text stringlengths 185 73.3k | repo stringlengths 7 100 | path stringlengths 4 146 | language stringclasses 7
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import os, json, re, threading
from dotenv import load_dotenv
import requests
from langsmith import traceable
from GenBox.azurestorage import (
get_last_n_rows,
get_row,
insert_history,
try_acquire_decision_lock,
release_decision_lock,
)
from GenBox.research import research_real_world
from GenBox.sc... | abozaralizadeh/SandBox | GenBox/prompt.py | .py | 7183c38bd09c7a61 | 7.57 | 13 |
"""Real-world research step for GenBox decisions, using the model's NATIVE web search.
Mirrors how AIBlog (and ComicBook) search the live web: an Azure OpenAI model on the
Responses API is given the built-in ``{"type": "web_search"}`` tool, so the search runs
server-side and a single call returns a synthesized, source... | abozaralizadeh/SandBox | GenBox/research.py | .py | 8d6ac48cb8250fae | 7.57 | 13 |
"""Publication cadence for the GenBox channel.
`GENBOX_GENERATION_INTERVAL_DAYS` (default 1 = every day) says how often a new decision
is produced. Slots sit on a fixed grid anchored at `GENBOX_SCHEDULE_ANCHOR_DATE`
(default 1970-01-01), so the grid is derived purely from the calendar — it does not
depend on when the ... | abozaralizadeh/SandBox | GenBox/schedule.py | .py | 55d10d9484c91f3b | 7.57 | 13 |
"""Integration surface for the GenBox news-anchor video feature.
Generation runs in a background thread (the app has no job system) so the HTTP request
never blocks. Status + single-flight lock live in Azure Tables, so any gunicorn worker
can serve the polling endpoint regardless of which worker owns the generating th... | abozaralizadeh/SandBox | GenBox/video.py | .py | 752b26ac7d5c2a3b | 7.57 | 13 |
from azure.storage.blob import BlobServiceClient, BlobClient, ContainerClient
from azure.data.tables import TableServiceClient, TableEntity
from utils import get_flat_date_hour, get_flat_date_full
from io import BytesIO
from dotenv import load_dotenv
import requests
import os
import uuid
from urllib.parse import urlpar... | abozaralizadeh/SandBox | TomorrowNews/azurestorage.py | .py | 0237c82d1adea1d1 | 7.57 | 13 |
import getpass
import os
from datetime import datetime, timedelta
from typing import Annotated
from typing_extensions import Literal
from langchain_core.messages import ToolMessage
from langchain_core.tools import tool
from langgraph.graph import MessagesState, StateGraph, START, END
from langgraph.types import Command... | abozaralizadeh/SandBox | TomorrowNews/supervisor.py | .py | a87a3753b89a0f1c | 7.57 | 13 |
"""Read-only access to the trAIde public dashboard data in Azure Blob + Table.
The PRODUCER lives in the separate trAIde repo and writes a sanitized, public-safe projection
of its trading agents' activity here. This module only ever READS. It is intentionally guarded:
if the storage account / container / table is not ... | abozaralizadeh/SandBox | TrAIde/azurestorage.py | .py | 126074d000f2ea98 | 7.57 | 13 |
import pickle
import pandas as pd
from sqlalchemy import create_engine, text
from TimelineKGQA.constants import DATA_DIR, DB_CONNECTION_STR
from TimelineKGQA.utils import get_logger, timer
logger = get_logger(__name__)
class CronQuestions:
def __init__(self):
self.engine = create_engine(DB_CONNECTION_S... | PascalSun/TimelineKGQA | TimelineKGQA/data_loader/load_cronquestions.py | .py | 44d2320133cd4fa1 | 7.54 | 11 |
"""
Read a table of generated questions, and paraphrase them using OpenAI's GPT-4o model.
Given a table name, then read from the database, update the paraphrased questions, and write them back to the database.
"""
import argparse
import pandas as pd
import psycopg2
from loguru import logger
from tqdm import tqdm
fr... | PascalSun/TimelineKGQA | TimelineKGQA/paraphrase.py | .py | 401990aee089729b | 7.54 | 11 |
from TimelineKGQA.utils import get_logger
logger = get_logger(__name__)
def mean_reciprocal_rank(rs):
"""
Calculate Mean Reciprocal Rank (MRR).
Args:
rs (list of lists): List of results for each query. Each result is a list of binary values
(1 if the item is relevant, 0 other... | PascalSun/TimelineKGQA | TimelineKGQA/rag/metrics.py | .py | 50a7fbfd7d69a217 | 7.54 | 11 |
import json
import logging
import sys
import time
from logging import Logger
from typing import List
import requests
def get_logger(name):
# Create a logger
the_logger = logging.getLogger(name)
the_logger.setLevel(logging.INFO)
# Create console handler and set level to debug
console_handler = lo... | PascalSun/TimelineKGQA | TimelineKGQA/utils.py | .py | f332c28250e303f9 | 7.54 | 11 |
#! /usr/bin/python3
# SPDX-License-Identifier: MIT
# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries.
