text stringlengths 185 73.3k | repo stringlengths 7 100 | path stringlengths 4 146 | language stringclasses 7
values | hash stringlengths 16 16 | score float64 7 8.5 | stars int64 0 237k |
|---|---|---|---|---|---|---|
"""Kategori filtre aşaması: ignore_categories.txt'teki desenlere uyan kategorileri atlar."""
from __future__ import annotations
import logging
import unicodedata
from bookdata.models import Category
logger = logging.getLogger(__name__)
_TURKISH_TO_ASCII = str.maketrans("çğıöşüÇĞİÖŞÜ", "cgiosuCGIOSU")
def _normal... | fzozyurt/BookStoresDatasets | src/bookdata/pipeline/filter.py | .py | 8eb59888c410ade5 | 7 | 0 |
"""Standardizasyon aşaması: ham sayfa verisini ortak `Product` şemasına dönüştürür.
Fiyat metnini ("53,30 TL", "1.234,50") sayıya çevirir, URL'leri temizler ve
URL bazında kopya ürünleri ayıklar. Adapter'lar bu mantığı içermez.
"""
from __future__ import annotations
import logging
import re
from datetime import UTC,... | fzozyurt/BookStoresDatasets | src/bookdata/pipeline/standardize.py | .py | 29b3d4727f01a7e0 | 7 | 0 |
#!/usr/bin/env python3
"""
Generate separate requirements.txt files for each profile in pyproject.toml.
This prevents dependency conflicts during WhiteSource scanning.
"""
import re
import sys
import os
from collections import defaultdict
from packaging import version
import toml
def parse_dependency(dep_string):
... | SolaceDev/solace-public-workflows | .github/scripts/consolidate_requirements.py | .py | 7013e6051067f578 | 7.15 | 1 |
#!/usr/bin/env python3
"""Shared helpers for CI payload construction and parsing."""
from __future__ import annotations
import json
from pathlib import Path
from typing import Any
def to_bool(raw: str | None, default: bool = False) -> bool:
"""Convert common CI string booleans to Python bool."""
if raw is N... | SolaceDev/solace-public-workflows | common/ci_payload.py | .py | 1367b4748391f177 | 7.15 | 1 |
#!/usr/bin/env python3
"""
Test runner for generate-github-release-notes action
"""
import os
import subprocess
import sys
from pathlib import Path
def run_command(cmd, cwd=None, check=True):
"""Run a command and return the result"""
print(f"Running: {' '.join(cmd)}")
try:
result = subprocess.run... | SolaceDev/solace-public-workflows | generate-github-release-notes/tests/run_tests.py | .py | 9b52e38dd5bef95f | 7.65 | 1 |
#!/usr/bin/env python3
import json
import os
import sys
import unittest
from pathlib import Path
from unittest.mock import patch, MagicMock
# Add the parent directory to the path so we can import the script
sys.path.insert(0, str(Path(__file__).parent.parent))
# Import the script as a module
import importlib.util
s... | SolaceDev/solace-public-workflows | generate-github-release-notes/tests/test_simple.py | .py | 3f73d30eb2953c5a | 7.65 | 1 |
"""The one thing this program stores."""
from __future__ import annotations
import datetime
from dataclasses import dataclass
# The categories, and the order they are offered in. Kept here rather than in
# the UI because the CSV stores the category name verbatim: change a label and
# you orphan every row already wri... | eimaieros/Personal-Finance-Tracking-App | expense.py | .py | 5b86e0d09975192e | 7 | 0 |
"""A terminal expense tracker.
Written in February 2025 as one of my first Python programs, and revisited
since. The revisit is documented in the README: the bugs it had are more
interesting than the code it is.
"""
from __future__ import annotations
import calendar
import csv
import datetime
import sys
from pathlib... | eimaieros/Personal-Finance-Tracking-App | expense_tracker.py | .py | dadbe42da65f5802 | 7 | 0 |
#!/usr/bin/env python3
"""Count the tests, and hold the README to what it says.
WHY THIS EXISTS.
The README states the number of tests in three places: a badge, a comment next
to the pytest command, and a line in the file table. Three copies of one fact,
and nothing re-measuring any of them.
They drifted. The suite ... | eimaieros/Personal-Finance-Tracking-App | tools/contagem.py | .py | 3d4baaadb3621f27 | 7 | 0 |
import requests
from datetime import datetime
import os
# URL of the JSON data
url = "https://allowlists.grafana.com/synthetics"
# Directory to save output files
output_dir = "output_files"
def format_value(value):
"""Formats the value for writing as plain text."""
if isinstance(value, dict):
# Conve... | ar3thien/grafana-synthetic-cidr-parser | parser.py | .py | 10e92352acf4d39e | 7 | 0 |
import logging
from typing import Optional
from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException, Query
from fastapi.security import HTTPBasic
from app.api.v1.auth import verify_credentials
from app.api.v1.utils import create_response, sanitize_for_json
from app.services.admin_service import (
Ad... | geobtaa/api | backend/app/api/v1/admin.py | .py | 2ae1ae0729a12c3f | 7.3 | 3 |
"""
Utilities for advanced multi-field search functionality.
