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revasbot/revas_calculations.py
iwo-strzebonski/SeleBot
0
176568
class RevasCalculations: '''Functions related to calculations go there ''' pass
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biosimulators_test_suite/results/data_model.py
Ryannjordan/Biosimulators_test_suite
0
17389
""" Data model for results of test cases :Author: <NAME> <<EMAIL>> :Date: 2021-01-01 :Copyright: 2021, Center for Reproducible Biomedical Modeling :License: MIT """ from .._version import __version__ from ..warnings import TestCaseWarning # noqa: F401 import enum __all__ = [ 'TestCaseResultType', 'TestCaseResult', 'TestResultsReport', ] class TestCaseResultType(str, enum.Enum): """ Type of test case result """ passed = 'passed' failed = 'failed' skipped = 'skipped' class TestCaseResult(object): """ A result of executing a test case Attributes: case (:obj:`TestCase`): test case type (:obj:`obj:`TestCaseResultType`): type duration (:obj:`float`): execution duration in seconds exception (:obj:`Exception`): exception warnings (:obj:`list` of :obj:`TestCaseWarning`): warnings skip_reason (:obj:`Exception`): Exception which explains reason for skip log (:obj:`str`): log of execution """ def __init__(self, case=None, type=None, duration=None, exception=None, warnings=None, skip_reason=None, log=None): """ Args: case (:obj:`TestCase`, optional): test case type (:obj:`obj:`TestCaseResultType`, optional): type duration (:obj:`float`, optional): execution duration in seconds exception (:obj:`Exception`, optional): exception warnings (:obj:`list` of :obj:`TestCaseWarning`, optional): warnings skip_reason (:obj:`Exception`, optional): Exception which explains reason for skip log (:obj:`str`, optional): log of execution """ self.case = case self.type = type self.duration = duration self.exception = exception self.warnings = warnings or [] self.skip_reason = skip_reason self.log = log def to_dict(self): """ Generate a dictionary representation e.g., for export to JSON Returns: :obj:`dict`: dictionary representation """ return { 'case': { 'id': self.case.id, 'description': self.case.description, }, 'resultType': self.type.value, 'duration': self.duration, 'exception': { 'category': self.exception.__class__.__name__, 'message': str(self.exception), } if self.exception else None, 'warnings': [{'category': warning.category.__name__, 'message': str(warning.message)} for warning in self.warnings], 'skipReason': { 'category': self.skip_reason.__class__.__name__, 'message': str(self.skip_reason), } if self.skip_reason else None, 'log': self.log, } class TestResultsReport(object): """ A report of the results of executing the test suite with a simulation tool Attributes: test_suite_version (:obj:`str`): version of the test suite which was executed results (:obj:`list` of :obj:`TestCaseResult`): results of the test cases of the test suite gh_issue (:obj:`int`): GitHub issue for which the test suite was executed gh_action_run (:obj:`int`): GitHub action run in which the test suite was executed """ def __init__(self, test_suite_version=__version__, results=None, gh_issue=None, gh_action_run=None): """ Args: test_suite_version (:obj:`str`, optional): version of the test suite which was executed results (:obj:`list` of :obj:`TestCaseResult`, optional): results of the test cases of the test suite gh_issue (:obj:`int`, optional): GitHub issue for which the test suite was executed gh_action_run (:obj:`int`, optional): GitHub action run in which the test suite was executed """ self.test_suite_version = test_suite_version self.results = results or [] self.gh_issue = gh_issue self.gh_action_run = gh_action_run def to_dict(self): """ Generate a dictionary representation e.g., for export to JSON Returns: :obj:`dict`: dictionary representation """ return { 'testSuiteVersion': self.test_suite_version, 'results': [result.to_dict() for result in self.results], 'ghIssue': self.gh_issue, 'ghActionRun': self.gh_action_run, }
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django_sqlprint_middleware/__init__.py
thebjorn/django-sqlprint-middleware
1
1616599
<gh_stars>1-10 # -*- coding: utf-8 -*- """ ========================== django-sqlprint-middleware ========================== Middleware that pretty prints Django's sql statements. Installation ------------ Install from PyPI:: pip install django-sqlprint-middleware then add it to the `MIDDLEWARE_CLASSES` settings in your `settings.py` file:: MIDDLEWARE_CLASSES = ( ... 'django_sqlprint_middleware.SqlPrintMiddleware', ... ) This middleware is not order sensitive so you can put it at any position in the list of classes. Settings -------- The following settings control the behavior (all of these have defaults). DEBUG or TESTING Either of these need to be True for the middleware to run. SQLPRINT_MIDDLEWARE Set to False to skip middleware without removing it. X_DB_HITS Set to false to prevent db hits being sent in the response header 'X-DB-hits' SQLPRINT_MAX_QUERIES Raise an exception if the number of queries for a view is greater than this. Default is 1200 (zero means no check). SQLPRINT_MIN_QUERIES For less output you can set this to the number of queries a view can make before querires are printed (default is zero). """ __version__ = '0.1.3' from .django_sqlprint_middleware import SqlPrintMiddleware
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cursor/device.py
brendanhowell/cursor
3
74391
<gh_stars>1-10 from cursor import data from cursor import renderer from enum import Enum import wasabi import inspect import hashlib log = wasabi.Printer() class MinMax: def __init__(self, minx: int, maxx: int, miny: int, maxy: int): self.minx = minx self.maxx = maxx self.miny = miny self.maxy = maxy def center(self): return (self.minx + self.maxx) / 2, (self.miny + self.maxy) / 2 def tuple(self): return self.minx, self.maxx, self.miny, self.maxy class PlotterType(Enum): ROLAND_DPX3300 = 0 DIY_PLOTTER = 1 AXIDRAW = 2 HP_7475A_A4 = 3 HP_7475A_A3 = 4 ROLAND_DXY1200 = 5 ROLAND_DXY980 = 6 HP_7595A = 7 ROLAND_PNC1000 = 8 ROLAND_DPX3300_A2 = 9 ROLAND_DPX3300_A3 = 10 HP_7595A_A3 = 11 class ExportFormat(Enum): JPG = 0 SVG = 1 GCODE = 2 HPGL = 3 class ExportFormatMappings: maps = { PlotterType.ROLAND_DPX3300: ExportFormat.HPGL, PlotterType.ROLAND_DPX3300_A2: ExportFormat.HPGL, PlotterType.ROLAND_DPX3300_A3: ExportFormat.HPGL, PlotterType.DIY_PLOTTER: ExportFormat.GCODE, PlotterType.AXIDRAW: ExportFormat.SVG, PlotterType.HP_7475A_A3: ExportFormat.HPGL, PlotterType.HP_7475A_A4: ExportFormat.HPGL, PlotterType.ROLAND_DXY1200: ExportFormat.HPGL, PlotterType.ROLAND_DXY980: ExportFormat.HPGL, PlotterType.HP_7595A: ExportFormat.HPGL, PlotterType.ROLAND_PNC1000: ExportFormat.HPGL, PlotterType.HP_7595A_A3: ExportFormat.HPGL, } class MinmaxMapping: maps = { PlotterType.ROLAND_DPX3300: MinMax(-16920, 16340, -11180, 11180), PlotterType.ROLAND_DPX3300_A2: MinMax(-16920, 5440, -11180, 4629), PlotterType.ROLAND_DPX3300_A3: MinMax(-16920, -1112, -11180, -3276), PlotterType.DIY_PLOTTER: MinMax(0, 3350, 0, -1715), PlotterType.AXIDRAW: MinMax(0, 0, 0, -0), # todo: missing real bounds PlotterType.HP_7475A_A4: MinMax(0, 11040, 0, 7721), PlotterType.HP_7475A_A3: MinMax(0, 16158, 0, 11040), PlotterType.ROLAND_DXY1200: MinMax(0, 0, 0, 0), # todo: missing real bounds PlotterType.ROLAND_DXY980: MinMax(0, 16158, 0, 11040), PlotterType.HP_7595A: MinMax(-23160, 23160, -17602, 17602), PlotterType.ROLAND_PNC1000: MinMax(0, 0, 17200, 40000), # actually unlimited y PlotterType.HP_7595A_A3: MinMax(-7728, 7728 + 960, -5752, 5752), } class PaperSize(Enum): PORTRAIT_36_48 = 0 LANDSCAPE_48_36 = 1 PORTRAIT_42_56 = 2 LANDSCAPE_56_42 = 3 PORTRAIT_50_70 = 4 LANDSCAPE_70_50 = 5 SQUARE_70_70 = 6 PORTRAIT_70_100 = 7 LANDSCAPE_100_70 = 8 LANDSCAPE_A4 = 9 PORTRAIT_A4 = 10 LANDSCAPE_A1 = 11 LANDSCAPE_A0 = 12 PORTRAIT_A3 = 13 LANDSCAPE_A3 = 14 LANDSCAPE_80_50 = 15 PORTRAIT_50_80 = 16 LANDSCAPE_A2 = 17 SQUARE_59_59 = 18 class PlotterName: names = { PlotterType.ROLAND_DPX3300: "dpx3300", PlotterType.ROLAND_DPX3300_A2: "dpx3300_a2", PlotterType.ROLAND_DPX3300_A3: "dpx3300_a3", PlotterType.AXIDRAW: "axidraw", PlotterType.DIY_PLOTTER: "custom", PlotterType.HP_7475A_A3: "hp7475a_a3", PlotterType.HP_7475A_A4: "hp7475a_a4", PlotterType.ROLAND_DXY1200: "dxy1200", PlotterType.ROLAND_DXY980: "dxy980", PlotterType.HP_7595A: "hp7595a_draftmaster_sx", PlotterType.ROLAND_PNC1000: "roland_camm1", PlotterType.HP_7595A_A3: "hp7595a_draftmaster_sx_a3", } class PaperSizeName: names = { PaperSize.PORTRAIT_36_48: "portrait_36_48", PaperSize.LANDSCAPE_48_36: "landscape_48_36", PaperSize.PORTRAIT_42_56: "portrait_42_56", PaperSize.LANDSCAPE_56_42: "landscape_56_42", PaperSize.PORTRAIT_50_70: "portrait_50_70", PaperSize.LANDSCAPE_70_50: "landscape_70_50", PaperSize.SQUARE_70_70: "square_70_70", PaperSize.PORTRAIT_70_100: "portrait_70_100", PaperSize.LANDSCAPE_100_70: "landscape_100_70", PaperSize.LANDSCAPE_A4: "landscape_a4", PaperSize.PORTRAIT_A4: "portrait_a4", PaperSize.LANDSCAPE_A1: "landscape_a1", PaperSize.LANDSCAPE_A0: "landscape_a0", PaperSize.PORTRAIT_A3: "portrait_a3", PaperSize.LANDSCAPE_A3: "landscape_a3", PaperSize.LANDSCAPE_80_50: "landscape_80x50", PaperSize.PORTRAIT_50_80: "portrait_50_80", PaperSize.LANDSCAPE_A2: "landscape_a2", PaperSize.SQUARE_59_59: "square_59_59", } class Paper: sizes = { PaperSize.PORTRAIT_36_48: (360, 480), PaperSize.LANDSCAPE_48_36: (480, 360), PaperSize.PORTRAIT_42_56: (420, 560), PaperSize.LANDSCAPE_56_42: (560, 420), PaperSize.PORTRAIT_50_70: (500, 700), PaperSize.LANDSCAPE_70_50: (700, 500), PaperSize.SQUARE_70_70: (700, 700), PaperSize.PORTRAIT_70_100: (700, 1000), PaperSize.LANDSCAPE_100_70: (1000, 700), PaperSize.LANDSCAPE_A4: (297, 210), PaperSize.PORTRAIT_A4: (210, 297), PaperSize.LANDSCAPE_A1: (841, 594), PaperSize.LANDSCAPE_A0: (1189, 841), PaperSize.PORTRAIT_A3: (297, 420), PaperSize.LANDSCAPE_A3: (420, 297), PaperSize.LANDSCAPE_80_50: (800, 500), PaperSize.PORTRAIT_50_80: (500, 800), PaperSize.LANDSCAPE_A2: (594, 420), PaperSize.SQUARE_59_59: (590, 590), } class XYFactors: fac = { PlotterType.ROLAND_DPX3300: (40, 40), PlotterType.ROLAND_DPX3300_A2: (40, 40), PlotterType.ROLAND_DPX3300_A3: (40, 40), PlotterType.DIY_PLOTTER: (2.85714, 2.90572), PlotterType.AXIDRAW: (3.704, 3.704), PlotterType.HP_7475A_A3: (40, 40), PlotterType.HP_7475A_A4: (40, 40), PlotterType.ROLAND_DXY1200: (40, 40), PlotterType.ROLAND_DXY980: (40, 40), PlotterType.HP_7595A: (40, 40), PlotterType.ROLAND_PNC1000: (40, 40), PlotterType.HP_7595A_A3: (37, 37), } class Cfg: def __init__(self): self.__type = None self.__dimensions = None self.__margin = None self.__cutoff = None @property def type(self) -> PlotterType: return self.__type @type.setter def type(self, t: PlotterType) -> None: self.__type = t @property def dimension(self) -> PaperSize: return self.__dimensions @dimension.setter def dimension(self, t: PaperSize): self.__dimensions = t @property def margin(self) -> int: return self.__margin @margin.setter def margin(self, t: int): self.__margin = t @property def cutoff(self) -> int: return self.__cutoff @cutoff.setter def cutoff(self, t: int): self.__cutoff = t class Exporter: from cursor import path def __init__(self): self.__paths = None self.__cfg = None self.__name = None self.__suffix = None self.__gcode_speed = None self.__layer_pen_mapping = None self.__linetype_mapping = None @property def paths(self) -> path.PathCollection: return self.__paths @paths.setter def paths(self, t: path.PathCollection) -> None: self.__paths = t @property def cfg(self) -> Cfg: return self.__cfg @cfg.setter def cfg(self, t: Cfg) -> None: self.__cfg = t @property def name(self) -> str: return self.__name @name.setter def name(self, t: str) -> None: self.__name = t @property def suffix(self) -> str: return self.__suffix @suffix.setter def suffix(self, t: str) -> None: self.__suffix = t @property def gcode_speed(self) -> int: return self.__gcode_speed @gcode_speed.setter def gcode_speed(self, t: int) -> None: self.__gcode_speed = t @property def layer_pen_mapping(self) -> dict: return self.__layer_pen_mapping @layer_pen_mapping.setter def layer_pen_mapping(self, m: dict) -> None: self.__layer_pen_mapping = m @property def linetype_mapping(self) -> dict: return self.__linetype_mapping @linetype_mapping.setter def linetype_mapping(self, m: dict) -> None: self.__linetype_mapping = m def run(self, jpg: bool = False, source: bool = False) -> None: if self.cfg is None or self.paths is None or self.name is None: log.fail("Config, Name or Paths is None. Not exporting anything") return # jpeg fitting roughly self.paths.fit( Paper.sizes[self.cfg.dimension], padding_mm=self.cfg.margin, cutoff_mm=self.cfg.cutoff, ) stack = inspect.stack() frame = stack[2] module = inspect.getmodule(frame[0]) ms = inspect.getsource(module) if jpg: separate_layers = self.paths.get_layers() for layer, pc in separate_layers.items(): sizename = PaperSizeName.names[self.cfg.dimension] machinename = PlotterName.names[self.cfg.type] fname = ( f"{self.name}_{self.suffix}_{sizename}_{machinename}_{layer}_" f"{hashlib.sha256(ms.encode('utf-8')).hexdigest()}" ) jpeg_folder = data.DataDirHandler().jpg(self.name) jpeg_renderer = renderer.JpegRenderer(jpeg_folder) jpeg_renderer.render(pc, scale=4.0) jpeg_renderer.save(f"{fname}") if source: source_folder = data.DataDirHandler().source(self.name) sizename = PaperSizeName.names[self.cfg.dimension] machinename = PlotterName.names[self.cfg.type] fname = ( f"{self.name}_{self.suffix}_{sizename}_{machinename}_" f"{hashlib.sha256(ms.encode('utf-8')).hexdigest()}.py" ) import pathlib pathlib.Path(source_folder).mkdir(parents=True, exist_ok=True) log.good(f"Saved source to {source_folder / fname}") with open(source_folder / fname, "w") as file: file.write(ms) self.paths.fit( Paper.sizes[self.cfg.dimension], xy_factor=XYFactors.fac[self.cfg.type], padding_mm=self.cfg.margin, output_bounds=MinmaxMapping.maps[self.cfg.type].tuple(), cutoff_mm=self.cfg.cutoff, ) sizename = PaperSizeName.names[self.cfg.dimension] machinename = PlotterName.names[self.cfg.type] fname = f"{self.name}_{self.suffix}_{sizename}_{machinename}_{hashlib.sha256(ms.encode('utf-8')).hexdigest()}" format = ExportFormatMappings.maps[self.cfg.type] if self.linetype_mapping and format is ExportFormat.HPGL: hpgl_folder = data.DataDirHandler().hpgl(self.name) hpgl_renderer = renderer.HPGLRenderer( hpgl_folder, line_type_mapping=self.linetype_mapping ) hpgl_renderer.render(self.paths) hpgl_renderer.save(f"{fname}") if self.layer_pen_mapping is not None: if format is ExportFormat.HPGL: hpgl_folder = data.DataDirHandler().hpgl(self.name) hpgl_renderer = renderer.HPGLRenderer( hpgl_folder, layer_pen_mapping=self.layer_pen_mapping ) hpgl_renderer.render(self.paths) hpgl_renderer.save(f"{fname}") else: separate_layers = self.paths.get_layers() for layer, pc in separate_layers.items(): if format is ExportFormat.HPGL: hpgl_folder = data.DataDirHandler().hpgl(self.name) hpgl_renderer = renderer.HPGLRenderer(hpgl_folder) hpgl_renderer.render(pc) hpgl_renderer.save(f"{fname}_{layer}") if format is ExportFormat.SVG: svg_dir = data.DataDirHandler().svg(self.name) svg_renderer = renderer.SvgRenderer(svg_dir) svg_renderer.render(pc) svg_renderer.save(f"{fname}_{layer}") if format is ExportFormat.GCODE: gcode_folder = data.DataDirHandler().gcode(self.name) if self.gcode_speed: gcode_renderer = renderer.GCodeRenderer( gcode_folder, z_down=4.5 ) else: gcode_renderer = renderer.GCodeRenderer( gcode_folder, feedrate_xy=self.gcode_speed, z_down=4.5 ) gcode_renderer.render(pc) gcode_renderer.save(f"{layer}_{fname}") class SimpleExportWrapper: from cursor import path def ex( self, paths: path.PathCollection, ptype: PlotterType, psize: PaperSize, margin: int, name: str = "output_name", suffix: str = "", cutoff: int = None, gcode_speed: int = None, hpgl_pen_layer_mapping=None, hpgl_linetype_mapping=None, ): cfg = Cfg() cfg.type = ptype cfg.dimension = psize cfg.margin = margin cfg.cutoff = cutoff # paths.clean() exp = Exporter() exp.cfg = cfg exp.paths = paths exp.name = name exp.suffix = str(suffix) exp.gcode_speed = gcode_speed exp.layer_pen_mapping = hpgl_pen_layer_mapping exp.linetype_mapping = hpgl_linetype_mapping exp.run(True, True)