#
# Check firmware version strings in binaries against linux-firmware repo
import glob
import hashlib
import os
import re
import struct
import sys
import subprocess
from check import load_config
# ... | linux-msm/hexagon-dsp-binaries | scripts/checkfw.py | .py | f6f5f24f62d5469f | 7.64 | 18 |
import numpy as np
import rocks
import phunk
from phunk.logging import logger
class PhaseCurve:
"""Phase curve of a given asteroid."""
def __init__(
self,
phase=None,
mag=None,
mag_err=None,
target=None,
epoch=None,
ra=None,
dec=None,
r... | astrockers/phunk | phunk/core.py | .py | 7bed36b16cc4c0d9 | 7.48 | 8 |
import numpy as np
from sbpy import photometry as phot
from phunk.geometry import cos_aspect_angle, rotation_phase, subobserver_longitude
from phunk.reparametrization import lmfit_to_dict, dict_to_lmfit, parameter_remapping
def func_shg1g2(pha, h, g1, g2, R, alpha, delta):
"""Return f(H, G1, G2, R, alpha, delta)... | astrockers/phunk | phunk/equations.py | .py | d7f11ec114c45fe6 | 7.48 | 8 |
import matplotlib as mpl
import matplotlib.pyplot as plt
import numpy as np
import phunk
import rocks
def get_colors(N, cmap="turbo"):
"""
Get a list of unique colors.
Parameters
----------
N : int
The number of unique colors to return.
cmap : str
The matplotlib colormap to s... | astrockers/phunk | phunk/plotting.py | .py | 8f35df83d104e4ca | 7.48 | 8 |
import numpy as np
import lmfit
# # FIXME
# # Source - https://stackoverflow.com/a/30368735
# # Posted by niekas, modified by community. See post 'Timeline' for change history
# # Retrieved 2026-03-10, License - CC BY-SA 4.0
# import warnings
# warnings.filterwarnings("error")
# # FIXME
def sigmoid(x):
"""
... | astrockers/phunk | phunk/reparametrization.py | .py | 44d08c4b161918d0 | 7.48 | 8 |
from pathlib import Path
import numpy as np
import pandas as pd
import pytest
import phunk
# Observations from Gehrels 1956
PHASE = [0.57, 1.09, 3.20, 10.99, 14.69, 20.42]
MAG = [6.555, 6.646, 6.793, 7.130, 7.210, 7.414]
OBS_8988 = pd.read_csv(Path(__file__).parent / "data/Hansenkoharcheck.csv")
@pytest.mark.para... | astrockers/phunk | tests/test_core.py | .py | 78f3ea298f6b2501 | 7.98 | 8 |
"""Base class for all anonymized rollup processors."""
import io
import json
import os
import tarfile
from datetime import datetime
import pandas as pd
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class BaseAnonymizedRollup:
"""Base class for all anonymized rollup processors.
Subc... | ansible/metrics-utility | metrics_utility/anonymized_rollups/base_anonymized_rollup.py | .py | f841a0c54c246740 | 7.52 | 10 |
"""Anonymized rollup for controller_version_service collector data."""
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class ControllerVersionAnonymizedRollup(BaseAnonymizedRollup):
... | ansible/metrics-utility | metrics_utility/anonymized_rollups/controller_version_anonymized_rollup.py | .py | a90e1a03664126b0 | 7.52 | 10 |
"""Anonymized rollup for credentials_service collector data."""
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class CredentialsAnonymizedRollup(BaseAnonymizedRollup):
"""
Collector - credentials_... | ansible/metrics-utility | metrics_utility/anonymized_rollups/credentials_anonymized_rollup.py | .py | d4b224eb52cb28bf | 7.52 | 10 |
"""Anonymized rollup for execution_environment_service collector data."""
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class ExecutionEnvironmentsAnonymizedRollup(BaseAnonymizedRoll... | ansible/metrics-utility | metrics_utility/anonymized_rollups/execution_environments_anonymized_rollup.py | .py | 96ebbfaef2209eb3 | 7.52 | 10 |
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class FeatureFlagsAnonymizedRollup(BaseAnonymizedRollup):
"""
Rollup for feature_flags_service collector data.
Returns the l... | ansible/metrics-utility | metrics_utility/anonymized_rollups/feature_flags_anonymized_rollup.py | .py | 65b46b2a50c24424 | 7.52 | 10 |
"""
Helper utilities for anonymized rollups.
"""
import json
import math
import os
try:
import numpy as np
HAS_NUMPY = True
except ImportError:
HAS_NUMPY = False
def load_known_collections():
"""Load the public collections whitelist from collections.json.
Returns:
Dict mapping collect... | ansible/metrics-utility | metrics_utility/anonymized_rollups/helpers.py | .py | ab35ed03b32dfb8e | 7.52 | 10 |
"""Anonymized rollup for indirect managed node audit collector data."""
import json
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
from metrics_utility.automation_controller_billing.da... | ansible/metrics-utility | metrics_utility/anonymized_rollups/indirect_managed_nodes_anonymized_rollup.py | .py | a794b8f35a4759d4 | 7.52 | 10 |
"""Anonymized rollup for job_host_summary_service collector data."""