"""
from typing import List, Optional
from fastapi import HTTPException
# Valid boolean operators
VALID_OPERATORS = {"AND", "OR", "NOT"}
def validate_advanced_query_clause(clause: dict) -> dict:
"""Validate and normalize a single advanced query claus... | geobtaa/api | backend/app/api/v1/advanced_search_utils.py | .py | 845ce65c629acf35 | 7.3 | 3 |
import json
from typing import Optional
import aiohttp
from fastapi import HTTPException, Query
from fastapi.responses import HTMLResponse, JSONResponse
from sqlalchemy.sql import select
from app.api.schemas import MetadataBlockResponse, ResourceMetadataResponse
from app.api.v1.utils import filter_empty_values, sanit... | geobtaa/api | backend/app/api/v1/endpoint_modules/resources/metadata.py | .py | a9737640db1ca264 | 7.3 | 3 |
import io
import logging
import os
from fastapi import APIRouter, HTTPException, Request
from fastapi.responses import Response
from PIL import Image
from app.api.errors import PUBLIC_ERROR_RESPONSES
from app.services.cache_service import (
alias_redirect_cache_control_header,
cache_control_header,
immuta... | geobtaa/api | backend/app/api/v1/endpoint_modules/thumbnails.py | .py | 392058660974e76a | 7.3 | 3 |
import json
from datetime import datetime
from typing import Any
from fastapi.responses import JSONResponse
def datetime_handler(obj):
"""Handle datetime serialization."""
if isinstance(obj, datetime):
return obj.isoformat()
raise TypeError(f"Object of type {type(obj)} is not JSON serializable")
... | geobtaa/api | backend/app/api/v1/jsonp.py | .py | f05bd70dd57bd2b3 | 7.3 | 3 |
#!/usr/bin/env python3
"""
@Time : 2026-03-13
@Author : Rey
@Contact : reyxbo@163.com
@Explain : Ali website base methods.
"""
from alibabacloud_dypnsapi20170525.client import Client as AliClient
from alibabacloud_tea_openapi.models import Config as AliConfig
from alibabacloud_credentials.models import Config as ... | reyxbo/reyclient-py | src/reyclient/rali/rbase.py | .py | b9498d0c6ac77fe1 | 7 | 0 |
#!/usr/bin/env python3
"""
@Time : 2024-01-11
@Author : Rey
@Contact : reyxbo@163.com
@Explain : Baidu website translate methods.
"""
from typing import TypedDict
from enum import StrEnum
from reydb import rorm, DatabaseEngine
from reykit.rbase import throw
from reykit.rnet import request as reykit_request
from r... | reyxbo/reyclient-py | src/reyclient/rbaidu/rtranslate.py | .py | 78801ae5e22672e3 | 7 | 0 |
#!/usr/bin/env python3
# Retrieve new jobs from the online form and validate
# Update with new jobs
# Also check for expiration and remove these from the site
# Copyright @vsoch, 2020-2023
import os
import requests
import icalendar
import yaml
import json
here = os.path.dirname(os.path.abspath(__file__))
def get_f... | hpc-social/events | v1/scripts/check_feeds.py | .py | fe53501c6c8f6fbe | 7 | 0 |
#!/usr/bin/env python3
# Retrieve new jobs from the online form and validate
# Update with new jobs
# Also check for expiration and remove these from the site
# Copyright @vsoch, 2020-2023
import os
import copy
import datetime
import requests
import yaml
import urllib
import json
import pytz
import sys
import icalend... | hpc-social/events | v1/scripts/update_events.py | .py | add1d67b05be2b7d | 7 | 0 |
#!/usr/bin/env python3
import os
import yaml
import requests
from datetime import datetime
from pathlib import Path
from xml.etree import ElementTree
from collections import Counter
def load_config():
"""Load and validate feed configuration from config.yml"""
with open('config.yml', 'r') as f:
config =... | NiloCK/pcm | update_feeds.py | .py | 3287cf2554dc277b | 7 | 0 |
#!/usr/bin/env python
# -*- coding: UTF-8 -*-
import sys
import crawl.bing as bing
import crawl.plmeizi as plmei
import crawl.todbi as todbi
import crawl.wilii as wilii
import crawl.xinac as xinac
import crawl.story as story
import datal.sqllite as sqllite
import utils.date as date
"""
生成单个项目中的使用到的安装包文件 requireme... | wefashe/bing-image | code/action.py | .py | 22416c2bf490ac42 | 7 | 0 |
#!/usr/bin/env python
# -*- coding: UTF-8 -*-
import os
import re
import json
import requests
from faker import Factory
from bs4 import BeautifulSoup
import sys
from datetime import datetime, timedelta
sys.path.append(os.path.dirname(os.path.dirname(os.path.realpath(__file__))))
import utils.date as date_utils
# http... | wefashe/bing-image | code/crawl/bing.py | .py | 64eef4abb4f2bb16 | 7 | 0 |
#!/usr/bin/env python
# -*- coding: UTF-8 -*-
import os
import json
import requests
from faker import Factory
import sys
sys.path.append(os.path.dirname(os.path.dirname(os.path.realpath(__file__))))
fc = Factory.create()
STORIES_PATH = os.path.join(