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sms/backends/__init__.py
sms77io/django-sms
29
1610806
# SMS backends shipped with django-sms
[ 1, 396, 317, 4345, 1250, 1975, 528, 16242, 411, 9557, 29899, 29879, 1516, 13, 2 ]
Practice/Problem Solving/BirthdayChocolate.py
avantikasharma/HackerRank-Solutions
1
190656
#!/bin/python import sys def solve(n, s, d, m): total=0 for i in range(n-m+1): sum=0 for j in range(m): sum=sum+s[i+j] if sum==d: total=total+1 return total n = int(raw_input().strip()) s = map(int, raw_input().strip().split(' ')) d, m = raw_input().strip().split(' ') d, m = [int(d), int(m)] result = solve(n, s, d, m) print(result)
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statuscheck/services/bases/_statusio.py
amureki/statuscheck
35
102057
import httpx from statuscheck.services.bases._base import BaseServiceAPI from statuscheck.services.models.generic import ( COMPONENT_TYPE_DEGRADED, COMPONENT_TYPE_GOOD, COMPONENT_TYPE_MAINTENANCE, COMPONENT_TYPE_MAJOR_OUTAGE, COMPONENT_TYPE_PARTIAL_OUTAGE, COMPONENT_TYPE_SECURITY, COMPONENT_TYPE_UNKNOWN, TYPE_GOOD, TYPE_INCIDENT, TYPE_MAINTENANCE, TYPE_OUTAGE, TYPE_SECURITY, Component, Incident, Status, Summary, ) STATUS_OK = 100 STATUS_PLANNED_MAINTENANCE = 200 STATUS_DEGRADED_PERFORMANCE = 300 STATUS_PARTIAL_SERVICE_DISRUPTION = 400 STATUS_MAJOR = 500 STATUS_SECURITY = 600 STATUS_TYPE_MAPPING = { STATUS_OK: TYPE_GOOD, STATUS_PLANNED_MAINTENANCE: TYPE_MAINTENANCE, STATUS_DEGRADED_PERFORMANCE: TYPE_INCIDENT, STATUS_PARTIAL_SERVICE_DISRUPTION: TYPE_INCIDENT, STATUS_MAJOR: TYPE_OUTAGE, STATUS_SECURITY: TYPE_SECURITY, } COMPONENT_STATUS_GOOD = 100 COMPONENT_STATUS_MAINTENANCE = 200 COMPONENT_STATUS_DEGRADED = 300 COMPONENT_STATUS_PARTIAL_OUTAGE = 400 COMPONENT_STATUS_MAJOR_OUTAGE = 500 COMPONENT_STATUS_SECURITY = 600 COMPONENT_STATUS_UNKNOWN = "" COMPONENT_STATUS_MAPPING = { COMPONENT_STATUS_GOOD: COMPONENT_TYPE_GOOD, COMPONENT_STATUS_MAINTENANCE: COMPONENT_TYPE_MAINTENANCE, COMPONENT_STATUS_DEGRADED: COMPONENT_TYPE_DEGRADED, COMPONENT_STATUS_PARTIAL_OUTAGE: COMPONENT_TYPE_PARTIAL_OUTAGE, COMPONENT_STATUS_MAJOR_OUTAGE: COMPONENT_TYPE_MAJOR_OUTAGE, COMPONENT_STATUS_SECURITY: COMPONENT_TYPE_SECURITY, COMPONENT_STATUS_UNKNOWN: COMPONENT_TYPE_UNKNOWN, } class BaseStatusIOAPI(BaseServiceAPI): """ Status.io pages API handler. Documentation: https://statusio.docs.apiary.io Public status API: https://kb.status.io/developers/public-status-api/ """ domain_id: str = "" def _get_base_url(self) -> str: if not self.domain_id: raise NotImplementedError("Please, add domain id") return f"https://api.status.io/1.0/status/{self.domain_id}" def get_summary(self) -> Summary: url = self._get_base_url() response_json = httpx.get(url).json() status_dict = response_json["result"]["status_overall"] status = Status( code=str(status_dict["status_code"]), name=STATUS_TYPE_MAPPING[status_dict["status_code"]], description=status_dict["status"], is_ok=status_dict["status_code"] == 100, ) components = [ Component( id=component["id"], name=component["name"], status=COMPONENT_STATUS_MAPPING[component["status_code"]], extra_data=component, ) for component in response_json["result"]["status"] ] # incident payload contains trimmed component data, so we need to enrich it components_dict = {component.id: component for component in components} incidents = [ Incident( id=incident["_id"], name=incident["name"], components=[ Component( id=component["_id"], name=component["name"], status=components_dict[component["_id"]].status, ) for component in incident.get("components_affected", []) ], extra_data=incident, ) for incident in response_json["result"]["incidents"] ] self.summary = Summary(status, components, incidents) return self.summary
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tests/test_util.py
rampage644/densecap-tensorflow
10
1614766
import densecap.util def test_IoU_overlap(): box0 = (0, 0, 100, 100) box1 = (50, 50, 100, 100) box2 = (0, 50, 100, 100) box3 = (50, 0, 100, 100) assert densecap.util.iou(box0, box1) == 50 ** 2 / (2 * 100 ** 2 - 50 ** 2) assert densecap.util.iou(box0, box2) == (50 * 100) / (2 * 100 ** 2 - 50 * 100) assert densecap.util.iou(box0, box3) == (50 * 100) / (2 * 100 ** 2 - 50 * 100) def test_IoU_no_overlap(): box1 = (0, 0, 100, 100) box2 = (100, 100, 20, 20) box3 = (0, 120, 40, 40) assert densecap.util.iou(box1, box2) == 0.0 assert densecap.util.iou(box1, box3) == 0.0 def test_IoU_inside(): box1 = (0, 0, 100, 100) box2 = (10, 10, 20, 20) box3 = (0, 30, 40, 40) assert densecap.util.iou(box1, box2) == 20 ** 2 / 100 ** 2 assert densecap.util.iou(box2, box1) == 20 ** 2 / 100 ** 2 assert densecap.util.iou(box3, box1) == 40 ** 2 / 100 ** 2 def test_IoU_with_self(): box1 = (0, 0, 10, 10) assert densecap.util.iou(box1, box1) == 1.0
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Model/lookalike-model/lookalike_model/trainer/train_multi_gpu.py
rangaswamymr/incubator-bluemarlin
21
138478
<filename>Model/lookalike-model/lookalike_model/trainer/train_multi_gpu.py import os os.environ['CUDA_VISIBLE_DEVICES'] = "0,1,2,3" import time import pickle import random import numpy as np import tensorflow as tf import sys from input import DataInput, DataInputTest from model_multi_gpu import Model, DIN from sklearn.metrics import roc_auc_score random.seed(1234) np.random.seed(1234) tf.set_random_seed(1234) train_batch_size = 2048 #1024 test_batch_size = 2048 #1024 predict_batch_size = 32 predict_users_num = 1000 # predict_ads_num = 6 predict_ads_num = 30 time_interval_num = 10 gpu_num = 3 with open('ad_dataset_lookalike_jimmy_' + str(time_interval_num) + '.pkl', 'rb') as f: train_set = pickle.load(f) test_set = pickle.load(f) cate_list = pickle.load(f) user_count, item_count, cate_count = pickle.load(f) with open('label_lookalike_jimmy_' + str(time_interval_num) + '.pkl', 'rb') as f: test_lb = pickle.load(f) test_set_with_label = [] for i in range(len(test_lb)): test_set_with_label.append(tuple([test_set[i][0], test_set[i][1], test_set[i][2][0], test_lb[i]])) best_auc = 0.0 best_auc_train = 0.0 best_auc_test = 0.0 def calc_auc(raw_arr): """Summary Args: raw_arr (TYPE): Description Returns: TYPE: Description """ # sort by pred value, from small to big arr = sorted(raw_arr, key=lambda d:d[2]) auc = 0.0 fp1, tp1, fp2, tp2 = 0.0, 0.0, 0.0, 0.0 for record in arr: fp2 += record[0] # noclick tp2 += record[1] # click auc += (fp2 - fp1) * (tp2 + tp1) fp1, tp1 = fp2, tp2 # if all nonclick or click, disgard threshold = len(arr) - 1e-3 if tp2 > threshold or fp2 > threshold: return -0.5 if tp2 * fp2 > 0.0: # normal auc return (1.0 - auc / (2.0 * tp2 * fp2)) else: return None def _auc_arr(score): score_p = score[:,0] score_n = score[:,1] #print "============== p =============" #print score_p #print "============== n =============" #print score_n score_arr = [] for s in score_p.tolist(): score_arr.append([0, 1, s]) for s in score_n.tolist(): score_arr.append([1, 0, s]) return score_arr def _eval(sess, model): auc_sum = 0.0 score_arr = [] for _, uij in DataInputTest(test_set, test_batch_size): auc_, score_ = model.eval(sess, uij) score_arr += _auc_arr(score_) auc_sum += auc_ * len(uij[0]) test_gauc = auc_sum / len(test_set) Auc = calc_auc(score_arr) global best_auc if best_auc < test_gauc: best_auc = test_gauc model.save(sess, 'save_path/ckpt') return test_gauc, Auc def _eval_logdata(sess, model, dataset, batch_size, type): score_arr = [] y = [] for _, uij in DataInput(dataset, batch_size): score_ = model.eval_logdata(sess, uij) score_arr.append(np.squeeze(score_[0])) y.append(np.asarray(uij[2])) # score_arr = np.vstack(score_arr) score_arr = np.hstack(score_arr) y = np.hstack(np.asarray(y)) Auc = roc_auc_score(y, score_arr) global best_auc_train global best_auc_test if type=='train' and best_auc_train<Auc: best_auc_train = Auc if type=='test' and best_auc_test<Auc: best_auc_test = Auc model.save(sess, 'save_path/ckpt') return Auc def _eval_logdata_improve(sess, dataset, batch_size, type): score_arr = [] y = [] for _, uij in DataInput(dataset, batch_size): score_ = sess.run([batch_logits_test], feed_dict={ i_batch: uij[1], j_batch: uij[2], y_batch: uij[2], hist_i_batch: uij[3], sl_batch: uij[4] }) score_arr.append(np.squeeze(score_[0])) y.append(np.asarray(uij[2])) score_arr = np.hstack(score_arr) y = np.hstack(np.asarray(y)) Auc = roc_auc_score(y[:len(score_arr)], score_arr) global best_auc_train global best_auc_test if type=='train' and best_auc_train<Auc: best_auc_train = Auc if type=='test' and best_auc_test<Auc: best_auc_test = Auc saver = tf.train.Saver() saver.save(sess, save_path='save_path/ckpt') return Auc def _test(sess, model): auc_sum = 0.0 score_arr = [] predicted_users_num = 0 print("test sub items") for _, uij in DataInputTest(test_set, predict_batch_size): if predicted_users_num >= predict_users_num: break score_ = model.test(sess, uij) score_arr.append(score_) predicted_users_num += predict_batch_size return score_[0] PS_OPS = ['Variable', 'VariableV2', 'AutoReloadVariable'] def assign_to_device(device, ps_device='/cpu:0'): def _assign(op): node_def = op if isinstance(op, tf.NodeDef) else op.node_def if node_def.op in PS_OPS: return "/" + ps_device else: return device return _assign def average_gradients(tower_grads): average_grads, cnt = [], 0 for grad_and_vars in zip(*tower_grads): grads = [] for g, _ in grad_and_vars: if g is not None: expanded_g = tf.expand_dims(g, 0) else: expanded_g = None grads.append(expanded_g) if all(x is None for x in grads): grad = None else: grad = tf.concat(grads, 0) grad = tf.reduce_mean(grad, 0) v = grad_and_vars[0][1] grad_and_var = (grad, v) average_grads.append(grad_and_var) cnt += 1 rlt_grads = [v[0] for v in average_grads] rlt_vars = [v[1] for v in average_grads] return average_grads # return rlt_grads, rlt_vars if min(cate_list)>0: item_count += 1 lr = 1.0 # 0.1 reuse_vars = False tf.reset_default_graph() with tf.device('/cpu:0'): tower_grads, tower_logits_test = [], [] reuse_vars = False # tf Graph input i_batch = tf.placeholder(tf.int32, [None,]) # [B] j_batch = tf.placeholder(tf.int32, [None,]) # [B] y_batch = tf.placeholder(tf.int32, [None,]) # [B] hist_i_batch = tf.placeholder(tf.int32, [None, None]) # [B, T] sl_batch = tf.placeholder(tf.int32, [None,]) # [B] for i in range(gpu_num): with tf.device(assign_to_device('/gpu:{}'.format(i), ps_device='/cpu:0')): delta = tf.shape(i_batch)[0] // gpu_num start, end = i*delta, (i+1)*delta i = i_batch[start:end] j = j_batch[start:end] y = y_batch[start:end] hist_i = hist_i_batch[start:end,:] sl = sl_batch[start:end] logits_train = DIN(i, j, y, hist_i, sl, item_count, cate_count, cate_list, reuse=reuse_vars, is_training=True) logits_test = DIN(i, j, y, hist_i, sl, item_count, cate_count, cate_list, reuse=True, is_training=False) loss_op = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits( logits=logits_train, labels=tf.cast(y, tf.float32))) trainable_params = tf.trainable_variables() gradients = tf.gradients(loss_op, trainable_params) clip_gradients, _ = tf.clip_by_global_norm(gradients, 5) grads = [(v, trainable_params[ind]) for ind, v in enumerate(clip_gradients)] reuse_vars = True tower_grads.append(grads) tower_logits_test.append(logits_test) batch_logits_test = tf.concat(tower_logits_test, 0) average_grads = average_gradients(tower_grads) optimizer = tf.train.GradientDescentOptimizer(learning_rate=lr) train_op = optimizer.apply_gradients(average_grads) init = tf.global_variables_initializer() gpu_options = tf.GPUOptions(allow_growth=True) # with tf.Session(config=tf.ConfigProto(gpu_options=gpu_options, device_count={'GPU': 2})) as sess: with tf.Session(config=tf.ConfigProto(allow_soft_placement=True, log_device_placement=True, gpu_options=gpu_options)) as sess: sess.run(tf.global_variables_initializer()) sess.run(tf.local_variables_initializer()) sess.run(init) epoch2display = 2 start_time = time.time() for epoch in range(10): random.shuffle(train_set) epoch_total_loss, cnt = 0.0, 0 for _, uij in DataInput(train_set, train_batch_size*gpu_num): loss_, _ = sess.run([loss_op, train_op], feed_dict={ i_batch: uij[1], j_batch: uij[2], y_batch: uij[2], hist_i_batch: uij[3], sl_batch: uij[4] }) epoch_total_loss += loss_ cnt += 1 epoch_mean_loss = epoch_total_loss / float(cnt) if (epoch>0) and ((epoch+1 % epoch2display==0) or (epoch==9)): auc_train = _eval_logdata_improve(sess, train_set, train_batch_size*gpu_num, 'train') auc_test = _eval_logdata_improve(sess, test_set_with_label, test_batch_size*gpu_num, 'test') print(f'Epoch {epoch} DONE\tCost time: {time.time()-start_time}\ttrain epoch average loss: {epoch_mean_loss}\ttrain auc: {auc_train}\ttest auc: {auc_test}') sys.stdout.flush() print('best train_gauc %.4f\ttest_gauc: %.4f' % (best_auc_train, best_auc_test)) sys.stdout.flush()
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Codigos Python/String_to_int.py
BrunoHarlis/Solucoes_LeetCode
0
32210
<gh_stars>0 # Fonte: https://leetcode.com/problems/string-to-integer-atoi/ # Autor: <NAME> # Data: 03/08/2021 """ Implemente a função myAtoi(string s), que converte uma string em um inteiro assinado de 32 bits (semelhante à função C / C ++ atoi). O algoritmo para myAtoi(string s) é o seguinte: Leia e ignore qualquer espaço em branco à esquerda. Verifique se o próximo caractere (se ainda não estiver no final da string) é '-' ou '+'. Leia este caractere se for algum. Isso determina se o resultado final é negativo ou positivo, respectivamente. Suponha que o resultado seja positivo se nenhum estiver presente. Leia a seguir os caracteres até que o próximo caractere não digitado ou o final da entrada seja alcançado. O resto da string é ignorado. Converta esses dígitos em um número inteiro (ou seja "123" -> 123, "0032" -> 32). Se nenhum dígito foi lido, o número inteiro é 0. Altere o sinal conforme necessário (da etapa 2). Se o inteiro estiver fora do intervalo de inteiros com sinal de 32 bits, fixe o inteiro para que ele permaneça no intervalo. Especificamente, números inteiros menores do que deveriam ser fixados e inteiros maiores do que deveriam ser fixados. [-231, 231 - 1]-231-231231 - 1231 - 1 Retorne o inteiro como o resultado final. Observação: Apenas o caractere de espaço ' ' é considerado um caractere de espaço em branco. Não ignore nenhum caractere além do espaço em branco inicial ou o resto da string após os dígitos. Tempo de execução : 36 ms, mais rápido que 60,05 % dos envios. Uso da memória : 14,5 MB, menos de 26,10 % dos envios. """ def myAtoi(s): s = s.strip() negativo = False i = 0 r = 0 if len(s) == 0: return 0 if s[i] == '-': negativo = True i += 1 elif s[i] == '+': i += 1 while i < len(s): if s[i].isnumeric(): temp = int(s[i:i+1]) r = r * 10 + temp if negativo: if r * -1 < -2**31: return -2**31 elif r > 2**31 - 1: return 2**31 - 1 i += 1 else: break return r * -1 if negativo else r
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dl.py
onoira/instawow-installer
0
1604605
