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"""Factory functions for creating UQ test function instances. This module provides utilities for generating callable factories that instantiate UQTestFun objects from their specifications and metadata. The factory pattern allows dynamic creation of test functions with configurable dimensions, input configurations, and...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/factory.py
.py
f7a37394284332ee
8.04
11
"""Parser for the 'evaluate' section of test function YAML specification files. This module provides functionality to parse and validate the 'evaluate' field from YAML specification files, constructing CallableSpec objects that identify the evaluation functions for UQ test functions. """ from pathlib import Path from...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/evaluate.py
.py
8bf2dfb1a559dda5
7.04
11
"""Parser for the 'inputs' section in the YAML specifications. This module provides functionality to parse and validate probabilistic input specifications from YAML specification files. It processes marginal distributions defined as lists, templates, or factory references, and supports input redirection to external YA...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/inputs.py
.py
2e1455c0876990e7
8.04
11
"""Parser for the parameters section in the YAML specifications. This module provides functionality to parse and validate parameter sets from YAML configuration files. It processes parameter specifications, resolves factory references for dynamically created parameter values, and handles generic parameter values inclu...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/parameters.py
.py
5be4a60caed67519
7.04
11
from pathlib import Path from typing import Callable, Dict import yaml from uqtestfuns.core.registry.entries import ( UQTestFunInfo, UQTestFunSpec, KeywordInfo, ) from .evaluate import parse_evaluate from .inputs import parse_inputs from .parameters import parse_parameters from .utils import safe_load fro...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/spec_file.py
.py
215fce554a7d7b2f
8.04
11
"""Utility functions for parsing YAML specification files. This module provides helper functions for loading, parsing, and resolving values from YAML specification files used to define UQ test functions. It includes utilities for: - Safe loading of YAML files - Resolving generic and numeric values with support for ma...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/utils.py
.py
bf44a14d725493b9
8.04
11
"""Validation utilities for YAML specification parsing. This module provides validation functions for YAML specification files used in the UQTestFuns registry system. It includes validators for marginal distributions, callable string references, and general dictionary structure validation with required keys. """ impo...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/parser/validation.py
.py
29d1c41f19d1920b
8.04
11
"""Registry system for UQ test function metadata. This module provides the Registry class which manages a collection of UQ (Uncertainty Quantification) test function specifications. The registry loads and stores metadata about test functions from YAML specification files, providing a centralized catalog for function d...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/registry.py
.py
f0adae2c2de718fd
8.04
11
"""Resolution utilities for UQ test function specifications. This module provides functions to resolve parsed specifications into concrete runtime objects. It handles dynamic imports of callables, construction of probabilistic input objects from various marginal representations, and parameter object creation with supp...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/resolver.py
.py
ed9843243655479e
8.04
11
"""Specifications for callable objects in the registry. This module contains dataclass specifications used for registering and managing callable objects in the UQTestFuns registry system. """ from dataclasses import dataclass from typing import Any, Dict, List, Optional, Union @dataclass(frozen=True) class Callable...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/registry/specs.py
.py
65c06d33052f9c5b
8.04
11
"""Module containing the concrete implementation of UQ test functions. This module provides the UQTestFun class, which encapsulates an evaluation function, a probabilistic input model, and optional parameters into a single callable object for uncertainty quantification test functions. """ import numpy as np from typ...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/uqtestfun.py
.py
facdd1a12cf1a003
8.04
11
""" Utility module for all the UQ test functions. """ from .prob_input.marginal import Marginal from .prob_input.probabilistic_input import ProbInput def create_canonical_uniform_input( input_dimension: int, min_value: float, max_value: float ) -> ProbInput: """Create a MultivariateInput in a canonical domai...
damar-wicaksono/uqtestfuns
src/uqtestfuns/core/utils.py
.py
cb358320b8c9cdff
7.04
11
""" Module providing high-level helper functions. Notes ----- - High-level functions typically contain many guardrails against invalidity of the input arguments. """ from tabulate import tabulate as tbl # 'tabulate' is used as a parameter name from .utils import get_available_classes, SUPPORTED_TAGS from . import ...
damar-wicaksono/uqtestfuns
src/uqtestfuns/helpers.py
.py
5a862fe5cdc8a880
8.04
11
""" This module contains a collection of the default basis functions for the meta. """ import numpy as np __all__ = ["BASIS_BY_ID"] def linear(xx: np.ndarray) -> np.ndarray: """Compute the linear function on a set of 1-dimensional points.""" return xx def quadratic(xx: np.ndarray) -> np.ndarray: """Co...
damar-wicaksono/uqtestfuns
src/uqtestfuns/meta/basis_functions.py
.py
eb70784b415c3797
7.04
11
""" This module contains the classes that implement specification for a meta and the resulting test function. """ import numpy as np import itertools from dataclasses import dataclass, field, InitVar from scipy.special import comb from typing import Dict, Callable, Tuple, Optional, Union, List from ..core import Marg...
damar-wicaksono/uqtestfuns
src/uqtestfuns/meta/metaspec.py
.py
e4875bbe47c1e78a
8.04
11
""" This module contains the implementation of the meta in UQTestFuns. The implementation is based on the meta proposed in [1]. To further specify the meta, a set of default parameter values according to [1] is also implemented. References ---------- 1. William Becker, “Metafunctions for benchmarking in sensitivity ...
damar-wicaksono/uqtestfuns
src/uqtestfuns/meta/uqmetatestfun.py
.py
9413fe04d282b11e
8.04
11
from pathlib import Path from textwrap import dedent from unittest.mock import mock_open from hypernode.downloader.main import replace_images_with_local_variants from tests.testcase import HypernodeTestCase class TestReplaceImagesWithLocalVariants(HypernodeTestCase): def setUp(self) -> None: module = "hy...