os.path.dirname(os.path.dirname(os.path.dirname(os.path.realpat... | wefashe/bing-image | code/crawl/story.py | .py | 408e88a248096dd4 | 7 | 0 |
#!/usr/bin/env python
# -*- coding: UTF-8 -*-
import os
import json
import requests
from faker import Factory
import sys
sys.path.append(os.path.dirname(os.path.dirname(os.path.realpath(__file__))))
import utils.date as date
# https://bing.wilii.cn 网站爬虫
fc = Factory.create()
def get_image_listByPage(pageIndex=1, p... | wefashe/bing-image | code/crawl/wilii.py | .py | a98a8a1dc8ca58e5 | 7 | 0 |
import streamlit as st
import datetime
import requests
from data.data_utils import process_and_upload_text
# Hugging Face Whisper API configuration
WHISPER_API_URL = "https://api-inference.huggingface.co/models/openai/whisper-large-v3-turbo"
HF_TOKEN = st.secrets["HF_TOKEN"]
WHISPER_HEADERS = {"Authorization": f"Beare... | adrian-saez-martinez/my-clone | admin/admin_page.py | .py | 0e68f17c21016499 | 7 | 0 |
from langchain_chroma import Chroma
from langchain_openai import OpenAIEmbeddings
from langchain_core.tools import tool
from dotenv import load_dotenv
# Load environment variables from .env file
load_dotenv()
# Constants for environment and database
DB_PATH = "./chroma_databases/allinfo_db"
DEBUG = False
# Initializ... | adrian-saez-martinez/my-clone | chains/retriever_chain.py | .py | 514f641bd324c176 | 7 | 0 |
import requests
import streamlit as st
import os
import glob
from data.data_utils import process_and_upload_text
# Hugging Face Whisper API
WHISPER_API_URL = "https://api-inference.huggingface.co/models/openai/whisper-large-v3-turbo"
HF_TOKEN = st.secrets["HF_TOKEN"]
WHISPER_HEADERS = {"Authorization": f"Bearer {HF_TO... | adrian-saez-martinez/my-clone | data/bulking_process_audios.py | .py | a949e5997e8a742f | 7 | 0 |
import sys
import os
# Check if running in Streamlit Cloud
if os.getenv("CLOUD_SERVER") == "true":
__import__('pysqlite3')
sys.modules['sqlite3'] = sys.modules.pop('pysqlite3')
import streamlit as st
from langchain_chroma import Chroma
from langchain_community.embeddings import HuggingFaceEmbeddings
from ... | adrian-saez-martinez/my-clone | pages/3_chatbot.py | .py | 7b221b0413cc8d94 | 7 | 0 |
import sys
import streamlit as st
from langchain_chroma import Chroma
from langchain_community.embeddings import HuggingFaceEmbeddings
from langchain_huggingface import HuggingFaceEndpoint
from langchain.prompts import (
ChatPromptTemplate,
SystemMessagePromptTemplate,
HumanMessagePromptTemplate,
)
from lan... | adrian-saez-martinez/my-clone | pages/chatbot_old.py | .py | d277657f6cdf5822 | 7 | 0 |
from langchain_chroma import Chroma
from langchain_community.embeddings import HuggingFaceEmbeddings
from langchain.chains import RetrievalQA
from langchain_huggingface import HuggingFaceEndpoint
import streamlit as st
# Environment Variables
LLM_MODEL_REPO_ID = "mistralai/Mistral-7B-Instruct-v0.3"
HF_TOKEN = st.secr... | adrian-saez-martinez/my-clone | tests/test_retriever.py | .py | c2e1d0272226ce1a | 7.5 | 0 |
from langchain_chroma import Chroma
from langchain_community.embeddings import HuggingFaceEmbeddings
from langchain.chains import RetrievalQA
from langchain_huggingface import HuggingFaceEndpoint
import streamlit as st
# Environment Variables
LLM_MODEL_REPO_ID = "mistralai/Mistral-7B-Instruct-v0.3"
HF_TOKEN = st.secre... | adrian-saez-martinez/my-clone | tests/testing_chatbot.py | .py | 78c24431091fc47d | 7.5 | 0 |
from langchain_chroma import Chroma
from langchain_community.embeddings import HuggingFaceEmbeddings
from langchain_huggingface import HuggingFaceEndpoint
from langchain.prompts import (
ChatPromptTemplate,
SystemMessagePromptTemplate,
HumanMessagePromptTemplate,
)
from langchain.chains import LLMChain
impo... | adrian-saez-martinez/my-clone | tests/testing_chatbot_2.py | .py | 2525406222158570 | 7.5 | 0 |
#!/usr/bin/env python3
"""Detect duplicate env keys across an app's env_refs sources, from ciphertext.
SOPS's dotenv output format only encrypts values, not key names
(`DOMAIN=ENC[...]`), so this needs no decryption at all - it runs in
CI, before anything is pushed to the target host, on files whose private
key CI nev... | rubykatzen/flightdeck | deploy/collisions.py | .py | 881a65b7df86816b | 7 | 0 |
#!/usr/bin/env python3
"""Pure-Python equivalent of `envsubst` for rendering config templates on
the runner (values are already known there post-decryption; no need to
push plaintext to the host just to shell out to envsubst there).
Matches real envsubst's actual behavior: only `$VAR`/`${VAR}` shell-identifier
referen... | rubykatzen/flightdeck | deploy/render.py | .py | 6d481bacf6451e43 | 7 | 0 |
#!/usr/bin/env python3
"""Decrypt SOPS-encrypted dotenv vault assets on the runner.