<reponame>onoira/instawow-installer from __future__ import annotations import json import os import os.path as path import re import shutil import zipfile from configparser import ConfigParser from glob import glob import requests _RE_NAME_GUI = re.compile( r'\b\binstawow-desktop.+\.exe\b', flags=re.IGNORECASE ) _RE_NAME_CLI = re.compile( r'\binstawow-(?:cli-)?windows.+\.zip\b', flags=re.IGNORECASE ) DOWNLOAD_DIRECTORY = './download' REPO_PATH = "layday/instawow" class GitHubClient(): def get_asset(self, url: str) -> bytes: return self._get(url).content def get_manifest(self, repo_path: str) -> dict: owner, repo = repo_path.split('/') resp = self._get( f'https://api.github.com/repos/{owner}/{repo}/releases/latest' ) jso = json.loads(resp.content) return jso def _get(self, url): return requests.get(url, headers=self.headers) def __init__(self, headers: dict = None): self.headers = { 'Accept': "application/vnd.github.v3+json"} | (headers or dict()) def collect_assets(assets: list[dict]) -> dict[str, str]: assets = { 'instawow-gui.exe': next( i['browser_download_url'] for i in assets if _RE_NAME_GUI.match(i['name']) ), '.instawow.zip': next( i['browser_download_url'] for i in assets if _RE_NAME_CLI.match(i['name']) ) } return assets def download_assets( client: GitHubClient, assets: list[dict[str, str]], download_dir: str ) -> None: for name, url in assets.items(): file = path.join(download_dir, name) print(f"Downloading '{url}' (-> {file})...") content = client.get_asset(url) with open(path.join(download_dir, name), 'wb') as fp: fp.write(content) if name.endswith('.zip'): print(f"Unzipping '{file}' (-> {download_dir})") with zipfile.ZipFile(file, 'r') as zr: zr.extractall(download_dir) def copy_assets( files: list[str], download_dir: str, install_dir: str ) -> None: for src in files: dst = path.join(install_dir, path.basename(src)) if path.exists(dst): print(f"Backing up '{dst}'") shutil.move(dst, dst + '.bak') print(f"Copying '{src}' -> '{dst}'") shutil.copy(src, dst) def main(): config = ConfigParser() config.read('dl.cfg') install_dir = config['default']['install_dir'] print(f"Using install directory '{install_dir}'") download_dir = path.abspath(DOWNLOAD_DIRECTORY) if not path.exists(download_dir): print(f"Creating directory '{download_dir}'") os.makedirs(download_dir) client = GitHubClient() manifest = client.get_manifest(REPO_PATH) version = manifest['tag_name'] print(f"Collecting instawow-{version}...") assets = collect_assets(manifest['assets']) download_assets(client, assets, download_dir) files = [i for i in glob(path.join(download_dir, '*.exe'))] copy_assets(files, download_dir, install_dir) print("Done.") if __name__ == '__main__': try: main() except KeyboardInterrupt: pass
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Scripts/mapOutline_AGP2.py
usgs/gems-tools-pro
15
194849
<filename>Scripts/mapOutline_AGP2.py # MapOutline.py # generates rectangular (in lat-long) map outline and # appropriate tics in projection of user's choosing. Result is # stored in an existing geodatabase # # For complex map outlines, try several runs and intersect the results. # # <NAME>, U.S. Geological Survey # <EMAIL> # # July 23, 2019: updated to work with Python 3 in ArcGIS Pro 2 # Only had to make some syntax edits. # Renamed from mapOutline_Arc10.py to mapOutline_AGP2.py # <NAME> import arcpy, sys, os versionString = 'mapOutline_AGP2.py, version of 23 July 2019' rawurl = 'https://raw.githubusercontent.com/usgs/gems-tools-pro/master/Scripts/mapOutline_AGP2.py' checkVersion(versionString, rawurl, 'gems-tools-pro') """ INPUTS maxLongStr # in D M S, separated by spaces. Decimals OK. # Note that west values must be negative # -122.625 = -122 37 30 # if value contains spaces it should be quoted minLatStr # DITTO dLong # in decimal degrees OR decimal minutes # values <= 5 are assumed to be degrees # values > 5 are assumed to be minutes dLat # DITTO # default values of dLong and dLat are 7.5 ticInterval # in decimal minutes! Default value is 2.5 isNAD27 # NAD27 or NAD83 for lat-long locations outgdb # existing geodatabase to host output feature classes outSpRef # output spatial reference system scratch # scratch folder, must be writable """ c = ',' degreeSymbol = '°' minuteSymbol = "'" secondSymbol = '"' def addMsgAndPrint(msg, severity=0): # prints msg to screen and adds msg to the geoprocessor (in case this is run as a tool) # print msg try: for string in msg.split('\n'): # Add appropriate geoprocessing message if severity == 0: arcpy.AddMessage(string) elif severity == 1: arcpy.AddWarning(string) elif severity == 2: arcpy.AddError(string) except: pass def dmsStringToDD(dmsString): dms = dmsString.split() dd = abs(float(dms[0])) if len(dms) > 1: dd = dd + float(dms[1])/60.0 if len(dms) > 2: dd = dd + float(dms[2])/3600.0 if dms[0][0] == '-': dd = 0 - dd return(dd) def ddToDmsString(dd): dd = abs(dd) degrees = int(dd) minutes = int((dd-degrees)* 60) seconds = int(round((dd-degrees-(minutes/60.0))* 3600)) if seconds == 60: minutes = minutes+1 seconds = 0 dmsString = str(degrees)+degreeSymbol dmsString = dmsString+str(minutes)+minuteSymbol if seconds != 0: dmsString = dmsString+str(seconds)+secondSymbol return dmsString addMsgAndPrint(versionString) ## MAP BOUNDARY # get and check inputs SELongStr = sys.argv[1] SELatStr = sys.argv[2] dLong = float(sys.argv[3]) dLat = float(sys.argv[4]) ticInterval = float(sys.argv[5]) if sys.argv[6] == 'true': isNAD27 = True else: isNAD27 = False if isNAD27: xycs = 'GEOGCS["GCS_North_American_1927",DATUM["D_North_American_1927",SPHEROID["Clarke_1866",6378206.4,294.9786982]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433],AUTHORITY["EPSG",4267]]' else: xycs = 'GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433],AUTHORITY["EPSG",4269]]' outgdb = sys.argv[7] outSpRef = sys.argv[8] scratch = sys.argv[9] # set workspace arcpy.env.workspace = outgdb arcpy.env.scratchWorkspace = scratch # calculate maxLong and minLat, dLat, dLong, minLong, maxLat maxLong = dmsStringToDD(SELongStr) minLat = dmsStringToDD(SELatStr) if dLong > 5: dLong = dLong/60.0 if dLat > 5: dLat = dLat/60.0 minLong = maxLong - dLong maxLat = minLat + dLat # test for and delete any feature classes to be created for xx in ['xxMapOutline','MapOutline','xxTics','Tics']: if arcpy.Exists(xx): arcpy.Delete_management(xx) addMsgAndPrint(' deleted feature class {}'.format(xx)) ## MAP OUTLINE # make XY file for map outline addMsgAndPrint(' writing map outline file') genf = open(os.path.join(scratch, 'xxxbox.csv'), 'w') genf.write('LONGITUDE,LATITUDE\n') genf.write('{},{}\n'.format(str(minLong), str(maxLat))) genf.write('{},{}\n'.format(str(maxLong), str(maxLat))) genf.write('{},{}\n'.format(str(maxLong), str(minLat))) genf.write('{},{}\n'.format(str(minLong), str(minLat))) genf.write('{},{}\n'.format(str(minLong), str(maxLat))) genf.close() # convert XY file to .dbf table boxdbf = arcpy.CreateScratchName('xxx','.dbf','',scratch) boxdbf = os.path.basename(boxdbf) arcpy.TableToTable_conversion(os.path.join(scratch,'xxxbox.csv'), scratch,boxdbf) # make XY event layer from .dbf table arcpy.MakeXYEventLayer_management(os.path.join(scratch, boxdbf),'LONGITUDE','LATITUDE','boxlayer',xycs) # convert event layer to preliminary line feature class with PointsToLine_management arcpy.PointsToLine_management('boxlayer', 'xxMapOutline') # densify MapOutline arcpy.Densify_edit('xxMapOutline', 'DISTANCE', 0.0001) # project to correct spatial reference ### THIS ASSUMES THAT OUTPUT COORDINATE SYSTEM IS HARN AND WE ARE IN OREGON OR WASHINGTON!! if isNAD27: geotransformation = 'NAD_1927_To_NAD_1983_NADCON;NAD_1983_To_HARN_OR_WA' else: geotransformation = 'NAD_1983_To_HARN_OR_WA' geotransformation = '' arcpy.Project_management('xxMapOutline', 'MapOutline', outSpRef, geotransformation, xycs) ## TICS # calculate minTicLong, minTicLat, maxTicLong, maxTiclat ticInterval = ticInterval / 60.0 # convert minutes to degrees minTicLong = int(round(0.1 + minLong // ticInterval)) maxTicLong = int(round(1.1 + maxLong // ticInterval)) minTicLat = int(round(0.1 + minLat // ticInterval)) maxTicLat = int(round(1.1 + maxLat // ticInterval)) if minTicLong < 0: minTicLong = minTicLong + 1 if maxTicLong < 0: maxTicLong = maxTicLong + 1 # make xy file for tics addMsgAndPrint(' writing tic file') genf = open(os.path.join(scratch, 'xxxtics.csv'),'w') genf.write('ID,LONGITUDE,LATITUDE\n') nTic = 1 for y in range(minTicLat, maxTicLat): ticLat = y * ticInterval for x in range(minTicLong, maxTicLong): ticLong = x * ticInterval genf.write(str(nTic) + c + str(ticLong) + c + str(ticLat) + '\n') nTic = nTic+1 genf.close() # convert to dbf ticdbf = arcpy.CreateScratchName('xxx','.dbf','',scratch) print(ticdbf) ticdbf = os.path.basename(ticdbf) print(ticdbf) arcpy.TableToTable_conversion(os.path.join(scratch, 'xxxtics.csv'), scratch, ticdbf) # make XY event layer from table arcpy.MakeXYEventLayer_management(os.path.join(scratch, ticdbf), 'LONGITUDE', 'LATITUDE', 'ticlayer', xycs) # copy to point featureclass arcpy.FeatureToPoint_management('ticlayer', 'xxtics') # project to correct coordinate system arcpy.Project_management('xxtics', 'tics', outSpRef, geotransformation,xycs) # add attributes for fld in ['Easting','Northing']: arcpy.AddField_management('tics',fld,'DOUBLE') for fld in ['LatDMS','LongDMS']: arcpy.AddField_management('tics',fld,'TEXT',"","",20) arcpy.AddXY_management('tics') # calc Easting = Point_X, Northing = Point_Y arcpy.CalculateField_management('tics','Easting','!Point_X!','PYTHON') arcpy.CalculateField_management('tics','Northing','!Point_Y!','PYTHON') # create update cursor, cycle through tics, and add LatDMS and LongDMS addMsgAndPrint(' adding lat-long text strings') rows = arcpy.UpdateCursor('tics') for row in rows: row.LatDMS = ddToDmsString(row.LATITUDE) row.LongDMS = ddToDmsString(row.LONGITUDE) rows.updateRow(row) del row del rows # delete csv files, dbf files, and preliminary featureclasses addMsgAndPrint(' cleaning up scratch workspace') for xx in [boxdbf,boxdbf+'.xml',ticdbf,ticdbf+'.xml']: #,'xxxbox.csv','xxxtics.csv']: os.remove(os.path.join(scratch, xx)) addMsgAndPrint(' deleting temporary feature classes') arcpy.Delete_management('xxtics') arcpy.Delete_management('xxMapOutline') #sys.exit() # force exit with failure
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project1b.py
kaamila42/project1
0
92253
<gh_stars>0 filename = input("Input the Filename: " ,"py = python", "txt = text", ...) f_extns = filename.split(".") print(f " The extension of the file is '{f_extns[]}'")
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python/cursoemvideo/040.py
Gustavo-Martins/learning
0
160305
# Reads two grades and prints average grade1 = float(input('Digite a primeira nota: ')) grade2 = float(input('Digite a segunda nota: ')) grade_average = (grade1 + grade2) / 2 print('Tirando {:.1f} e {:.1f}, a média é {:.1f}'.format(grade1, grade2, grade_average)) if grade_average < 5: print('O aluno(a) está REPROVADO') elif grade_average >= 7: print('O aluno(a) está APROVADO') else: print('O aluno(a) está em RECUPERAÇÃO')
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piefuzz/__init__.py
timeyyy/piefuzz
7
186810
from piefuzz.piefuzz import *
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BlogSite-Flask/flaskblog/__init__.py
Mihir008/Web-Ideas
10
167414
from flask import Flask from flask_sqlalchemy import SQLAlchemy from flask_bcrypt import Bcrypt from flask_login import LoginManager app = Flask(__name__) app.config['SECRET_KEY'] = '<KEY>' app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///site.db' db = SQLAlchemy(app) bcrypt = Bcrypt(app) login_manager = LoginManager(app) login_manager.login_view= 'login' login_manager.login_message_category= 'info' from flaskblog import routes
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person_detector.py
RocketMan112/STEM_Mentorship
0
156800
import logging log = logging.getLogger(__name__) class PersonDetectorBase: def initialize(self): pass def name(self): return "Error - Base PersonDetector class, not for direct use" class FakeFixedPersonDetector(PersonDetectorBase): def initialize(self): pass def name(self): return "FakeFixedPersonDetector" class ComputerVisionPersonDetector(PersonDetectorBase): def initialize(self): pass def name(self): return "ComputerVisionPersonDetector"
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bcs-ui/backend/tests/resources/test_resource.py
laodiu/bk-bcs
1
1616915
<reponame>laodiu/bk-bcs # -*- coding: utf-8 -*- """ Tencent is pleased to support the open source community by making 蓝鲸智云PaaS平台社区版 (BlueKing PaaS Community Edition) available. Copyright (C) 2017-2021 TH<NAME>, a Tencent company. All rights reserved. Licensed under the MIT License (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://opensource.org/licenses/MIT Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import pytest from backend.container_service.clusters.base.models import CtxCluster from backend.resources.resource import ResourceClient, ResourceList, ResourceObj from backend.resources.utils.format import ResourceDefaultFormatter from backend.tests.conftest import TEST_NAMESPACE @pytest.fixture def ctx_cluster(project_id, cluster_id): return CtxCluster.create(cluster_id, project_id, token='token') class PodResourceObj(ResourceObj): @property def image_name(self) -> str: return self.data.spec.containers[0]['image'] class MyPod(ResourceClient): kind = 'Pod' formatter = ResourceDefaultFormatter() result_type = PodResourceObj @pytest.fixture( params=[ # method kwargs, expected_type # default `is_format` value is True ({}, dict), ({'is_format': True}, dict), ({'is_format': False}, PodResourceObj), ] ) def type_assertion_pair(request): return request.param class TestResourceClient: @pytest.fixture(autouse=True) def init_resources(self, random_name, ctx_cluster): MyPod(ctx_cluster).update_or_create( namespace=TEST_NAMESPACE, name=random_name, body=make_pod_body(random_name) ) yield MyPod(ctx_cluster).delete(namespace=TEST_NAMESPACE, name=random_name) def test_list_formatted(self, random_name, ctx_cluster): pods = MyPod(ctx_cluster).list(namespace=TEST_NAMESPACE, is_format=True) assert isinstance(pods, list) assert isinstance(pods[0], dict) def test_list_not_formatted(self, random_name, ctx_cluster): pods = MyPod(ctx_cluster).list(namespace=TEST_NAMESPACE, is_format=False) assert isinstance(pods, ResourceList) assert isinstance(pods.metadata, dict) assert random_name in [pod.name for pod in pods.items] for pod in pods.items: if pod.name == random_name: assert pod.image_name == 'busybox' def test_get_is_format(self, type_assertion_pair, random_name, ctx_cluster): kwargs, expected_type = type_assertion_pair pod = MyPod(ctx_cluster).get(namespace=TEST_NAMESPACE, name=random_name, **kwargs) assert isinstance(pod, expected_type) def test_get_none(self, random_name, ctx_cluster): pod = MyPod(ctx_cluster).get(namespace=TEST_NAMESPACE, name=random_name + '-non-existent') assert pod is None def test_patch(self, type_assertion_pair, random_name, ctx_cluster): body = make_pod_body(random_name) body['metadata']['labels'] = {'foo': 'bar'} kwargs, expected_type = type_assertion_pair pod = MyPod(ctx_cluster).patch(namespace=TEST_NAMESPACE, name=random_name, body=body, **kwargs) assert isinstance(pod, expected_type) class TestResourceClientCreation: def test_create(self, type_assertion_pair, random_name, ctx_cluster): kwargs, expected_type = type_assertion_pair pod = MyPod(ctx_cluster).create( namespace=TEST_NAMESPACE, name=random_name, body=make_pod_body(random_name), **kwargs ) assert isinstance(pod, expected_type) def test_update_or_create(self, type_assertion_pair, random_name, ctx_cluster): kwargs, expected_type = type_assertion_pair pod, created = MyPod(ctx_cluster).update_or_create( namespace=TEST_NAMESPACE, name=random_name, body=make_pod_body(random_name), **kwargs ) assert isinstance(created, bool) assert isinstance(pod, expected_type) def make_pod_body(name: str): """Make simple Pod body for testing""" return { 'apiVersion': 'v1', 'kind': 'Pod', 'metadata': {'name': name}, 'spec': {'containers': [{'name': "main", 'image': "busybox"}]}, }
