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from typing import List from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class KunmangaChecker(AbstractChapterChecker): """Kunmanga checker""" URL_SUBSTRING = "kunmanga" def get_latest_chapter_list(self) -> List[Chapter]: ...
nonjosh/acgn-bot
helpers/checkers/kunmanga.py
.py
e2752ab4d3004804
7.42
6
from typing import List from urllib.parse import urlparse, urlunparse from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class LaimanhuaChecker(AbstractChapterChecker): """Laimanhua checker""" URL_SUBSTRING = "laimanhua" def get_lat...
nonjosh/acgn-bot
helpers/checkers/laimanhua.py
.py
eb71c262db86d463
7.42
6
from typing import List from urllib.parse import urlparse, urlunparse from bs4.element import ResultSet, Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class LinovelibChecker(AbstractChapterChecker): """Linovelib checker""" URL_SUBSTRING = "linovelib" ...
nonjosh/acgn-bot
helpers/checkers/linovelib.py
.py
c20dae6996a69373
7.42
6
"""Checker for Mangakatana manga pages.""" from typing import override from urllib.parse import urlparse from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class MangakatanaChecker(AbstractChapterChecker): """Mangakatana chapter list checker.""" URL_SUBSTRING: str ...
nonjosh/acgn-bot
helpers/checkers/mangakatana.py
.py
d6ac7ea6b205f939
7.42
6
"""Checker for Mangaraw manga pages. Example manga URL: https://mangaraw.co.uk/manga/2439 API used: https://api.mangarw.com/api/v1/manga/2439/chapters """ from typing import List, Optional, Tuple from urllib.parse import urlparse from helpers.chapter import Chapter from helpers.checkers.base import Abstract...
nonjosh/acgn-bot
helpers/checkers/mangaraw.py
.py
c8d6458e52118bad
7.42
6
import threading import time from typing import List from urllib.parse import urlparse, urlunparse from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker from helpers.utils import get_logger class ManhuaguiChecker(AbstractChapterChecker): """Manh...
nonjosh/acgn-bot
helpers/checkers/manhuagui.py
.py
30c1e80f98ae5fc2
7.42
6
from typing import List from urllib.parse import urlparse, urlunparse from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class Mn4uChecker(AbstractChapterChecker): """Mn4u checker""" URL_SUBSTRING = "mn4u" def __init__(self, check_u...
nonjosh/acgn-bot
helpers/checkers/mn4u.py
.py
29bde412a813e44f
7.42
6
from typing import List from urllib.parse import urljoin from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class PiaotianChecker(AbstractChapterChecker): """Piaotian novel checker class""" URL_SUBSTRING = "piaotia" def get_latest_c...
nonjosh/acgn-bot
helpers/checkers/piaotian.py
.py
43966a0e56330d9e
7.42
6
from typing import List from urllib.parse import urljoin, urlparse from bs4 import BeautifulSoup from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class PickmeupgachaChecker(AbstractChapterChecker): """Simple checker for pickmeupgacha site""" URL_SUBSTRING = "pick...
nonjosh/acgn-bot
helpers/checkers/pickmeupgacha.py
.py
b00db13a38e77ba7
7.42
6
import json from typing import List from urllib.parse import urlparse, urlunparse from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class QimanChecker(AbstractChapterChecker): """QimanChecker""" URL_SUBSTRING = "qmanwu2" def get_latest_chapter_list(self) -> Li...
nonjosh/acgn-bot
helpers/checkers/qiman.py
.py
0644f0bad4900cce
7.42
6
from typing import List from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class SixNineShuBaChecker(AbstractChapterChecker): """69shu checker class""" URL_SUBSTRING = "69shu" def get_latest_chapter_list(self) -> List[Chapter]: ...
nonjosh/acgn-bot
helpers/checkers/six_nine_shu_ba.py
.py
c81050c3c16ab804
7.42
6
from typing import List from urllib.parse import urlparse, urlunparse from bs4 import BeautifulSoup from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class SyosetuChecker(AbstractChapterChecker): """Syosetu checker class""" URL_SUBSTRIN...
nonjosh/acgn-bot
helpers/checkers/syosetu.py
.py
ed6b3bc36bd2ba9a
7.42
6
from typing import List from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class WeixinChecker(AbstractChapterChecker): """Weixin checker""" URL_SUBSTRING = "weixin.qq.com" def get_latest_chapter_list(self) -> List[Chapter]: ...
nonjosh/acgn-bot
helpers/checkers/weixin.py
.py
ac9f7712bb3cc743
7.42
6
from typing import List from urllib.parse import urlparse, urlunparse from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class WxChecker(AbstractChapterChecker): """99wx checker class""" URL_SUBSTRING = "99wx" def get_latest_chapter...