Symmetric counterpart to encrypt-env/action.yml's `sops encrypt` call -
same dotenv input/output type, same tool, just decrypt instead of encrypt.
"""
import os
import subprocess
class VaultError(Exception):
pass
def decrypt_en... | rubykatzen/flightdeck | deploy/vault.py | .py | bc375476809269c5 | 7 | 0 |
from unittest import result
from aigyminsper.search.search_algorithms import AEstrela
from aigyminsper.search.graph import State
import math
class Puzzle8(State):
objetivo = [[1,2,3],[8,0,4],[7,6,5]]
def __init__(self, tabuleiro, op):
"""
In the init method, we set the initial variables:
... | Insper/ai_gym | docs/src/Puzzle8.py | .py | 4422dd274b01bc3b | 7.3 | 3 |
from aigyminsper.search.search_algorithms import BuscaCustoUniforme
from aigyminsper.search.graph import State
class U2(State):
def __init__(self, bono, edge, adam, larry, lanterna, op):
"""
In the init method, we set the initial variables:
`bono`, `edge`, `adam`, `larry` and `latern` are ... | Insper/ai_gym | docs/src/U2.py | .py | 31d1a180a29b978e | 7.3 | 3 |
from aigyminsper.search.search_algorithms import BuscaProfundidadeIterativa, AEstrela
from aigyminsper.search.graph import State
import numpy
import sys
# Importação das bibliotecas necessárias
# Utilizaremos a Busca em Profundidade Iterativa neste exemplo, e a classe base State
class VacuumWorldGeneric(State):
d... | Insper/ai_gym | docs/src/VacuumWorldGeneric.py | .py | 5e2ab206c082aa71 | 7.3 | 3 |
import abc
import enum
from typing import Any, Self
class RawCatalog(enum.Enum):
"""
Enum that represents the catalogs in their original form. They are stored in two
forms: one is the unaggregated collection of original data on layer 1 and the other is the
aggregated data on layer 2.
"""
ICRS... | HyperLEDA/db-app | app/data/model/interface.py | .py | b3c0f006047f19d3 | 7 | 0 |
"""Shared base entity for Stopfinder student entities.
Every entity in this integration is bound to a single student key
(str(rider_id)) and shares the same device grouping, coordinator-data
lookup, and availability rule.
"""
from __future__ import annotations
from collections.abc import Callable, Iterable
from home... | steveredden/ha_stopfinder | custom_components/stopfinder/entity.py | .py | 5e926bd7ed931f3a | 7.15 | 1 |
"""Benchmark robust regression on 1M rows for ``linear_residual`` fit alternatives.
User constraint: pick the fastest robust variant and ship ONLY that one (plus
plain OLS) as a registered transform. Slow methods (typically Theil-Sen at
O(n^2)) must NOT enter the production registry.
Tested variants:
- ``ols_lstsq``:... | fingoldo/mlframe | benchmarks/bench_robust_linres_1M.py | .py | 6d6b1619ad732301 | 7.15 | 1 |
"""Profile harness for composite-target hotfixes 1/2/3 + R3.18 multilabel.
Profiles:
A. Raw-y baseline gate (_tiny_cv_rmse_raw_y + tiny_model_rerank gate logic)
B. Hint precompute + per-target config clone (model_copy)
C. Multilabel expansion (2-D -> k 1-D in target_by_type)
D. Plot helpers (per_fold_rmse, per... | fingoldo/mlframe | benchmarks/profile_composite_new_code.py | .py | ab2dc39070830edd | 7.15 | 1 |
"""Bench short-circuit any-isinf vs np.isinf(arr).any().
bench-attempt-rejected (2026-05-21, c0095 / iter141): numba @njit
short-circuit-and-skip-bool-alloc is 24-51% SLOWER on CLEAN (no inf)
arrays -- the production-dominant case in ensure_no_infinity_pd:
CLEAN n= 100000: numpy= 28.0us numba= 57.4us (0.49x)
... | fingoldo/mlframe | profiling/bench_any_isinf_short_circuit.py | .py | 5da90837b109a79e | 7.15 | 1 |
"""Bench audit_residuals math: numpy vs numba (seq + par) vs cupy (iter129, 2026-05-21).
Per user request "пойди еще дальше, попробуй njit, parallel, cuda, cupy":
CPU bench results (mean / std / skew / kurt / pct_outliers_3sigma pipeline only):
n=50_000 numpy: 2.4 ms numba seq: 0.21 ms (~11x) numba pa... | fingoldo/mlframe | profiling/bench_audit_residuals_kernels.py | .py | 1a756c1e945683da | 7.15 | 1 |
"""Bench baseline_diagnostics._sample at the production call shape.
c0052 iter168 profile attributed 322ms / 1 call to _sample at n=100k.
Default config.sample_n=50_000. Hot path:
idx = rng.choice(n, size=sample_n, replace=False)
idx.sort()
X.iloc[idx].reset_index(drop=True)
y[idx]
The .choice(replace... | fingoldo/mlframe | profiling/bench_baseline_diagnostics_sample.py | .py | 65e1624cf13deb1d | 7.15 | 1 |
"""A/B correctness + speed check for the fused auc/brier/log_loss/ece batch bootstrap (2026-07-31).