ByteInternet/hypernode-docs-next
tests/downloader/main/test_replace_images_with_local_variants.py
.py
f466a7dc31335762
7.06
12
from __future__ import annotations import asyncio from asyncio.events import AbstractEventLoop from collections.abc import Callable, Coroutine, Iterator from functools import partial from signal import SIGINT, SIGTERM, Signals from sys import stderr from typing import TYPE_CHECKING from aiostream import stream from a...
lmmx/range-streams
src/range_streams/async_utils.py
.py
e0281949a5d68c55
7.52
10
from __future__ import annotations from struct import calcsize from ranges import Range __all__ = ["PngData"] class SimpleDataClass: """ Provide a neat repr and common methods for the classes which become instance attributes of :class:`PngData`. (Note: Duplicate of the zip codec class of the same ...
lmmx/range-streams
src/range_streams/codecs/png/data.py
.py
7c278028f260a2b7
7.52
10
from __future__ import annotations __all__ = ["PaethPredictor"] def reconstruct_idat( idat_bytes: bytes, channels: int, height: int, width: int, ) -> list[int]: # pragma: no cover """ Parse a list of (zlib-decompressed) bytes into a flat list of integers (the pixel values), validating th...
lmmx/range-streams
src/range_streams/codecs/png/reconstruct.py
.py
b807e96404b28d0c
7.52
10
from __future__ import annotations import struct import zlib from ranges import Range from ...stream import RangeStream from .data import PngChunkInfo, PngData from .reconstruct import reconstruct_idat __all__ = ["PngStream"] class PngStream(RangeStream): """ As for RangeStream, but if `scan_ihdr` is True...
lmmx/range-streams
src/range_streams/codecs/png/stream.py
.py
017df86c8f8e447c
7.52
10
from __future__ import annotations from struct import calcsize __all__ = ["TarData"] class SimpleDataClass: """ Provide a neat repr and common methods for the classes which become instance attributes of :class:`TarData`. """ def __repr__(self): attrs = { k: getattr(self, k) ...
lmmx/range-streams
src/range_streams/codecs/tar/data.py
.py
cbbb315e159ec4c9
7.52
10
from __future__ import annotations from ranges import Range from ...stream import RangeStream from .data import TarData __all__ = ["TarStream", "TarredFileInfo"] class TarStream(RangeStream): """ As for :class:`~range_streams.stream.RangeStream`, but if ``scan_headers`` is ``True``, then immediately ca...
lmmx/range-streams
src/range_streams/codecs/tar/stream.py
.py
e594f6b01a7357b5
7.52
10
r"""When preparing a HTTP GET request, the HTTP `range request <https://developer.mozilla.org/en-US/docs/Web/HTTP/Range_requests>`_ header must be provided as a :class:`dict`, for example: .. code-block:: python {"range": "bytes=0-1"} would request the two bytes at positions ``0`` and ``1`` (i.e. the inclusive i...
lmmx/range-streams
src/range_streams/http_utils.py
.py
1292dfa1d0db7cff
7.52
10
from __future__ import annotations from typing import TYPE_CHECKING from .range_utils import range_termini if TYPE_CHECKING: # pragma: no cover from ranges import Range, RangeDict __all__ = ["get_range_containing", "overlap_whence"] # This could be written more clearly by using a range_utils helper function...
lmmx/range-streams
src/range_streams/overlaps.py
.py
52e00505c0247f06
7.52
10
from __future__ import annotations __all__ = [ "ALWAYS_SET_TOLD", "most_recent_range", "range_len", "range_max", "range_min", "range_span", "range_termini", "ranges_in_reg_order", "response_ranges_in_reg_order", "validate_range", ] from typing import TYPE_CHECKING if TYPE_CHEC...
lmmx/range-streams
src/range_streams/range_utils.py
.py
8083b21ef050a041
7.52
10
from __future__ import annotations from collections.abc import AsyncIterator, Iterator from typing import TYPE_CHECKING MYPY = False # when using mypy will be overrided as True if MYPY or not TYPE_CHECKING: # pragma: no cover import httpx # avoid importing to Sphinx type checker from ranges import Range from...
lmmx/range-streams
src/range_streams/request.py
.py
16e90316189f92c1
7.52
10
import asyncio from signal import SIGINT from pytest import mark, raises from range_streams import _EXAMPLE_PNG_URL, _EXAMPLE_ZIP_URL, RangeStream from range_streams.async_utils import AsyncFetcher from range_streams.codecs import PngStream from .data import EXAMPLE_SMALL_PNG_URL, EXAMPLE_URL # https://tonybaloney....