nonjosh/acgn-bot
helpers/checkers/wx.py
.py
87e18531ea0a8fb1
7.42
6
from typing import List from urllib.parse import urljoin from bs4.element import Tag from helpers.chapter import Chapter from helpers.checkers.base import AbstractChapterChecker class XbiqugeChecker(AbstractChapterChecker): """Xbiquge checker""" URL_SUBSTRING = "xbiquge" def get_latest_chapter_list(se...
nonjosh/acgn-bot
helpers/checkers/xbiquge.py
.py
721b29675669835e
7.42
6
"""Config helper class""" import os from helpers.yml_parser import YmlParser DEFAULT_LIST_YAML_PATH = "config/list.yaml" class ConfigHelper: """Config helper class""" def __init__(self): # Check if CONFIG_YML_URL is set if "CONFIG_YML_URL" in os.environ: # Get config from url ...
nonjosh/acgn-bot
helpers/config.py
.py
ec8a0adebb87e51d
7.42
6
"""Media Helper class""" from typing import List, Literal from helpers.checkers import get_checker_for_url from helpers.checkers.base import AbstractChapterChecker from helpers.utils import check_url_valid, get_logger, get_main_domain_name MediaTypes = Literal["comic", "novel", "anime"] SUPPORTED_MEDIA_TYPES: tuple[...
nonjosh/acgn-bot
helpers/media.py
.py
092340f517117376
7.42
6
"""Telegram Helper""" import os import telegram from dotenv import load_dotenv from telegram import Bot, Update from telegram.error import NetworkError, TimedOut from telegram.ext import ApplicationBuilder, CallbackContext, CommandHandler from helpers.message import MessageHelper from helpers.utils import get_logger...
nonjosh/acgn-bot
helpers/tg.py
.py
7d188f457bda1291
7.42
6
"""Utility functions""" import logging from collections import Counter from datetime import datetime from logging.handlers import TimedRotatingFileHandler from typing import List from urllib.parse import urlparse import requests from helpers.chapter import Chapter # Create logging formatter FORMATTER = logging.Form...
nonjosh/acgn-bot
helpers/utils.py
.py
d4bbd4f30ca0f4a1
7.42
6
"""YML Parser""" import requests import yaml from helpers.media import MEDIA_URL_FIELDS from helpers.utils import DEFAULT_HEADERS, DEFAULT_REQUEST_TIMEOUT, get_logger logger = get_logger(__name__) class YmlParser: """YmlParser""" def __init__( self, yml_filepath: str = None, yml_ur...
nonjosh/acgn-bot
helpers/yml_parser.py
.py
7e5e41316fcf2202
7.42
6
"""Regression tests for checker and schedule error handling.""" import unittest from unittest.mock import Mock, patch import requests from helpers.checkers.base import AbstractChapterChecker from helpers.schedule import ScheduleHelper class NoopChecker(AbstractChapterChecker): """Minimal checker for testing ba...
nonjosh/acgn-bot
tests/test_checker_error_handling.py
.py
0334932727fab0ed
7.92
6
"""Test webscrapping function of the checker classes, will skip if the url is not available.""" import os import unittest from typing import List, Type from unittest.mock import patch from bs4 import BeautifulSoup from helpers import checkers from helpers.chapter import Chapter from helpers.checkers import AbstractC...
nonjosh/acgn-bot
tests/test_checkers.py
.py
6bc28695c6a2b82b
7.92
6
"""Focused tests for the Mangakatana checker.""" import unittest from unittest.mock import Mock, patch from bs4 import BeautifulSoup from helpers.chapter import Chapter from helpers.checkers import get_checker_for_url from helpers.checkers.mangakatana import MangakatanaChecker class TestMangakatanaChecker(unittest...
nonjosh/acgn-bot
tests/test_mangakatana_checker.py
.py
63e8f676b15ce741
7.92
6
"""Test basic flow of each job""" import unittest from helpers.chapter import Chapter from helpers.media import MediaHelper from helpers.utils import check_url_valid, get_chapter_list_diff class TestMediaHelper(unittest.TestCase): """Test MediaHelper""" def test_chapter_list_change(self) -> None: "...
nonjosh/acgn-bot
tests/test_media_helper.py
.py
fd9e14aacc03e1d6
7.92
6
import hashlib import hmac from dataclasses import dataclass from typing import Any import requests from .exceptions import ConfigException @dataclass class ApiClient: """ Cliente para interactuar con la API de Flow. Attributes: api_url (str): URL base de la API de Flow. Por defecto es "https:/...