Compares ``bootstrap_auc_brier_ll_ece_batch`` (one prange-parallel njit pass over the whole
bootstrap distribution) against ``bootstrap_metrics`` (the generic per-resample Python-dispatch
loop honest_diagnostics.py curr... | fingoldo/mlframe | profiling/bench_bootstrap_fused_binary_bundle.py | .py | 3c2f3a0a365f5b9a | 7.15 | 1 |
"""Bench _vectorized_bootstrap_logloss_samples: log+clip BEFORE vs AFTER gather (iter118).
The shipped refactor moves the per-element log-loss computation (np.clip +
2x np.log + np.where) BEFORE the (n_resamples, n) bootstrap-index gather,
so each elementwise op runs on the (n,) / (n, K) input ONCE instead of on
the g... | fingoldo/mlframe | profiling/bench_bootstrap_logloss_pre_gather.py | .py | b1c21936316cbffd | 7.15 | 1 |
"""A/B bench for bootstrap_metric's vectorized-batch per-row-fast-path (2026-07-31).
bootstrap_metric's per-row-fast-path (RMSE / Brier / log-loss's mean-decomposable metrics, when
jackknife_per_row is registered and unstratified) drew one resample index array per Python-level
loop iteration, gathering + reducing it i... | fingoldo/mlframe | profiling/bench_bootstrap_metric_prow_batch.py | .py | 0162f05a0508dab6 | 7.15 | 1 |
"""A/B bench: constrained vs None vs None+adjust on the canonical
2-panel calibration plot (scatter + histogram + colorbar spanning
both axes).
Wave 4 1M-row fuzz aggregate attributed 146 s of wall across 108
calls to ``show_calibration_plot`` (1.35 s / call). All 108 calls
build their own ``Figure(layout="constrained... | fingoldo/mlframe | profiling/bench_calibration_layout.py | .py | ed84a877a1f41e0d | 7.15 | 1 |
"""Bench cb_logits_to_probs_multiclass softmax with (K,N) vs transposed (N,K) input.
bench-attempt-rejected (2026-05-22, c0108 / iter165): transpose-and-
contiguous-row approach is 11-21% SLOWER at every benchmark size.
Modern CPU prefetchers handle stride-N reads well for small K=3-8;
the 24-100 MB full-transpose mem... | fingoldo/mlframe | profiling/bench_cb_logits_softmax_layout.py | .py | e364178424d55966 | 7.15 | 1 |
"""Layer 84 profiling: CMIM hotspot identification on a realistic fixture.
Fixture: n=2500, ~10 raw + 20 engineered candidates (so p_eng=20 against
the raw_X redundancy reference). Profiles a full call to
``score_features_by_cmim`` end-to-end and prints the cProfile tottime
ranking truncated to functions inside the ml... | fingoldo/mlframe | profiling/bench_cmim_l84.py | .py | 373ec2965a9698c1 | 7.15 | 1 |
"""A/B bench: legacy per-class Python loop vs batched numba kernel
for ``compute_probabilistic_multiclass_error`` on 1M-row inputs.
Wave 6 fuzz aggregate attributed 23 s of wall-time to this function
across 4 combos (60 ms / call * 392 calls). The hot path is
``method='multicrit'`` + ``verbose=False`` which calls... | fingoldo/mlframe | profiling/bench_compute_multiclass_error.py | .py | e6141581bb8b7efd | 7.15 | 1 |
"""Isolated microbench (Q2): cupy bincount on the FE-MI flat-index workload.
The scene MRMR sampler shows ~26% of fit-wall in cupy ``bincount`` -- but that
is NOT the histogram kernel: ``cupy.bincount`` runs TWO synchronizing host-blocking
validations on every call (``(x < 0).any()`` non-negativity check + ``cupy.max(... | fingoldo/mlframe | profiling/bench_cupy_bincount_sync.py | .py | c89c06f0096649b8 | 7.15 | 1 |
"""Isolated microbench (Q2b): narrow the count-matrix D2H from int64 -> int32.
batch_mi_with_noise_gate_cupy D2Hs the (P1, total_size) int64 joint-count matrix
(``cp.asnumpy(tile_counts)``) -- the top GPU cost after OPT-D (~16% of scene wall,
the 1050 Ti is PCIe-bound). The per-cell count is bounded by n (rows) so it ... | fingoldo/mlframe | profiling/bench_cupy_d2h_narrow.py | .py | d11b9e8e18ba685e | 7.15 | 1 |
"""Q4 PROTOTYPE: F-contiguous discretize buffers (unit-stride inner loop).
Both _quantile_edges_2d_njit and _searchsorted_2d_right_njit iterate
for j (cols): for r (rows): arr2d[r, j]
For a C-contiguous array, the inner r-loop strides by n_cols (cache-hostile).
For an F-contiguous (column-major) array, arr2d[r, j] o... | fingoldo/mlframe | profiling/bench_disc_fcontig.py | .py | dfce5eb7b5a2e32b | 7.15 | 1 |
"""Empirical grounding study: does the FI-weighted drift score predict MLP harm?