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class JobHostSummaryAnonymizedRollup(BaseAnonymizedRollup):
"""... | ansible/metrics-utility | metrics_utility/anonymized_rollups/jobhostsummary_anonymized_rollup.py | .py | 97762f771f486100 | 7.52 | 10 |
"""Anonymized rollup for table_metadata collector data."""
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
class TableMetadataAnonymizedRollup(BaseAnonymizedRollup):
"""
Collec... | ansible/metrics-utility | metrics_utility/anonymized_rollups/table_metadata_anonymized_rollup.py | .py | 56cda1baf059279e | 7.52 | 10 |
import pandas as pd
from metrics_utility.anonymized_rollups.base_anonymized_rollup import BaseAnonymizedRollup
from metrics_utility.anonymized_rollups.helpers import sanitize_json
# Known collector types and their expected daily execution counts.
# Hourly collectors run once per hour → 24 expected per day.
# Snapsho... | ansible/metrics-utility | metrics_utility/anonymized_rollups/task_executions_anonymized_rollup.py | .py | a38f74240acd2c75 | 7.52 | 10 |
"""Thin boto3 wrapper for common S3 operations used by billing packages and savers."""
import os
import boto3
from botocore.exceptions import ClientError
from metrics_utility.logger import logger
class S3Handler:
"""Wrapper around boto3 providing upload, download, and list operations for a single S3 bucket.""... | ansible/metrics-utility | metrics_utility/automation_controller_billing/base/s3_handler.py | .py | 1292dc5e34fd73a9 | 7.52 | 10 |
"""Billing-specific Collector implementation for Automation Controller metrics."""
import json
import os
from django.conf import settings
from django.core.serializers.json import DjangoJSONEncoder
from django.db import connection
from metrics_utility import base
from metrics_utility.automation_controller_billing.hel... | ansible/metrics-utility | metrics_utility/automation_controller_billing/collector.py | .py | 75fd593c67b9db28 | 7.52 | 10 |
import json
import os
from django.db import connection
from django.db.utils import ProgrammingError
from django.utils.timezone import now, timedelta
from metrics_utility.automation_controller_billing.helpers import get_last_entries_from_db
from metrics_utility.base import register
from metrics_utility.base.utils impo... | ansible/metrics-utility | metrics_utility/automation_controller_billing/collectors.py | .py | e2bf0aadb727f6f0 | 7.52 | 10 |
"""Base dataframe engine utilities and base class for billing dataframe processors."""
import datetime
from functools import reduce
import pandas as pd
from dateutil.relativedelta import relativedelta
def granularity_cast(date, granularity):
"""Truncate *date* to the start of its month or year according to *g... | ansible/metrics-utility | metrics_utility/automation_controller_billing/dataframe_engine/base.py | .py | f18a8bf37dc22359 | 7.52 | 10 |
"""Dataframe engine for parsing data_collection_status CSV files from billing tarballs."""
import pandas as pd
from metrics_utility.automation_controller_billing.dataframe_engine.base import Base
# dataframe for data_collection_status
class DataframeCollectionStatus(Base):
"""Reads and concatenates data_collect... | ansible/metrics-utility | metrics_utility/automation_controller_billing/dataframe_engine/dataframe_collection_status.py | .py | 1cf91cc54624712e | 7.52 | 10 |
"""Factory for creating the set of dataframe engines appropriate for a given report type."""
from metrics_utility.automation_controller_billing.dataframe_engine.dataframe_collection_status import DataframeCollectionStatus
from metrics_utility.automation_controller_billing.dataframe_engine.dataframe_content_usage impor... | ansible/metrics-utility | metrics_utility/automation_controller_billing/dataframe_engine/factory.py | .py | 6321cf0449bb96bf | 7.52 | 10 |
"""CCSP deduplication logic for billing dataframes."""
from collections import defaultdict
from collections.abc import Iterable
class DedupCCSP:
"""CCSP host deduplication engine.
In standard mode, returns the built dataframes unchanged (no deduplication).
In experimental mode, uses hardware serial numb... | ansible/metrics-utility | metrics_utility/automation_controller_billing/dedup/ccsp.py | .py | 21bbb769e29dc430 | 7.52 | 10 |
"""Factory for selecting and constructing the appropriate deduplicator."""
from metrics_utility.automation_controller_billing.dedup.ccsp import DedupCCSP
from metrics_utility.automation_controller_billing.dedup.renewal_guidance import (
DedupRenewal,
DedupRenewalExperimental,
DedupRenewalHostname,
)
from m... | ansible/metrics-utility | metrics_utility/automation_controller_billing/dedup/factory.py | .py | 3ce1505bd8472d84 | 7.52 | 10 |
"""Base extractor class and safe tarball extraction utilities for billing data."""