mariofix/pyflowcl
pyflowcl/Clients.py
.py
2a0386e1e5a6c218
7.48
8
from dataclasses import asdict from typing import Any, cast from pyflowcl.exceptions import GenericError from .Clients import ApiClient from .models import RefundRequest, RefundStatus def create(apiclient: ApiClient, refund_data: dict[str, Any]) -> RefundStatus: """ Este servicio permite crear una orden de ...
mariofix/pyflowcl
pyflowcl/Refund.py
.py
884a6dd98fb3734f
7.48
8
import logging import os import streamlink import shutil import signal import sys from enum import Enum, auto logger = logging.getLogger(__name__) class AuthValidationStatus(Enum): NOT_CONFIGURED = auto() VALID_OR_NOT_REJECTED = auto() INVALID = auto() UNKNOWN = auto() class StreamlinkManager: ...
liofal/streamlink
streamlink_manager.py
.py
888f1f3e4472aa09
7.57
13
import unittest from unittest.mock import MagicMock, patch from streamlink_manager import AuthValidationStatus, StreamlinkManager class TestStreamlinkManager(unittest.TestCase): def setUp(self): self.config = MagicMock() self.config.oauth_token = "test_token" self.config.quality = "best" ...
liofal/streamlink
test_streamlink_manager.py
.py
d5a90755b8c09119
7.07
13
# Add up numeric field values from a DAList object. from docassemble.base.util import DAValidationError, word __all__ = ["Addup"] class Addup: """ Utility class for calculating sums of numeric fields across DAList objects. This class provides functionality to sum specific numeric fields from all ite...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/Addup.py
.py
68a7e4cec68cc001
7.65
19
__all__ = ["myTable", "myTextList", "safe_json2"] # This function creates a Table list to be used in an addendum file. Currently it handles 'Thing' and 'Inidvidual' object type of DAList (special name attribute). class myTable: """ Utility class for creating table representations from DAList objects for adden...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/addenda.py
.py
72090bbd03a4598d
7.65
19
import holidays import pandas as pd import datetime from datetime import date as dt from docassemble.base.util import as_datetime, DADateTime from typing import Union, Dict, Iterable, Mapping, Optional """ External docs: 1. https://github.com/dr-prodigy/python-holidays (holidays module v0.13, as of 2/2022) 2. h...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/business_days.py
.py
1cc796e3b247b7a8
7.65
19
"""Minimal docassemble runtime context for the python-only unit tests. As of docassemble 1.10, per-request state lives in a contextvar exposed as `docassemble.base.thread_context.this_thread`, and the defaults that back it (language, locale, timezone, ...) come from pluggy hooks that only `docassemble.webapp` register...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/conftest.py
.py
baefcabe5ac27c29
8.15
19
# do not pre-load import unittest import locale from decimal import Decimal from .al_income import ( ALIncome, ALIncomeList, ALAsset, ALAssetList, ALVehicle, ALVehicleList, ALSimpleValue, ALSimpleValueList, ALItemizedJob, ALItemizedJobList, ALItemizedValueDict, ALItemiz...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/test_al_income.py
.py
d771e4d846a3c393
8.15
19
# do not pre-load import unittest from .business_days import ( is_business_day, get_next_business_day, get_date_after_n_business_days, ) from docassemble.base.util import today, as_datetime _thread_context = None def setUpModule() -> None: """Initialize docassemble thread context for tests. Out...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/test_altoolbox.py
.py
22fd48a9efa09ad2
8.15
19
# do not pre-load import unittest from unittest.mock import patch from .misc import button_array, ButtonDict, true_values_with_other, fa_icon import defusedxml.ElementTree as ET class TestButtonArray(unittest.TestCase): @patch("docassemble.ALToolbox.misc.user_has_privilege", return_value=False) @patch("ALToo...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/test_misc.py
.py
ae30d4957042239e
8.15
19
# do not pre-load import os import re import unittest from unittest.mock import patch from .translation_strings import ( ALTOOLBOX_JS_STRINGS, _catalog_response_body, _match_shape, _normalize, add_translations, translate, translation_catalog, ) FAKE_WORDS = { "es": { "Copied!"...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/test_translation_strings.py
.py
c30d089034e4dacb
8.15
19
# pre-load """Serve docassemble's ``word()`` translations to JavaScript. Docassemble can translate any string that reaches Python through ``word()``, but JavaScript running in the browser has no way to reach that catalog. Custom datatypes, validation messages and small widgets therefore end up hardcoded in English. ...