lmmx/range-streams
tests/async_test.py
.py
8a7e2796e99c32c9
8.02
10
from pytest import fixture from ranges import Range from range_streams import RangeStream from .data import EXAMPLE_FILE_LENGTH, EXAMPLE_URL from .share import client @fixture def empty_range_stream(): """ By default, not passing the `byte_range` param to `RangeStream` will give the empty `Range(0,0)`. ...
lmmx/range-streams
tests/conftest.py
.py
e4fe22d7ad367b08
7.02
10
from pytest import mark, raises from ranges import Range from range_streams.overlaps import get_range_containing from range_streams.range_utils import ( ranges_in_reg_order, response_ranges_in_reg_order, ) from .range_stream_core_test import ( make_range_stream, ) from .share import client @mark.paramet...
lmmx/range-streams
tests/overlaps_test.py
.py
f2dc0c08f401d183
8.02
10
from pytest import mark, raises from ranges import Range from range_streams import RangeStream from range_streams.range_utils import ranges_in_reg_order from .data import EXAMPLE_FILE_LENGTH from .range_stream_core_test import ( make_range_stream, ) from .share import client def test_overlapping_ranges(empty_ra...
lmmx/range-streams
tests/range_stream_edge_case_test.py
.py
19e2c334f650adf8
7.02
10
from pytest import fixture, mark, raises from ranges import Range from range_streams import RangeStream from .data import EXAMPLE_URL from .share import client @fixture(scope="session") def monostream(): """ By default, not passing the ``byte_range`` param to :class:`~range_streams.stream.RangeStream` w...
lmmx/range-streams
tests/range_stream_mono_test.py
.py
e5f18c803736b111
8.02
10
from io import SEEK_END, SEEK_SET import httpx from pytest import fixture, mark, raises from ranges import Range from range_streams.request import RangeRequest from range_streams.response import RangeResponse from range_streams.stream import RangeStream from .data import EXAMPLE_FILE_LENGTH, EXAMPLE_URL # from .req...
lmmx/range-streams
tests/response_test.py
.py
793729aee9098eb9
7.02
10
from pprint import pprint import defopt from .codegen.gen import emit_deserialisers from .codegen.populate import generate_schema_coverage from .openapi.fetch import refresh_schema from .openapi.scan import count_namespace, scan_namespace def deserialise(schema_name: str) -> None: """Map each API schema to a co...
lmmx/tubeulator
src/tubeulator/cli.py
.py
440e7f73b02bf6d6
7.45
7
import ast import textwrap from itertools import starmap from typing import Literal from ...openapi.scan import scan_namespace from ...utils.paths import SchemaPath from ...utils.schemas import load_endpoint_component_schemas from ...utils.string_conv import to_pascal_case from .jsonschema import python_type from .res...
lmmx/tubeulator
src/tubeulator/codegen/gen/dto.py
.py
7a441323b6d34b91
7.45
7
"""Functions for the unique resolution of schema identifiers.""" from ...utils.lcp_trie import Trie from ...utils.paths import SchemaPath __all__ = [ "find_backrefs", "find_string_literals", "find_array_literals", "find_chased", "find_arrays", ] def find_backrefs(monoschema: dict) -> dict[str, S...
lmmx/tubeulator
src/tubeulator/codegen/gen/resolution.py
.py
24942f1d087bcdfa
7.45
7
"""TinyDB implementation for credential storage.""" import os from functools import lru_cache from pydantic import BaseModel, Field, ValidationError from tinydb import TinyDB from ..utils.logs import set_up_logging from ..utils.paths import db_path __all__ = ["check_creds"] logger = set_up_logging(__name__) clas...
lmmx/tubeulator
src/tubeulator/db/store_creds.py
.py
ceca681c1ab53ca1
7.45
7
from __future__ import annotations import json from datetime import datetime from dataclasses import dataclass, field from tubeulator.utils.string_conv import to_camel_case from pydantic import AliasGenerator, BaseModel, ConfigDict, PrivateAttr from ..utils.paths import DtoEnum class Object(BaseModel): """ Aut...
lmmx/tubeulator
src/tubeulator/generated/AirQuality.py
.py
f8ad4b432907d152
7.45
7
from __future__ import annotations import json from datetime import datetime from dataclasses import dataclass, field from tubeulator.utils.string_conv import to_camel_case from pydantic import AliasGenerator, BaseModel, ConfigDict, PrivateAttr from ..utils.paths import DtoEnum class LiftDisruption(BaseModel): """...
lmmx/tubeulator
src/tubeulator/generated/DisruptionsLiftsv2.py
.py
daec5d5af06b522c
7.45
7
from __future__ import annotations import json from datetime import datetime from dataclasses import dataclass, field from tubeulator.utils.string_conv import to_camel_case from pydantic import AliasGenerator, BaseModel, ConfigDict, PrivateAttr from ..utils.paths import DtoEnum class PredictionTiming(BaseModel): "...
