T...
daxingplay/home-assistant-vaillant-plus
custom_components/vaillant_plus/water_heater.py
.py
0a81084b6da2a5a0
7.59
14
"""Global fixtures for vaillant-plus integration.""" # Fixtures allow you to replace functions with a Mock object. You can perform # many options via the Mock to reflect a particular behavior from the original # function that you want to see without going through the function's actual logic. # Fixtures can either be pa...
daxingplay/home-assistant-vaillant-plus
tests/conftest.py
.py
0dab10d6bb719d27
8.09
14
"""Test vaillant-plus config flow.""" from unittest.mock import patch from homeassistant import config_entries from homeassistant.core import HomeAssistant from homeassistant.data_entry_flow import FlowResult, FlowResultType import pytest from pytest_homeassistant_custom_component.common import MockConfigEntry from c...
daxingplay/home-assistant-vaillant-plus
tests/test_config_flow.py
.py
9b32d55cf297185c
7.09
14
"""Static checks for partial websocket update handling.""" from __future__ import annotations from pathlib import Path ROOT = Path(__file__).resolve().parents[1] def test_sensor_entities_ignore_partial_updates_without_their_key(): """Sensor update handlers should keep state when an update omits their key.""" ...
daxingplay/home-assistant-vaillant-plus
tests/test_partial_update_guards.py
.py
1084ee863b87aaf5
7.09
14
import requests from fastapi import FastAPI, Query, HTTPException, Request from fastapi.responses import StreamingResponse, HTMLResponse, JSONResponse from fastapi.templating import Jinja2Templates from query_weibo import get_headers from datetime import datetime import threading from typing import List, Dict, Any app...
kirayomato/vtb_dynamic_push
image_proxy.py
.py
8a2240cf99157373
7.57
13
import logging from logging.handlers import TimedRotatingFileHandler import sys import os import threading from colorama import Fore, Style from time import time from collections import deque from reprint import output from web import output_stream import shutil from datetime import datetime, timedelta import unicodeda...
kirayomato/vtb_dynamic_push
logger.py
.py
8d3716f78710db34
7.57
13
from collections import defaultdict import time import threading from typing import Dict, List, Optional from push import global_config as config from math import sqrt class Scheduler: def __init__(self): self.items: Dict[Dict] = {} self.total_weight = 0 self.access_times = defaultdict(lis...
kirayomato/vtb_dynamic_push
scheduler.py
.py
5a1f6275c69e4009
7.57
13
from __future__ import annotations import dataclasses import re from collections.abc import Mapping, Sequence from packaging.requirements import Requirement def _normalize_name(name: str) -> str: return re.sub(r"[-_.]+", "-", name).lower() def _normalize_group_names( dependency_groups: Mapping[str, Sequen...
pypa/dependency-groups
src/dependency_groups/_implementation.py
.py
4cce6817480310fb
7.59
14
from __future__ import annotations import typing as t import pytest if t.TYPE_CHECKING: import pathlib from conftest import CliRunner, RunnerFactory @pytest.fixture def invoked_pip_args(monkeypatch: pytest.MonkeyPatch) -> list[list[str]]: calls: list[list[str]] = [] monkeypatch.setattr("dependency...
pypa/dependency-groups
tests/test_pip_wrapper_cli.py
.py
1e69f3aaeb276e0a
7.09
14
import os from collections.abc import Iterable from zlib import crc32 from .reporter import set_func_coverage from .reporter import set_line_coverage class ToffeeRequest: from pytest import FixtureRequest def __init__(self, request: FixtureRequest): self.dut = None self.args = None se...
