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"""Observable gauges emitting Redis-derived conserver health metrics. Two gauges are exported on every metric-export tick: ``conserver.ingress_list.length`` — one observation per ``(ingress_list, kind)`` combination, sampled via ``LLEN``. The ``ingress_list`` attribute carries the configured name (e.g. ...
vcon-dev/vcon-server
common/lib/queue_metrics.py
.py
543635bb6bdd059f
7.54
11
"""Legacy-field tolerance for vCons read from storage. Older releases of vcon-mcp / vcon-lib / hand-rolled adapters wrote vCons with field names that pre-date ``draft-ietf-vcon-vcon-core-02``. We want links to keep processing those records, but we want every *write* to land in spec-correct form. This module exposes o...
vcon-dev/vcon-server
common/lib/vcon_compat.py
.py
8a7af4450dfd2833
7.54
11
"""Spec→legacy vCon conversion for egress compatibility (CON-581). This is the inverse of :func:`lib.vcon_compat.normalize_legacy_fields`. The conserver normalizes every vCon *up* to the current spec (``vcon: "0.4.0"``) on read and write. Downstream consumers built against an older schema (e.g. ``0.0.1``) break on th...
vcon-dev/vcon-server
common/lib/vcon_egress_compat.py
.py
0e33b715548cf1b7
7.54
11
import json from datetime import datetime from typing import Any, Optional from config import Configuration from lib.logging_utils import init_logger from lib.metrics import increment_counter from lib.vcon_compat import normalize_legacy_fields from redis.commands.json.path import Path from redis_mgr import redis from s...
vcon-dev/vcon-server
common/lib/vcon_redis.py
.py
54f6b982f09e11de
7.54
11
""" Package to manage Redis connection pool and clients Setup of redis clients cannot be done globally in each module as it will bind to a asyncio loop which may be started and stopped. In which case redis will be bound to an old loop which will no longer work The redis connection pool must be shutdown and restart...
vcon-dev/vcon-server
common/redis_mgr.py
.py
a642269856cf22f9
7.54
11
""" Microsoft Dataverse storage module for vcon-server This module provides integration with Microsoft Dataverse for storing vCons. It uses the Dataverse Web API with MSAL authentication to store vCons as entities in a Microsoft Dataverse environment. The module supports: - Storing complete vCon objects as JSON in a ...
vcon-dev/vcon-server
common/storage/dataverse/__init__.py
.py
b9602826b330b54a
7.54
11
import pytest import json from unittest.mock import patch, MagicMock, ANY from lib.vcon_redis import VconRedis from vcon import Vcon from storage.dataverse import ( save, get, get_access_token, create_dataverse_session ) # Sample vCon for testing @pytest.fixture def sample_vcon(): vcon = Vcon.bui...
vcon-dev/vcon-server
common/storage/dataverse/test_dataverse.py
.py
03fb8d7ad0fec076
7.04
11
from lib.logging_utils import init_logger from lib.vcon_redis import VconRedis from lib.vcon_egress_compat import to_configured_legacy import logging import elasticsearch import json import os logger = init_logger(__name__) # Disable Elastic Search API requests logs logging.getLogger("elastic_transport.transport").se...
vcon-dev/vcon-server
common/storage/elasticsearch/__init__.py
.py
59e9f00894a88085
7.54
11
""" File Storage Module Provides local file system storage for vCon data with support for: - UUID-based file organization - Optional compression (gzip) - Date-based directory structure - Configurable file permissions - File size limits """ import os import json import gzip from glob import glob from pathlib import Pa...
vcon-dev/vcon-server
common/storage/file/__init__.py
.py
63ec6531a834c382
7.54
11
""" Tests for the file storage module. Tests cover: - Basic CRUD operations (save, get, delete) - Compression support - Date-based organization - File size limits - Edge cases and error handling """ import pytest import json import gzip import os import tempfile from pathlib import Path from unittest.mock import patc...
vcon-dev/vcon-server
common/storage/file/test_file_storage.py
.py
e1a518d243f496ae
7.04
11
import pytest from unittest.mock import patch, MagicMock, mock_open # pymilvus/openai are optional dependencies (group: storage-milvus). storage.milvus # imports them at module load, so skip this whole module when they aren't installed. pytest.importorskip("pymilvus") pytest.importorskip("openai") from lib.vcon_redis...
vcon-dev/vcon-server
common/storage/milvus/test_milvus.py
.py
4162b8c562853141
8.04
11
""" PostgreSQL storage module for vcon-server This module provides integration with PostgreSQL for storing vCons. It uses the peewee ORM for database operations and stores vCons in a dedicated table with JSON support. The module supports: - Storing complete vCon objects as JSON - Storing metadata fields for quick acc...
vcon-dev/vcon-server
common/storage/postgres/__init__.py
.py
a4ccb82a01270ee8
7.54
11
import json from datetime import datetime from typing import Optional from lib.logging_utils import init_logger from lib.vcon_redis import VconRedis from lib.vcon_egress_compat import to_configured_legacy import boto3 logger = init_logger(__name__) default_options = {} def _create_s3_client(opts: dict): """Cre...