lmmx/tubeulator
src/tubeulator/generated/Vehicle.py
.py
bdfdae3e9fb2718e
7.45
7
import hashlib import os class InvalidChecksumLine(Exception): pass class NoDifferException(Exception): pass class ChecksumMismatch(Exception): pass class ChecksumFile: """ Slurp a checksum file and be able to check and compare its contents to a given root directory. Also: be able to wri...
ansible/ansible-sign
src/ansible_sign/checksum/base.py
.py
a2901729a37698d5
7.62
16
import os from pathlib import PurePath class ChecksumFileExistenceDiffer: """ When checking checksum files, it can be important to ensure not only that the files listed have correct hashes, but that no files were added that are not listed. This is particularly important in situations where files ...
ansible/ansible-sign
src/ansible_sign/checksum/differ/base.py
.py
83b74693a4601469
7.62
16
from distlib.manifest import Manifest import errno import os from .base import ChecksumFileExistenceDiffer class DistlibManifestChecksumFileExistenceDiffer(ChecksumFileExistenceDiffer): """ Read in a MANIFEST.in file and process it. Use the results for comparing what is listed in the checksum file with w...
ansible/ansible-sign
src/ansible_sign/checksum/differ/distlib_manifest.py
.py
76b95ff965357c67
7.62
16
""" Fixtures for ansible-sign tests """ import fileinput import gnupg import libtmux import os from pathlib import Path import pytest import shutil from ansible_sign.signing import GPGSigner if gnupg.__version__ >= "1.0": # https://stackoverflow.com/q/35028852/99834 pytest.exit( "Unsupported gnupg l...
ansible/ansible-sign
tests/conftest.py
.py
0d7624050463e1bf
7.12
16
import os import pytest from ansible_sign.checksum import ( ChecksumFile, InvalidChecksumLine, ChecksumMismatch, DistlibManifestChecksumFileExistenceDiffer, ) __author__ = "Rick Elrod" __copyright__ = "(c) 2022 Red Hat, Inc." __license__ = "MIT" FIXTURES_DIR = os.path.join( os.path.dirname(os.pa...
ansible/ansible-sign
tests/test_checksum.py
.py
38b945e64321be47
7.12
16
import os import sys import pytest from ansible_sign.cli import main __author__ = "Rick Elrod" __copyright__ = "(c) 2022 Red Hat, Inc." __license__ = "MIT" IS_GITHUB_ACTION_MACOS = ( sys.platform == "darwin" and os.environ.get("CI", "false") == "true" ) @pytest.mark.parametrize( "args, exp_stdout_substr, ex...
ansible/ansible-sign
tests/test_cli.py
.py
2a9ff4c2afa0dd78
7.12
16
import pytest import sys import time __author__ = "Rick Elrod" __copyright__ = "(c) 2022 Red Hat, Inc." __license__ = "MIT" # On MacOS the is a dialog popup asking for password, not a console prompt. @pytest.mark.skipif( sys.platform == "darwin", reason="Interactive test not working on MacOS" ) def test_pinentry...
ansible/ansible-sign
tests/test_cli_pinentry.py
.py
8d3bcf64d9323286
7.12
16
import os from typing import Dict, List, Optional import dagster as dg # Imports from . import resources from .assets.archiving import build_archiving_asset from .assets.assessment import build_assess_sequence_asset from .assets.get_sequences import build_target_sequences_asset from .assets.transcode_retry import bui...
bfidatadigipres/dpx_encoding
bfi_dagster_project/__init__.py
.py
6e90f591f6cb4705
7.6
15
import datetime import os import shutil import tarfile import time from pathlib import Path from typing import Any, Dict, List, Optional import dagster as dg from . import utils def build_archiving_asset(key_prefix: Optional[str] = None): """ New factory function that returns the asset with optional key pre...
bfidatadigipres/dpx_encoding
bfi_dagster_project/assets/archiving.py
.py
4a957f188f5953b7
7.6
15
import os from typing import List, Optional import dagster as dg def build_target_sequences_asset(key_prefix: Optional[str] = None): """Factory function that returns the asset with optional key prefix.""" # Build the asset key with optional prefix asset_key = ( [f"{key_prefix}", "target_sequence...
bfidatadigipres/dpx_encoding
bfi_dagster_project/assets/get_sequences.py
.py
a85d2906aa34435b
7.6
15
import cmd import datetime import os import shutil import subprocess import time from pathlib import Path from typing import List, Optional import dagster as dg from . import utils def build_transcode_retry_asset(key_prefix: Optional[str] = None): """ New factory function that returns the asset with key pre...
bfidatadigipres/dpx_encoding
bfi_dagster_project/assets/transcode_retry.py
.py
c0b5543227e8d838
7.6
15
import datetime import os import shutil import subprocess import time from pathlib import Path from typing import Any, Dict, List, Optional import dagster as dg from . import utils def build_transcode_ffv1_asset(key_prefix: Optional[str] = None): """ New factory function that returns the asset with optional...