XS-MLVP/toffee-test
toffee_test/request.py
.py
6edd2661cd4500da
7.95
7
import numpy as np # entries smaller than this will be clipped to 0 JOYSTICK_DEADZONE = 0.2 # max and min values for joystick JOYSTICK_MIN = -1.0 JOYSTICK_MAX = 1.0 # separating values for bins of joystick action discretisation JOYSTICK_BINS = [-0.99, -0.7, -0.45, -0.2, 0.2, 0.45, 0.7, 0.99] # trigger threshold for d...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/actions.py
.py
a9e34292cd31b313
7.62
16
from enum import Enum import numpy as np class CSGO_ACTIONS(Enum): SHOOT = 0 MOUSE_X = 1 MOUSE_Y = 2 CSGO_MOUSE_X_BIN_CENTERS = [ -1000.0, -500.0, -300.0, -200.0, -100.0, -60.0, -30.0, -20.0, -10.0, -4.0, -2.0, -0.0, 2.0, 4.0, 10.0, 20.0, ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/csgo_actions.py
.py
083743c884a33af5
7.62
16
from pathlib import Path def get_file_paths_from_split_file(path, base_path=None, relative_path=True): """ Get files from the given split file, relative to base_path if given. :param path: Path to split file. :param base_path: Base path to add to files. :param relative_path: Whether to given path ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/data_split.py
.py
8dfdd4bb57080bef
7.62
16
# Image preprocessing for np.array. This only handles resizing and cropping! Further augmentations including normalisation and image augmentations # are handled in the encoders. from functools import partial import cv2 import numpy as np from albumentations import Compose, augmentations from pixelbc.models.encoders.p...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/image_preprocessing.py
.py
9b150ebce7330b39
7.62
16
import cv2 import numpy as np DEFAULT_FRAMESTACKING = 1 def load_image(path): """ Load an image from a path and return as RGB. :param path: The path to the image. :return: The loaded image as RGB. """ # load image as BGR img = cv2.imread(str(path)) img = cv2.cvtColor(img, cv2.COLOR_BG...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/images.py
.py
997e65ae5472f524
7.62
16
import numpy as np from pixelbc.data.actions import discretise_individual_joystick_action # map from xbox controller names to MineRL VPT buttons in JSON data. # This is arbritraly chosen, as original MineRL VPT data is in keyboard/mouse space. # Right joystick will be used for mouse movement. # Left joystick will be ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/data/minerl_actions.py
.py
c7508d4706ede2bf
7.62
16
import warnings import lightning.pytorch as pl import torch from lightning.pytorch.utilities import grad_norm from torch.distributions import Bernoulli, Categorical from pixelbc.models.encoders import get_encoder from pixelbc.models.utils import get_model from pixelbc.models.utils.loss_utils import compute_button_los...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/bc_model.py
.py
8feee2bf6dd36aff
7.62
16
# source: https://github.com/Miffyli/minecraft-bc-2020/blob/master/torch_codes/modules.py import torch from torch import nn class NatureDQNCNN(nn.Module): """The CNN head from Nature DQN paper""" def __init__(self, in_channels=3): super().__init__() self.head = nn.Sequential( nn.C...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/encoders/dqn_cnn.py
.py
26aa69065bc7602c
7.62
16
# Source: https://github.com/Miffyli/minecraft-bc-2020/blob/master/torch_codes/modules.py import math import torch import torch.nn.functional as F from torch import nn # References: # [1] IMPALA. https://arxiv.org/pdf/1802.01561.pdf # [2] R2D3. https://arxiv.org/pdf/1909.01387.pdf # [3] Unixpickle's work https://git...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/encoders/impala_resnet.py
.py
8fcaf82518d80b66
7.62
16
import warnings from contextlib import nullcontext import clip import timm import torch from diffusers import AutoencoderKL from pixelbc.models.encoders.encoders import ImageEncoder from pixelbc.models.utils.image_augmentations import ( clip_transform, dino_transform, focalnet_transform, stablediffusi...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/encoders/pretrained_encoders.py
.py
86e95e94fda3eb66
7.62
16
# modelled after https://arxiv.org/abs/2201.03545 # largely from humanmodelling/models/nn/model_blocks.py import numpy as np from torch import nn class ConvNextBlock(nn.Module): """Conv layer which keeps the dimensionality the same.""" def __init__(self, channels, activations="relu"): super().__init_...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/encoders/resnet.py
.py
371381d9c1c860a1
7.62
16
# Image augmentations for torch.Tensor. This only handles normalisation and image augmentations! # Reshaping and cropping is handled by the data processing. import torch from torchvision import transforms CLIP_NORMALISATION_MEAN = (0.48145466, 0.4578275, 0.40821073) CLIP_NORMALISATION_STD = (0.26862954, 0.26130258, 0....