import json
import os
import re
import tarfile
import pandas as pd
from metrics_utility.exceptions import MetricsException
from metrics_utility.logger import logger
_main_host_sheets = [
'inventory_scope',
'jobs',
'manag... | ansible/metrics-utility | metrics_utility/automation_controller_billing/extract/base.py | .py | 87fa252aecb201e9 | 7.52 | 10 |
"""Extractor that reads host_metric data directly from the Controller database."""
import datetime
from django.db import connection
from metrics_utility.library.collectors.controller.main_hostmetric import main_hostmetric
class ExtractorControllerDB:
"""Extracts host_metric data from the AWX/Controller Postgre... | ansible/metrics-utility | metrics_utility/automation_controller_billing/extract/extractor_controller_db.py | .py | b7bb0aef52b350cf | 7.52 | 10 |
"""Extractor that reads billing tarballs from the local filesystem."""
import os
import tempfile
from metrics_utility.automation_controller_billing.extract.base import Base
from metrics_utility.logger import logger
class ExtractorDirectory(Base):
"""Extracts billing data tarballs from a local directory partitio... | ansible/metrics-utility | metrics_utility/automation_controller_billing/extract/extractor_directory.py | .py | 0ed04c83a2f7ab7b | 7.52 | 10 |
"""Extractor that reads billing tarballs from an S3-compatible object store."""
import os
import tempfile
from metrics_utility.automation_controller_billing.base.s3_handler import S3Handler
from metrics_utility.automation_controller_billing.extract.base import Base
from metrics_utility.logger import logger
class Ex... | ansible/metrics-utility | metrics_utility/automation_controller_billing/extract/extractor_s3.py | .py | 66bcefa31dc9b185 | 7.52 | 10 |
"""Factory for selecting the appropriate billing data extractor."""
from metrics_utility.automation_controller_billing.extract.extractor_controller_db import ExtractorControllerDB
from metrics_utility.automation_controller_billing.extract.extractor_directory import ExtractorDirectory
from metrics_utility.automation_co... | ansible/metrics-utility | metrics_utility/automation_controller_billing/extract/factory.py | .py | 635e1e0005d0d616 | 7.52 | 10 |
"""Helper utilities for the automation_controller_billing package."""
import json
from itertools import chain
import pandas as pd
from django.db import connection
from metrics_utility.library.collectors.controller.config import _datetime_hook
from metrics_utility.logger import logger
def get_last_entries_from_db... | ansible/metrics-utility | metrics_utility/automation_controller_billing/helpers.py | .py | 4b4a4f5353de35ab | 7.52 | 10 |
"""Factory for selecting the correct Package class for the configured ship target."""
from metrics_utility.automation_controller_billing.package.package_crc import PackageCRC
from metrics_utility.automation_controller_billing.package.package_directory import PackageDirectory
from metrics_utility.automation_controller_... | ansible/metrics-utility | metrics_utility/automation_controller_billing/package/factory.py | .py | 613cd0b822d98153 | 7.52 | 10 |
"""Package implementation that ships billing tarballs to a local directory."""
import os
import shutil
from django.conf import settings
from metrics_utility import base
from metrics_utility.logger import logger
class PackageDirectory(base.Package):
"""Package that copies the generated tarball into a local date... | ansible/metrics-utility | metrics_utility/automation_controller_billing/package/package_directory.py | .py | b83bc76cd510fcd3 | 7.52 | 10 |
"""Package implementation that ships billing tarballs to an S3-compatible object store."""
import os
from django.conf import settings
from metrics_utility import base
from metrics_utility.automation_controller_billing.base.s3_handler import S3Handler
from metrics_utility.logger import logger
class PackageS3(base.P... | ansible/metrics-utility | metrics_utility/automation_controller_billing/package/package_s3.py | .py | 26f369c2abac9392 | 7.52 | 10 |
"""Factory for creating the correct report builder for the configured report type."""