bfidatadigipres/dpx_encoding
bfi_dagster_project/assets/transcoding.py
.py
e23bbf30ff66a26f
7.6
15
#!/usr/bin/env python3 """ Script to manage transcode of downloaded MKV and DPX files from Black Pearl, but for use by film ops teams (with an aim to allow them an option that avoids using DPI downloader). Joanna White 2023 """ import logging import os import re import shutil import subprocess from pathlib import Pa...
bfidatadigipres/dpx_encoding
cron_code/filmops_transcode_prores.py
.py
92c6c1d220471a9b
7.6
15
import os import sqlite3 import sys import pandas as pd import plotly.graph_objects as go import streamlit as st def get_data(database): """ Fetch file size data from encoding_database """ conn = sqlite3.connect(database) query = "SELECT seq_id, seq_size, derivative_size FROM encoding_status WHER...
bfidatadigipres/dpx_encoding
visuals/app.py
.py
1721fc24d324cba9
7.6
15
#!/usr/bin/env python3 import sys import rclpy from rclpy.node import Node from geometry_msgs.msg import Twist, TwistStamped from std_msgs.msg import String, Header import beamngpy as bngpy from beamng_msgs.msg import VehicleControl, DroneControl, StateSensor from beamng_msgs.srv import VehicleCommand, SetControlMode ...
BeamNG/beamng-ros2-integration
beamng_agent/beamng_agent/beamng_agent.py
.py
f310109edfdb47c9
7.65
19
#!/usr/bin/env python3 import sys import time import rclpy from rclpy.node import Node from beamng_msgs.msg import DroneControl from beamng_msgs.srv import SetControlMode import beamngpy as bngpy from pathlib import Path NODE_NAME = "beamng_drone_controller" class DroneControllerNode(Node): """ROS2 node for con...
BeamNG/beamng-ros2-integration
beamng_agent/beamng_agent/drone_controller.py
.py
213d6a4fd42177d4
7.65
19
""" A minimal working example client which uses the StartScenario service of the BeamNGBridge node to spawn the default scenario (``/config/scenarios/example_tech_ground.json``). """ import rclpy from beamng_msgs.srv import StartScenario from rclpy.node import Node class ExampleClientAsync(Node): def __init__(se...
BeamNG/beamng-ros2-integration
beamng_ros2/beamng_ros2/examples/example_client.py
.py
1ef7cdb8daf4c2e7
7.65
19
from typing import List, Type from beamng_ros2.utils import xyz_to_point, xyz_to_vec3, xyzw_to_quat from beamngpy import BeamNGpy from geometry_msgs.msg import Pose from rclpy.time import Duration, Time from std_msgs.msg import ColorRGBA from visualization_msgs.msg import Marker, MarkerArray from .base import BeamNGP...
BeamNG/beamng-ros2-integration
beamng_ros2/beamng_ros2/publishers/road_network.py
.py
6390ab54fe6d9f6a
7.65
19
#!/usr/bin/env python3 import rclpy from rclpy.node import Node from beamng_msgs.msg import DroneControl import sys, select, os if os.name == "nt": import msvcrt else: import tty, termios DRONE_MAX_ASCEND = 1.0 DRONE_MAX_DESCEND = 1.0 DRONE_MAX_PITCH = 1.0 DRONE_MAX_ROLL = 1.0 DRONE_MAX_YAW = 1.0 STEP_SIZE...
BeamNG/beamng-ros2-integration
beamng_teleop_keyboard/beamng_teleop_keyboard/drone_teleop.py
.py
8eb71fa292b8ff4c
7.65
19
#!/usr/bin/env python3 import rclpy from rclpy.node import Node from geometry_msgs.msg import Twist, TwistStamped from std_msgs.msg import Float64MultiArray, Header from beamng_msgs.msg import DroneControl class DroneController(Node): """ ROS2 drone controller node that converts velocity commands to drone c...
BeamNG/beamng-ros2-integration
drone_controller/drone_controller/drone_controller.py
.py
62392dd6733b6160
7.65
19
#!/usr/bin/env python3 """ Simple PID controller implementation for drone attitude and position control. """ class PIDController: """ PID (Proportional-Integral-Derivative) controller for drone control. """ def __init__(self, kp=1.0, ki=0.0, kd=0.0, min_output=-1.0, max_output=1.0): """ ...
BeamNG/beamng-ros2-integration
drone_controller/drone_controller/pid_controller.py
.py
03d183be7e13a825
7.65
19
"""This module contains the main entrypoint functionality to the Causal Testing Framework.""" import argparse import json import logging from enum import Enum from importlib.metadata import entry_points from typing import Optional, Sequence from warnings import warn import networkx as nx import pandas as pd from cau...
CITCOM-project/CausalTestingFramework
causal_testing/__main__.py
.py
01dd7cf124f2d815
8.15
19
""" This module implements the abstract Discovery class to infer causal DAGs from data. """ import random import re import warnings from abc import ABC, abstractmethod from itertools import permutations import networkx as nx import numpy as np import pandas as pd import rustworkx as rx from causal_testing.causal_tes...