User asked 2026-05-22 whether the ``feature_drift_report`` sensor's
``weighted_drift_score = sum(|z_i| * |fi_i|) / sum(|fi_i|)`` actually
correlates with MLP catastrophic extrapolation, or whether it's a
speculative signal.
Hypothesis (H... | fingoldo/mlframe | profiling/bench_drift_fi_vs_model_harm.py | .py | e048ec39e9236ec0 | 7.15 | 1 |
"""Bench ECE score variants: numpy bincount vs numba serial vs numba parallel.
iter309 (2026-05-26) follow-up to iter308: comparing alternative
backends for ``_ece_score`` to pick the actually-fastest default.
Run: ``python profiling/bench_ece_score_variants.py``.
"""
from __future__ import annotations
import time
i... | fingoldo/mlframe | profiling/bench_ece_score_variants.py | .py | 61fef3cde247c2fa | 7.15 | 1 |
"""Base configuration file."""
import sys
import numpy as np
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from utils import constants
import os
class Config(config_dict.ConfigDict):
"""Base config file.
Attributes:
data_dir: str, path to directory with subject ... | TeamXenonDuke/xenon-gas-exchange-consortium | config/base_config.py | .py | 6e0e1e835d3392d3 | 7.35 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/mystery_subj.py | .py | aafd05f8ac9ca6ff | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject01.py | .py | fa824ee998619384 | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject02.py | .py | 603eeddc4f737383 | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject03.py | .py | 4e700ec9359c02fd | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject04.py | .py | 41f296b25b5bbacd | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject05.py | .py | 3012aa30336a582c | 7.85 | 4 |
"""Demo configuration file."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base_config.Config and override t... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject06.py | .py | 875215b520069993 | 7.85 | 4 |
"""Demo configuration file of processing with MRD files."""
import os
import sys
from ml_collections import config_dict
# parent directory
sys.path.append("..")
from config import base_config, config_utils
from utils import constants
class Config(base_config.Config):
"""Demo config file.
Inherit from base... | TeamXenonDuke/xenon-gas-exchange-consortium | config/tests/subject07.py | .py | 5a6f365decf0e753 | 7.85 | 4 |
""" configure file for pytest """
import pytest
def pytest_addoption(parser):
""" Add parameters to pytest for 'test_end_to_end.py'
Enter the following in terminal:
pytest test_end_to_end.py -s --config=<path-to-config> --csv=<path-to-expected-csv> --folder=<path-to-subject-folder>
"""
parser... | TeamXenonDuke/xenon-gas-exchange-consortium | conftest.py | .py | 35f1ba6e926117e3 | 7.85 | 4 |
"""Preprocessing util functions."""
import sys
sys.path.append("..")
from typing import Any, Dict, Optional, Tuple
import ml_collections
import numpy as np
import logging
from utils import constants, recon_utils, signal_utils, spect_utils, traj_utils
def gas_contamination_correction(
dict_dis: Dict[str, Any],... | TeamXenonDuke/xenon-gas-exchange-consortium | preprocessing.py | .py | 9cf2168a018e5c9f | 7.35 | 4 |
"""Module for calculating and caching Chebyshev polynomials.
Also contains helper functions regarding polynomial manipulation.
"""
from sympy import Poly
from sympy.abc import x
# Cache the computed polynomials
computed_polynomials = [Poly(1, x), Poly(x, x)]
def get_nth_chebyshev_polynomial(polynomial_degree: int)... | TeamXenonDuke/xenon-gas-exchange-consortium | recon/cs/polynomial.py | .py | b26121a89f45cf3d | 7.35 | 4 |
# -*- coding: utf-8 -*-
"""Machine learning utilities.
"""
import numpy as np
import sigpy as sp
__all__ = ['labels_to_scores', 'scores_to_labels']
def labels_to_scores(labels):
"""Convert labels to scores.
Args:
labels (array): One-dimensional label array.
Returns:
array: Score array ... | TeamXenonDuke/xenon-gas-exchange-consortium | recon/cs/sigpy/learn/util.py | .py | aa259242210b5354 | 7.35 | 4 |
# -*- coding: utf-8 -*-
"""MRI waveform import/export files.
"""
import numpy as np
import struct
__all__ = ['signa', 'ge_rf_params', 'philips_rf_params', 'siemens_rf']
def siemens_rf(pulse, rfbw, rfdurms, pulsename, minslice=0.5, maxslice=320.0,
comment=None):
"""Write a .pta text file for Sieme... | TeamXenonDuke/xenon-gas-exchange-consortium | recon/cs/sigpy/mri/rf/io.py | .py | 8d5a61ad25ae4d93 | 7.35 | 4 |
# -*- coding: utf-8 -*-
"""Optimal Control Pulse Design functions.
"""
from sigpy import backend
__all__ = ['blochsim', 'deriv']
def blochsim(rf, x, g):
r"""1D RF pulse simulation, with simultaneous RF + gradient rotations.