vcon-dev/vcon-server
common/storage/s3/__init__.py
.py
f602e8d1dbf48bf5
7.54
11
import os import paramiko import json from typing import Optional from lib.logging_utils import init_logger from datetime import datetime from lib.vcon_redis import VconRedis logger = init_logger(__name__) default_options = { "name": "sftp", "url": "sftp://localhost", "port": 22, "username": "userna...
vcon-dev/vcon-server
common/storage/sftp/__init__.py
.py
2ab33a6053deae21
7.54
11
import logging import traceback from collections.abc import Callable from pathlib import Path from typing import Any logger = logging.getLogger(__name__) BASE_PATH = str(Path(__file__).resolve().parent.parent) class DotPathFormatter(logging.Formatter): def format(self, record: logging.LogRecord) -> str: ...
MrThearMan/graphene-django-extensions
example_project/config/logging.py
.py
1cc61a54a2da5d22
7.42
6
from __future__ import annotations from copy import deepcopy from typing import TYPE_CHECKING import graphene from django import forms # noqa: TC002 from django.db import models from graphene.types.enum import Enum # noqa: TC002 from graphene_django.converter import ( convert_choices_to_named_enum_with_descript...
MrThearMan/graphene-django-extensions
graphene_django_extensions/converters.py
.py
86c9c75b78000700
7.42
6
from __future__ import annotations import re from functools import wraps from typing import TYPE_CHECKING from django.apps import apps from django.core.exceptions import ValidationError as DjangoValidationError from django.db import models from graphene_django.settings import graphene_settings from graphene_django.ut...
MrThearMan/graphene-django-extensions
graphene_django_extensions/errors.py
.py
a80ce1da9fc4d230
7.42
6
from __future__ import annotations from typing import TYPE_CHECKING from django import forms from graphene.utils.str_converters import to_camel_case if TYPE_CHECKING: from django.db.models import Choices, Model from graphene_django_extensions.typing import Any, FieldAliasToLookup, FieldNameStr __all__ = [ ...
MrThearMan/graphene-django-extensions
graphene_django_extensions/fields/form.py
.py
26dc01c16c1de9a4
7.42
6
from __future__ import annotations from typing import TYPE_CHECKING from django.core.validators import MaxValueValidator, MinValueValidator from django.db import models if TYPE_CHECKING: from django.forms import Field from graphene_django_extensions.typing import Any, Sequence __all__ = [ "IntChoiceFie...
MrThearMan/graphene-django-extensions
graphene_django_extensions/fields/model.py
.py
aedd81896d79d31c
7.42
6
from __future__ import annotations import datetime from enum import Enum from typing import TYPE_CHECKING from django.core.validators import MinValueValidator from rest_framework import serializers from rest_framework.relations import PKOnlyObject if TYPE_CHECKING: from django.db.models import Model from gr...
MrThearMan/graphene-django-extensions
graphene_django_extensions/fields/serializer.py
.py
a24d8d09b79060c7
7.42
6
""" File upload handling utilities. Compliant with the GraphQL multipart request specification: https://github.com/jaydenseric/graphql-multipart-request-spec """ from __future__ import annotations from collections import defaultdict from typing import Any from django.core.files import File __all__ = [ "extract...
MrThearMan/graphene-django-extensions
graphene_django_extensions/files.py
.py
83c11b620f6ca02a
7.42
6
from __future__ import annotations from typing import TYPE_CHECKING import django_filters from django import forms from django.db import models from django.db.models import Model, Q, QuerySet from django.db.models.constants import LOOKUP_SEP from django_filters.constants import ALL_FIELDS, EMPTY_VALUES from django_fi...
MrThearMan/graphene-django-extensions
graphene_django_extensions/filters.py
.py
73593d0d3e7154de
7.42
6
from __future__ import annotations import dataclasses from functools import wraps from typing import TYPE_CHECKING from django.db import IntegrityError, models, transaction from django.db.models import NOT_PROVIDED from graphene_django.types import ALL_FIELDS from rest_framework.exceptions import ValidationError from...
MrThearMan/graphene-django-extensions
graphene_django_extensions/serializers.py
.py
f25df4e0c0456019
7.42
6
from __future__ import annotations import json import uuid from dataclasses import dataclass, field from enum import Enum from itertools import chain from django.db.models import lookups from django.db.models.constants import LOOKUP_SEP from graphene.utils.str_converters import to_camel_case from graphene_django_ext...