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MiScan/model.py
QuKunLab/MiScan
3
1613529
from keras import Model from keras.layers import Dropout, Input from keras.optimizers import adam from .layers import dense, activation def build_dense_model(input_dim=13885, lr=1e-6, dropout=0.25, acti='leakyrelu' ): input_x = Input(shape=(input_dim,), name="input", dtype='float32') x = dense(256)(input_x) x = activation(type=acti)(x) x = Dropout(dropout)(x) x = dense(128)(x) x = activation(type=acti)(x) x = Dropout(dropout)(x) x = dense(64)(x) x = activation(type=acti)(x) x = Dropout(dropout)(x) last = dense(2, activation='softmax')(x) model = Model(inputs=input_x, outputs=last) model.compile(loss='categorical_crossentropy', optimizer=adam(lr=lr), metrics=['accuracy']) return model
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Reader.py
noahwc/gtfs-pyparse
0
115246
# This class parses a gtfs text file class Reader: def __init__(self, file): self.fields = [] self.fp = open(file, "r") self.fields.extend(self.fp.readline().rstrip().split(",")) def get_line(self): data = {} line = self.fp.readline().rstrip().split(",") for el, field in zip (line, self.fields): data[field] = el if len(data) == 1: return None else: return data def end(self): self.fp.close()
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PyTorch/loader.py
avinashsai/Gated-CNN-for-ABSA
0
81148
<reponame>avinashsai/Gated-CNN-for-ABSA import sys import os import re import ast from ast import literal_eval label = {'negative':0,'positive':1,'neutral':2} def preprocess(string): string = re.sub(r"[^A-Za-z0-9(),!?\'\`]", " ", string) string = re.sub(r"\'s", " \'s", string) string = re.sub(r"\'ve", " \'ve", string) string = re.sub(r"n\'t", " n\'t", string) string = re.sub(r"\'re", " \'re", string) string = re.sub(r"\'d", " \'d", string) string = re.sub(r"\'ll", " \'ll", string) string = re.sub(r",", " , ", string) string = re.sub(r"!", " ! ", string) string = re.sub(r"\(", " \( ", string) string = re.sub(r"\)", " \) ", string) string = re.sub(r"\?", " \? ", string) string = re.sub(r"\s{2,}", " ", string) return string.strip() def load_data(dataset): temp=open(dataset+"atsa_train.json","r",encoding="ISO-8859-1").read() train=literal_eval(temp) train_sentence=[] train_aspect=[] train_sentiment=[] for i in train: if(i['sentiment']!='conflict'): train_sentence.append(preprocess(i["sentence"])) train_aspect.append(preprocess(i["aspect"])) train_sentiment.append(label[i["sentiment"]]) temp=open(dataset+"atsa_test.json","r",encoding="ISO-8859-1").read() test=literal_eval(temp) test_sentence=[] test_aspect=[] test_sentiment=[] for i in test: if(i['sentiment']!='conflict'): test_sentence.append(preprocess(i["sentence"])) test_aspect.append(preprocess(i["aspect"])) test_sentiment.append(label[i["sentiment"]]) return train_sentence,test_sentence,train_aspect,test_aspect,train_sentiment,test_sentiment
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templogboss/myapp/models.py
Bossabossy/Templog
0
57578
<gh_stars>0 from __future__ import unicode_literals from django.db import models class Node(models.Model): node_name=models.CharField(max_length=100) description=models.CharField(max_length=100) def __str__(self): return "{}:{}:{}".format(self.id, self.node_name, self.description) class Record(models.Model): created=models.DateTimeField(auto_now_add=True) updated=models.DateTimeField(auto_now=True) node=models.ForeignKey(Node, on_delete=models.CASCADE) value=models.FloatField(default=0.0) class Attribute(models.Model): attribute=models.CharField(max_length=100) description=models.CharField(max_length=100)
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semisupervised/label_spreading.py
romanorac/ml
4
109737
# coding=utf8 import numpy as np class LabelSpreading: def __init__(self, alpha=0.2, max_iter=30, tol=1e-3): """ :param alpha: clamping factor between (0,1) :param max_iter: maximum number of iterations :param tol: convergence tolerance """ self.alpha = alpha self.max_iter = max_iter self.tol = tol self.dist = None def fit(self, w, y): """ fit label spreading algorithm :param w: similarity matrix of n x n shape with n samples :param y: labels of n x c shape with c labels, where 1 denotes label of x_i or 0 otherwise. Unlabeled samples have labels set to 0. """ if type(w) != np.ndarray or type(y) != np.ndarray or len(w) != len(y): raise Exception("w and y should be numpy array with equal length") if 0 > self.alpha > 1 or self.max_iter < 0 or self.tol < 0: raise Exception("Parameters are set incorrectly") # construct the matrix S d = np.sum(w, axis=1) d[d == 0] = 1 np.power(d, -1 / 2., d) d = np.diag(d) s = np.dot(np.dot(d, w), d) # Iterate F(t+1) until convergence cur_iter = 0 err = self.tol f0 = y f1 = None while cur_iter < self.max_iter and err >= self.tol: f1 = self.alpha * np.dot(s, f0) + (1 - self.alpha) * y err = np.max(np.abs(f1 - f0)) f0 = f1 cur_iter += 1 self.dist = f1 # set distributions return self def predict(self, y): """ use model to create predictions :param y: labels of n x c shape with c labels, where 1 denotes label of x_i or 0 otherwise. Unlabeled samples have labels set to 0. :return: list with predictions """ if not np.any(y): raise Exception("Please fit model first") if type(y) != np.ndarray: raise Exception("y should be numpy array") predictions = [] for i, labels in enumerate(y): index = np.where(labels == 1)[0] if len(index) == 1: # was labeled before predictions.append(index[0]) else: # use label with highest score predictions.append(np.argmax(self.dist[i])) return predictions
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build/lib/myrest/myparser.py
xiaoyexu/myrestengine
0
1602638
<filename>build/lib/myrest/myparser.py # -*- coding: UTF-8 -*- import re class StringReader(object): def __init__(self, text): self.text = text self.maxlength = len(text) self.currentPosition = 0 def isOverLength(self, length): return length >= self.maxlength or length < 0 def isCurrentPositionValid(self): return self.isPositionValid(self.currentPosition) def isPositionValid(self, p): return p >= 0 and p < self.maxlength def peek(self, length): if not self.isCurrentPositionValid(): return None m = self.currentPosition n = m + length if self.isOverLength(n): return self.text[m:] else: return self.text[m:n] def peekNext(self): return self.peek(1) def read(self, length): if not self.isCurrentPositionValid(): return None m = self.currentPosition n = m + length if self.isOverLength(n): self.currentPosition = -1 return self.text[m:] else: self.currentPosition += length return self.text[m:n] def readNext(self): return self.read(1) def skipBlank(self): if not self.isCurrentPositionValid(): return while self.peekNext() == ' ': self.readNext() def readStringPatternWord(self, pattern): if not self.isCurrentPositionValid(): return None l = self.peekNext() if not l: return None result = '' while l and re.compile(pattern).match(l): result += self.readNext() l = self.peekNext() return result def readStringVariable(self): if not self.isCurrentPositionValid(): return None m = self.currentPosition text = self.text[m:] v = self.text[m] if v == '"' or v == "'": try: idx = text.index(v, 1) n = idx + 1 self.currentPosition += n if not self.isCurrentPositionValid(): self.currentPosition = -1 return text[:n] except ValueError as e: return None else: return None def isEnd(self): return self.currentPosition == -1 class Parser(object): def __init__(self, text): self.text = text self.textStack = [] self.parseStack = [] self.priorityStack = [] self.reader = StringReader(text) self.pair = { ')': '(' } self.syntax_definition = { 'condition': [ (1, '\('), (1, '\)'), (1, '\|'), (1, ',') ], 'operator': [ (1, '='), # equal (2, '!='), # not equal (1, '@'), # between (2, '!@'), # not between (1, '%'), # contains(not case sensitive) (2, '!%'), # not contains(not case sensitive) (2, '%%'), # contains(case sensitive) (3, '!%%'), # not contains(case sensitive) (1, '>'), # great than (1, '<'), # less than (2, '>='), # great equal than (2, '<=') # less equal than ] } self.string_definition = { 'string': [(1, """["']""")] } self.variable_definiation = { 'variable': [(1, """[A-Za-z0-9_]""")] } self.convertToStack() def checkDefinition(self, table, char): # result = None for k, v in table.items(): for l, p in v: if len(char) == l and re.compile(p).match(char): return (k, p) return (None, None) def convertToStack(self): self.reader.skipBlank() while not self.reader.isEnd(): if self.reader.peekNext() == ' ': self.reader.skipBlank() else: char3 = self.reader.peek(3) (syntaxDef, pattern) = self.checkDefinition(self.syntax_definition, char3) if syntaxDef: self.reader.read(3) self.textStack.insert(0, (syntaxDef, char3)) continue char2 = self.reader.peek(2) (syntaxDef, pattern) = self.checkDefinition(self.syntax_definition, char2) if syntaxDef: self.reader.read(2) self.textStack.insert(0, (syntaxDef, char2)) continue char = self.reader.peekNext() (syntaxDef, pattern) = self.checkDefinition(self.syntax_definition, char) if syntaxDef: self.reader.readNext() self.textStack.insert(0, (syntaxDef, char)) continue (stringDef, pattern) = self.checkDefinition(self.string_definition, char) if stringDef: word = self.reader.readStringVariable() self.textStack.insert(0, (stringDef, word)) continue (varDef, pattern) = self.checkDefinition(self.variable_definiation, char) if varDef: word = self.reader.readStringPatternWord(pattern) self.textStack.insert(0, (varDef, word)) continue self.raiseError('Scan error, char not allow', (None, self.reader.currentPosition)) def raiseError(self, desc, node): raise Exception('%s at %s' % (desc, node[1])) def parsePush(self, node, status, parseFunc, parseEndStatus): self.textStack.pop() status.append(node[1]) result = parseFunc(status) status[-1] = parseEndStatus return result def parsePop(self, node, status, parseEndStatus): previousChar = self.pair.get(node[1], None) if not previousChar: return if len(status) > 2 and status[-2] == previousChar: self.textStack.pop() status.pop() status[-1] = parseEndStatus else: self.raiseError('Parse error, mismatch %s' % node[1], node) def parseSingleCondition(self, status): operator = None fieldName = None value = None status.append('S') while len(self.textStack) > 0 and status[-1] != 'E': node = self.textStack[-1] if status[-1] == 'S': if node[0] == 'variable': status[-1] = 'S1' fieldName = node[1] self.textStack.pop() else: self.raiseError('Parse error, should be name', node) elif status[-1] == 'S1': if node[0] == 'operator': status[-1] = 'S2' operator = node[1] self.textStack.pop() else: self.raiseError('Parse error, should be operator', node) elif status[-1] == 'S2': if node[0] == 'string': value = node[1] status[-1] = 'E' self.textStack.pop() elif node[0] == 'variable' and node[1] == 'None': value = None status[-1] = 'E' self.textStack.pop() else: self.raiseError('Parse error, should be value', node) status.pop() return ('condition', (operator, fieldName, value)) def parseCondition(self, status): status.append('S') left_result = None right_result = None operator = None while len(self.textStack) > 0 and status[-1] != 'E': node = self.textStack[-1] if status[-1] == 'S': if node[0] == 'condition' and node[1] == '(': left_result = self.parsePush(node, status, self.parseCondition, 'S1') elif node[0] == 'variable': left_result = self.parseSingleCondition(status) status[-1] = 'S1' else: self.raiseError('Parse error, should be nest condition or condition', node) elif status[-1] == 'S1': right_result = None if node[0] == 'condition' and node[1] == '|': status[-1] = 'S' operator = 'or' self.textStack.pop() self.priorityStack.append(('or', left_result)) elif node[0] == 'condition' and node[1] == ',': status[-1] = 'S2' operator = 'and' self.textStack.pop() elif node[0] == 'condition' and node[1] == ')': self.parsePop(node, status, 'E') else: self.raiseError('Parse error, should be and or bracket', node) elif status[-1] == 'S2': if node[0] == 'condition' and node[1] == '(': right_result = self.parsePush(node, status, self.parseCondition, 'S3') elif node[0] == 'variable': right_result = self.parseSingleCondition(status) status[-1] = 'S3' else: self.raiseError('Parse error, should be nest condition or condition', node) elif status[-1] == 'S3': if node[0] == 'condition' and node[1] == ')': self.parsePop(node, status, 'E') elif node[0] == 'condition': if len(status) > 0: status[-1] = 'S1' left_result = (operator, left_result, right_result) else: self.raiseError('Parse error, not be any text here', node) status.pop() if operator and right_result: finalResult = ('andor', (operator, left_result, right_result)) else: finalResult = left_result while len(self.priorityStack) > 0: (left_operator, left_result_in_stack) = self.priorityStack.pop() finalResult = (left_operator, left_result_in_stack, finalResult) return finalResult def parse(self): status = [] return self.parseCondition(status) def loop(self, result): (type, node) = result[0], result[1] if type == 'andor': return self.loop(node) elif type == 'condition': return self.loop(node) n, l, r = result[0], result[1], result[2] if n == 'and' or n == 'or': left = self.loop(l) right = self.loop(r) if n == 'and': return '(%s %s %s)' % (left, ' && ', right) else: return '(%s %s %s)' % (left, ' || ', right) else: return '%s %s %s' % (l, n, r) def toDict(self, result): (type, node) = result[0], result[1] if type == 'andor': dict = self.toDict(node) return dict elif type == 'condition': dict = self.toDict(node) return dict n, l, r = result[0], result[1], result[2] if n == 'and' or n == 'or': left = self.toDict(l) right = self.toDict(r) return {'opt': n, 'left': left, 'right': right} else: # Remove padding ' ", but allow special value None r = r[1:-1] if r else None return {'opt': n, 'field': l, 'value': r}
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conductor/conductor/tests/unit/common/models/test_order_lock_history.py
aalsudais/optf-has
4
147055
# # ------------------------------------------------------------------------- # Copyright (C) 2019 IBM. # # 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 applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # # ------------------------------------------------------------------------- # """Test class for model order_lock_history""" import unittest from conductor.common.models.order_lock_history import OrderLockHistory class TestOrderLockHistory(unittest.TestCase): def setUp(self): self.orderLockHistory = OrderLockHistory() def test_OrderLockHistory(self): self.assertEqual(True, self.orderLockHistory.atomic()) self.assertEqual("id", self.orderLockHistory.pk_name()) self.assertEqual(None, self.orderLockHistory.pk_value()) self.value = {'is_spinup_completed': False, 'conflict_id': None, 'spinup_completed_timestamp': None, 'plans': None} self.assertEqual(self.value, self.orderLockHistory.values()) self.assertEqual("text", self.orderLockHistory.schema().get("conflict_id")) self.assertEqual(None, self.orderLockHistory.__json__().get("plans")) if __name__ == '__main__': unittest.main()
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Bio/UniGene/UniGene.py
zachcp/biopython
5
1611651