Assume x has inverse spatial units of g, and g has gamma*dt applied and
assume x ... | TeamXenonDuke/xenon-gas-exchange-consortium | recon/cs/sigpy/mri/rf/optcont.py | .py | 18bf953c382f31a8 | 7.35 | 4 |
import streamlit as st
import requests
import re
from datetime import datetime
st.set_page_config(page_title="Interview Assistant", page_icon="🎤", layout="wide")
st.markdown("""
<style>
.main { background-color: #f5f7fa; }
.big-title { font-size: 32px; font-weight: bold; color: #1f1f1f; margin-bottom: 20... | srinivasp0451/gdp-dashboard | interviewanswers.py | .py | 89f0d635d9f96846 | 7 | 0 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
from collections import defaultdict
from collections.abc import Iterator
import yaml
from pydantic import BaseModel, ConfigDict, Field
from .charm import Charm, CharmConfigValue, EndpointType
from .juju_version import JujuVersion
# Mermaid re... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/bundle.py | .py | b1bf93476b4481a9 | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
import operator
from enum import Enum
from functools import total_ordering
from typing import Callable
from pydantic import BaseModel, ConfigDict, Field, field_validator, model_serializer, model_validator
from .constraints_dsl import AnyExpr
f... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/charm.py | .py | b5533483f289fd1e | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
import logging
import os
from functools import cache
from typing import Any
import requests
import yaml
from pydantic import BaseModel, ConfigDict, Field, field_validator
from requests.adapters import HTTPAdapter
from urllib3.util.retry import ... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/charmhub_http.py | .py | 4720e273c166dc48 | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Converts a SpecFile into a Z3 Domain.
This module bridges the spec (user input) and domain (solver) layers,
owning the translation from spec types to domain types, including Juju
version resolution via the Snapstore API.
"""
import logging
... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/domain_builder.py | .py | f603a99131946b29 | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
import logging
import z3 # type: ignore[import-untyped]
from .bundle import Application, ApplicationEndpoint, Bundle, CrossModelIntegration, Integration, Solution
from .charm import EndpointType
from .domain import Domain, ModelRef
def _ext... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/extract.py | .py | 2f52d142f0ef29fa | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
from dataclasses import dataclass
from enum import Enum
from typing import Any
class ReleaseUnavailableKind(str, Enum):
"""Stable classifications for release lookup failures."""
MISSING_BASES = "missing_bases"
CHANNEL_BASE_UNSUPPO... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/release_errors.py | .py | e28519ce4db091ab | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
import logging
from .snapstore_http import SnapstoreHttpClient, SnapVersionNotFoundException
class SnapstoreClient:
http_client: SnapstoreHttpClient
logger: logging.Logger
def __init__(
self,
http_client: Snapstor... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/snapstore.py | .py | 9c097580b89120e0 | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Spec file models for multi-model bundle building."""
from __future__ import annotations
from pathlib import Path
from typing import cast
import yaml
from pydantic import BaseModel, ConfigDict, Field, model_validator
class AppSpec(BaseMod... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/spec.py | .py | 9b661414375b18b3 | 7.85 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
import logging
import time
from pydantic import BaseModel, ConfigDict
class Span(BaseModel):
model_config = ConfigDict(frozen=True)
label: str
start: float
duration: float
class _SpanToken(BaseModel):
full_label: str
... | canonical/charm-integration-testing | bundle_builder_x/bundle_builder_x/timing.py | .py | 2fb8c8cabd846fb3 | 7.35 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Shared test infrastructure for offline logic tests.
These tests use a stub CharmhubClient that serves charms from an in-memory
registry, making all tests fully offline and deterministic.
"""
from bundle_builder_x import CharmReleaseNotFound... | canonical/charm-integration-testing | bundle_builder_x/tests/logic/conftest.py | .py | da1aab9fe8423c03 | 7.85 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Logic tests for minimum observability constraints.
Covers Section 9 of charm-deployment-constraints.rst:
A charm must have at least N endpoints from a set of M observability endpoints
integrated.
Real example: grafana-agent-k8s must have a... | canonical/charm-integration-testing | bundle_builder_x/tests/logic/test_min_observability.py | .py | 49d4a7649bb6a5d0 | 7.85 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Logic tests for len(units({self})) unit-count constraints.
Covers the `len(units(charm_set)) >= N` DSL constraint which forces the bundle
builder to deploy an application with at least N units.
Real example: OpenSearch requires a minimum of... | canonical/charm-integration-testing | bundle_builder_x/tests/logic/test_num_units_constraint.py | .py | 7605b64aa0a8647b | 7.85 | 4 |
# Copyright (C) 2026 Canonical Ltd
# See LICENSE file for licensing details.
"""Logic tests for correct app-to-charm ordering when multiple apps share a charm.
When two or more applications use the same charm (e.g. mongodb-k8s deployed as
both config-server and shard), the solver must correctly determine which
applic... | canonical/charm-integration-testing | bundle_builder_x/tests/logic/test_shared_charm_ordering.py | .py | 3eb108f47b22a0d9 | 7.85 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Charm override file validation tests.
Parametrized by (charm_name, channel): conftest computes the set of
(charm_name, channel) pairs covered by each override file at collection time,
applying first-met semantics so each channel maps to exac... | canonical/charm-integration-testing | bundle_builder_x/tests/overrides/test_charm_overrides.py | .py | 7650905a16b91a89 | 7.85 | 4 |
# Copyright 2026 Canonical Ltd.
# See LICENSE file for licensing details.
"""Unit tests for assertion_tags.py."""
from bundle_builder_x.assertion_tags import (
Assertions,
AssertionTag,
CharmEndpointPayload,
IntegrationFeatureMismatchTag,
SubordinateBaseMismatchTag,
)
class TestSubordinateBaseMi... | canonical/charm-integration-testing | bundle_builder_x/tests/unit/test_assertion_tags.py | .py | d8c988958e9def60 | 7.85 | 4 |
"""Password hashing and login checks.