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/utils/image_augmentations.py
.py
bb5cee7c78ebda18
7.62
16
from abc import ABC, abstractmethod import torch import torch.nn.functional as F from torch import nn class BackboneModel(ABC): def init_for_sequence(self, batch_size): pass @abstractmethod def forward(self, x, rollout=False): raise NotImplementedError class MLP(nn.Module, BackboneMode...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/utils/model_utils.py
.py
79451f285a625bdb
7.62
16
# From humanmodelling even more barebones version of NanoGPT.py # Original license: # From https://github.com/karpathy/nanoGPT/blob/master/model.py - Thanks Andrej Karpathy # MIT License # Copyright (c) 2022 Andrej Karpathy # Permission is hereby granted, free of charge, to any person obtaining a copy # of this softw...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/utils/pico_gpt.py
.py
952a29fcaa7759e4
7.62
16
from typing import Dict import torch from torch import Tensor def get_binary_metrics_independent(button_pred: Tensor, button_target: Tensor) -> Dict[str, float]: """ Compute metrics for binary classification predictions (e.g. buttons) where each class is independently evaluated and metrics are aggreg...
microsoft/imitation_learning_in_modern_video_games
pixelbc/models/utils/train_metrics.py
.py
367b464c2adfff23
7.62
16
import json import struct import time from ctypes import * from http.server import BaseHTTPRequestHandler, HTTPServer from pymem import * ReadProcessMemory = windll.kernel32.ReadProcessMemory WriteProcessMemory = windll.kernel32.WriteProcessMemory # stuff for RAM... def update_offsets(raw): raw = raw.replace("[...
microsoft/imitation_learning_in_modern_video_games
pixelbc/online_rollout/csgo_utils/meta_utils.py
.py
8bfab3bc897893bd
7.62
16
# Taken from following MIT-licensed repo: # https://github.com/TeaPearce/Counter-Strike_Behavioural_Cloning import time # adapted from: https://github.com/Sentdex/pygta5/blob/master/grabscreen.py import cv2 import numpy as np import win32con import win32gui import win32ui from pixelbc.online_rollout.csgo_utils.conf...
microsoft/imitation_learning_in_modern_video_games
pixelbc/online_rollout/csgo_utils/screen_input.py
.py
61070072a138b141
7.62
16
import time from collections import deque import ffmpegcv import numpy as np from gym import Wrapper from gym.wrappers.time_limit import TimeLimit from minerl.herobraine.env_specs.human_survival_specs import HumanSurvival from pixelbc.data.minerl_actions import minerl_model_output_to_minerl_action from pixelbc.online...
microsoft/imitation_learning_in_modern_video_games
pixelbc/online_rollout/minerl_rollout.py
.py
9050f011d10ba806
7.62
16
import json import time from abc import abstractmethod from pathlib import Path import numpy as np import torch from omegaconf import OmegaConf from pixelbc.data.image_preprocessing import get_preprocessing_function_and_image_shape from pixelbc.models.utils.model_utils import count_parameters from pixelbc.utils.load_...
microsoft/imitation_learning_in_modern_video_games
pixelbc/online_rollout/online_rollout.py
.py
d0961559f5b55712
7.62
16
# Plot bunch of MineRL results in one plot # Input is bunch of directories. # We then search for all seeds (i.e. f"{directory_name}_seed_#/") import json from argparse import ArgumentParser from collections import defaultdict from pathlib import Path import numpy as np import seaborn as sns import yaml from scipy.s...
microsoft/imitation_learning_in_modern_video_games
pixelbc/plotting/csgo_report_results.py
.py
a1132c916d4b3c6b
7.62
16
# Plot bunch of MineRL results in one plot # Input is bunch of directories. # We then search for all seeds (i.e. f"{directory_name}_seed_#/") import glob import json import os from argparse import ArgumentParser from collections import defaultdict import matplotlib.pyplot as plt import numpy as np import seaborn as...