SuffolkLITLab/docassemble-ALToolbox
docassemble/ALToolbox/translation_strings.py
.py
77d95d727da74654
7.65
19
"""Competitive Benchmark for Coordinate Geometric Kernels. This module compares the geometric calculation speeds (RMSD, center of geometry, and all-to-all distance matrices) of MolSysMT public APIs, MolSysMT JIT kernels, MDTraj, and MDAnalysis. """ from __future__ import annotations import os import sys from pathlib...
uibcdf/molsysmt
benchmarks/competitors/test_geometry.py
.py
c56f42d02d910bae
8.09
14
"""Competitive Benchmark for Trajectory Loading. This module compares the trajectory loading performance of MolSysMT, MDTraj, and MDAnalysis on the solvated chicken villin HP35 system (20 frames, 4369 atoms). """ from __future__ import annotations import os import sys from pathlib import Path # Add repository root ...
uibcdf/molsysmt
benchmarks/competitors/test_loading.py
.py
b4e753b57a968219
8.09
14
"""Competitive Benchmark for Selection Language. This module compares the atom selection speed and parsing overhead of MolSysMT, MDTraj, and MDAnalysis on a realistic PDB structure (solvated chicken villin, 4369 atoms). """ from __future__ import annotations import os import sys from pathlib import Path # Add repos...
uibcdf/molsysmt
benchmarks/competitors/test_selections.py
.py
29a92e9e10b44de4
8.09
14
"""MolSysMT Benchmarking Harness. This module provides the core orchestration engine for isolated repeated measurements with structured JSON telemetry exports. """ from __future__ import annotations import gc import json import os import platform import subprocess import sys from datetime import datetime, timezone f...
uibcdf/molsysmt
benchmarks/harness.py
.py
ffae3a1a0b3cc4d7
7.59
14
"""Macro-benchmark for MolSysMT Mathematical Coordinate Kernels. This script benchmarks RMSD, center of mass, and pairwise distances calculations on a realistic 38-frame, 304-atom Trp-Cage mini-protein (1l2y). It evaluates both the high-level public API wrappers and the raw JIT-compiled library kernels under GC isolat...
uibcdf/molsysmt
benchmarks/macro/test_kernels.py
.py
2407d5f7db02239f
7.09
14
"""Macro-benchmark for MolSysMT Trajectory Reading & Out-of-Core Streaming. This script profiles the performance and out-of-core capabilities of MolSysMT when loading and processing structural trajectories. It benchmarks three methods on the solvated chicken villin HP35 trajectory (20 frames, 4369 atoms): 1. Eager tra...
uibcdf/molsysmt
benchmarks/macro/test_trajectories.py
.py
0ab01ced087fb78a
8.09
14
"""Repository-wide pytest collection safeguards.""" import importlib from pathlib import Path _ROOT = Path(__file__).parent def pytest_configure(config): """Pre-import first-party source packages collected for ``--doctest-modules``. Every public function in packages such as ``molsysmt.basic`` lives in a mod...
uibcdf/molsysmt
conftest.py
.py
f676b2c7f755cad1
7.09
14
#!/usr/bin/env python """ audit_converter_routing.py Finds converters that call another form's converter on their own `item`. Every `molsysmt/form/<plugin>/to_<target>.py` receives an `item` of the plugin's own form. When it needs an intermediate form it must call the sibling in its own directory -- the converter tha...
uibcdf/molsysmt
devtools/scripts/audit_converter_routing.py
.py
38800c4c3c1bd8a7
7.59
14
#!/usr/bin/env python """Lint the Rust kernels for rounding calls that lower to libm on the x86-64 baseline. Why this exists --------------- The x86-64 baseline has no floor/ceil/round instruction (`roundsd` is SSE4.1), so `f64::floor()` and friends lower to a libm call. Three of them sat in the innermost loop of `get...
uibcdf/molsysmt
devtools/scripts/check_rust_hot_paths.py
.py
1fd0edb99417e217
7.59
14
#!/usr/bin/env python3 """Front matter of the developer-guide work queues. Shared by `validate_devguide.py`, `devguide_index.py` and `devguide_issue.py`, so the schema in `devguide/reporting_protocol.md` is described in exactly one place. The parser deliberately accepts a restricted subset of YAML -- `key:`, `key: sc...
uibcdf/molsysmt
devtools/scripts/devguide_reports.py
.py
c4b423d018c6ca18
7.59
14
#!/usr/bin/env python """ generate_converter_arguments.py Writes the table `convert` is held to: the extra keywords each target form accepts. `msm.convert(molsys, to_form=...)` forwards anything it does not recognise to the converter it resolves, so the admissible set is whatever that converter accepts. There are 561...
uibcdf/molsysmt
devtools/scripts/generate_converter_arguments.py
.py
b6c1328e86100851
7.59
14
#!/usr/bin/env python """Aggregate the fast release-readiness gates into a single verdict. This runs every cheap, deterministic gate (the repository validators plus a public-API smoke) and prints one PASS/FAIL summary. It is the pre-flight a maintainer runs locally before triggering the heavy gate (`ci-full.yaml`, the...