CITCOM-project/CausalTestingFramework
causal_testing/discovery/abstract_discovery.py
.py
adcc656bf22fee4f
8.15
19
""" This module implements a hill climbing algorithm to optimise causal DAGs based on the tests that pass/fail. """ import random import numpy as np import pandas as pd from tqdm import tqdm from causal_testing.discovery.abstract_discovery import Discovery from causal_testing.specification.causal_dag import CausalDA...
CITCOM-project/CausalTestingFramework
causal_testing/discovery/hill_climber_discovery.py
.py
afe42b4f77f96354
8.15
19
""" This module implements a multiobjective discovery algorithm in terms of test outcomes. """ import numpy as np import pandas as pd import pygad from causal_testing.discovery.abstract_discovery import Discovery from causal_testing.specification.causal_dag import CausalDAG class NSGADiscovery(Discovery): """ ...
CITCOM-project/CausalTestingFramework
causal_testing/discovery/nsga_discovery.py
.py
87777c99d6431ead
8.15
19
"""This module contains the Estimator abstract class""" import logging from abc import ABC, abstractmethod from typing import Any logger = logging.getLogger(__name__) class Estimator(ABC): # pylint: disable=too-many-instance-attributes """An estimator contains all of the information necessary to compute a c...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/abstract_estimator.py
.py
de486c12d67e2e73
8.15
19
"""This module contains the RegressionEstimator, which is an abstract class for concrete regression estimators.""" import ast import logging from abc import abstractmethod from typing import Any import pandas as pd from patsy import ModelDesc, build_design_matrices, dmatrices # pylint: disable = no-name-in-module fr...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/abstract_regression_estimator.py
.py
8568a2b4a3cd6704
8.15
19
""" This module contains the EffectEstimate dataclass. """ from dataclasses import dataclass import pandas as pd @dataclass class EffectEstimate: """ A dataclass to hold the value and confidence intervals of a causal effect estimate :ivar type: The type of estimate, e.g. ate, or risk_ratio ...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/effect_estimate.py
.py
6cbc3524643bb034
8.15
19
"""This module contains the ExperimentalEstimator class for directly interacting with the system under test.""" from abc import abstractmethod from typing import Any import pandas as pd from causal_testing.estimation.abstract_estimator import Estimator from causal_testing.estimation.effect_estimate import EffectEsti...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/experimental_estimator.py
.py
733a33d1bef80035
8.15
19
"""This module contains the InstrumentalVariableEstimator class, for estimating continuous outcomes with unobservable confounding.""" import logging from math import ceil import pandas as pd import statsmodels.api as sm from causal_testing.estimation.abstract_estimator import Estimator from causal_testing.estimation...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/instrumental_variable_estimator.py
.py
7e0571386b5f5bdd
8.15
19
"""This module contains the IPCWEstimator class, for estimating the time to a particular event""" import logging from typing import Any from uuid import uuid4 import numpy as np import pandas as pd import statsmodels.formula.api as smf from lifelines import CoxPHFitter from causal_testing.estimation.abstract_estimat...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/ipcw_estimator.py
.py
9ee2711f270e75bb
8.15
19
"""This module contains the LogisticRegressionEstimator class for estimating categorical outcomes.""" import logging import numpy as np import pandas as pd import statsmodels.api as sm from causal_testing.estimation.abstract_regression_estimator import RegressionEstimator from causal_testing.estimation.effect_estima...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/logistic_regression_estimator.py
.py
904d0f0324313fe1
8.15
19
"""This module contains the LogisticRegressionEstimator class for estimating categorical outcomes.""" import logging import numpy as np import pandas as pd import statsmodels.api as sm from causal_testing.estimation.abstract_regression_estimator import RegressionEstimator from causal_testing.estimation.effect_estima...
CITCOM-project/CausalTestingFramework
causal_testing/estimation/multinomial_regression_estimator.py
.py
e083868fbbc1d701
8.15
19
# pylint: disable=too-few-public-methods """This module contains the CausalEffect abstract class, as well as the concrete extension classes: ExactValue, Positive, Negative, SomeEffect, NoEffect""" from abc import ABC, abstractmethod import numpy as np from causal_testing.estimation.effect_estimate import EffectEstim...
CITCOM-project/CausalTestingFramework
causal_testing/testing/causal_effect.py
.py
3f42629816444511
7.15
19
"""This module contains the CausalTestCase class, a class that holds the information required for a causal test""" import logging import numpy as np import pandas as pd from causal_testing.estimation.abstract_estimator import Estimator from causal_testing.testing.causal_effect import CausalEffect from causal_testing...
CITCOM-project/CausalTestingFramework
causal_testing/testing/causal_test_case.py
.py
fa1089bb6e802490
8.15
19
"""This module contains the CausalTestResult class, which is a container for the results of a causal test.""" from dataclasses import dataclass from enum import Enum from causal_testing.estimation.effect_estimate import EffectEstimate TestOutcome = Enum("TestOutcome", [("PASS", 2), ("FAIL", 0), ("INESTIMABLE", 1)]) ...