from metrics_utility.automation_controller_billing.report.report_ccsp import ReportCCSP
from metrics_utility.automation_controller_billing.report.report_ccsp_v2 import ReportCCSPv2
from metrics_utility.automation_controller_billing.r... | ansible/metrics-utility | metrics_utility/automation_controller_billing/report/factory.py | .py | f0c670d0637843aa | 7.52 | 10 |
from typing import Any, Self
import equinox as eqx
import jax
import jax.numpy as jnp
import numpy as np
import pysm3
import pysm3.units as u
from jax.typing import ArrayLike
from jaxtyping import Array, DTypeLike, PRNGKeyArray
from numpy.typing import NDArray
from ..obs.landscapes import FrequencyLandscape
from ..ob... | CMBSciPol/furax | src/furax/_instruments/sky.py | .py | be9d3d7289b27660 | 7.5 | 9 |
from collections.abc import Sequence
from dataclasses import field
from math import prod
import jax
from jax import Array
from jax import numpy as jnp
from jaxtyping import Inexact, PyTree
from ._base import AbstractLinearOperator, IdentityOperator, TransposeOperator
from .rules import AbstractCompositionRule, NoRedu... | CMBSciPol/furax | src/furax/core/_axes.py | .py | f227316079ab2063 | 7.5 | 9 |
import functools
from abc import ABC
from collections.abc import Callable
from typing import Any
import jax
import jax.numpy as jnp
import jax.scipy.linalg as jsl
from jax import Array
from jax.tree_util import PyTreeDef
from jaxtyping import Inexact, PyTree
from ..tree import add
from ._base import (
AbstractLin... | CMBSciPol/furax | src/furax/core/_blocks.py | .py | cd6045caa3f0956a | 7.5 | 9 |
from collections.abc import Callable
from dataclasses import field
import jax
import jax.numpy as jnp
import numpy as np
from jaxtyping import Array, Float, Inexact, PyTree
from ._base import AbstractLinearOperator, square
__all__ = [
'FourierOperator',
]
@square
class FourierOperator(AbstractLinearOperator):
... | CMBSciPol/furax | src/furax/core/_fourier.py | .py | 098a3c3be093c125 | 7.5 | 9 |
from dataclasses import field
from types import EllipsisType
import jax
import jax.numpy as jnp
from jax import Array
from jaxtyping import Bool, Inexact, Integer, PyTree
from ._base import AbstractLinearOperator, IdentityOperator, TransposeOperator
from ._diagonal import DiagonalOperator
from .rules import AbstractC... | CMBSciPol/furax | src/furax/core/_indices.py | .py | 0fc9abeec57b0d6d | 7.5 | 9 |
from jax import Array
from jaxtyping import Bool, PyTree
from ._base import AbstractLinearOperator, TransposeOperator
from .rules import AbstractCompositionRule
class PackOperator(AbstractLinearOperator):
"""Operator that extracts elements using a boolean mask: y = x[mask].
This operator satisfies: Pack @ P... | CMBSciPol/furax | src/furax/core/_linear.py | .py | ed9187bcdfdbac80 | 7.5 | 9 |
from typing import Self
import jax
import jax.numpy as jnp
from jaxtyping import Array, Bool, Inexact, PyTree, UInt8
from ._base import AbstractLinearOperator, idempotent, symmetric
from .rules import AbstractCompositionRule
@symmetric
@idempotent
class MaskOperator(AbstractLinearOperator):
"""Operator that zer... | CMBSciPol/furax | src/furax/core/_mask.py | .py | 1c194734066d7191 | 7.5 | 9 |
from abc import ABC, abstractmethod
from collections.abc import Iterator
import jax.numpy as jnp
from jaxtyping import Scalar
from ._base import (
AbstractLazyInverseOperator,
AbstractLinearOperator,
HomothetyOperator,
IdentityOperator,
TransposeOperator,
)
class NoReduction(BaseException):
... | CMBSciPol/furax | src/furax/core/rules.py | .py | 5d9da5c6c6e57040 | 7.5 | 9 |
import dataclasses
from collections.abc import Iterable
from typing import Any, TypeVar
from jax._src.tree_util import GetAttrKey, register_pytree_with_keys
T = TypeVar('T')
class DefaultIdentityDict(dict[T, T]):
"""A dict whose default factory is the identity.
Examples:
>>> d = DefaultIdentityDict... | CMBSciPol/furax | src/furax/core/utils.py | .py | 4cd46bf4bb839b16 | 7.5 | 9 |
from __future__ import annotations
import typing
from collections.abc import Collection
from functools import partial
from pathlib import Path
from typing import Any
import jax.numpy as jnp
import numpy as np
import toast
from astropy import units as u
from astropy.wcs import WCS
from jaxtyping import Array, Bool, Fl... | CMBSciPol/furax | src/furax/interfaces/toast/observation.py | .py | 8c00cd5aca94cd78 | 7.5 | 9 |
import logging
import time
from abc import ABC, abstractmethod
from collections.abc import Mapping, Sequence
from typing import Any
import jax
import numpy as np
from jax import Array
from jax.experimental import io_callback
from jax.tree_util import register_static
from jaxtyping import PyTree
from furax.tree import... | CMBSciPol/furax | src/furax/io/readers.py | .py | 4d46c29e6dbbaaa4 | 7.5 | 9 |
from collections.abc import Callable
from typing import Literal, NamedTuple
import equinox as eqx
import equinox.internal as eqxi
import jax
import jax.numpy as jnp
from jaxtyping import Array, Float, Num, PyTree
from furax import AbstractLinearOperator, tree
class CGResult(NamedTuple):
"""Result of the Conjuga... | CMBSciPol/furax | src/furax/linalg/_cg.py | .py | f907282fb84cc8d5 | 7.5 | 9 |
import jax
import jax.numpy as jnp
from jaxtyping import Array, Float
@jax.jit
def _eigvalsh_2x2(A: Float[Array, '... 2 2']) -> Float[Array, '... 2']:
"""Analytic eigenvalues of batched symmetric 2x2 matrices, sorted ascending."""