uibcdf/molsysmt
devtools/scripts/release_gate.py
.py
1a1820017f3d82db
7.59
14
#!/usr/bin/env python """ validate_form_adapters.py Scans all subfolders in molsysmt/form/ and dynamically audits each adapter against the structural contract defined in molsysmt/form/AGENTS.md. """ import os import sys import importlib import inspect import ast import json # Add repository root to python path to imp...
uibcdf/molsysmt
devtools/scripts/validate_form_adapters.py
.py
99a0f4d452b7c2c8
7.59
14
#!/usr/bin/env python """Validate public-function support tiers. Support tier is derived from the API-stability registry, not from a second registry (see devguide/archive/resolved_proposals/function_support_tier_classification.md): stable -> Tier 1 (contractual) experimental -> Tier 3 (experim...
uibcdf/molsysmt
devtools/scripts/validate_function_tiers.py
.py
6e7c3634db27153f
7.59
14
#!/usr/bin/env python3 """Public API Signature Stability Guard. Compares AST signatures and defaults of public callables in modified files against a base Git reference (default: HEAD~1 or origin/main) to prevent silent signature mutilation, dropped parameters, inserted parameters, reordered arguments, or unintended de...
uibcdf/molsysmt
devtools/scripts/validate_public_api_stability.py
.py
33bb2c32a291ea14
7.59
14
class Event: # pylint: disable=too-few-public-methods TIMER_EXPIRED = 1 MESSAGE_RECEIVED = 2 SHUTDOWN = 3 class EventTimerExpired(Event): # pylint: disable=too-few-public-methods """Event used to indicate timer has expired""" def __init__(self): # will work but please do this properly ...
faucetsdn/beka
beka/event.py
.py
112de34a9be76f6b
7.54
11
class Timer: def __init__(self, count): self.count = count self.tick = None def running(self): """Return true if timer is set and running""" return bool(self.tick) def expired(self, tick): """Return true if time has elapsed""" return self.running() and tick ...
faucetsdn/beka
beka/timer.py
.py
87e932e705731f85
7.54
11
#!/usr/bin/env python3 """ Top-level build pipeline for all deployable units Builds shared libraries first, then dependent services """ import os import subprocess import sys import shutil from pathlib import Path from typing import List, Dict, Optional class BuildPipeline: """Build pipeline for all deployable u...
wilsonify/base-python-data-science
build.py
.py
34edb4c3d73dbce3
7.48
8
#!/usr/bin/env python3 """ Test script to verify that all AMQP strategies are working correctly """ import json # Mock the AMQP dependencies for testing class MockChannel: def basic_publish(self, exchange, routing_key, properties, body): print(f"Published to {exchange}: {body}") class MockMethod: pas...
wilsonify/base-python-data-science
src/data-scratch-amqp/test_strategies.py
.py
4d6045c100e08eb0
7.98
8
""" Test to ensure the circular import issue is resolved """ import unittest class TestCircularImportFix(unittest.TestCase): """Test that the circular import issue is completely resolved""" def test_import_routing_key_from_main_module(self): """Test the original failing import""" # This w...
wilsonify/base-python-data-science
src/data-scratch-amqp/tests/test_circular_import_fix.py
.py
c40ffc2d91addae4
7.98
8
""" Comprehensive tests for the dynamic strategy system """ import os import unittest from unittest.mock import Mock, patch import inspect # Import from the built package (no sys.path manipulation) from data_scratch_amqp.strategies_library.dynamic_strategy import ( create_dynamic_strategy, get_all_library_fu...
wilsonify/base-python-data-science
src/data-scratch-amqp/tests/test_dynamic_strategy.py
.py
f1e9008201546113
7.98
8
""" Test for the basic echo strategy """ import unittest from unittest.mock import Mock class TestEchoStrategy(unittest.TestCase): """Test the echo strategy functionality""" def setUp(self): """Set up test fixtures""" self.mock_channel = Mock() self.mock_method = Mock() se...
wilsonify/base-python-data-science
src/data-scratch-amqp/tests/test_echo_strategy.py
.py
3a3c1c2dd21bf100
7.98
8
# celltype.py # # Cell-type specific computations, e.g. classification by spike width import numpy as np from sklearn.mixture import GaussianMixture from .base import find_outliers, get_pca_dimensions, interpolate_extremum_poly2 ''' Cell type classification analysis ''' def classify_cells_spike_width(waveform_data,...
aolabNeuro/analyze
aopy/analysis/celltype.py
.py
aba290d7e4b17f02
7.45
7
# controllers.py # # Code relating to spectral analysis of feedforward & feedback controllers, based on the paper: # # Yamagami M, Peterson LN, Howell D, Roth E, Burden SA. Effect of Handedness on Learned Controllers # and Sensorimotor Noise During Trajectory-Tracking. IEEE Trans Cybern. 2023 Apr;53(4):2039-2050. # ...