# Copyright 2001 by <NAME>. All Rights Reserved. # This code is part of the Biopython distribution and governed by its # license. Please see the LICENSE file that should have been included # as part of this package. from __future__ import print_function import warnings from Bio import BiopythonDeprecationWarning warnings.warn("The module Bio.UniGene.UniGene is now deprecated, " "and will be removed in a future release of Biopython." "To parse UniGene flat files, please use the parser in " "Bio.UniGene instead", BiopythonDeprecationWarning) import string import sgmllib import UserDict import Bio.File class UniGeneParser( sgmllib.SGMLParser ): def reset( self ): sgmllib.SGMLParser.reset( self ) self.text = '' self.queue = UserDict.UserDict() self.open_tag_stack = [] self.open_tag = 'open_html' self.key_waiting = '' self.master_key = '' self.context = 'general_info' def parse( self, handle ): self.reset() self.feed( handle ) for key in self.queue: if( self.queue[ key ] == {} ): if( key[ :15 ] == 'UniGene Cluster' ): self.queue[ 'UniGene Cluster' ] = key[ 16: ] del self.queue[ key ] return self.queue # # Assumes an empty line between records # def feed( self, handle ): if isinstance(handle, Bio.File.UndoHandle): uhandle = handle else: uhandle = Bio.File.UndoHandle(handle) text = '' while True: line = uhandle.readline() line = string.strip( line ) if( line == '' ): break text = text + ' ' + line sgmllib.SGMLParser.feed( self, text ) def handle_data(self, newtext ): newtext = string.strip( newtext ) self.text = self.text + newtext def start_a( self, attrs ): if( self.context == 'seq_info' ): if( self.open_tag != 'open_b' ): self.text = '' # self.queue.append( attrs ) def end_a( self ): if( self.context == 'seq_info' ): if( self.open_tag != 'open_b' ): if( self.key_waiting == '' ): self.key_waiting = self.text self.text = '' def start_b( self, attrs ): self.open_tag_stack.append( self.open_tag ) self.open_tag = 'open_b' if( self.key_waiting == '' ): self.text = '' def end_b( self ): if( self.text[ :15 ] == 'UniGene Cluster' ): self.queue[ 'UniGene Cluster' ] = self.text[ 16: ] self.text = '' elif( self.key_waiting == '' ): self.extract_key() def extract_key( self ): text = string.strip( self.text ) key = string.join( string.split( text ) ) words = string.split( key ) key = string.join( words[ :2 ] ) self.text = '' try: self.open_tag = self.open_tag_stack.pop() except: self.open_tag = 'open_html' if( self.open_tag == 'open_table_data' ): if( self.context == 'general_info' ): if( self.key_waiting == '' ): self.key_waiting = key self.text = '' elif( self.context == 'seq_info' ): if( text == 'Key to Symbols' ): self.context = 'legend' self.master_key = key elif( self.context == 'general_info' ): self.master_key = key if 'SEQUENCE' in key: self.context = 'seq_info' self.queue[ key ] = UserDict.UserDict() elif( self.context == 'seq_info' ): self.queue[ key ] = UserDict.UserDict() self.master_key = key def start_table( self, attrs ): self.open_tag_stack.append( self.open_tag ) self.open_tag = 'open_table' def end_table( self ): try: self.open_tag = self.open_tag_stack.pop() except: self.open_tag = 'open_html' self.key_waiting = '' def start_tr( self, attrs ): self.open_tag_stack.append( self.open_tag ) self.open_tag = 'open_table_row' self.text = '' def end_tr( self ): try: self.open_tag = self.open_tag_stack.pop() except: self.open_tag = 'open_html' text = self.text if text: self.text = '' if( text[ 0 ] == ':' ): text = text[ 1: ] text = string.join( string.split( text ) ) if self.context == 'general_info' or \ self.context == 'seq_info': try: contents = self.queue[ self.master_key ][ self.key_waiting ] if isinstance(contents, list): contents.append( text ) else: self.queue[ self.master_key ][ self.key_waiting ] = \ [ contents, text ] except: self.queue[ self.master_key ][ self.key_waiting ] = text self.key_waiting = '' def start_td( self, attrs ): self.open_tag_stack.append( self.open_tag ) self.open_tag = 'open_table_data' def end_td( self ): try: self.open_tag = self.open_tag_stack.pop() except: self.open_tag = 'open_html' if( self.context == 'seq_info' ): self.text = self.text + ' ' def print_item( self, item, level = 1 ): indent = ' ' for j in range( 0, level ): indent = indent + ' ' if isinstance(item, str): if( item != '' ): print('%s%s' % ( indent, item )) elif isinstance(item, list): for subitem in item: self.print_item( subitem, level + 1 ) elif( isinstance( item, UserDict.UserDict ) ): for subitem in item: print('%skey is %s' % ( indent, subitem )) self.print_item( item[ subitem ], level + 1 ) else: print(item) def print_tags( self ): for key in self.queue: print('key %s' % key) self.print_item( self.queue[ key ] ) if( __name__ == '__main__' ): with open( 'Hs13225.htm') as handle: undo_handle = Bio.File.UndoHandle( handle ) unigene_parser = UniGeneParser() unigene_parser.parse( handle ) unigene_parser.print_tags()
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api/urls.py
alaasalman/aussieshopper
0
146476
<reponame>alaasalman/aussieshopper from django.conf.urls import url, include from rest_framework import routers from api import views app_name = 'api' router = routers.SimpleRouter() router.register(r'stats', views.StatsViewSet) urlpatterns = [ url(r'bot/handle/', views.HandleChatMessage.as_view(), name='api-handle-message'), url(r'^', include(router.urls)) ]
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dolosse/hardware/xia/pixie16/list_mode_data_decoder.py
Tobias2023/dolosse
0
88220
""" file: list_mode_data_decoder.py brief: Decodes binary data produced by an XIA Pixie16 module author: <NAME> date: January 17, 2019 """ from enum import Enum from functools import partial from io import BytesIO from struct import unpack from dolosse.constants.data import WORD, HALF_WORD class HeaderCodes(Enum): """ Defines the various header values that we expect. If we get something that's not one of these then we have a problem. """ STATS_BLOCK = 1 HEADER = 4 HEADER_W_ETS = 6 HEADER_W_ESUM = 8 HEADER_W_ESUM_ETS = 10 HEADER_W_QDC = 12 HEADER_W_QDC_ETS = 14 HEADER_W_ESUM_QDC = 16 HEADER_W_ESUM_QDC_ETS = 18 def decode_word_zero(word, mask): """ Decodes the * Channel * Slot * Crate * Header Length (Base 4 words + options) * Event Length (Header + Trace Length / 2) * Finish Code :param word: The word that we're going to decode :param mask: The mask that we'll be using. :return: A dictionary containing the decoded information. """ return { 'channel': (word & mask.channel()[0]) >> mask.channel()[1], 'slot': (word & mask.slot()[0]) >> mask.slot()[1], 'crate': (word & mask.crate()[0]) >> mask.crate()[1], 'header_length': (word & mask.header_length()[0]) >> mask.header_length()[1], 'event_length': (word & mask.event_length()[0]) >> mask.event_length()[1], 'finish_code': (word & mask.finish_code()[0]) >> mask.finish_code()[1] } def decode_word_two(word, mask): """ Decodes the second word in the standard 4 word header. :param word: The word that we're going to decode. :param mask: The mask we'll use to decode that word. :return: A dictionary containing the decoded information """ return { 'event_time_high': (word & mask.event_time_high()[0]) >> mask.event_time_high()[1], 'cfd_fractional_time': (word & mask.cfd_fractional_time()[0]) >> mask.cfd_fractional_time()[1], 'cfd_trigger_source_bit': (word & mask.cfd_trigger_source()[0]) >> mask.cfd_trigger_source()[1], 'cfd_forced_trigger_bit': (word & mask.cfd_forced_trigger()[0]) >> mask.cfd_forced_trigger()[1] } def decode_word_three(word, mask): """ The final word of the standard header. :param word: The word that we're going to decode. :param mask: The mask we'll use to decode that word. :return: A dictionary containing the decoded information """ return { 'energy': (word & mask.energy()[0]) >> mask.energy()[1], 'trace_length': (word & mask.trace_length()[0]) >> mask.trace_length()[1], 'trace_out_of_range': (word & mask.trace_out_of_range()[0]) >> mask.trace_out_of_range()[1] } def decode_energy_sums(buf): """ The first three words are the leading edge, flattop, and falling edge of the trapezoidal filter. The last word is the baseline encoded in IEEE 754 format. We need to decode this set of data in a different way than the other header words. https://en.wikipedia.org/wiki/IEEE_754#IEEE_754-2008 https://stackoverflow.com/questions/39593087/double-conversion-to-decimal-value-ieee-754-in-python :param buf: The buffer containing the encoded information :return: An array with the elements we decoded. """ return [unpack('I', buf.read(WORD))[0], unpack('I', buf.read(WORD))[0], unpack('I', buf.read(WORD))[0], unpack(b'<f', buf.read(WORD))[0]] def decode_external_timestamp(buf, mask): """ External time stamps come in from the front panel, we will need to be able to decode them so that we can do cross system time correlations. This time works exactly like the channel event time in the header. :param buf: The buffer we'll be decoding :param mask: The mask we need to decode the data. :return: """ return [unpack('I', buf.read(WORD))[0], (unpack('I', buf.read(WORD))[0] & mask.event_time_high()[0]) >> mask.event_time_high()[1]] def decode_qdc(buf): """ The Pixie-16 modules collect QDC Sums of each signal they process. They're stored in 8 words. :param buf: Buffer containing the QDC data :return: An array containing the QDC data """ qdc = [] for chunk in iter(partial(buf.read, WORD), b''): qdc.append(unpack('I', chunk)[0]) return qdc def decode_trace(buf): """ Pixie-16 stores traces with two samples per word. This is about the only place we need to use a half word to decode the data structure. :param buf: The buffer containing the trace. :return: """ trc = [] for chunk in iter(partial(buf.read, HALF_WORD), b''): trc.append(unpack('H', chunk)[0]) return trc def process_optional_header_data(buf, header_length, mask): """ Process additional header data if they exist. We need to execute the buffer reads in order due to how the data structure works. The order is always ESUMS -> QDC -> EXTERNAL_TIMESTAMP (ETS). If one of the three is missing everything else shifts up. :param buf: The buffer that we'll be reading from :param header_length: The header length so that we know what the buffer contains. :param mask: The mask that we need to know how many words each component has. :return: A dictionary containing the decoded data. """ data = {} if HeaderCodes(header_length) in [code for code in HeaderCodes if "ESUM" in code.name]: data['esums'] = \ decode_energy_sums(BytesIO(buf.read(WORD * mask.number_of_energy_sum_words()))) if HeaderCodes(header_length) in [code for code in HeaderCodes if "QDC" in code.name]: data['qdc'] = decode_qdc(BytesIO(buf.read(WORD * mask.number_of_qdc_words()))) if HeaderCodes(header_length) in [code for code in HeaderCodes if "ETS" in code.name]: data['external_timestamp'] = decode_external_timestamp( BytesIO(buf.read(WORD * mask.number_of_external_timestamp_words())), mask) return data def decode_listmode_data(stream, mask): """ Decodes data from Pixie16 binary data stream. We'll have an unknown number of events in the data buffer. Therefore, we'll need to loop over the buffer and decode the events as we go. We store the decoded events as a dictionary, and put those dictionaries into an array. :param stream: The data stream that we'll be decoding :param mask: The binary data mask that we'll need to decode the data. """ decoded_data_list = [] for chunk in iter(partial(stream.read, WORD), b''): decoded_data = decode_word_zero(unpack('I', chunk)[0], mask) decoded_data.update({ 'event_time_low': unpack('I', stream.read(WORD))[0]}) decoded_data.update( decode_word_two(unpack('I', stream.read(WORD))[0], mask)) decoded_data.update( decode_word_three(unpack('I', stream.read(WORD))[0], mask)) try: decoded_data.update( process_optional_header_data(stream, decoded_data['header_length'], mask)) except ValueError: raise BufferError('Unexpected Header Length: %s\n\tCRATE:SLOT:CHAN = %s:%s:%s' % (decoded_data['header_length'], decoded_data['crate'], decoded_data['slot'], decoded_data['channel'])) if decoded_data['trace_length'] != 0: if decoded_data['event_length'] - decoded_data['header_length'] \ == decoded_data['trace_length'] * 0.5: decoded_data.update({'trace': decode_trace(BytesIO(stream.read( WORD * int(decoded_data['trace_length'] * 0.5))))}) else: raise ValueError( 'Event Length (%s) does not match with Header(%s) + Trace (%s) Length !' % ( decoded_data['event_length'], decoded_data['header_length'], decoded_data['trace_length'])) decoded_data_list.append(decoded_data) return decoded_data_list
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deepcompton/scripts/CreateDatasetWithUncertainties.py
vuillaut/DeepIntegralCompton
1
27703
<gh_stars>1-10 # Deep Learning applique a l'imagerie Compton avec les donnees du satellite INTEGRAL # Hackatlon AstroInfo 2021 ##___ Importations import numpy as np import matplotlib.pyplot as plt import Utilitaires_Compton as compton import pickle as pkl from os import listdir from sys import setrecursionlimit # ___ Constantes Ee = 511 z_isgri = 0 # position plan ISGRI -> 0 z_picsit = -8.68 # position plan PICSIT -> distance entre les deux plans r = 100000000000000. precision = 5000. ## ___ Fonctions def angular_separation(colat1, long1, colat2, long2): """ Compute the angular separation in radians between two pointing direction given with lat-long Parameters ---------- lat1: 1d `numpy.ndarray` , latitude of the first pointing direction long1: 1d `numpy.ndarray` longitude of the first pointing direction lat2: 1d `numpy.ndarray`, latitude of the second pointing direction long2: 1d `numpy.ndarray`, longitude of the second pointing direction Returns ------- 1d `numpy.ndarray`, angular separation """ cosdelta = np.sin(colat1) * np.sin(colat2) * np.cos( (long1 - long2)) + np.cos(colat1) * np.cos(colat2) cosdelta[cosdelta > 1] = 1. cosdelta[cosdelta < -1] = -1. ang_sep = np.arccos(cosdelta) return ang_sep def AddFunction_DistCone(f1,f2): """Somme de deux fonctions produisant une distribution pour un ou plusieurs cones. """ return lambda l,c : f1(l,c) + f2(l,c) def Cone_param(pos1x,pos1y,energ1,pos2x,pos2y,energ2) : """ Retourne les parametres theta, phi et cottheta d'un cone a partir des observations pos1x,pos1y,energ1,pos2x,pos2y,energ2. retourne None si l'energie limite est atteinte. ----------- Attention : indice 1 : ISGRI, indice 2 : PICsIT """ x1cur = z_isgri y1cur = pos1y z1cur = -pos1x x2cur = z_picsit y2cur = pos2y z2cur = -pos2x E0 = energ1 + energ2 Ec = E0/(1+2*E0/Ee) if (energ2 >= Ec) and (energ1 <= E0 - Ec): cotheta = compton.cottheta(energ1,E0 - energ1) A = np.array([x1cur,y1cur,z1cur]) B = np.array([x2cur,y2cur,z2cur]) theta = compton.colatitudeaxe(B,A) phi = compton.longitudeaxe(B,A) return theta, phi, cotheta else : return None def Normal(delta_x,sigma): """Loi normale """ return 1/(sigma * np.sqrt(np.pi)) * np.exp(-1/2*(delta_x /sigma)**2) def DistriCone_v3_2D(theta, phi, cottheta, sigma ): """ Retourne la distribution associee au cone de parametres theta, phi, cottheta. c'est-a-dire le cone plus une incertitude gaussienne de parametre sigma. """ def f_2D(l,c) : """l et c 2D output 2D """ theta_list = np.full_like(c, theta) phi_list = np.full_like(l, phi) e = angular_separation(theta_list, phi_list, np.radians(c), np.radians(l)) delta = e - np.arctan(1/cottheta) return Normal(delta,np.radians(sigma)) return f_2D def Create_image(data, n_cones, sigma = 2, grid_longit = np.linspace(0, 359, 180), grid_colat = np.linspace(0, 89, 45) ): """ A partir des data simulees ou observees, creation d'une image sur la grille (grid_longit, grid_colat). Pour cela on applique sur cette grille la fonction cumulant n_cones distributions produites avec n_cones evenements de data, tires aleatoirement. Ces distributions gaussiennes ont une incertitude sigma. """ # ___ Load data s = data.shape[0] # ISGRI -> 1 E1_list = data[:,0] Y1_list = data[:,6] Z1_list = data[:,7] #PICsIT -> 2 E2_list = data[:,1] Y2_list = data[:,8] Z2_list = data[:,9] # ___ Create distribution f_v3 = lambda l,c : 0 for i in np.random.randint(0,s,size = n_cones) : L = Cone_param(Y1_list[i],Z1_list[i],E1_list[i],Y2_list[i],Z2_list[i],E2_list[i]) if L!= None : theta, phi, cottheta = L f_new = DistriCone_v3_2D(theta, phi, cottheta, sigma = sigma) f_v3 = AddFunction_DistCone(f_v3,f_new) # ___ Application on image l, c = np.meshgrid(grid_colat, grid_longit) im = f_v3(c,l) return im def Create_dataset(name_file_list,path, name_pkl, n_file_max = -1, n_image_file = 50, n_cones_min = 100, n_cones_max = 2000, sigma = 2): """ Creation d'un dataset a partir d'une liste de fichiers path+name_file_list. A partir de n_file_max fichiers, on tire n_image_file images par fichier avec un nombre de cones variant aleatoirement entre n_cones_min et n_cones_max. Le dataset est enregistre dans un pkl nomme name_pkl. """ y,x=[],[] i=0 for name_file in name_file_list[:n_file_max] : i+=1 _,theta,_,phi=name_file.replace(".npy","").split("_") j=0 for n_cones in np.random.randint(n_cones_min,n_cones_max+1,size = n_image_file) : data = np.load(path+name_file).astype("float64") if len(data)>0: #print(f"\r file n°{i}/{n_file_max}, image n°{j}/{n_image_file} ", end='', flush=True) data = Create_image(data, n_cones, sigma = sigma) y.append([float(theta),float(phi),n_cones]) x.append(data) j+=1 if len(y)%100 == 0: nx,ny = pkl.load(open(name_pkl, "rb")) nx+=x ny+=y pkl.dump((nx,ny), open(name_pkl, "wb")) x.clear() y.clear() nx,ny = pkl.load(open(name_pkl, "rb")) nx+=x ny+=y pkl.dump((nx,ny), open(name_pkl, "wb")) return 0 ## ___ Script path = '/Users/lg265853/Documents/AstroInfo/save_Compton' name_file_list = listdir(path) n_file_max = -1 n_image_file = 100 n_cones_min = 100 n_cones_max = 2000 sigma = 2 name_pkl = f'dataset_{n_image_file}images_{n_file_max}files_sig{sigma}_ncones{n_cones_min}-{n_cones_max}.pkl' setrecursionlimit(n_cones_max) Create_dataset(name_file_list,path+'/',name_pkl,n_file_max, n_image_file, n_cones_min, n_cones_max, sigma) ## ___ Verification #x,y = pkl.load(open(name_pkl, "rb")) #print(len(x), len(y)) # #plt.figure(figsize=(20,20)) #k = 1 #for i in np.random.randint(0,len(x),size = 30): # plt.subplot(3,10,k) # plt.imshow(x[i], origin='lower', cmap = 'CMRmap_r') # plt.scatter(y[i][0]/2,y[i][1]/2) # plt.title(str(y[i][2]) + ' cones') # plt.xlabel('colatitude') ; plt.ylabel('longitude') # k+=1 # #plt.show()