CITCOM-project/CausalTestingFramework
causal_testing/testing/causal_test_result.py
.py
bc55f2b82d1fe84b
8.15
19
""" This module contains code to measure various aspects of causal test adequacy. """ import logging from itertools import combinations from causal_testing.specification.causal_dag import CausalDAG from causal_testing.testing.causal_test_case import CausalTestCase logger = logging.getLogger(__name__) class DAGAdeq...
CITCOM-project/CausalTestingFramework
causal_testing/testing/dag_adequacy.py
.py
4b48d0c95d3d8093
8.15
19
""" This module contains code to measure various aspects of causal test adequacy. """ import logging from pandas import Series logger = logging.getLogger(__name__) class DataAdequacy: """ Measures the adequacy of a given test according to the Fisher kurtosis of the bootstrapped result. * Positive kurt...
CITCOM-project/CausalTestingFramework
causal_testing/testing/data_adequacy.py
.py
98d5acbdc9ce5775
8.15
19
"""This module contains the Intervention class, which intervenes on an input configuration""" class Intervention: """ An intervention is an object which manipulates the input configuration of the scenario-under-test. It must define a method which takes the input configuration, does something to it, and re...
CITCOM-project/CausalTestingFramework
causal_testing/testing/intervention.py
.py
c10fc4e224963949
8.15
19
"""This module contains the CausalValidator class for performing Quantitive Bias Analysis techniques""" import math import numpy as np from scipy.stats import t from statsmodels.regression.linear_model import RegressionResultsWrapper class CausalValidator: """A suite of validation tools to perform Quantitive Bi...
CITCOM-project/CausalTestingFramework
causal_testing/utils/validation.py
.py
20725ed7ac6603f7
8.15
19
import os import logging from pathlib import Path import matplotlib.pyplot as plt import pandas as pd import numpy as np from causal_testing.testing.causal_test_case import CausalTestCase from causal_testing.testing.causal_effect import Positive from causal_testing.estimation.linear_regression_estimator import LinearR...
CITCOM-project/CausalTestingFramework
examples/covasim_/doubling_beta/example_beta.py
.py
8ab0775e4ffb4dd7
7.65
19
import os import logging import pandas as pd from causal_testing.specification.causal_dag import CausalDAG from causal_testing.testing.causal_test_case import CausalTestCase from causal_testing.testing.causal_effect import Positive, Negative, NoEffect from causal_testing.estimation.linear_regression_estimator import Li...
CITCOM-project/CausalTestingFramework
examples/covasim_/vaccinating_elderly/example_vaccine.py
.py
44baba63fd1ac47f
7.65
19
import pandas as pd import numpy as np import matplotlib.pyplot as plt from causal_testing.specification.causal_dag import CausalDAG from causal_testing.testing.causal_test_case import CausalTestCase from causal_testing.testing.causal_effect import Positive, Negative, NoEffect from causal_testing.estimation.linear_regr...
CITCOM-project/CausalTestingFramework
examples/lr91/example_max_conductances.py
.py
08ff12cb4f62a17d
7.65
19
import unittest from causal_testing.estimation.experimental_estimator import ExperimentalEstimator class SystemUnderTest: """ Basic example of a system under test. """ def run(self, x): return x * 2 class ConcreteExperimentalEstimator(ExperimentalEstimator): """ Concrete experiment...
CITCOM-project/CausalTestingFramework
tests/estimation_tests/test_experimental_estimator.py
.py
e39c31bc95eb1877
7.15
19
import unittest import deap import pandas as pd from causal_testing.estimation.genetic_programming_regression_fitter import GP, mut_insert def root(x): return x**0.5 class TestGP(unittest.TestCase): def test_init_invalid_fun_name(self): """ Test that GP raises ValueError if sympy conversio...
CITCOM-project/CausalTestingFramework
tests/estimation_tests/test_genetic_programming_regression_fitter.py
.py
21a13215be5465fc
8.15
19
import unittest import numpy as np import pandas as pd from causal_testing.estimation.instrumental_variable_estimator import InstrumentalVariableEstimator class TestInstrumentalVariableEstimator(unittest.TestCase): """ Test the instrumental variable estimator. """ @classmethod def setUpClass(cl...
CITCOM-project/CausalTestingFramework
tests/estimation_tests/test_instrumental_variable_estimator.py
.py
d0294187086ef13e
8.15
19
import unittest import numpy as np import pandas as pd from causal_testing.estimation.genetic_programming_regression_fitter import reciprocal from causal_testing.estimation.linear_regression_estimator import LinearRegressionEstimator from causal_testing.utils.validation import CausalValidator def load_nhefs_df(): ...
CITCOM-project/CausalTestingFramework
tests/estimation_tests/test_linear_regression_estimator.py
.py
59dec61d204cbc46
7.15
19
import unittest import pandas as pd from causal_testing.estimation.logistic_regression_estimator import LogisticRegressionEstimator class TestLogisticRegressionEstimator(unittest.TestCase): """Test the logistic regression estimator against the scarf example from https://investigate.ai/regression/logistic-re...