aolabNeuro/analyze
aopy/analysis/controllers.py
.py
4a60227e0ba5e6f9
7.45
7
# tuning.py # # Code related to tuning analysis, e.g. modulation depth, specificity, curve fitting, etc. import warnings import numpy as np from scipy.optimize import curve_fit from scipy.stats import f_oneway ''' Curve fitting ''' # These functions are for curve fitting and getting modulation depth and preferred di...
aolabNeuro/analyze
aopy/analysis/tuning.py
.py
4ac22a49bfa008f0
7.45
7
import os import glob import numpy as np from open_ephys.analysis import Session import xml.etree.ElementTree as ETree import h5py def load_neuropixel_configuration(data_dir, data_folder, ex_idx=0, port_number=1): ''' get neuropixel probe information from xml condiguration files made by OpenEphys ...
aolabNeuro/analyze
aopy/data/neuropixel.py
.py
3f7e5331d7d0a059
7.45
7
import csv import os import warnings from pandas import read_csv def load_optitrack_metadata(data_dir, filename, metadata_row=0): ''' This function loads optitrack metadata from .csv file that has 1 rigid body exported with the following settings: | **Markers:** Off | **Unlabeled markers:*...
aolabNeuro/analyze
aopy/data/optitrack.py
.py
edb1ea117eda9d3e
7.45
7
import os import warnings import pickle as pkl import re import json import numpy as np from pandas import DataFrame import xarray as xr from ..preproc.quality import high_freq_data_detection, saturated_data_detection def parse_file_info(file_path): """parse_file_info Parses file strings for goose_wireless ...
aolabNeuro/analyze
aopy/data/peslab.py
.py
75bfd151cbdf4283
7.45
7
# eye.py # # Post-processing eye movement data import numpy as np def get_saccade_pos(eye_pos, onset_times, duration, samplerate): ''' Returns the coordinates of the start and end of each given saccade Args: eye_pos (nt,nch): eye position data onset_times (nsaccade): saccade onset tim...
aolabNeuro/analyze
aopy/postproc/eye.py
.py
9c52ab216d0816ef
7.45
7
import os import numpy as np from .. import data as aodata def calc_presence_ratio(data, min_trial_prop=0.9, return_details=False): ''' Find which units are active on a high proportion of trials. Args: data (ntime, nunit, ntrials): trial aligned binned spikes min_trial_prop (float): p...
aolabNeuro/analyze
aopy/postproc/neuropixel.py
.py
cf891d275dc6aba7
7.45
7
# laser.py # # preprocessing laser data import warnings import sys if sys.version_info >= (3,9): from importlib.resources import files, as_file else: from importlib_resources import files, as_file import numpy as np import matplotlib.pyplot as plt from .. import data as aodata from .. import analysis from .....
aolabNeuro/analyze
aopy/preproc/laser.py
.py
c6045baf49576887
7.45
7
# oculomatic.py # # preprocessing eye data from oculomatic import os import numpy as np from ..data.bmi3d import load_ecube_data_chunked from .. import precondition from .. import data as aodata from .. import utils def parse_oculomatic(data_dir, files, samplerate=1000, max_memory_gb=1.0, debug=True, **filter_kwarg...
aolabNeuro/analyze
aopy/preproc/oculomatic.py
.py
e2e475f73f4912be
7.45
7
# torch.py # code using the pytorch library which isn't installed by default. to install use `pip install torch` import torch # - - -- --- ----- -------- ---PYTORCH--- -------- ----- --- -- - - # - - -- --- ----- -------- ---DATASETS-- -------- ----- --- -- - - class TensorDataset(torch.utils.data.Dataset): r"""...
aolabNeuro/analyze
aopy/torch.py
.py
e896b65f17cef71e
7.45
7
# memory.py # # Memory management import platform def get_memory_available_gb(): ''' Get the available system memory in gigabytes. Only works on linux platforms. Note: The results of this function are equivalent to the terminal commands: * "grep MemAvailable /proc/meminfo" -> available m...
aolabNeuro/analyze
aopy/utils/memory.py
.py
348c9d914d96db05
7.45
7
# bmi3d.py # # visuzalition specific to BMI3D import matplotlib.pyplot as plt import numpy as np import seaborn as sns from . import base from .. import data as aodata def plot_decoder_weight_matrix(decoder, ax=None): """ Plot the decoder weight matrix. Compatible with Decoder objects with KFDecoder an...
aolabNeuro/analyze
aopy/visualization/bmi3d.py
.py
ea2de19fb90f30bd
7.45
7
#!/usr/bin/env python # -*- coding: latin-1 -*- # # Copyright 2020 Blaise Frederick # # 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....