microsoft/imitation_learning_in_modern_video_games
pixelbc/plotting/minerl_plot_treechop.py
.py
faf1a33b455022b1
7.62
16
#!/usr/bin/env python3 """This is the script for generating image embeddings using a pretrained encoder. We load images from all video files in a sequential order and save embeddings in a specified folder Example: >>> CUDA_VISIBLE_DEVICES=0 \ >>> scripts/generate_embeddings.py \ >>> --game csgo \ >>> ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/scripts/generate_embeddings.py
.py
c8bcd97e1f3fabc8
7.62
16
# Script for filtering down bunch of MineRL VPT .jsonl files to find valid episodes for treechop task: # starting from fresh world, gather a single log within specified timeframe. import glob import json # This process was done on the MineRL VPT 6.13 dataset import os from tqdm import tqdm RECORDING_FPS = 20 # One...
microsoft/imitation_learning_in_modern_video_games
pixelbc/scripts/minerl_filter_valid_treechop_trajectories.py
.py
1af616d5638d0448
7.62
16
import psutil from lightning.pytorch import Callback from lightning.pytorch.callbacks import DeviceStatsMonitor, ModelCheckpoint from lightning.pytorch.loggers import TensorBoardLogger from lightning.pytorch.utilities import rank_zero_only class DeviceStatsMemoryMonitor(DeviceStatsMonitor): def _log_memory(self, ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/utils/callbacks.py
.py
1cca47d049a2924c
7.62
16
import shutil import warnings from pathlib import Path import torch from omegaconf import OmegaConf from pixelbc.data.data_split import get_file_paths_from_split_file def _load_default_config(config_path): # load default config relative to given config default_config_path = Path(config_path).parent / "defau...
microsoft/imitation_learning_in_modern_video_games
pixelbc/utils/config_utils.py
.py
b1ba43a6e9efb07e
7.62
16
import torch from omegaconf import OmegaConf from pixelbc.models.bc_model import BCModel DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") def get_backwards_compatibility_kwargs(hyperparameters): """ From checkpoint hyperparameters dictionary, extract all hyperparameters that are needed ...
microsoft/imitation_learning_in_modern_video_games
pixelbc/utils/load_checkpoint.py
.py
0fc13fb96520d84a
7.62
16
import torch import os import torch.utils.data import torch.nn.functional as F import soundfile as sf import numpy as np import pandas as pd import random from glob import glob from utils.utils import crop_or_extend, apply_RIR_delay class AudioDatasetInfinite_VCTK_Reverb(torch.utils.data.IterableDataset): """ ...
microsoft/GFB-audio-control
src/datasets/datasets.py
.py
189115e0b6f89f7d
7.45
7
import torch import numpy as np from tqdm import tqdm import einops import ot as pot from functools import partial def calculate_curvature(trajectory): #as used in the paper, just for reference base=trajectory[0]-trajectory[-1] base=base.reshape(base.shape[0], -1) N=len(trajectory) dt=1.0/N mse...
microsoft/GFB-audio-control
src/diffusion/OTCFM.py
.py
4ecdbdf6d49aa2d8
7.45
7
import os import einops import torch.nn.functional as F import random import torch import soundfile as sf def save_audio(preds, save_path, string, sample_rate): file_name=save_path / (string+".wav") #save the audio preds=einops.rearrange(preds,'b c t -> (b c t)') sf.write(file_name, preds.squeeze().cp...
microsoft/GFB-audio-control
src/utils/utils.py
.py
dcaeeca56c73b460
7.45
7
"""Noxfile.""" import shutil from pathlib import Path import nox nox.options.default_venv_backend = "none" nox.options.sessions = ["lints"] CLEANABLE_TARGETS = [ "./dist", "./build", "./.nox", "./.coverage", "./.coverage.*", "./coverage.json", "./**/.mypy_cache", "./**/.pytest_cache...
letsbuilda/imsosorry
noxfile.py
.py
ad545c043353492e
7.5
9
"""The ancient arts of Uwuification.""" from __future__ import annotations import random import re from functools import partial WORD_REPLACE = { "small": "smol", "cute": "kawaii~", "fluff": "floof", "love": "luv", "stupid": "baka", "idiot": "baka", "what": "nani", "meow": "nya~", ...