CITCOM-project/CausalTestingFramework
tests/estimation_tests/test_logistic_regression_estimator.py
.py
4f1ba686fffb7da8
8.15
19
import os import shutil import tempfile import unittest import networkx as nx from causal_testing.specification.causal_dag import CausalDAG, close_separator, list_all_min_sep class TestCausalDAGIssue90(unittest.TestCase): """ Test the CausalDAG class for the resolution of Issue 90. """ def setUp(se...
CITCOM-project/CausalTestingFramework
tests/specification_tests/test_causal_dag.py
.py
db323ea63c8c05f3
7.15
19
"""This module modifies GitHub-style Markdown links in MkDocs pages.""" import re from mkdocs.config.defaults import MkDocsConfig from mkdocs.structure.files import Files from mkdocs.structure.pages import Page def on_page_markdown( markdown: str, *, page: Page, config: MkDocsConfig, files: Files ) -> str | Non...
fedejaure/dev-setup
material/overrides/hooks/fix_markdown_links.py
.py
4b57c85a9f7519b0
7.42
6
"""Tasks for maintaining the project. Execute 'invoke --list' for guidance on using Invoke """ import platform from pathlib import Path from typing import Any, List, Optional from invoke import call, task from invoke.context import Context from invoke.runners import Result ROOT_DIR = Path(__file__).parent DOCS_BUIL...
fedejaure/dev-setup
tasks.py
.py
baa4e2f458d6da0b
7.42
6
import logging # import typing as tp import pytest from pttools.logging import setup_logging # if tp.TYPE_CHECKING: # from _pytest.fixtures import SubRequest logger = logging.getLogger(__name__) def pytest_configure(config: pytest.Config): setup_logging() @pytest.fixture(scope="function", autouse=True) ...
CFT-HY/pttools
conftest.py
.py
674576ce4a4bd7d0
8.02
10
""" Plot multiple spectra ===================== Plot the velocity and GW spectra of multiple bubbles """ import matplotlib.pyplot as plt from examples import utils from pttools.analysis import plot_spectra_multi from pttools.bubble import Bubble from pttools.models import BagModel, ConstCSModel from pttools.omgw0 im...
CFT-HY/pttools
examples/basic/plot_spectra.py
.py
56f6d780a0a0dd18
7.02
10
""" GW spectra for ConstCSModel =========================== Plot GW spectra for various ConstCSModels These figures and this table are used in Mika's M.Sc. thesis. """ import io import logging import os.path import time import typing as tp import matplotlib.pyplot as plt import numpy as np from examples import uti...
CFT-HY/pttools
examples/const_cs/const_cs_gw.py
.py
9896f56dba8f5dd0
7.52
10
""" Entropy (old reference) ======================= Created on Fri Jul 2 18:20:37 2021 @author: hindmars Requires input data as an npz file. """ import logging import os.path import matplotlib.pyplot as plt import numpy as np from examples.utils import FIG_DIR from pttools.analysis.plot_entropy_grid import plot_...
CFT-HY/pttools
examples/entropy/plot_entropy_old.py
.py
eef4fa91d3f29796
7.52
10
r""" Giese et al. testing 2 ====================== Compare :giese_2021:`\ ` fluid profiles with PTtools """ import matplotlib.pyplot as plt import numpy as np from examples import utils from pttools.analysis.utils import A4_PAPER_SIZE from pttools.bubble import Bubble, Phase, lorentz, kappaNuMuModel, v_chapman_jougu...
CFT-HY/pttools
examples/gksvdv/gksvdv_testing2.py
.py
9acbbbc564d06b6d
7.02
10
r""" Giese et al. testing 3 ====================== Testing to find the properties of a single bubble with PTtools and :giese_2021:`\ ` solvers """ import matplotlib.pyplot as plt from pttools.bubble import Bubble from pttools.models import ConstCSModel from pttools.bubble.gksvdv.gksvdv21 import kappaNuMuModel from p...
CFT-HY/pttools
examples/gksvdv/gksvdv_testing3.py
.py
ffff36f91531c240
7.02
10
""" Reverse ======= Find thermodynamic parameters for a given peak of the gravitational wave spectrum. This is very much work in progress and not yet functional. """ import numpy as np from scipy.optimize import minimize, OptimizeResult from pttools.bubble import Bubble from pttools.models import BagModel, Model fro...
CFT-HY/pttools
examples/reverse/reverse.py
.py
8a1b619a3156007c
7.52
10
""" Approximate reverse =================== Find thermodynamic parameters for a given peak of the gravitational wave spectrum. This is very much work in progress and not yet functional. """ import typing as tp import numpy as np from scipy.optimize import minimize, OptimizeResult from pttools.omgw0.approx import f0...
CFT-HY/pttools
examples/reverse/reverse_approx.py
.py
88c3d6282d00e8bc
7.52
10
"""Python client lib for Solarfocus""" import importlib.metadata from enum import Enum from packaging import version __version__ = importlib.metadata.version("pysolarfocus") # Default port for modbus PORT = 502 # This needs to be defined before the imports because of circular dependencies class Systems(str, Enum): ...
LavermanJJ/pysolarfocus
src/pysolarfocus/__init__.py
.py
f718d259e1bd52e1
7.52
10