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api/src/controller/feature/FeatureDataController.py
SamuelJansen/FeatureManager
1
46706
from python_framework import Controller, ControllerMethod, HttpStatus from Role import * from dto.FeatureDataDto import * @Controller(url = '/feature-datas', tag='FeatureData', description='Single FeatureData controller') class FeatureDataController: @ControllerMethod(url='/<string:featureKey>/<string:sampleKey>', responseClass=FeatureDataResponseDto, roleRequired=[USER, ADMIN, API]) def get(self, featureKey, sampleKey): return self.service.featureData.queryByFeatureKeyAndSampleKey(featureKey, sampleKey), HttpStatus.OK @ControllerMethod(url='/<string:featureKey>/<string:sampleKey>', roleRequired=[USER, ADMIN, API]) def delete(self, featureKey, sampleKey): self.service.featureData.deleteByFeatureKeyAndSampleKey(featureKey, sampleKey), HttpStatus.NO_CONTENT return {}, HttpStatus.NO_CONTENT @Controller(url = '/feature-datas/batch', tag='FeatureData', description='Multiple FeatureData controller') class FeatureDataBatchController: @ControllerMethod(url='/<string:featureKey>', responseClass=[[FeatureDataResponseDto]], roleRequired=[ADMIN, API]) def get(self, featureKey): return self.service.featureData.queryAllByFeatureKey(featureKey), HttpStatus.OK
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inlineedit/apps.py
VolkerGoeschl/django-inlineedit
0
60419
<reponame>VolkerGoeschl/django-inlineedit<filename>inlineedit/apps.py from django.apps import AppConfig class InlineeditConfig(AppConfig): label = "inlineedit" name = 'inlineedit'
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pyvisdk/enums/file_system_interface_version.py
Infinidat/pyvisdk
0
99683
######################################## # Automatically generated, do not edit. ######################################## from pyvisdk.thirdparty import Enum FileSystemInterfaceVersion = Enum( 'NFSV3_0', )
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client/Agent/stare.py
zhanglei/Qalarm
1
81087
from os import stat import json import signal import socket import time from module import conf # Report def report(error, module): if report.fp is None: report.fp = open(conf.qalarm_file, 'a') # Level if 'level' not in error: error['level'] = 'default' else: error['level'] = error['level'].lower() # Only mode if ('only_levels' in conf.check_list[module] and error['level'] not in conf.check_list[module]['only_levels']): return # Ignore mode if ('ignore_levels' in conf.check_list[module] and error['level'] in conf.check_list[module]['ignore_levels']): return data = { 'project': 'stare', 'module': module, 'code': None, 'env': 'prod', 'time': error['timestamp'], 'level': error['level'], 'server_ip': socket.gethostname(), 'client_ip': None, 'script': error['file'], 'message': '\t'.join(error['lines']), } report.fp.write(json.dumps(data, report.fp) + '\n') report.fp.flush() # init report file handler report.fp = None # Config & record def load_records(): try: data = json.load(open(conf.record_file, 'r')) except (IOError, ValueError): data = {} for module, item in conf.check_list.items(): if item['path'] not in data: data[item['path']] = {'inode': 0, 'offset': 0} # Always update module name data[item['path']]['module'] = module return data def save_records(data): return json.dump(data, open(conf.record_file, 'w'), indent=2) # Heartbeat def heartbeat(): fp = open(conf.heartbeat_file, 'a') data = { 'k': 'qalarm|heartbeat|201|prod', 'i': 'localhost', 't': int(time.time()), 'type': 'h' } fp.write(json.dumps(data) + '\n') fp.close() def main(): print 'begin staring...' # Load records records = load_records() for path in records: print path, records[path] last_heartbeat_time = None # Run as daemon while not main.stop: # Heartbeat per 5 minute now = time.time() if last_heartbeat_time is None or (now - last_heartbeat_time) > 300: last_heartbeat_time = now heartbeat() for path, record in records.items(): # Check existence, inode try: res = stat(path) except OSError: continue # New file, jump to the end if record['inode'] == 0 and record['offset'] == 0: print 'New file added, jump to the end %s@%d:%d' % (path, res.st_ino, res.st_size) record['inode'] = res.st_ino record['offset'] = res.st_size continue # No new data elif res.st_ino == record['inode'] and res.st_size == record['offset']: continue # Another file elif res.st_ino != record['inode'] or res.st_size < record['offset']: print 'Open new file %s@%d:%d' % (path, res.st_ino, record['offset']) record['inode'] = res.st_ino record['offset'] = 0 # Open then set offset print 'Log file processed %s@%d:%d' % (path, res.st_ino, record['offset']) fp = open(path, 'r') fp.seek(record['offset']) # Process module = record['module'] action = conf.check_list[module]['action'] action(fp, module, report) # Save offset record['offset'] = fp.tell() fp.close() save_records(records) time.sleep(1) print 'finish staring' # set stop flag main.stop = False def sig_handler(signum, frame): print 'Signal handler called with signal', signum main.stop = True if __name__ == '__main__': signal.signal(signal.SIGTERM, sig_handler) main()
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player.py
Drayux/Battlematus
0
1189
# PLAYER class player: def __init__(self):
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hwt/interfaces/agents/signal.py
mgielda/hwt
0
146339
from collections import deque from hwt.hdl.constants import Time from hwt.simulator.agentBase import AgentBase, SyncAgentBase from hwt.synthesizer.exceptions import IntfLvlConfErr # 100 MHz DEFAULT_CLOCK = 10 * Time.ns class SignalAgent(SyncAgentBase): """ Agent for signal interface, it can use clock and reset interface for synchronization or can be synchronized by delay :attention: clock synchronization has higher priority """ def __init__(self, intf, delay=DEFAULT_CLOCK): AgentBase.__init__(self, intf) self.delay = delay self.initDelay = 0 # resolve clk and rstn try: self.clk = self.intf._getAssociatedClk() except IntfLvlConfErr: self.clk = None self._discoverReset(True) self.data = deque() self.initPending = True if self.clk is not None: if self.initDelay: raise NotImplementedError("initDelay only without clock") c = self.SELECTED_EDGE_CALLBACK self.monitor = c(self.clk, self.monitor, self.getEnable) self.driver = c(self.clk, self.driver, self.getEnable) def getDrivers(self): d = SyncAgentBase.getDrivers(self) if self.clk is None: return d else: return d + [self.driverInit_nonClk] def driverInit_nonClk(self, sim): try: d = self.data[0] except IndexError: d = None self.doWrite(sim, d) return yield def doRead(self, s): return s.read(self.intf) def doWrite(self, s, data): s.write(data, self.intf) def driver(self, sim): if self.clk is None: if self.initPending: if self.initDelay: yield sim.wait(self.initDelay) self.initPending = False # if clock is specified this function is periodically called every # clk tick while True: if self._enabled and self.data and self.notReset(sim): d = self.data.popleft() self.doWrite(sim, d) yield sim.wait(self.delay) else: # if clock is specified this function is periodically called every # clk tick, when agent is enabled if self.data and self.notReset(sim): d = self.data.popleft() self.doWrite(sim, d) def monitor(self, sim): if self.clk is None: if self.initPending and self.initDelay: yield sim.wait(self.initDelay) self.initPending = False # if there is no clk, we have to manage periodic call by our selfs while True: if self._enabled and self.notReset(sim): yield sim.waitOnCombUpdate() d = self.doRead(sim) self.data.append(d) yield sim.wait(self.delay) else: # if clock is specified this function is periodically called every # clk tick, when agent is enabled yield sim.waitOnCombUpdate() if self.notReset(sim): d = self.doRead(sim) self.data.append(d)
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src/test/unit/testgamer.py
alok1974/pychess
2
73347
import unittest from pychess.core.gamer import Game from pychess.element.squarer import Square from pychess.element.piecer import Piece from pychess import constant as c from pychess.core.mover import Move def _check_win(game): if game.is_game_over: winner = str(game.winner.name).capitalize() print(f'{winner} wins!') class TestGamer(unittest.TestCase): @classmethod def setUpClass(cls): # Some short hands for fitting one move in one line p = c.PieceType.pawn b = c.PieceType.bishop r = c.PieceType.rook q = c.PieceType.queen wt = c.Color.white bl = c.Color.black s = Square cls.expected_move_history = [] # A simple gameplay (even a noob would not play so bad ;) cls.game = Game() # Illegal Move - White rook trying to move diagonally cls.game.move(('a1h8', None)) _check_win(cls.game) # Move 1 - White opening with d4 cls.game.move(('d2d4', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, wt, 3), s('d2'), s('d4')) ) # Move 2 - Black opening with c6 cls.game.move(('c7c6', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, bl, 2), s('c7'), s('c6')) ) # Illegal Move - Trying to capture white pawn at d4 by white queen cls.game.move(('d1d4', None)) _check_win(cls.game) # Move 3 - White Queen to d3 cls.game.move(('d1d3', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(q, wt, 0), s('d1'), s('d3')) ) # Illegal Move - Queen trying to jump over white pawn at d4 # nothing will happen cls.game.move(('d3d5', None)) _check_win(cls.game) # Move 4 - Black moves pawn a6 cls.game.move(('a7a6', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, bl, 0), s('a7'), s('a6')) ) # Move 5 - Black pawn at h7 captured by the white queen cls.game.move(('d3h7', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(q, wt, 0), s('d3'), s('h7')) ) # Move 6 - Black pawn to a5 cls.game.move(('a6a5', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, bl, 0), s('a6'), s('a5')) ) # Move 7 - White queen to f5 cls.game.move(('h7f5', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(q, wt, 0), s('h7'), s('f5')) ) # Move 8 - Black rook to h6, where it comes under attack # by the black bishop at c1 cls.game.move(('h8h6', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(r, bl, 1), s('h8'), s('h6')) ) # Move 9 - White pawn to e4 cls.game.move(('e2e4', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, wt, 4), s('e2'), s('e4')) ) # Move 10 - Black pawn to a4 cls.game.move(('a5a4', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(p, bl, 0), s('a5'), s('a4')) ) # Move 11 - White rook to c4 cls.game.move(('f1c4', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(b, wt, 1), s('f1'), s('c4')) ) # Move 12 - White rook to h5 attacking the queen cls.game.move(('h6h5', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(r, bl, 1), s('h6'), s('h5')) ) # Move 13 - White queen to f7, it's a mate! cls.game.move(('f5f7', None)) _check_win(cls.game) cls.expected_move_history.append( Move(Piece(q, wt, 0), s('f5'), s('f7')) ) def test_board(self): expected_result = ( ' a b c d e f g h\n' ' 8 |r|n|b|q|k|b|n|#| 8\n' ' 7 |#|p|#|p|p|Q|p|_| 7\n' ' 6 |_|#|p|#|_|#|_|#| 6\n' ' 5 |#|_|#|_|#|_|#|r| 5\n' ' 4 |p|#|B|P|P|#|_|#| 4\n' ' 3 |#|_|#|_|#|_|#|_| 3\n' ' 2 |P|P|P|#|_|P|P|P| 2\n' ' 1 |R|N|B|_|K|_|N|R| 1\n' ' a b c d e f g h' ) self.assertEqual(repr(self.game.board), expected_result) def test_captured_black(self): expected_result = [ Piece(c.PieceType.pawn, c.Color.black, order=7), Piece(c.PieceType.pawn, c.Color.black, order=5), ] self.assertEqual(self.game.captured_black, expected_result) def test_captured_white(self): expected_result = [] self.assertEqual(self.game.captured_white, expected_result) def test_white_points(self): expected_result = 2 self.assertEqual(self.game.white_points, expected_result) def test_black_points(self): expected_result = 0 self.assertEqual(self.game.black_points, expected_result) def test_leader(self): expected_result = c.Color.white self.assertEqual(self.game.leader, expected_result) def test_lead(self): expected_result = 2 self.assertEqual(self.game.lead, expected_result) def test_pieces_checking_black(self): expected_result = [Piece(c.PieceType.queen, c.Color.white)] self.assertEqual(self.game.pieces_checking_black, expected_result) def test_pieces_checking_white(self): expected_result = [] self.assertEqual(self.game.pieces_checking_white, expected_result) def test_move_history(self): self.assertEqual(self.game.move_history, self.expected_move_history) def test_capturables(self): expected_result = { c.Color.white: { Piece(c.PieceType.king, c.Color.black): [ Piece(c.PieceType.queen, c.Color.white) ], Piece(c.PieceType.rook, c.Color.black, 1): [ Piece(c.PieceType.pawn, c.Color.white, 7) ] }, c.Color.black: { Piece(c.PieceType.queen, c.Color.white): [ Piece(c.PieceType.pawn, c.Color.black, 4), Piece(c.PieceType.king, c.Color.black), Piece(c.PieceType.bishop, c.Color.black, 1), Piece(c.PieceType.pawn, c.Color.black, 6), Piece(c.PieceType.knight, c.Color.black, 1), Piece(c.PieceType.rook, c.Color.black, 1), ] } } self.assertEqual(self.game.capturables, expected_result) def test_winner(self): expected_result = c.Color.white self.assertEqual(self.game.winner, expected_result) def test_parse_move_spec_1(self): move_spec = 'a1h8' expected_result = (Square('a1'), Square('h8')) self.assertEqual(Game.parse_move_spec(move_spec), expected_result) def test_parse_move_spec_2(self): move_spec = ('a1', 'h8') expected_result = (Square('a1'), Square('h8')) self.assertEqual(Game.parse_move_spec(move_spec), expected_result) def test_parse_move_spec_3(self): move_spec = ((0, 0), (0, 7)) expected_result = (Square((0, 0)), Square((0, 7))) self.assertEqual(Game.parse_move_spec(move_spec), expected_result) def test_parse_move_spec_4(self): move_spec = [1, 2, 3, 4] exc_str = ( f'`move_spec={move_spec}` should either be a tuple or a string' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_5(self): move_spec = (1, 2, 3) exc_str = ( f'{move_spec} tuple should have exactly two elements!' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_6(self): addr_1 = 'aa' addr_2 = '11' move_spec = (addr_1, addr_2) exc_str = ( f'Malformed address! The address {addr_1} supplied ' f'in arg `move_spec={move_spec}` should be of ' 'the format \'<alpha><number>\' where alpha is ' 'one of [a, b, c, d, e, f, g, h] and number ' 'is from 1 to 8' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_7(self): addr_1 = 'a1' addr_2 = '11' move_spec = (addr_1, addr_2) exc_str = ( f'Malformed address! The address {addr_2} supplied ' f'in arg `move_spec={move_spec}` should be of ' 'the format \'<alpha><number>\' where alpha is ' 'one of [a, b, c, d, e, f, g, h] and number ' 'is from 1 to 8' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_8(self): addr_1 = (10, 30) addr_2 = (12, 40) move_spec = (addr_1, addr_2) exc_str = ( f'The address {addr_1} supplied in arg ' f'`move_spec={move_spec}` should exactly be a ' 'tuple of the form (a, b) where both a and b ' 'are one of the numbers 0 to 7' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_9(self): addr_1 = (0, 5) addr_2 = (12, 40) move_spec = (addr_1, addr_2) exc_str = ( f'The address {addr_2} supplied in arg ' f'`move_spec={move_spec}` should exactly be a ' 'tuple of the form (a, b) where both a and b ' 'are one of the numbers 0 to 7' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_10(self): move_spec = ((0, 5), (0, 5)) exc_str = ( f'`move_spec={move_spec}` should have distinct source and ' 'destination' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_11(self): move_spec = ('a1', 'a1') exc_str = ( f'`move_spec={move_spec}` should have distinct source and ' 'destination' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_12(self): move_spec = 'c6c6' exc_str = ( f'`move_spec={move_spec}` should have distinct source and ' 'destination' ) with self.assertRaises(Exception) as context: Game.parse_move_spec(move_spec) self.assertTrue(exc_str in str(context.exception)) def test_parse_move_spec_13(self): move_spec = (Square('e1'), Square('e4')) expected_result = move_spec self.assertEqual(Game.parse_move_spec(move_spec), expected_result) if __name__ == '__main__': unittest.main()
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FabricUI/widget/ConfigWidget.py
shuaih7/FabricUI
0
194782
#!/usr/bin/python # -*- coding: utf-8 -*- """ Created on 11.25.2020 Updated on 04.12.2020 Author: <EMAIL> """ import os import sys import json from PyQt5.uic import loadUi from PyQt5.QtGui import QIntValidator from PyQt5.QtCore import Qt, pyqtSignal, pyqtSlot from PyQt5.QtWidgets import QTabWidget, QFileDialog abs_path = os.path.abspath(os.path.dirname(__file__)) cfg_path = os.path.abspath(os.path.join(abs_path, "..")) def dtype_cast(value, dtype): if dtype == 'int': return int(value) elif dtype == 'float': return float(value) elif dtype == 'str': return str(value) elif dtype in ['list', 'dict']: return eval(value) else: return value class ConfigWidget(QTabWidget): configSignal = pyqtSignal(str) def __init__(self, config_matrix): super(ConfigWidget, self).__init__() loadUi(os.path.join(os.path.abspath(os.path.dirname(__file__)), "ConfigWidget.ui"), self) self.setWindowFlags(Qt.WindowStaysOnTopHint) self.config_matrix = config_matrix self.func_dict = { 'General': { 'save_mode': [self.getSaveMode, self.setSaveMode, 'str'], 'save_dir': [self.lnSaveDir.text, self.lnSaveDir.setText, 'str'] }, 'Camera': { 'serial_number': [self.lnSN.text, self.lnSN.setText, 'str'], 'exposure_time': [self.lnExpose.text, self.lnExpose.setText, 'int'], 'gain': [self.lnGain.text, self.lnGain.setText, 'int'], 'binning': [self.lnBinning.text, self.lnBinning.setText, 'int'] }, 'Light': { }, 'Model': { 'offsets': [self.getOffsets, self.setOffsets, 'list'], 'input_h': [self.lnInputHeight.text, self.lnInputHeight.setText, 'int'], 'input_w': [self.lnInputWidth.text, self.lnInputWidth.setText, 'int'], 'obj_threshold': [self.lnThresh.text, self.lnThresh.setText, 'float'], 'nms_threshold': [self.lnNMS.text, self.lnNMS.setText, 'float'] } } def showConfig(self): for module in self.func_dict: params = self.config_matrix[module] funcs = self.func_dict[module] self.loadConfig(params, funcs) self.show() def loadConfig(self, params, funcs): for item in funcs: value = params[item] func_get, func_set, data_type = funcs[item] func_set(str(value)) @pyqtSlot() def updateConfig(self): for module in self.func_dict: params = self.config_matrix[module] funcs = self.func_dict[module] self.setConfig(params, funcs, module) self.exitConfig() def setConfig(self, params, funcs, module): flag = False for item in funcs: func_get, func_set, data_type = funcs[item] pre_value = str(params[item]) cur_value = str(func_get()) if pre_value != cur_value: params[item] = dtype_cast(cur_value, data_type) flag = True if flag: self.writeConfig() self.configSignal.emit(module) @pyqtSlot() def exitConfig(self): self.close() def writeConfig(self): json_file = os.path.join(cfg_path, "config.json") with open(json_file, "w", encoding="utf-8") as f: cfg_obj = json.dumps(self.config_matrix, indent=4) f.write(cfg_obj) f.close() @pyqtSlot() def setSaveDir(self): save_dir = QFileDialog.getExistingDirectory() if not os.path.exists(save_dir): save_dir = self.config_matrix['General']['save_dir'] self.lnSaveDir.setText(save_dir) def setSaveMode(self, mode="1"): """Set the save mode: 0 for not saving, 1 for saving all, 2 for saving the defect images """ self.save_mode = mode if str(mode) == "1": self.btnSaveAll.setChecked(True) self.btnSaveDef.setChecked(False) elif str(mode) == "2": self.btnSaveAll.setChecked(False) self.btnSaveDef.setChecked(True) else: self.btnSaveAll.setChecked(False) self.btnSaveDef.setChecked(False) def getSaveMode(self): mode = "0" if self.btnSaveDef.isChecked(): mode = "2" elif self.btnSaveAll.isChecked(): mode = "1" return mode @pyqtSlot() def setSaveAll(self): if str(self.save_mode) == "1": self.setSaveMode("0") else: self.setSaveMode("1") @pyqtSlot() def setSaveDefect(self): if str(self.save_mode) == "2": self.setSaveMode("0") else: self.setSaveMode("2") def getOffsets(self): offLeft = int(self.lnOffLeft.text()) offRight = int(self.lnOffRight.text()) offTop = int(self.lnOffTop.text()) offBottom = int(self.lnOffBottom.text()) return str([offLeft, offRight, offTop, offBottom]) def setOffsets(self, offsets): if isinstance(offsets, str): offsets = eval(offsets) offLeft, offRight, offTop, offBottom = offsets self.lnOffLeft.setText(str(offLeft)) self.lnOffRight.setText(str(offRight)) self.lnOffTop.setText(str(offTop)) self.lnOffBottom.setText(str(offBottom))
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Preprocessing/randomSampler.py
kstisser/DeepLearningPointCloud
0
78934
<reponame>kstisser/DeepLearningPointCloud<filename>Preprocessing/randomSampler.py import numpy as np class RandomSampler: def __init__(self): print("Opened random sampler") def randomlySamplePoints(self, points, downsampleNumber): rows = points.shape[0] randomIndices = (np.random.choice(rows, size=downsampleNumber, replace=False)) downsampled = points[randomIndices,:] print("Downsampled shape: ", downsampled.shape) return downsampled
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tests/auth/auth_test.py
oslokommune/okdata-sdk-python
2
1604066
import json import logging import re import pytest from okdata.sdk.auth.auth import Authenticate from okdata.sdk.auth.credentials.client_credentials import ClientCredentialsProvider from okdata.sdk.config import Config from okdata.sdk.exceptions import ApiAuthenticateError from freezegun import freeze_time from tests.auth.client_credentials_test_utils import ( from_cache_not_expired_token, from_cache_expired_token, utc_now, ) from tests.test_utils import ( client_credentials_response, client_credentials_response_no_refresh, ) logging.basicConfig(level=logging.INFO) config = Config(env="prod") token_endpoint = "https://login.oslo.kommune.no/auth/realms/api-catalog/protocol/openid-connect/token" @pytest.fixture(scope="function") def mock_home_dir(monkeypatch, tmp_path): monkeypatch.setenv("HOME", str(tmp_path)) @freeze_time(utc_now) class TestAuthenticate: def test_authenticate_cache_disabled(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = False response = json.dumps(client_credentials_response) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() assert auth._access_token == client_credentials_response["access_token"] assert auth._refresh_token == client_credentials_response["refresh_token"] def test_authenticat_no_cache(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True response = json.dumps(client_credentials_response) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() assert auth._access_token == client_credentials_response["access_token"] assert auth._refresh_token == client_credentials_response["refresh_token"] def test_authenticate_cached_credentials(self, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "ClientCredentialsProvider", "access_token": from_cache_not_expired_token, "refresh_token": from_cache_not_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) auth.login() assert auth._access_token == cached_credentials["access_token"] assert auth._refresh_token == cached_credentials["refresh_token"] def test_authenticate_refresh_credentials(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "ClientCredentialsProvider", "access_token": from_cache_not_expired_token, "refresh_token": from_cache_not_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) response = json.dumps(client_credentials_response) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() assert auth._access_token == cached_credentials["access_token"] assert auth._refresh_token == cached_credentials["refresh_token"] def test_authenticate_expired_tokens(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "TokenServiceProvider", "access_token": from_cache_expired_token, "refresh_token": from_cache_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) response = json.dumps(client_credentials_response) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() print(from_cache_not_expired_token) print(from_cache_expired_token) assert auth._access_token == client_credentials_response["access_token"] assert auth._refresh_token == client_credentials_response["access_token"] def test_authenticate_expired_access_token(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "TokenServiceProvider", "access_token": from_cache_expired_token, "refresh_token": from_cache_not_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) response = json.dumps(client_credentials_response) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() assert auth._access_token == from_cache_not_expired_token assert auth._refresh_token == cached_credentials["refresh_token"] def test_authenticate_fail(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider( config, client_id="wrong_id" ) auth = Authenticate(config=config, token_provider=client_credentials_provider) response = json.dumps( {"error": "authentication error", "error_description": "No such client"} ) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) try: auth.login() except ApiAuthenticateError: assert True def test_refresh_inactive_session(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "TokenServiceProvider", "access_token": from_cache_expired_token, "refresh_token": from_cache_not_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) error_msg = { "error": "invalid_grant", "error_description": "Session not active", } refresh_response = {"text": json.dumps(error_msg), "status_code": 400} login_response = { "text": json.dumps(client_credentials_response), "status_code": 200, } matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, [refresh_response, login_response]) auth.login() assert auth._access_token == from_cache_not_expired_token assert auth._refresh_token == cached_credentials["refresh_token"] def test_refresh_no_refresh_token(self, requests_mock, mock_home_dir): client_credentials_provider = ClientCredentialsProvider(config) auth = Authenticate(config=config, token_provider=client_credentials_provider) auth.file_cache.credentials_cache_enabled = True cached_credentials = { "provider": "TokenServiceProvider", "access_token": from_cache_expired_token, } auth.file_cache.write_credentials(json.dumps(cached_credentials)) response = json.dumps(client_credentials_response_no_refresh) matcher = re.compile(token_endpoint) requests_mock.register_uri("POST", matcher, text=response, status_code=200) auth.login() assert auth._access_token == from_cache_not_expired_token assert auth._refresh_token is None
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Easy/1629_slowestKey.py
a-shah8/LeetCode
1
129234
class Solution: def slowestKey(self, releaseTimes: List[int], keysPressed: str) -> str: # Time Complexity: O(N) # Space Complexity: O(1) longest = releaseTimes[0] slowestKey = keysPressed[0] for i in range(1, len(releaseTimes)): cur = releaseTimes[i] - releaseTimes[i-1] if (cur > longest or (cur==longest and keysPressed[i] > slowestKey)): longest = cur slowestKey = keysPressed[i] return slowestKey
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lib/main.py
gammaforceio/infrascript
0
56916
#!/usr/bin/env python3 # vim: set ft=python:sw=4:ts=4 import os import sys # This location is set within the Dockerfile. sys.path.insert(0, '/opt/infra/lib') from infra import ( load_definitions_file, parse_args, get_org_repo, cleanup_boilerplate, write_tf_backend_file, write_tfvars_file, run_terraform, save_outputs, write_awstf_file, ) if __name__ == '__main__': # TODO: Ensure the AWS envvars are set GLOBALS, SECTIONS = load_definitions_file() args = parse_args( legal_sections=SECTIONS.keys(), ) # TODO: Handle the None,None and the x,'' cases org, repo = get_org_repo() # Set ourselves in the right directory. This simplifies the rest of the code # The directory is either specified in the SECTIONS definition or defaults # to the section name. os.chdir(SECTIONS[args.section].get('subdir', args.section)) cleanup_boilerplate() # There are a very few cases where we don't want to write a TF backend file. # Specifically, when we're creating the TF backend in the first place. if not args.no_backend: write_tf_backend_file( region=GLOBALS['region'], bucket=GLOBALS['backend']['bucket_name'], dynamodb_table=GLOBALS['backend']['dynamodb_table'], org=org, repo=repo, environment=args.environment, section=args.section, ) section_values = SECTIONS.get(args.section, {}).get('inputs', {}) tfvars_filename = write_tfvars_file( GLOBALS=GLOBALS, # These are the values that all sections must handle global_values={ "environment": args.environment, # This will be used by the boilerplate aws.tf file "region": section_values.get('region', GLOBALS['region']), }, section_values=section_values, org=org, repo=repo, environment=args.environment, ) write_awstf_file() # TODO: Generate the boilerplate aws.tf file with the region variable # The output subcommand's STDOUT needs to be parseable as JSON. suppress_verbiage = False if args.subcmd == 'output': suppress_verbiage = True # Always run "terraform init". This is safe. run_terraform('init', reconfigure=args.reconfigure, tfvars_filename=tfvars_filename, suppress_verbiage=suppress_verbiage, ) options = [] suppress_input = True # Force -auto-approve otherwise terraform apply/destroy will error out. if args.subcmd == 'apply': options.append('-auto-approve') elif args.subcmd == 'destroy': options.append('-auto-approve') elif args.subcmd == 'output': # The output subcommand cannot handle the -var-file parameter. tfvars_filename = None suppress_input = False # Always display outputs in JSON options.append('-json') # Run the command we were asked to run. rv = run_terraform(args.subcmd, options=options, suppress_input=suppress_input, tfvars_filename=tfvars_filename, suppress_verbiage=suppress_verbiage, ) # TODO: Do something here with rv - it's a CompletedProcess object # q.v. https://docs.python.org/3/library/subprocess.html#subprocess.CompletedProcess # TODO: Add a remove_outputs() to be called when destroying # TODO: Add a read_outputs() to be used when reading if args.subcmd == 'apply': save_outputs( bucket=GLOBALS['backend']['bucket_name'], org=org, repo=repo, environment=args.environment, section=args.section, ) cleanup_boilerplate() # Scripts should be clear when they succeed. A visual statement is helpful. if not suppress_verbiage: print("Ok", flush=True)