letsbuilda/imsosorry
src/imsosorry/uwuification.py
.py
a7f5672949fcad4c
7.5
9
"""Test the arts of Uwuification.""" from __future__ import annotations import pytest from imsosorry.uwuification import ( EMOJIS, char_replace, emoji, nyaify, stutter, tildify, uwuify, word_replace, ) @pytest.mark.parametrize( ("in_text", "out_text"), [ ("cats are s...
letsbuilda/imsosorry
tests/test_uwuification.py
.py
71fd5a4f1379451f
7
9
"""One sine lifting function.""" from typing import Optional, Tuple import numpy as np import pykoop class OneSineLiftingFn(pykoop.koopman_pipeline.EpisodeIndependentLiftingFn): """Lifting function with one sine wave with phase offset. This class implements the ``EpisodeIndependentLiftingFn`` interface fro...
decargroup/robust_observer_koopman
onesine.py
.py
69ca01958deacfcb
7.56
12
"""Calculate the optimal transfer function to bound residual magnitudes. Thanks to Jonathan Eid for providing the initial version of this function. """ import control import numpy as np import scipy.optimize def tf_cover( omega: np.array, upper_bound: np.array, degree: int, ) -> control.TransferFunction...
decargroup/robust_observer_koopman
tf_cover.py
.py
2c64bc1e87a5bd72
7.56
12
import os # import spring.linklink as link import numpy as np import torch from torch.utils.data import Dataset try: import mc except ImportError: pass # import ceph # from petrel_client.client import Client class BaseDataset(Dataset): def __init__(self, root_dir, meta_fi...
Shwai-He/PAD-Net
dyconv/data/datasets/base_dataset.py
.py
ea1e50cbcb803d04
7.59
14
try: from SpringCommonInterface import Metric as SCIMetric except ImportError: SCIMetric = object class Metric(SCIMetric): def __init__(self, metric={}, cmp_key=''): if SCIMetric != object: super(Metric, self).__init__(metric.get(cmp_key, -1)) self.metric = metric self....
Shwai-He/PAD-Net
dyconv/data/metrics/base_evaluator.py
.py
614c43fea4bc9e31
7.59
14
import math import json import numpy as np from sklearn import metrics from .base_evaluator import Evaluator, Metric from utils.misc import get_logger class CustomMetric(Metric): def __init__(self, metric_dict={}): self.metric = metric_dict super(CustomMetric, self).__init__(self.metric) def ...
Shwai-He/PAD-Net
dyconv/data/metrics/custom_evaluator.py
.py
579fb4530b5fa417
7.59
14
import torch from torch import nn from torch.nn import * from typing import TypeVar T = TypeVar('T', bound=Module) class Conv2dWrapper(nn.Conv2d): """ Wrapper for pytorch Conv2d class which can take additional parameters(like temperature) and ignores them. """ def __init__(self, *args, **kwargs): ...
Shwai-He/PAD-Net
dyconv/model/layer/common.py
.py
b750d25ae2232056
7.59
14
import torch import torch.nn as nn from torch.nn import init import spring.linklink as link from prototype.utils.misc import get_bn __all__ = ['mobilenet_v2'] def _make_divisible(v, divisor, min_value=None): """ This function is taken from the original tf repo. It ensures that all layers have a channel ...
Shwai-He/PAD-Net
dyconv/model/mobilenetv2.py
.py
3c145114548219c4
7.59
14
""" Creates a MobileNetV2 Model as defined in: Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, Liang-Chieh Chen. (2018). MobileNetV2: Inverted Residuals and Linear Bottlenecks arXiv preprint arXiv:1801.04381. import from https://github.com/tonylins/pytorch-mobilenet-v2 """ import torch import torch.nn as ...
Shwai-He/PAD-Net
dyconv/model/mobilenetv2_dcd.py
.py
b67b928ca9de9823
7.59
14
""" Creates a MobileNetV2 Model as defined in: Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, Liang-Chieh Chen. (2018). MobileNetV2: Inverted Residuals and Linear Bottlenecks arXiv preprint arXiv:1801.04381. import from https://github.com/tonylins/pytorch-mobilenet-v2 """ import torch import torch.nn as ...