MrThearMan/graphene-django-extensions
graphene_django_extensions/testing/builders.py
.py
3111640385544e2c
7.92
6
from __future__ import annotations import re import subprocess from pathlib import Path import nox DIR = Path(__file__).parent.resolve() REPO = "agriyakhetarpal/hugo-python-distributions" DOCS_DIR = DIR / "docs" nox.options.sessions = ["lint"] nox.options.verbose = True nox.options.default_venv_backend = "uv|virtua...
agriyakhetarpal/hugo-python-distributions
noxfile.py
.py
fd391a6e353ab229
7.62
16
""" This is a thin PEP 517 wrapper around meson-python's PEP 517 support. Its primary purpose is to set the _PYTHON_HOST_PLATFORM env var for cross-compilation without requiring users to set it by hand, based on requirements passed via the --cross-file=... flag in config_settings. It looks for `--cross-file=...` in th...
agriyakhetarpal/hugo-python-distributions
scripts/hugo_meson_python_wrapper.py
.py
2f5b9dd7cd2f7919
7.62
16
""" Shared helpers for obtaining a Go toolchain on 32-bit ARM Linux on piwheels. The go-bin PyPI package that we use as a build-time dependency does not publish wheels or an sdist for armv6l/armv7l (piwheels), and thus breaks builds on that platform. On that one platform, we can bypass and download the official go.dev...
agriyakhetarpal/hugo-python-distributions
scripts/piwheels_go_toolchain.py
.py
be62019adfdac74b
7.62
16
""" Copyright (c) 2023 Agriya Khetarpal. All rights reserved. hugo: Binaries for the Hugo static site generator, installable with pip """ from __future__ import annotations import json import os import sys from contextlib import nullcontext from pathlib import Path, PurePosixPath from sys import platform as sysplatf...
agriyakhetarpal/hugo-python-distributions
src/hugo/cli.py
.py
3fbd1603b4b79d0b
7.62
16
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Dask Distributed Tools. - pool_broadcast """ from __future__ import annotations from random import randint from typing import Any from da...
opendatacube/odc-algo
odc/algo/_broadcast.py
.py
0e97df8d1524d6fa
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Generic dask helpers.""" from __future__ import annotations import functools from bisect import bisect_left, bisect_right from datetime imp...
opendatacube/odc-algo
odc/algo/_dask.py
.py
f93165e16f8223f4
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Dask Distributed Tools. - dask_compute_stream """ from __future__ import annotations import queue import threading from random import rand...
opendatacube/odc-algo
odc/algo/_dask_stream.py
.py
785f177ef5642510
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Misc numeric tooling.""" from __future__ import annotations from typing import TYPE_CHECKING import numpy as np if TYPE_CHECKING: fro...
opendatacube/odc-algo
odc/algo/_numeric.py
.py
636962ba3721ff15
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Helpers for dealing with RGB(A) images.""" import dask import dask.array as da import numpy as np import xarray as xr from ._dask import ra...
opendatacube/odc-algo
odc/algo/_rgba.py
.py
d5373e25343351a1
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Various utilities.""" ROI = slice | tuple[slice, ...] def slice_in_out(s: slice, n: int) -> tuple[int, int]: def fill_if_none(x: int |...
opendatacube/odc-algo
odc/algo/_tools.py
.py
a695fa8c50de539e
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 """Helper methods for accessing single pixel from a rasterio file object.""" from __future__ import annotations from typing import TYPE_CHECKI...
opendatacube/odc-algo
odc/algo/pixel.py
.py
342e13cb698e2161
7.54
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 import dask import dask.array as da import numpy as np import pandas as pd import pytest import xarray as xr from odc.algo._masking import ( ...
opendatacube/odc-algo
tests/test_masking.py
.py
acf8231caa7300d4
7.04
11
# This file is part of the Open Data Cube, see https://opendatacube.org for more information # # Copyright (c) 2015-2026 ODC Contributors # SPDX-License-Identifier: Apache-2.0 import numpy as np import pytest from odc.algo._numeric import ( half_up, np_slice_to_idx, roi_shrink2, roundup16, shape_sh...
opendatacube/odc-algo
tests/test_numeric.py
.py
d67bc11a36856f75
7.04
11
# Purpose: This script downloads a list of active and outdated channels from a channel-buy from Magma. # It writes the long-channel-IDs into a directory so charge-LND can use this as a different ruleset. # It'll remove the channels once the channel-buy is expired, and then activate AutoFees in LNDg. # It also enters Ma...
TrezorHannes/Lightning-Python-Tools
LNDg/amboss_pull.py
.py
e97842d3a871e328
7.45
7
#!/usr/bin/env python3 # This script monitors the mempool fees and adjusts the LNDg AR-Enabled setting accordingly. # When the mempool fees are high, the script will disable AR to prevent the node from getting stuck with unconfirmed transactions. # When the mempool fees are low, the script will enable AR to allow the ...
TrezorHannes/Lightning-Python-Tools
LNDg/mempool_rebalancer_trigger.py
.py
fe80511041c0b0b9
7.45
7
#!/usr/bin/env python3 """ Rebalance Guard Script Audits all active channels in LNDg to protect against unprofitable rebalancing feedback loops: 1. Channels offering inbound discounts (local_inbound_fee_rate < 0) are locked (ar_out_target = 100%) to prevent LNDg from using them as outbound rebalance donors while th...