# symmetric 2x2 matrix
# [ a b ]
# [ b c ]
# characteristic p... | CMBSciPol/furax | src/furax/linalg/_eigvalsh.py | .py | fbb00ed76f0732b3 | 7.5 | 9 |
"""Low-rank approximation for PyTree-aware linear operators."""
from typing import Any, Literal, NamedTuple, get_args
import jax
import jax.numpy as jnp
from jax import Array
from jaxtyping import Float, Num, PRNGKeyArray, PyTree
from furax import AbstractLinearOperator, symmetric
from furax.tree import dot, normal_... | CMBSciPol/furax | src/furax/linalg/low_rank.py | .py | 7a3b2616bc360096 | 7.5 | 9 |
"""Cross-process collectives for the mapmaking pipeline."""
import jax
import numpy as np
from jax.sharding import Mesh, NamedSharding
from jax.sharding import PartitionSpec as P
from jaxtyping import Array, PyTree
def _cross_process_mesh() -> Mesh:
"""A ``(proc, dev)`` mesh over every device in the job, grouped... | CMBSciPol/furax | src/furax/mapmaking/_distributed.py | .py | d4a88d154a61fad3 | 7.5 | 9 |
import functools
from dataclasses import dataclass
from typing import Any, Self
import jax
import jax.numpy as jnp
from jax.tree_util import register_dataclass
from jaxtyping import Array, Float, PyTree
from furax import AbstractLinearOperator, IdentityOperator, MaskOperator, tree
from furax.obs.landscapes import Sto... | CMBSciPol/furax | src/furax/mapmaking/_model.py | .py | 2bd87e5e0f1f0368 | 7.5 | 9 |
from __future__ import annotations
from abc import ABC, abstractmethod
from collections.abc import Collection
from dataclasses import dataclass
from enum import StrEnum
from hashlib import sha1
from pathlib import Path
from typing import Any, ClassVar, Literal, NamedTuple, Self, overload
import jax
import jax.numpy a... | CMBSciPol/furax | src/furax/mapmaking/_observation.py | .py | cd65582652f3c77a | 7.5 | 9 |
"""Assign observations to processes, keeping buffer padding down.
Observations read together are padded to a common shape, the per-axis maximum over the group, so
a short observation grouped with a long one is padded up to the long one. That padding costs
compute and memory, so the grouping decides how much of a run i... | CMBSciPol/furax | src/furax/mapmaking/_partition.py | .py | e2305b9819295f83 | 7.5 | 9 |
# pylint: disable=invalid-name,duplicate-code
"""Generate TOC JSON from AEM-page HTML files.
AEM documentation archives use two structural patterns:
1. Nested articles: <article class="nested0/1/2/..."> with topictitle headings.
The nesting level comes from the CSS class (nested0 = root, nested1 = chapter, etc.).
... | ansible/aap-rag-content | scripts/aem-toc-generator.py | .py | 1f2444a6eca3adca | 7.42 | 6 |
"""Custom metadata processor for AAP documentation.
This module provides AAPMetadataProcessor class for processing AAP product
documentation metadata and generating vector databases.
"""
# pylint: disable=import-error
import functools
import json
from pathlib import Path
from aap_rag_content import utils
from aap_ra... | ansible/aap-rag-content | scripts/custom_processor_aap.py | .py | 731f8901b0ef2d49 | 7.42 | 6 |
"""Utility script to download models from HuggingFace."""
import argparse
import os
import shutil
from aap_rag_content.utils import resolve_within_cwd
def download_model(local_dir: str, hf_repo_id: str) -> str:
"""Download a model snapshot from HuggingFace and prepare it for offline use.
Args:
loca... | ansible/aap-rag-content | scripts/download_embeddings_model.py | .py | 552f18ef88ad320c | 7.42 | 6 |
"""Parse Mimir documentation archives into plaintext for RAG ingestion."""
# pylint: disable=invalid-name,duplicate-code
import argparse
import configparser
import json
import os
import re
import subprocess
import sys
import time
import traceback
# List of directories that are used as sources to generate RAG data.
# ... | ansible/aap-rag-content | scripts/mimir-parser.py | .py | 811db4bf1f673bed | 7.42 | 6 |
"""Download and parse solution guides for RAG DB ingestion.""" # pylint: disable=invalid-name
import argparse
import json
import os
import re
import shutil
import sys
import time
import urllib.error
import urllib.request
from aap_rag_content.utils import resolve_output_path
SOLUTION_GUIDES_REPO_URL = "https://githu... | ansible/aap-rag-content | scripts/solution-guides-parser.py | .py | 5e4f645e1c179d86 | 7.42 | 6 |
"""Core classes for document processing without llama_index dependency.