Shwai-He/PAD-Net
dyconv/model/mobilenetv2_dcd_pad.py
.py
837d1729d0f4a2f5
7.59
14
import torch.nn as nn import torch from .layer.dyconv import DynamicConvolution, Conv2d, dynamic_convolution_generator from .layer.common import CustomSequential, TempModule import math __all__ = ['Dymobilenetv2', 'DyMobileNetV2'] def _make_divisible(v, divisor, min_value=None): """ This function is taken from...
Shwai-He/PAD-Net
dyconv/model/mobilenetv2_dyconv.py
.py
1a8e37c686c9e210
7.59
14
import torch.nn as nn import torch from .layer.dyconv import fuse_convolution_generator, Conv2d, PAD_DynamicConvolution from .layer.common import CustomSequential, TempModule import math ConvLayer = PAD_DynamicConvolution __all__ = ['Dymobilenetv2_PAD', 'DyMobileNetV2_PAD'] def _make_divisible(v, divisor, min_value=N...
Shwai-He/PAD-Net
dyconv/model/mobilenetv2_dyconv_pad.py
.py
ab2485060140185a
7.59
14
from tqdm import tqdm import pruners import numpy as np def prune_loop(model, loss, pruner, dataloader, device, sparsity, schedule, scope, epochs, reinitialize=False, train_mode=False, shuffle=False, invert=False): r"""Applies score mask loop iteratively to a final sparsity level. """ # Set ...
Shwai-He/PAD-Net
dyconv/prune.py
.py
0bf1ac2edf1795f8
7.59
14
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import logging import json from typing import Dict from omegaconf import OmegaConf from lavis.com...
Shwai-He/VLM-Compression
lavis/common/config.py
.py
3d5c68ef55fe5484
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import datetime import functools import os import torch import torch.distributed as dist import t...
Shwai-He/VLM-Compression
lavis/common/dist_utils.py
.py
5afeea8f75108adb
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ __author__ = "aagrawal" __version__ = "0.9" # Interface for accessing the VQA dataset. # This co...
Shwai-He/VLM-Compression
lavis/common/vqa_tools/vqa.py
.py
8d1cc77c4afc216c
7.63
17
import torch import torch.nn as nn import numpy as np from lavis.common.registry import registry from lavis.compression.pruners.utils import ( loss_vision_language, loss_language, loss_vision, print_time ) from lavis.compression.pruners.layer_single_base_pruner import LayerWiseBasePruner, LayerSparsity def get_m...
Shwai-He/VLM-Compression
lavis/compression/pruners/global_pruner.py
.py
f79aea71429b720f
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import logging import os import shutil import warnings import lavis.common.utils as utils import ...
Shwai-He/VLM-Compression
lavis/datasets/builders/c4_dataset_builder.py
.py
43faaa58cf78bbab
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ from lavis.common.registry import registry from lavis.datasets.builders.base_dataset_builder impor...
Shwai-He/VLM-Compression
lavis/datasets/builders/classification_builder.py
.py
07deb88cd820f300
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import os from lavis.common.registry import registry from lavis.datasets.builders.base_dataset_bu...
Shwai-He/VLM-Compression
lavis/datasets/builders/image_text_pair_builder.py
.py
c626b6a8ead05fad
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import sys sys.path.append('/mnt/petrelfs/dongdaize.d/workspace/sh/ECoFLaP/LAVIS') import time fro...
Shwai-He/VLM-Compression
lavis/datasets/download_scripts/DownloadConceptualCaptions/download_data_cc12m.py
.py
a148bb320247f251
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import os from pathlib import Path from omegaconf import OmegaConf import sys sys.path.append('/...
Shwai-He/VLM-Compression
lavis/datasets/download_scripts/download_didemo.py
.py
f217e9c98af8022b
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import os from pathlib import Path from omegaconf import OmegaConf import sys sys.path.append('/...
Shwai-He/VLM-Compression
lavis/datasets/download_scripts/download_msrvtt.py
.py
90bb87d1708e13e8
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import os from pathlib import Path from omegaconf import OmegaConf import sys sys.path.append('/...