TrezorHannes/Lightning-Python-Tools
Other/rebalance_guard.py
.py
7b2d3a4eaad36b60
7.45
7
''' Overall Goal of the script: to send a specified amount of Lightning funds to a specified LN address. The user can specify the total amount to transfer, the amount per transaction, the interval between transactions, the maximum fee rate, and a message to include with the payments. The user can also specify a peer ...
TrezorHannes/Lightning-Python-Tools
Other/swap_wallet.py
.py
44962b86e6d5b9d5
7.45
7
import sys import os import pytest from unittest.mock import MagicMock # --- FIXTURE: Mock Global Side Effects --- @pytest.fixture(scope="module", autouse=True) def mock_dependencies(): """ Patcher fixture that runs BEFORE the test module logic is fully utilized. Since 'import magma_sale_process' has side...
TrezorHannes/Lightning-Python-Tools
tests/Magma/test_magma_sale_process.py
.py
6250e36730232712
7.95
7
import pytest from rebalance_guard import audit_channel_rebalance_targets, evaluate_channel_action def test_evaluate_channel_action_locks_discounted_channel(): """ If a channel has a negative inbound fee and ar_out_target < 95%, it must be flagged to be locked to 100%. """ channel = { "chan...
TrezorHannes/Lightning-Python-Tools
tests/test_rebalance_guard.py
.py
4b7ec1ce2eb2cad2
7.95
7
import logging from multiprocessing import Event from multiprocessing.pool import ThreadPool import daisy from daisy.cl_monitor import CLMonitor from daisy.tcp import IOLooper logger = logging.getLogger(__name__) def check_task_states(task_states): # daisy 1.x counts failed and orphaned blocks as done, so its ...
ucsdmanorlab/bootstrapper
bootstrapper/blockwise.py
.py
c521d857ed0e6bf8
7.52
10
import click import toml from . import ( prepare, train, predict, segment, evaluate, refine, view, utils, ) from .styles import cli_echo class CommandGroup(click.Group): def list_commands(self, ctx): # Return the commands in the desired order return [ ...
ucsdmanorlab/bootstrapper
bootstrapper/cli.py
.py
ea08f391c7400703
7.52
10
import click import numpy as np import json import daisy from funlib.persistence import open_ds, prepare_ds from functools import partial import logging from bootstrapper.blockwise import run_blockwise # Set up logging logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__name__) def quick_merge_bloc...
ucsdmanorlab/bootstrapper
bootstrapper/data/merge.py
.py
f5a4d5d161a3525a
7.52
10
import logging from tqdm import tqdm import numpy as np import networkx as nx from funlib.evaluate import ( rand_voi, expected_run_length, get_skeleton_lengths, ) from funlib.geometry import Coordinate, Roi from funlib.persistence import open_ds logging.basicConfig(level=logging.INFO) logger = logging.g...
ucsdmanorlab/bootstrapper
bootstrapper/eval/compute_metrics.py
.py
6a4e14936f79bbcc
7.52
10
from gunpowder import BatchFilter, Array, BatchRequest, Batch, Coordinate import logging import numpy as np from scipy.ndimage import binary_erosion, binary_dilation from skimage.morphology import ball, disk from gunpowder.nodes.add_affinities import seg_to_affgraph logger = logging.getLogger(__name__) class AddAf...
ucsdmanorlab/bootstrapper
bootstrapper/gp/add_aff_errors.py
.py
97741fe833a2f62e
7.52
10
from lsd.train import LsdExtractor from gunpowder import BatchFilter, Array, BatchRequest, Batch import logging import numpy as np from scipy.ndimage import binary_erosion, binary_dilation from skimage.morphology import ball, disk logger = logging.getLogger(__name__) class AddLSDErrors(BatchFilter): """Compute ...
ucsdmanorlab/bootstrapper
bootstrapper/gp/add_lsd_errors.py
.py
5a236caee8884f29
7.52
10
import gunpowder as gp import numpy as np import random from skimage.exposure import equalize_adapthist as clahe import itertools class ClaheAugment(gp.BatchFilter): """Randomly apply CLAHE (Contrast Limited Adaptive Histogram Equalization). Args: array (:class`ArrayKey`): The intensi...
ucsdmanorlab/bootstrapper
bootstrapper/gp/clahe_augment.py
.py
cc71f2ba4ff1ced4
7.52
10
import gunpowder as gp import numpy as np class CreateMask(gp.BatchFilter): """ A node that creates a mask array based on the input array. Args: in_array (str): The name of the input array. out_array (str): The name of the output array. """ def __init__(self, in_array, out_array):...
ucsdmanorlab/bootstrapper
bootstrapper/gp/create_mask.py
.py
a7e16966b8bc21b7
7.52
10
import gunpowder as gp import numpy as np import random from scipy.ndimage.morphology import binary_erosion class CustomGrowBoundary(gp.BatchFilter): """Grow a boundary between regions in a label array. Does not grow at the border of the batch or an optionally provided mask. Erodes an amount of voxels les...