bbfrederick/picachooser
picachooser/scripts/grader.py
.py
f9bfe35ea554f418
7.45
7
#!/usr/bin/env python # -*- coding: latin-1 -*- # # Copyright 2020 Blaise Frederick # # 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....
bbfrederick/picachooser
picachooser/scripts/melodicomp.py
.py
3c0338d18388e807
7.45
7
#!/usr/bin/env python # -*- coding: latin-1 -*- # # Copyright 2020 Blaise Frederick # # 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....
bbfrederick/picachooser
picachooser/scripts/rtgrader.py
.py
8a255a7d1d356e08
7.45
7
""" Weather data client for ISO-DART v2.0 Integrates Meteostat for weather data and NSRDB for solar data. """ from typing import Optional, Dict from datetime import datetime, timedelta, date from pathlib import Path import logging import webbrowser import configparser import pandas as pd from meteostat import Point, ...
llnl/ISO-DART
lib/weather/client.py
.py
e2f56aac6317aca8
7.65
19
"""Generate plots demonstrating piecewise-constant nature of classification metrics. This script creates visualizations that illustrate why continuous optimizers can miss the global optimum for metrics like F1 score, and demonstrates the effectiveness of the fallback mechanism. """ import sys from pathlib import Path...
finite-sample/optimal-classification-cutoffs
docs/generate_plots.py
.py
30ea93ab1d62bcc5
7.54
11
"""Bayes-optimal decision making. Clean interface for cost-based optimization without the complexity of the original BayesOptimal class hierarchy. """ import numpy as np from numpy.typing import NDArray from ..bayes_core import BayesOptimal, UtilitySpec from ..core import OptimizationResult def threshold( cost...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/bayes/__init__.py
.py
842fd118dde762db
7.54
11
"""Binary classification threshold optimization. This module implements threshold optimization for binary classification problems where we have a single decision threshold τ and predict positive if p ≥ τ. Key algorithms: - optimize_f1_binary(): Sort-and-scan O(n log n) for F-measures - optimize_utility_binary(): Clos...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/binary.py
.py
652beb78f65a7ad4
7.54
11
"""Core types and result objects for threshold optimization. Clean design focused on explainable auto-selection and consistent interfaces. """ from __future__ import annotations from dataclasses import dataclass, field from enum import Enum from typing import TYPE_CHECKING, Any import numpy as np if TYPE_CHECKING:...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/core.py
.py
47cb13934a7a065c
7.54
11
"""Cross-validation for threshold optimization. Clean interface for validating threshold optimization methods. """ from __future__ import annotations from typing import TYPE_CHECKING import numpy as np from ..api import optimize_thresholds from ..core import OptimizationResult if TYPE_CHECKING: from numpy.typ...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/cv/__init__.py
.py
07fe29075e102a94
7.54
11
"""Clean metrics API. Provides access to metric registry and built-in metrics without polluting the root namespace. """ # Import from the original metrics module to avoid circular imports import importlib # Dynamic import to avoid circular dependency _metrics_module = importlib.import_module("optimal_cutoffs.metrics...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/metrics/__init__.py
.py
a864d678ce9210cd
7.54
11
"""Multi-class classification threshold optimization. This module implements threshold optimization for multi-class classification where we have K mutually exclusive classes and must predict exactly one class. Key approaches: 1. OvR Independent: Treat each class as independent binary (multi-label style) 2. Margin Rul...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/multiclass.py
.py
d29f67fc515d35eb
7.54
11
"""Multi-label classification threshold optimization. This module implements threshold optimization for multi-label classification where we have K independent binary labels, each with its own threshold τ_j. Key insight: Multi-label problems are K independent binary problems! - Macro averaging: Optimize each label ind...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/multilabel.py
.py
5e9e3986daaa690a
7.54
11
"""Centralized Numba import utilities for JIT compilation support. This module provides a single location for Numba imports and fallback logic, ensuring consistent behavior across all modules that use JIT compilation. """ from typing import Any # The pure-Python fallbacks are declared first and numba overwrites the...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/numba_utils.py
.py
c46774cd242dfe26
7.54
11
"""Optimized O(n log n) sort-and-scan kernel for piecewise-constant metrics. This module provides an exact optimizer for binary classification metrics that are piecewise-constant with respect to the decision threshold. The algorithm sorts predictions once and scans all n cuts in a single pass, achieving true O(n log n...