This module provides llama-index compatible classes without importing all
llama-index dependencies. These lightweight implementations offer the same
interface as their llama-index counterparts, allowing code to work with
familiar patterns while mi... | ansible/aap-rag-content | src/aap_rag_content/llama_index/core.py | .py | 749593cac380be21 | 7.42 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | src/aap_rag_content/metadata_processor.py | .py | 14fc35962fd32872 | 7.42 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | src/aap_rag_content/utils.py | .py | 307d6650fb1cc995 | 7.42 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | tests/tests/test_aem_toc_generator.py | .py | 65a5afb77cefc626 | 7.92 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | tests/tests/test_document_processor.py | .py | c9a11a10b325c7bf | 7.92 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | tests/tests/test_download_embeddings_model.py | .py | f875b3c9ef7afd0f | 7.92 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | tests/tests/test_utils.py | .py | f11f47a1055be51b | 7.92 | 6 |
# Copyright 2025 Red Hat, Inc.
# All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | ansible/aap-rag-content | tests/tests/test_vector_query.py | .py | dc9df987fc0302b2 | 7.92 | 6 |
"""Prometheus Metrics."""
import asyncio
import resource
import aiofiles
from prometheus_client import Gauge
from prometheus_sanic import monitor
from prometheus_sanic.constants import BaseMetrics
from prometheus_sanic.metrics import init
from sanic import Sanic
_PAGESIZE = resource.getpagesize()
PROMETHEUS_VIRTUAL_... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/data_api/prometheus.py | .py | d76df2a9890e3c2a | 7.48 | 8 |
"""A simple task manager."""
from __future__ import annotations
import asyncio
import math
import sys
from asyncio.tasks import Task
from collections.abc import Callable, Coroutine, Iterator
from dataclasses import dataclass
from datetime import datetime, timedelta
from typing import Any, final
from renku_data_servi... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/data_tasks/taskman.py | .py | 4b0862a84b305c10 | 7.48 | 8 |
"""Dependency management for k8s cache."""
from dataclasses import dataclass, field
from renku_data_services.crc.db import ClusterRepository, QuotaRepository, ResourcePoolQueryRepository
from renku_data_services.k8s.clients import DummyPriorityClassClient, DummyResourceQuotaClient
from renku_data_services.k8s.db impo... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/k8s_cache/dependencies.py | .py | e03fe21847b5d96b | 7.48 | 8 |
"""Secrets storage configuration."""
import os
from dataclasses import dataclass, field
from pathlib import Path
from typing import Any, Self
from yaml import safe_load
import renku_data_services.secrets
from renku_data_services.app_config import logging
from renku_data_services.app_config.config import KeycloakConf... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/secrets_storage_api/config.py | .py | 08f414968f68a123 | 7.48 | 8 |
"""Dependencies management of secrets storage."""
from __future__ import annotations
import os
from dataclasses import dataclass, field
from renku_data_services import base_models
from renku_data_services.authn.dummy import DummyAuthenticator
from renku_data_services.authn.keycloak import KeycloakAuthenticator
from ... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/secrets_storage_api/dependencies.py | .py | 4cf6c08c2d4123e0 | 7.48 | 8 |
"""The entrypoint for the secrets storage application."""
import argparse
import os
from multiprocessing import Lock
from os import environ
from typing import Any
from prometheus_sanic import monitor
from sanic import Request, Sanic
from sanic.response import BaseHTTPResponse
from sanic.worker.loader import AppLoader... | SwissDataScienceCenter/renku-data-services | bases/renku_data_services/secrets_storage_api/main.py | .py | d8b33112faa354d7 | 7.48 | 8 |
"""Configurations.
An important thing to note here is that the configuration classes in here
contain some getters (i.e. @property decorators) intentionally. This is done for
things that need a database connection and the purpose is that the database connection
is not initialized when the classes are initialized. Only ... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/app_config/config.py | .py | 6d7c0d667aa56631 | 7.48 | 8 |
"""Logging configuration.
This is a central place for configuring the logging library, so that
all log messages have the same format. The intention is to use it like
described in the manual of python logging:
Define a module based logger like this:
``` python
import renku_data_services.app_config.logging as logging
... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/app_config/logging.py | .py | e14390d88ec0aca7 | 7.48 | 8 |
"""Internal authentication blueprint."""
from dataclasses import dataclass
from sanic import Request
from sanic.response import JSONResponse
from sanic_ext import validate
from renku_data_services import base_models, errors
from renku_data_services.app_config import logging
from renku_data_services.authn.api import ... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/api/blueprints.py | .py | 48cb19dd94612311 | 7.48 | 8 |
"""Core logic for internal authentication."""
import asyncio
from dataclasses import dataclass
from typing import TYPE_CHECKING
from renku_data_services import base_models, errors
from renku_data_services.app_config import logging
from renku_data_services.data_connectors.core import get_deposit_job_status
from renku_... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/api/core.py | .py | c8f075f6962b7b7c | 7.48 | 8 |
"""Authenticator which tries authenticators in a chain until a user is authenticated or all authenticators are tried."""
from collections.abc import Sequence
from dataclasses import dataclass
from sanic import Request
from renku_data_services.base_models.core import (
AnyAPIUser,
Authenticator,
)
from renku_... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/chained.py | .py | fcfa1c2928d96cf8 | 7.48 | 8 |
"""Dummy adapter for communicating with Keycloak to be used for testing."""