Passwords are never stored or compared in plain text. Each one is put through
PBKDF2-HMAC-SHA256 with a random per-user salt, and the result is stored in a
single self-describing field::
pbkdf2_sha256$260000$<salt hex>$<digest hex>
Keeping the algorithm and iteration count i... | warsab/Task_Manager | src/task_manager/auth.py | .py | e94e5e20a866f069 | 7 | 0 |
"""Domain models for users and tasks.
These are plain dataclasses with no knowledge of files, terminals or hashing,
so they can be constructed freely in tests and reused by any front end.
"""
from __future__ import annotations
from dataclasses import dataclass
from datetime import date
#: Date formats accepted from... | warsab/Task_Manager | src/task_manager/models.py | .py | 6eebc7e37323a496 | 7 | 0 |
"""Task statistics and the text reports built from them.
Statistics are computed from :class:`~task_manager.models.Task` objects rather
than by counting substrings in the data file, which is what makes the numbers
trustworthy: a task described as "Yes, do this" no longer counts as complete,
and a user named ``sam`` no... | warsab/Task_Manager | src/task_manager/reports.py | .py | 431cb3eae454d1d2 | 7 | 0 |
"""Shared fixtures and helpers for the test suite."""
from __future__ import annotations
from collections.abc import Callable, Sequence
from datetime import date
from pathlib import Path
import pytest
from task_manager.cli import Console
from task_manager.demo import seed
from task_manager.models import Task
from t... | warsab/Task_Manager | tests/conftest.py | .py | 48d4dbe85634cd2d | 7.5 | 0 |
"""
Configuration Loader Module
Handles loading and validation of configuration
"""
import yaml
import os
from typing import Dict, Optional
import logging
from dotenv import load_dotenv
logger = logging.getLogger(__name__)
class ConfigLoader:
"""Loads and manages configuration"""
def __init__(self, config_... | Zeeviiii/email-summary-automation | src/config_loader.py | .py | 43a0a56315f0b72b | 7 | 0 |
"""
Output Handler Module
Handles saving and sending email summaries
"""
import os
import json
from datetime import datetime
from typing import Dict, List
import logging
import smtplib
from email.mime.text import MIMEText
from email.mime.multipart import MIMEMultipart
logger = logging.getLogger(__name__)
class Outp... | Zeeviiii/email-summary-automation | src/output_handler.py | .py | c954dcd5993a7d1c | 7 | 0 |
"""Shared fixtures for the test suite."""
import sys
from pathlib import Path
import pytest
import yaml
sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
@pytest.fixture
def valid_config():
"""A minimal configuration that passes validation."""
return {
"email": {
"imap_server... | Zeeviiii/email-summary-automation | tests/conftest.py | .py | cd994ffd11f81f3b | 7.5 | 0 |
from enum import Enum
from typing import Dict, Tuple, List
from datetime import datetime
from pytz import timezone, utc
from manager_environment import EnvironmentManager as EM
from manager_file import FileManager as FM
DAY_TIME_EMOJI = ["🌞", "🌆", "🌃", "🌙"] # Emojis, representing different times of day.
DAY_TI... | KaanEnt/Time-Tracking | sources/graphics_list_formatter.py | .py | a19ab9eaa6a9ea29 | 7 | 0 |
from os.path import join, isfile, dirname
from pickle import load as load_pickle, dump as dump_pickle
from json import load as load_json
from typing import Dict, Optional, Any
from manager_environment import EnvironmentManager as EM
def init_localization_manager():
"""
Initialize localization manager.
Lo... | KaanEnt/Time-Tracking | sources/manager_file.py | .py | 4393725ffb85b979 | 7 | 0 |
from base64 import b64encode
from os import environ, makedirs
from os.path import dirname, join
from random import choice
from re import sub
from shutil import copy, rmtree
from string import ascii_letters
from git import Repo, Actor
from github import Github, AuthenticatedUser, Repository
from manager_environment im... | KaanEnt/Time-Tracking | sources/manager_github.py | .py | a88281e04f3623f9 | 7 | 0 |
#!/usr/bin/env python3
"""
Build a stratified, threshold-biased review queue from large-turn exit event CSVs.
Usage examples:
python build_turn_review_queue.py \
--inputs per_fly_turn_exit_tables/*.csv \
--out review_queue.csv \
--seed 123 \
--weaving-max-outside 1.5 \
--tangent-thresh ... | rcalfredson/nvsl-analysis | scripts/build_turn_review_queue.py | .py | 2d675a209851f73a | 7.15 | 1 |
"""
Script for processing per-fly large turn data raw data (obtained by running the analyze script using the --dump-large-turn-exits flag)
"""
import matplotlib.pyplot as plt
from pathlib import Path
from collections import defaultdict
import pandas as pd
CATEGORY_ORDER = [
"weaving",
"backward_walking",
... | rcalfredson/nvsl-analysis | scripts/calc_lg_turn_ratios.py | .py | 081d2cfa061e6c9c | 7.15 | 1 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.