finite-sample/optimal-classification-cutoffs
optimal_cutoffs/piecewise.py
.py
f842685d707517c2
7.54
11
"""Tests for the code coherence improvements implemented in v0.4.0.""" import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutoffs.bayes import threshold as bayes_threshold from optimal_cutoffs.cv import cross_validate, nested_cross_validate class TestModeParameter: """...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_api_mode_parameters.py
.py
86ed3894d4f4e398
7.04
11
"""Tests for multiclass Bayes functionality.""" import numpy as np import pytest from optimal_cutoffs import optimize_decisions, optimize_thresholds from optimal_cutoffs.bayes import threshold, thresholds_from_costs class TestBayesDecisionFromUtilityMatrix: """Test multiclass Bayes result_decisions from utility...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_bayes_multiclass.py
.py
74b0a96951396ccd
8.04
11
"""Tests for coordinate-ascent multiclass threshold optimization.""" import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutoffs.metrics_core import ( compute_multiclass_metrics_from_labels, ) from optimal_cutoffs.numba_utils import NUMBA_AVAILABLE from optimal_cutoffs.op...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_coordinate_ascent_integration.py
.py
7b8696fa6a8baab2
8.04
11
"""Unit tests for Dinkelbach expected F-beta optimization method. This module tests the Dinkelbach algorithm for optimizing expected F-beta scores under perfect calibration assumptions. The method depends only on predicted probabilities, not on realized labels. """ import warnings import numpy as np from optimal_cu...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_dinkelbach_core.py
.py
1317cb6ec7aea675
8.04
11
"""Test Dinkelbach method mathematical properties for expected F-beta optimization. The Dinkelbach method optimizes the EXPECTED F-beta score under the assumption of perfect calibration, meaning it depends only on predicted probabilities (p), not on realized labels (y). This module tests these fundamental properties: ...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_dinkelbach_mathematical_properties.py
.py
a0085fc59dca647f
7.04
11
"""Tests for cost/benefit-aware threshold optimization.""" import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutoffs.bayes import threshold as bayes_optimal_threshold from optimal_cutoffs.metrics_core import ( confusion_matrix_at_threshold, make_cost_metric, mak...
finite-sample/optimal-classification-cutoffs
tests/algorithms/test_utility_optimization.py
.py
1bf675894adbe3d7
8.04
11
"""Pytest configuration and shared fixtures for optimal_cutoffs tests. This module provides pytest configuration, shared fixtures, and test utilities that are available across all test modules. """ import warnings import numpy as np import pytest def pytest_configure(config): """Configure pytest settings and c...
finite-sample/optimal-classification-cutoffs
tests/conftest.py
.py
b5c79844b228f2a6
8.04
11
"""Comprehensive tests for Bayes module edge cases and mathematical correctness.""" import numpy as np import pytest from optimal_cutoffs.bayes import ( BayesOptimal, UtilitySpec, threshold, thresholds_from_costs, ) class TestBinaryMathematicalCorrectness: """Test binary decision math for all D ...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_bayes_edge_cases.py
.py
3439e9ebd6a8822b
8.04
11
"""Test weight invariance properties and catch integer cast bugs. This module tests the fundamental properties that weighted metrics must satisfy: 1. Non-integer weights behave like proportional sample duplication 2. Scale invariance: multiplying all weights by a constant doesn't change optimum 3. Fractional weights a...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_binary_weights.py
.py
d796a4d514c4482b
8.04
11
"""Edge case tests for boundary conditions and extreme scenarios. This module tests boundary conditions, extreme data distributions, and numerical precision limits that could cause optimization algorithms to fail. """ import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutof...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_boundary_conditions.py
.py
881f9c31d5e0ac11
7.04
11
"""Tests for fallback robustness in optimization algorithms. This module tests that optimization methods properly fall back to alternative approaches when primary methods fail or encounter edge cases. """ import warnings import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_c...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_fallback_robustness.py
.py
b9e34114cfc0bdf7
7.04
11
"""Regression tests for the minimize_scalar fallback mechanism. This tests the specific fix where minimize_scalar can return suboptimal thresholds for piecewise-constant metrics, and the fallback mechanism ensures we get the best threshold from the discrete candidate set. """ import numpy as np from scipy import opti...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_regression_minimize_fallback.py
.py
41c97a54ae425145
7.04
11
"""Tests for tied probability scenarios and edge cases. This module tests the library's handling of tied probability values, which present unique challenges for threshold optimization algorithms. """ import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutoffs.metrics_core im...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_tied_probabilities.py
.py
1cfbf8d45f8f9f9a
8.04
11
"""Tests for sample weight functionality.""" import numpy as np import pytest from optimal_cutoffs import optimize_thresholds from optimal_cutoffs.cv import cross_validate, nested_cross_validate from optimal_cutoffs.metrics_core import ( confusion_matrix_at_threshold, needs_probability_scores, register_me...
finite-sample/optimal-classification-cutoffs
tests/edge_cases/test_weight_edge_cases.py
.py
f868e811a291711a
8.04
11