import contextlib
import json
from asyncio import Lock
from dataclasses import dataclass
from typing import Optional
from sanic import Request
from ulid import ULID
import renku_data_services.base_models as base_models
class DummyUserStore... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/dummy.py | .py | 35b9a832126970e1 | 7.48 | 8 |
"""Gitlab authenticator."""
import contextlib
import urllib.parse as parse
from contextlib import suppress
from dataclasses import dataclass
from datetime import datetime
import gitlab
from sanic import Request
from sanic.compat import Header
import renku_data_services.base_models as base_models
from renku_data_serv... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/gitlab.py | .py | dda6907bc10bdd41 | 7.48 | 8 |
"""Keycloak user store."""
from __future__ import annotations
from contextlib import suppress
from dataclasses import dataclass
from datetime import datetime
from typing import Any, Optional, cast
import httpx
import jwt
from jwt import PyJWKClient, PyJWKClientError
from sanic import Request
from tenacity import ret... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/keycloak.py | .py | 7fa89f4b9d00c4ac | 7.48 | 8 |
"""Renku data services self authentication.
Instances of `RenkuSelfTokenMint` can create internal access and refresh tokens
and instances of `RenkuSelfAuthenticator` can validate those tokens.
"""
from contextlib import suppress
from dataclasses import dataclass, field
from datetime import UTC, datetime, timedelta
fr... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authn/renku.py | .py | 900d0e00d9fc15a5 | 7.48 | 8 |
"""Authorization configurations."""
import os
from dataclasses import dataclass, field
from authzed.api.v1 import AsyncClient, SyncClient
from grpcutil import bearer_token_credentials, insecure_bearer_token_credentials
@dataclass
class AuthzConfig:
"""The configuration for connecting to the authorization databa... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authz/config.py | .py | afb1e322fd39dffe | 7.48 | 8 |
"""Models for authorization."""
from dataclasses import dataclass
from enum import Enum, StrEnum
from ulid import ULID
from renku_data_services.base_models.core import ResourceType
from renku_data_services.errors import errors
from renku_data_services.namespace.apispec import GroupRole
class Role(Enum):
"""Mem... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authz/models.py | .py | f680325f1fbe7a75 | 7.48 | 8 |
"""SQLAlchemy schemas for the CRC database."""
from typing import Optional
from sqlalchemy import Identity, Integer, MetaData, String
from sqlalchemy.orm import DeclarativeBase, Mapped, MappedAsDataclass, mapped_column
class BaseORM(MappedAsDataclass, DeclarativeBase):
"""Base class for all ORM classes."""
... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/authz/orm.py | .py | faf4ed59e924ed68 | 7.48 | 8 |
"""Authentication decorators for Sanic."""
import asyncio
import re
from collections.abc import Callable, Coroutine
from functools import wraps
from typing import Any, Concatenate, ParamSpec, TypeVar, cast
from sanic import Request
from renku_data_services import errors
from renku_data_services.base_models import An... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/base_api/auth.py | .py | 7452fd45c812ebad | 7.48 | 8 |
"""Custom blueprint wrapper for Sanic."""
from collections.abc import Callable
from dataclasses import dataclass, field
from inspect import getmembers, ismethod
from typing import cast
from sanic import Blueprint
from sanic.models.handler_types import RequestMiddlewareType, ResponseMiddlewareType, RouteHandler
@dat... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/base_api/blueprint.py | .py | 6289c1e2a7940f74 | 7.48 | 8 |
"""The error handler for the application."""
import os
import sys
import traceback
from asyncio import CancelledError
from collections.abc import Mapping, Set
from sqlite3 import Error as SqliteError
from typing import Any, Optional, Protocol, TypeVar, Union
import httpx
import jwt
import sentry_sdk
from asyncpg impo... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/base_api/error_handler.py | .py | aa515c107dc9ddd3 | 7.48 | 8 |
"""Common blueprints."""
from collections.abc import Awaitable, Callable, Coroutine
from dataclasses import dataclass
from functools import wraps
from typing import Any, Concatenate, NoReturn, ParamSpec, TypeVar, cast
from pydantic import BaseModel
from sanic import Request, json
from sanic.response import JSONRespon... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/base_api/misc.py | .py | 93b782099e5b41f5 | 7.48 | 8 |
"""Classes and decorators used for paginating long responses."""
from collections.abc import Callable, Coroutine, Sequence
from functools import wraps
from math import ceil
from typing import Any, Concatenate, NamedTuple, ParamSpec, TypeVar, cast
from sanic import Request, json
from sanic.response import JSONResponse... | SwissDataScienceCenter/renku-data-services | components/renku_data_services/base_api/pagination.py | .py | 643168993c90fc64 | 7.48 | 8 |
"""
Tests for the main module.
Copyright (C) 2026 "Daniel Mizsak" <daniel@mizsak.com>
"""
from python_package_template.main import add_five, subtract_three
def test_add_five() -> None:
assert add_five(5) == 10
assert add_five(0) == 5
assert add_five(-5) == 0
def test_subtract_three() -> None:
asse... | daniel-mizsak/python-package-template | tests/main_test.py | .py | 847e35cb23c82208 | 7.48 | 8 |
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