ucsdmanorlab/bootstrapper
bootstrapper/gp/custom_grow_boundary.py
.py
f681a86860e21c20
7.52
10
import logging import random import numpy as np from scipy.ndimage import binary_dilation, label, map_coordinates # imports for deformed slice from skimage.draw import line from gunpowder.batch_request import BatchRequest from gunpowder.coordinate import Coordinate from gunpowder import BatchFilter logger = loggin...
ucsdmanorlab/bootstrapper
bootstrapper/gp/defect_augment.py
.py
344927177e6ba40f
7.52
10
# adapted from https://github.com/saalfeldlab/corditea/blob/main/src/corditea/gamma_augment.py import itertools import logging from collections.abc import Iterable import numpy as np from gunpowder import BatchFilter logger = logging.getLogger(__name__) class GammaAugment(BatchFilter): """ An Augment to ap...
ucsdmanorlab/bootstrapper
bootstrapper/gp/gamma_augment.py
.py
14dd5997f9e30133
7.52
10
import random import gunpowder as gp import numpy as np import edt from scipy.ndimage import generate_binary_structure, maximum_filter, label from skimage.morphology import star, disk, ellipse from skimage.segmentation import watershed class ObfuscateLabels(gp.BatchFilter): """ Modifies 3D labels arrays by pe...
ucsdmanorlab/bootstrapper
bootstrapper/gp/obfuscate_labels.py
.py
50eb9fbe8d7d82fc
7.52
10
import gunpowder as gp from skimage.measure import label class Renumber(gp.BatchFilter): """Find connected components of the same value, and replace each component with a new label. Args: labels (:class:`ArrayKey`): The label array to modify. """ def __init__(self, labels):...
ucsdmanorlab/bootstrapper
bootstrapper/gp/renumber.py
.py
9e1acb4bdd143430
7.52
10
import gunpowder as gp import numpy as np import random from scipy.ndimage import gaussian_filter import itertools class SmoothAugment(gp.BatchFilter): """Randomly scale and shift the values of an intensity array. Args: array (:class:`ArrayKey`): The intensity array to modify. ...
ucsdmanorlab/bootstrapper
bootstrapper/gp/smooth_augment.py
.py
5ffa18a42f735757
7.52
10
#!/usr/bin/env python3 """ Script to process Berkeley Earth Land_and_Ocean_LatLong1.nc data Applies CDO to set monthly time axis from 1850 with hourly units and adds temperature to climatology variable. """ import sys import os import argparse import urllib.request import urllib.error from pathlib import Path import x...
DestinE-Climate-DT/Climate-DT-catalog
catalogs/obs/catalog/BERKELEY-EARTH/scripts/retrieve_process.py
.py
e55f95da75ff59e5
7.52
10
#!/usr/bin/env python3 """ retrieve_esacci.py + postprocessing Downloads daily .nc files from CEDA server and optionally performs post-processing: - yearly files of monthly averages using CDO - NC4 format with compression - timestamps fixed at midnight of first day of each month Usage: python retrieve_esacci.p...
DestinE-Climate-DT/Climate-DT-catalog
catalogs/obs/catalog/ESA-CCI-L4/scripts/retrieve_esacci.py
.py
f339789999a61a58
7.52
10
import math from datetime import datetime, timezone from django.test import TestCase from sequencefield.functions import DateFromId, RightShift from tests.models import ( AlphaNumericSequenceModelA, AlphaNumericSequenceModelB, BigIntSequenceModel, IntSequenceModelA, IntSequenceModelB, ) class Se...
quertenmont/django-sequencefield
tests/test_fields.py
.py
6c8bdf7ccd105522
8.04
11
import re from django.test import TestCase from sequencefield.metadata import ( __author__, __copyright__, __description__, __email__, __license__, __title__, __version__, ) class MetadataTestCase(TestCase): """ This class describes a metadata test case. """ def test_met...
quertenmont/django-sequencefield
tests/test_metadata.py
.py
1b53ffe4334adfa4
8.04
11
""" Camera motion compensation interface. """ from abc import ABC, abstractmethod from dataclasses import dataclass from typing import ClassVar, List, Optional, Tuple import numpy as np from motrack.library.cv.bbox import PredBBox @dataclass(frozen=True) class CMCContext: """ Per-frame tracker state made av...
Robotmurlock/Motrack
motrack/cmc/algorithms/base.py
.py
17da7c5769923b64
7.64
18
""" Camera motion compensation based on descriptor matching between two frames. Steps: 1. Use feature detector (e.g. ORB/SIFT) to detect features in both frames. 2. [Optional] Use detections to exclude features from the estimation. 3. Match the features by descriptor, using the norm the detector declares. 4. [Optional...