Shwai-He/VLM-Compression
lavis/datasets/download_scripts/download_msvd.py
.py
5418b92744b3a6e3
7.63
17
""" Copyright (c) 2022, salesforce.com, inc. All rights reserved. SPDX-License-Identifier: BSD-3-Clause For full license text, see the LICENSE file in the repo root or https://opensource.org/licenses/BSD-3-Clause """ import json import logging import os import time from multiprocessing import Pool import sys sys....
Shwai-He/VLM-Compression
lavis/datasets/download_scripts/download_nocaps.py
.py
6b10e6f1be623f53
7.63
17
from util import resource_path from core import * import yaml import os import shutil # Directory holding the pristine, committed config presets. `default` is the # baseline preset seeded on first run; future themed presets (e.g. `hard`, # `easy`) are sibling folders, each a full set of per-game config files. ...
Dechrissen/dexelect
data/loader.py
.py
ee37dba563b8ae59
7.52
10
# needed for type hint annotation in methods, because otherwise there will be a type hint forward reference # issue (the Pokemon class which is being referenced isn't defined yet) from __future__ import annotations class Pokemon: def __init__(self, name: str, nat_dex_number...
Dechrissen/dexelect
models/pokemon.py
.py
129863e98eda6145
7.52
10
import yaml from pathlib import Path import pytest BASE = Path(__file__).resolve().parents[1] # root of project def find_yaml_files(): """Yields (path, category) for all YAMLs in data/ subfolders.""" for path in (BASE / "data").rglob("*.yaml"): name = path.name.lower() if "pokedex" i...
Dechrissen/dexelect
tests/conftest.py
.py
1e49db561c5075e2
8.02
10
import yaml from pathlib import Path import pytest # determine project root: one level up from tests/ ROOT = Path(__file__).resolve().parents[1] # absolute path to mappings.yaml MAPPINGS_PATH = ROOT / "data" / "mappings.yaml" def load_mappings(): with MAPPINGS_PATH.open() as f: return yaml.sa...
Dechrissen/dexelect
tests/test_mappings_filepaths_exist.py
.py
f63d8c48e3aa30ed
8.02
10
# Copyright 2026 Derek Andersen # https://derekandersen.net # https://github.com/Dechrissen/ """ Shared "Export Party" rendering for the desktop GUI and the web UI. Turns a generated party blob into the export .txt content by filling ui/export_template.txt ({{ placeholder }} substitution — no template-engine dependenc...
Dechrissen/dexelect
ui/export.py
.py
ee128f210bb0d6e6
7.52
10
# Copyright 2026 Derek Andersen # https://derekandersen.net # https://github.com/Dechrissen/ """ Flask web UI for Dexelect — a third `--ui` option `web` alongside `cli` and `gui`. Design: stateless and multi-game. Every request carries its own game / config / sphere_mode, so no per-user working files are seeded and no...
Dechrissen/dexelect
ui/web/app.py
.py
d4b246924b95903e
7.52
10
import sys, os def resource_path(relative_path): """Works for both dev and PyInstaller.""" try: base_path = sys._MEIPASS except Exception: base_path = os.path.abspath(".") return os.path.join(base_path, relative_path) def format_duration(seconds): """Formats as 'XXXms' (...
Dechrissen/dexelect
util.py
.py
4c4179a4981802af
7.02
10
""" this module handles the implementation of batch jobs using celery to support asynchronous requests """ from datetime import datetime from typing import Any, Dict, Iterable, List, Optional, Tuple from openeo_driver.backend import BatchJobMetadata, BatchJobResultMetadata, BatchJobs from openeo_driver.errors import ...
IBM/tensorlakehouse
tensorlakehouse_openeo_driver/batch_jobs.py
.py
b8c0debd0f6d758a
7.62
16
"""Core module for salutation.""" __copyright__ = """ LICENSED INTERNAL CODE. PROPERTY OF IBM. IBM Research Licensed Internal Code (C) Copyright IBM Corp. 2023 ALL RIGHTS RESERVED """ from typing import Optional import click def salutation(): """Return salutation string.""" return "Gruezi Mitenand" # this...
IBM/tensorlakehouse
tensorlakehouse_openeo_driver/complex_module/core.py
.py
cd5a6a8443a98942
7.62
16