Robotmurlock/Motrack
motrack/cmc/algorithms/feature_matching.py
.py
6fbad9da3c45e895
7.64
18
""" Load GMC results from file - pre-calculated. """ import os from typing import ClassVar, Dict import numpy as np from pydantic import BaseModel, ConfigDict from motrack.cmc.algorithms.base import CameraMotionCompensation, CMCContext from motrack.cmc.catalog import CMC_CATALOG from motrack.cmc.components.warp impor...
Robotmurlock/Motrack
motrack/cmc/algorithms/gmc_from_file.py
.py
778668750e92688f
7.64
18
""" Identity (no-op) camera motion compensation. """ from typing import ClassVar import numpy as np from pydantic import BaseModel, ConfigDict from motrack.cmc.algorithms.base import CameraMotionCompensation, CMCContext from motrack.cmc.catalog import CMC_CATALOG from motrack.cmc.components.warp import identity_warp ...
Robotmurlock/Motrack
motrack/cmc/algorithms/identity.py
.py
d274b5e0b6a23f93
7.64
18
""" Camera motion compensation from Kalman filter residuals. Uses no images. Steps: 1. Take the motion model predictions for the current frame (`tracklet_bbox_predictions`). 2. Associate them with the current detections, reusing the tracker's association algorithm. 3. Each matched pair is a correspondence: prediction ...
Robotmurlock/Motrack
motrack/cmc/algorithms/kf_residual.py
.py
9a922abea6c4df66
7.64
18
""" Camera motion compensation based on the PyLucasKanade algorithm for optical flow estimation. Steps: 1. Use feature detector (e.g. Shi-Tomasi) to detect features to track. 2. [Optional] Use detections to exclude features from the estimation. 3. Use PyLucasKanade algorithm to estimate the optical flow for each featu...
Robotmurlock/Motrack
motrack/cmc/algorithms/pylk.py
.py
16d5210d88964fb6
7.64
18
""" Helpers shared by the correspondence based camera motion compensation algorithms. `PyLKCMC` and `FeatureMatchingCMC` differ only in how they produce correspondences: one tracks points with optical flow, the other matches descriptors. Everything either side of that - excluding points that fall on detected objects, ...
Robotmurlock/Motrack
motrack/cmc/algorithms/utils.py
.py
f1a08af4e6095526
7.64
18
""" Feature detector interface. """ from abc import ABC, abstractmethod from typing import ClassVar, Optional import numpy as np # A detector declares which norm its descriptors are compared under, and the distance catalog # is what that string selects, so the norms live there rather than being restated here. from mo...
Robotmurlock/Motrack
motrack/cmc/components/feature_detector/algorithms/base.py
.py
b02baf1327a8017f
7.64
18
""" ORB feature detector. """ from typing import ClassVar, Optional import cv2 import numpy as np from pydantic import BaseModel, ConfigDict, Field from motrack.cmc.components.feature_detector.algorithms.base import DescriptorNorm, FeatureDetector from motrack.cmc.components.feature_detector.utils import pack_keypoin...
Robotmurlock/Motrack
motrack/cmc/components/feature_detector/algorithms/orb.py
.py
2212e336d164500f
7.64
18
""" Shi-Tomasi corner detector. """ from typing import ClassVar, Optional import cv2 import numpy as np from pydantic import BaseModel, ConfigDict, Field from motrack.cmc.components.feature_detector.algorithms.base import DescriptorNorm, FeatureDetector from motrack.cmc.components.feature_detector.utils import empty_...
Robotmurlock/Motrack
motrack/cmc/components/feature_detector/algorithms/shi_tomasi.py
.py
5867806268edf620
7.64
18
""" SIFT feature detector. """ from typing import ClassVar, Optional import cv2 import numpy as np from pydantic import BaseModel, ConfigDict, Field from motrack.cmc.components.feature_detector.algorithms.base import DescriptorNorm, FeatureDetector from motrack.cmc.components.feature_detector.utils import pack_keypoi...
Robotmurlock/Motrack
motrack/cmc/components/feature_detector/algorithms/sift.py
.py
caa3f52858960c93
7.64
18
""" Shared helpers for feature detectors. """ from typing import List, Optional import numpy as np def empty_points() -> np.ndarray: """ Creates an empty point array, returned when a detector finds nothing. Returns: Empty points of shape (0, 2) """ return np.zeros((0, 2), dtype=np.float3...
Robotmurlock/Motrack
motrack/cmc/components/feature_detector/utils.py
.py
e3274b784c94247b
7.64
18
""" Descriptor matching between two frames. Establishes correspondences by comparing descriptors. Supporting module for feature based camera motion compensation. Steps: 1. Extract descriptors from the previous and current frames. 2. Compute the distance matrix between the descriptors. 3. Apply the Lowe's ratio test t...
Robotmurlock/Motrack
motrack/cmc/components/matching.py
.py
a24cd286a4b98e51
7.64
18
""" Custom implementation of the Pyramidal Lucas-Kanade optical flow algorithm. """ import numpy as np import cv2 def min_eigenvalue2x2(A: np.ndarray, n_pixels: int) -> float: """ Computes the minimum eigenvalue of a 2x2 matrix normalized by the number of pixels and the gradient gain. Normalization note...
Robotmurlock/Motrack
motrack/cmc/components/pylk.py
.py
6003a8a3ed36b4cd
7.64
18
""" Affine warp estimation from point correspondences. Two estimators are provided: - `estimate_warp_lstsq`: plain least-squares fit over all given correspondences. - `WarpRANSACEstimator`: robust fit that tolerates outlier correspondences, followed by a final least-squares refit over the identified inliers. Both ...
Robotmurlock/Motrack
motrack/cmc/components/ransac.py
.py
1a295037ec8c9fb2
7.64
18
""" Tracker config for tool entrypoints. """ import copy import dataclasses import json import logging import os from dataclasses import dataclass, field from typing import Any, Dict, List, Optional, Union from hydra.core.config_store import ConfigStore from motrack.common import conventions, project from motrack.uti...
Robotmurlock/Motrack
motrack/config_parser/core.py
.py
d7ead1dcddf1df26
7.64
18
""" MOT Challenge Dataset support. Supports: MOT17, MOT20, DanceTrack and SportsMOT. """ import configparser import copy import logging import os from dataclasses import dataclass from pathlib import Path from typing import Dict, Tuple, List, Union, Optional import numpy as np import pandas as pd from tqdm import tqdm...
Robotmurlock/Motrack
motrack/datasets/mot.py
.py
7276919b1290432d
7.64
18
""" Motrack evaluation module. Provides integrated MOT evaluation with HOTA, CLEAR, Identity, and Count metrics. The metric implementations in this module are derived from the TrackEval library and adapted to work within the Motrack pipeline. Original source:: @misc{luiten2020trackeval, author = {Jon...
Robotmurlock/Motrack
motrack/eval/__init__.py
.py
01e0e8d6eb0c3f0e
7.64
18
""" MOT-format file loading for evaluation. Reads ground-truth and tracker output files in the standard MOT Challenge text format into per-timestep numpy arrays suitable for metric computation. All coordinates are kept in raw pixel units (not normalized). """ import csv import os from typing import Dict, List, Tuple ...
Robotmurlock/Motrack
motrack/eval/io.py
.py
d0915357cfe98df4
7.64
18
""" Evaluation metrics base class. All metric implementations follow the same two-phase pattern: 1. ``eval_sequence`` scores a single sequence and returns a results dict. 2. ``combine_sequences`` aggregates per-sequence dicts into a dataset-level result, typically by summing count fields and recomputing deriv...
Robotmurlock/Motrack
motrack/eval/metrics/__init__.py
.py
0c139d0686b99aa0
7.64
18
""" CLEAR MOT metrics (MOTA, MOTP, ID switches, track quality, etc.). Frame-by-frame evaluation that matches detections with a priority for maintaining ID continuity from the previous frame (1000x bonus in the cost matrix), then falls back to IoU similarity. See: https://link.springer.com/article/10.1007/s11263-007-0...
Robotmurlock/Motrack
motrack/eval/metrics/clear.py
.py
8d4d4173c339af0c
7.64
18
""" Count metric — simple detection and ID tallies. Derived from the TrackEval implementation: https://github.com/JonathonLuiten/TrackEval """ from typing import Any, Dict, List from motrack.eval.metrics import MetricBase class Count(MetricBase): """ Counts detections and unique IDs per sequence. Per...
Robotmurlock/Motrack
motrack/eval/metrics/count.py
.py
da8b9c3886be62d3
7.64
18
"""Config command for displaying effective configuration.""" from structkit.commands import Command import yaml import json from structkit.config import get_effective_config, get_user_config_path, get_builtin_defaults class ConfigCommand(Command): def __init__(self, parser): # Don't call super().__init__...
httpdss/structkit
structkit/commands/config.py
.py
411d70667111e5d1
7.63
17
import os import yaml import asyncio from structkit.commands import Command # Info command class for exposing information about the structure class InfoCommand(Command): def __init__(self, parser): super().__init__(parser) parser.description = "Show information about the package or structure definit...
httpdss/structkit
structkit/commands/info.py
.py
6419ce181a7863da
7.63
17
import yaml from dotenv import load_dotenv from structkit.commands import Command class ValidationConfigError(ValueError): """Expected structure validation error that should be shown without a traceback.""" load_dotenv() # Validate command class class ValidateCommand(Command): def __init__(self, parser): ...
httpdss/structkit
structkit/commands/validate.py
.py
40606bbce14e20e5
7.63
17
import os class ChoicesCompleter(object): def __init__(self, choices): self.choices = choices def __call__(self, **kwargs): return self.choices class StructuresCompleter(object): """Dynamic completer for available structure names.""" def __init__(self, structures_path=None): ...
httpdss/structkit
structkit/completers.py
.py
de43b35f2818de59
7.63
17
"""Configuration layering system for structkit. Supports loading and merging configuration from multiple sources: 1. Built-in defaults 2. User config (~/.config/struct/config.yaml) 3. Project config (.struct.yaml or --config-file) 4. CLI arguments Priority order: CLI args > Project config > User config > Built-in def...
httpdss/structkit
structkit/config.py
.py
5fbf81ed0e1bfc20
7.63
17
# FILE: content_fetcher.py import os import re import requests import subprocess from pathlib import Path import hashlib import logging try: import boto3 from botocore.exceptions import NoCredentialsError, ClientError boto3_available = True except ImportError: boto3_available = False try: from google.cloud ...
httpdss/structkit
structkit/content_fetcher.py
.py
e5d823bf627ff522
7.63
17
import os import re import json from uuid import uuid4 from datetime import datetime, timezone from typing import Any import yaml from github import Github from cachetools import TTLCache, cached cache = TTLCache(maxsize=100, ttl=600) def _is_git_object_id(value): return ( isinstance(value, str) ...
httpdss/structkit
structkit/filters.py
.py
0176d8c4433fa4a1
7.63
17
import argparse import logging import os import shlex from dotenv import load_dotenv from structkit.utils import read_config_file, merge_configs from structkit.config import load_layered_config, apply_config_to_args from structkit.commands.generate import GenerateCommand from structkit.commands.info import InfoCommand ...
httpdss/structkit
structkit/main.py
.py
bb046327646a0a8f
7.63
17
import os import logging from dotenv import load_dotenv from pydantic_ai import Agent load_dotenv() class ModelWrapper: """ Wraps model logic using pydantic-ai Agent, allowing use of multiple LLM providers. """ def __init__(self, logger=None): self.logger = logger or logging.getLogger(__name__) self....
httpdss/structkit
structkit/model_wrapper.py
.py
dce85a0796d5c87a
7.63
17
"""Utilities for managing named StructKit structure sources.""" from __future__ import annotations import hashlib import os import re import shutil import subprocess from dataclasses import dataclass from pathlib import Path from typing import Dict, Optional, Tuple from urllib.parse import parse_qs, urlparse import ...
httpdss/structkit
structkit/sources.py
.py
52f676a4fc941c8a
7.63
17
"""Resolution helpers for nested StructKit structure references.""" from __future__ import annotations from dataclasses import dataclass, field from pathlib import Path from typing import Dict, Mapping, Optional, Tuple from structkit.sources import ( SourceError, ensure_remote_repo, ensure_remote_source,...
httpdss/structkit
structkit/struct_refs.py
.py
5498b19bab31d049
7.63
17
# FILE: template_renderer.py import logging import os from jinja2 import Environment, meta from structkit.filters import ( get_latest_release, slugify, get_default_branch, gen_uuid, now_iso, env as env_get, read_file, to_yaml, from_yaml, to_json, from_json, ) from structkit.input_store import Inpu...
httpdss/structkit
structkit/template_renderer.py
.py
e2169495b028cff7
7.63
17
import pytest import os import argparse from structkit.completers import log_level_completer, file_strategy_completer, structures_completer def test_log_level_completer(): completer = log_level_completer() assert 'DEBUG' in completer assert 'INFO' in completer assert 'WARNING' in completer assert '...
httpdss/structkit
tests/test_completers.py
.py
ad9a06fb18c8039b
7.13
17
"""Tests for the config command.""" import pytest import argparse import tempfile import os import yaml import json from unittest.mock import patch, MagicMock from pathlib import Path from structkit.commands.config import ConfigCommand @pytest.fixture def parser(): return argparse.ArgumentParser() @pytest.fixt...
httpdss/structkit
tests/test_config_command.py
.py
06867547852cd26b
7.13
17
"""Tests for config layering system.""" import pytest import os import tempfile import argparse from pathlib import Path from unittest.mock import patch, MagicMock from structkit.config import ( get_builtin_defaults, load_yaml_config, merge_config_layer, load_layered_config, merge_cli_args, app...
httpdss/structkit
tests/test_config_layering.py
.py
e95ccfb4044cc5f4
8.13
17
import pytest from unittest.mock import patch, MagicMock from structkit.commands.generate import GenerateCommand import argparse import os class TestGlobalSystemPromptEnvVar: """Tests for STRUCTKIT_GLOBAL_SYSTEM_PROMPT environment variable.""" def test_env_var_used_when_no_cli_arg(self): """Test that...
httpdss/structkit
tests/test_env_var_cli_args.py
.py
b6c77d22355c34a2
7.13
17
import pytest from unittest.mock import patch, MagicMock from structkit.commands.generate import GenerateCommand import argparse import os def test_env_var_structures_path_used_when_no_cli_arg(): """Test that STRUCTKIT_STRUCTURES_PATH env var is used when --structures-path is not provided.""" with patch.dict(...
httpdss/structkit
tests/test_env_var_structures_path.py
.py
3644053a6b08c109
7.13
17