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14998, 934, 29889, 13, 1678, 396, 26321, 29892, 746, 591, 29915, 276, 4969, 278, 323, 29943, 14998, 297, 278, 937, 2058, 29889, 13, 1678, 565, 451, 6389, 29889, 1217, 29918, 27852, 29901, 13, 4706, 2436, 29918, 13264, 29918, 27852, 29918, 1445, 29898, 13, 9651, 5120, 29922, 29954, 28902, 1964, 29903, 1839, 12803, 7464, 13, 9651, 20968, 29922, 29954, 28902, 1964, 29903, 1839, 27852, 16215, 21454, 29918, 978, 7464, 13, 9651, 4292, 10396, 29918, 2371, 29922, 29954, 28902, 1964, 29903, 1839, 27852, 16215, 29881, 2926, 10396, 29918, 2371, 7464, 13, 9651, 1638, 29922, 990, 29892, 13, 9651, 13761, 29922, 20095, 29892, 13, 9651, 5177, 29922, 5085, 29889, 20944, 29892, 13, 9651, 4004, 29922, 5085, 29889, 2042, 29892, 13, 4706, 1723, 13, 13, 1678, 4004, 29918, 5975, 353, 3725, 9838, 29903, 29889, 657, 29898, 5085, 29889, 2042, 29892, 6571, 467, 657, 877, 2080, 29879, 742, 426, 1800, 13, 1678, 15886, 16908, 29918, 9507, 353, 2436, 29918, 13264, 16908, 29918, 1445, 29898, 13, 4706, 402, 28902, 1964, 29903, 29922, 29954, 28902, 1964, 29903, 29892, 13, 4706, 396, 4525, 526, 278, 1819, 393, 599, 13926, 1818, 4386, 13, 4706, 5534, 29918, 5975, 3790, 13, 9651, 376, 20944, 1115, 6389, 29889, 20944, 29892, 13, 13, 9651, 396, 910, 674, 367, 1304, 491, 278, 1045, 3955, 2341, 25879, 29889, 13264, 934, 13, 9651, 376, 12803, 1115, 4004, 29918, 5975, 29889, 657, 877, 12803, 742, 402, 28902, 1964, 29903, 1839, 12803, 2033, 511, 13, 4706, 2981, 13, 4706, 4004, 29918, 5975, 29922, 2042, 29918, 5975, 29892, 13, 4706, 1638, 29922, 990, 29892, 13, 4706, 13761, 29922, 20095, 29892, 13, 4706, 5177, 29922, 5085, 29889, 20944, 29892, 13, 1678, 1723, 13, 13, 1678, 2436, 29918, 1450, 303, 29888, 29918, 1445, 580, 13, 13, 1678, 396, 14402, 29901, 3251, 403, 278, 1045, 3955, 2341, 25879, 29889, 13264, 934, 411, 278, 5120, 2286, 13, 13, 1678, 396, 450, 1962, 1014, 6519, 29915, 29879, 6850, 3970, 2692, 4225, 304, 367, 6088, 519, 408, 4663, 29889, 13, 1678, 21301, 29918, 369, 5365, 482, 353, 7700, 13, 1678, 565, 6389, 29889, 1491, 9006, 1275, 525, 4905, 2396, 13, 4706, 21301, 29918, 369, 5365, 482, 353, 5852, 13, 13, 1678, 396, 29849, 1065, 376, 27331, 689, 2069, 1642, 910, 338, 9109, 29889, 13, 1678, 1065, 29918, 27331, 689, 877, 2344, 742, 13, 4706, 337, 17591, 29922, 5085, 29889, 276, 17591, 29892, 13, 4706, 15886, 16908, 29918, 9507, 29922, 13264, 16908, 29918, 9507, 29892, 13, 4706, 21301, 29918, 369, 5365, 482, 29922, 19303, 1253, 29918, 369, 5365, 482, 29892, 13, 1678, 1723, 13, 13, 1678, 3987, 353, 5159, 13, 13, 1678, 21301, 29918, 2080, 353, 5852, 13, 1678, 396, 11004, 448, 6921, 29899, 9961, 345, 6467, 15087, 689, 3394, 29914, 20524, 674, 1059, 714, 29889, 13, 1678, 565, 6389, 29889, 1491, 9006, 1275, 525, 7302, 2396, 13, 4706, 3987, 29889, 4397, 877, 29899, 6921, 29899, 9961, 345, 1495, 13, 1678, 25342, 6389, 29889, 1491, 9006, 1275, 525, 20524, 2396, 13, 4706, 3987, 29889, 4397, 877, 29899, 6921, 29899, 9961, 345, 1495, 13, 1678, 25342, 6389, 29889, 1491, 9006, 1275, 525, 4905, 2396, 13, 4706, 396, 450, 1962, 1014, 6519, 2609, 4386, 278, 448, 1707, 29899, 1445, 3443, 29889, 13, 4706, 15886, 16908, 29918, 9507, 353, 6213, 13, 4706, 21301, 29918, 2080, 353, 7700, 13, 13, 4706, 396, 29849, 2479, 14391, 297, 4663, 13, 4706, 3987, 29889, 4397, 877, 29899, 3126, 1495, 13, 13, 1678, 396, 7525, 278, 1899, 591, 892, 4433, 304, 1065, 29889, 13, 1678, 364, 29894, 353, 1065, 29918, 27331, 689, 29898, 5085, 29889, 1491, 9006, 29892, 13, 4706, 3987, 29922, 6768, 29892, 13, 4706, 21301, 29918, 2080, 29922, 19303, 1253, 29918, 2080, 29892, 13, 4706, 15886, 16908, 29918, 9507, 29922, 13264, 16908, 29918, 9507, 29892, 13, 4706, 21301, 29918, 369, 5365, 482, 29922, 19303, 1253, 29918, 369, 5365, 482, 29892, 13, 1678, 1723, 13, 1678, 396, 14402, 29901, 1938, 1554, 1244, 411, 364, 29894, 448, 372, 29915, 29879, 263, 15642, 9446, 7032, 1203, 13, 1678, 396, 3855, 29889, 29894, 29889, 2045, 597, 2640, 29889, 4691, 29889, 990, 29914, 29941, 29914, 5258, 29914, 1491, 5014, 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cryptopanic-producer/src/utils/fetch_utils.py
bietdoikiem/pipeline-asm-1
0
69587
import requests from requests.models import Response from asyncio.queues import Queue import asyncio async def producer(queue: Queue, arg, callback): result: Response try: result = await callback(arg) await asyncio.sleep(0.2) await queue.put(result.json()) except Exception as error: print("Producer failed (%s)" % error) return result async def consumer(queue: Queue, agg_result: list): result = await queue.get() queue.task_done() agg_result.append(result) async def fetch(url): try: r = requests.get(url) return r except Exception as error: print("Request to CryptoPanic failed (%s)" % error) return None async def batch_async_fetch(url_list): agg_result = [] queue = asyncio.Queue() # fire up both producers and consumers producers = [ asyncio.create_task(producer(queue, url, fetch)) for url in url_list ] consumers = [ asyncio.create_task(consumer(queue, agg_result)) for _ in range(len(url_list)) ] # with both producers and consumers running, wait for # the producers to finish await asyncio.gather(*producers) # wait for the remaining tasks to be processed await queue.join() # cancel the consumers, which are idle for c in consumers: c.cancel() return agg_result
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mrplot/modules/design/variable_design.py
enzofabricio/mrplot
0
24126
<reponame>enzofabricio/mrplot # -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'variable_design.ui' # # Created by: PyQt5 UI code generator 5.11.3 # # WARNING! All changes made in this file will be lost! from PyQt5 import QtCore, QtGui, QtWidgets class Ui_MainWindow(object): def setupUi(self, MainWindow): MainWindow.setObjectName("MainWindow") MainWindow.setWindowModality(QtCore.Qt.WindowModal) MainWindow.resize(929, 461) MainWindow.setMinimumSize(QtCore.QSize(929, 461)) MainWindow.setMaximumSize(QtCore.QSize(929, 461)) MainWindow.setStyleSheet("background-color: rgb(70, 70, 70);") self.centralwidget = QtWidgets.QWidget(MainWindow) self.centralwidget.setObjectName("centralwidget") self.x_variable_lineEdit = QtWidgets.QLineEdit(self.centralwidget) self.x_variable_lineEdit.setGeometry(QtCore.QRect(10, 40, 651, 51)) font = QtGui.QFont() font.setFamily("Courier") font.setPointSize(10) self.x_variable_lineEdit.setFont(font) self.x_variable_lineEdit.setStyleSheet("color: rgb(255, 255, 255);\n" "background-color: rgb(53, 53, 53);\n" "\n" "") self.x_variable_lineEdit.setObjectName("x_variable_lineEdit") self.newVariableButton = QtWidgets.QPushButton(self.centralwidget) self.newVariableButton.setGeometry(QtCore.QRect(10, 380, 35, 35)) font = QtGui.QFont() font.setPointSize(8) self.newVariableButton.setFont(font) self.newVariableButton.setStyleSheet("color: rgb(255, 255, 255);") self.newVariableButton.setText("") self.newVariableButton.setObjectName("newVariableButton") self.variablesList_treeWidget = QtWidgets.QTreeWidget(self.centralwidget) self.variablesList_treeWidget.setGeometry(QtCore.QRect(10, 190, 651, 181)) self.variablesList_treeWidget.setStyleSheet("color: rgb(1, 1, 1);\n" "background-color: rgb(120, 120, 120);") self.variablesList_treeWidget.setObjectName("variablesList_treeWidget") self.variablesList_treeWidget.header().setDefaultSectionSize(120) self.RemoveVar_Button = QtWidgets.QPushButton(self.centralwidget) self.RemoveVar_Button.setGeometry(QtCore.QRect(50, 380, 35, 35)) self.RemoveVar_Button.setStyleSheet("color: rgb(255, 255, 255);") self.RemoveVar_Button.setText("") self.RemoveVar_Button.setObjectName("RemoveVar_Button") self.label = QtWidgets.QLabel(self.centralwidget) self.label.setGeometry(QtCore.QRect(10, 10, 91, 16)) font = QtGui.QFont() font.setPointSize(8) self.label.setFont(font) self.label.setStyleSheet("color: rgb(255, 255, 255);") self.label.setObjectName("label") self.x_expr_lineEdit = QtWidgets.QLineEdit(self.centralwidget) self.x_expr_lineEdit.setGeometry(QtCore.QRect(110, 10, 551, 20)) font = QtGui.QFont() font.setFamily("Courier") self.x_expr_lineEdit.setFont(font) self.x_expr_lineEdit.setStyleSheet("color: rgb(204, 204, 204);") self.x_expr_lineEdit.setReadOnly(True) self.x_expr_lineEdit.setObjectName("x_expr_lineEdit") self.y_variable_lineEdit = QtWidgets.QLineEdit(self.centralwidget) self.y_variable_lineEdit.setGeometry(QtCore.QRect(10, 130, 651, 51)) font = QtGui.QFont() font.setFamily("Courier") font.setPointSize(10) self.y_variable_lineEdit.setFont(font) self.y_variable_lineEdit.setStyleSheet("color: rgb(255, 255, 255);\n" "background-color: rgb(53, 53, 53);\n" "\n" "") self.y_variable_lineEdit.setObjectName("y_variable_lineEdit") self.label_2 = QtWidgets.QLabel(self.centralwidget) self.label_2.setGeometry(QtCore.QRect(10, 100, 91, 16)) font = QtGui.QFont() font.setPointSize(8) self.label_2.setFont(font) self.label_2.setStyleSheet("color: rgb(255, 255, 255);") self.label_2.setObjectName("label_2") self.y_expr_lineEdit = QtWidgets.QLineEdit(self.centralwidget) self.y_expr_lineEdit.setGeometry(QtCore.QRect(110, 100, 551, 20)) font = QtGui.QFont() font.setFamily("Courier") self.y_expr_lineEdit.setFont(font) self.y_expr_lineEdit.setStyleSheet("color: rgb(204, 204, 204);") self.y_expr_lineEdit.setReadOnly(True) self.y_expr_lineEdit.setObjectName("y_expr_lineEdit") self.apply_pushButton = QtWidgets.QPushButton(self.centralwidget) self.apply_pushButton.setGeometry(QtCore.QRect(500, 380, 75, 35)) self.apply_pushButton.setStyleSheet("color: rgb(255, 255, 255);") self.apply_pushButton.setObjectName("apply_pushButton") self.cancel_pushButton = QtWidgets.QPushButton(self.centralwidget) self.cancel_pushButton.setGeometry(QtCore.QRect(580, 380, 75, 35)) self.cancel_pushButton.setStyleSheet("color: rgb(255, 255, 255);") self.cancel_pushButton.setObjectName("cancel_pushButton") self.ok_btn = QtWidgets.QPushButton(self.centralwidget) self.ok_btn.setGeometry(QtCore.QRect(420, 380, 75, 35)) self.ok_btn.setStyleSheet("color: rgb(255, 255, 255);") self.ok_btn.setObjectName("ok_btn") self.groupBox = QtWidgets.QGroupBox(self.centralwidget) self.groupBox.setGeometry(QtCore.QRect(670, 0, 251, 181)) self.groupBox.setStyleSheet("color: rgb(200, 200, 200);") self.groupBox.setObjectName("groupBox") self.grab_gbl_btn = QtWidgets.QPushButton(self.groupBox) self.grab_gbl_btn.setGeometry(QtCore.QRect(90, 150, 75, 23)) self.grab_gbl_btn.setObjectName("grab_gbl_btn") self.rm_gbl_btn = QtWidgets.QPushButton(self.groupBox) self.rm_gbl_btn.setGeometry(QtCore.QRect(170, 150, 71, 23)) self.rm_gbl_btn.setObjectName("rm_gbl_btn") self.global_treeview = QtWidgets.QTreeView(self.groupBox) self.global_treeview.setGeometry(QtCore.QRect(10, 20, 231, 121)) self.global_treeview.setObjectName("global_treeview") self.set_gbl_btn = QtWidgets.QPushButton(self.groupBox) self.set_gbl_btn.setGeometry(QtCore.QRect(10, 150, 75, 23)) self.set_gbl_btn.setToolTip("") self.set_gbl_btn.setObjectName("set_gbl_btn") self.groupBox_2 = QtWidgets.QGroupBox(self.centralwidget) self.groupBox_2.setGeometry(QtCore.QRect(670, 190, 251, 221)) self.groupBox_2.setStyleSheet("color: rgb(200, 200, 200);") self.groupBox_2.setObjectName("groupBox_2") self.search_alf_le = QtWidgets.QLineEdit(self.groupBox_2) self.search_alf_le.setGeometry(QtCore.QRect(10, 190, 110, 20)) self.search_alf_le.setStyleSheet("color: rgb(200, 200, 200);") self.search_alf_le.setObjectName("search_alf_le") self.search_num_le = QtWidgets.QLineEdit(self.groupBox_2) self.search_num_le.setGeometry(QtCore.QRect(130, 190, 110, 20)) self.search_num_le.setStyleSheet("color: rgb(200, 200, 200);") self.search_num_le.setObjectName("search_num_le") self.num_view = QtWidgets.QListView(self.groupBox_2) self.num_view.setGeometry(QtCore.QRect(130, 60, 110, 121)) self.num_view.setStyleSheet("color: rgb(150, 150, 150);\n" "background-color: rgb(60, 60, 60);\n" "") self.num_view.setObjectName("num_view") self.alf_view = QtWidgets.QListView(self.groupBox_2) self.alf_view.setGeometry(QtCore.QRect(10, 60, 110, 121)) self.alf_view.setStyleSheet("color: rgb(150, 150, 150);\n" "background-color: rgb(60, 60, 60);\n" "") self.alf_view.setObjectName("alf_view") self.alf_label_2 = QtWidgets.QLabel(self.groupBox_2) self.alf_label_2.setGeometry(QtCore.QRect(140, 40, 51, 16)) font = QtGui.QFont() font.setPointSize(8) self.alf_label_2.setFont(font) self.alf_label_2.setStyleSheet("color: rgb(255, 255, 255);") self.alf_label_2.setObjectName("alf_label_2") self.alf_label = QtWidgets.QLabel(self.groupBox_2) self.alf_label.setGeometry(QtCore.QRect(10, 40, 51, 16)) font = QtGui.QFont() font.setPointSize(8) self.alf_label.setFont(font) self.alf_label.setStyleSheet("color: rgb(255, 255, 255);") self.alf_label.setObjectName("alf_label") self.add2Y_checkBox = QtWidgets.QCheckBox(self.groupBox_2) self.add2Y_checkBox.setGeometry(QtCore.QRect(90, 20, 61, 17)) self.add2Y_checkBox.setStyleSheet("color: rgb(255, 255, 255);") self.add2Y_checkBox.setObjectName("add2Y_checkBox") self.add2XcheckBox = QtWidgets.QCheckBox(self.groupBox_2) self.add2XcheckBox.setGeometry(QtCore.QRect(10, 20, 70, 17)) self.add2XcheckBox.setStyleSheet("color: rgb(255, 255, 255);") self.add2XcheckBox.setObjectName("add2XcheckBox") MainWindow.setCentralWidget(self.centralwidget) self.menubar = QtWidgets.QMenuBar(MainWindow) self.menubar.setGeometry(QtCore.QRect(0, 0, 929, 21)) self.menubar.setObjectName("menubar") MainWindow.setMenuBar(self.menubar) self.statusbar = QtWidgets.QStatusBar(MainWindow) self.statusbar.setObjectName("statusbar") MainWindow.setStatusBar(self.statusbar) self.retranslateUi(MainWindow) QtCore.QMetaObject.connectSlotsByName(MainWindow) def retranslateUi(self, MainWindow): _translate = QtCore.QCoreApplication.translate MainWindow.setWindowTitle(_translate("MainWindow", "Variables")) self.variablesList_treeWidget.headerItem().setText(0, _translate("MainWindow", "Variable Name")) self.variablesList_treeWidget.headerItem().setText(1, _translate("MainWindow", "Label")) self.variablesList_treeWidget.headerItem().setText(2, _translate("MainWindow", "x")) self.variablesList_treeWidget.headerItem().setText(3, _translate("MainWindow", "y")) self.variablesList_treeWidget.headerItem().setText(4, _translate("MainWindow", "Restart")) self.variablesList_treeWidget.headerItem().setText(5, _translate("MainWindow", "csv")) self.variablesList_treeWidget.headerItem().setText(6, _translate("MainWindow", "Plot")) self.label.setText(_translate("MainWindow", "Current xVariable")) self.label_2.setText(_translate("MainWindow", "Current yVariable")) self.apply_pushButton.setText(_translate("MainWindow", "Apply")) self.cancel_pushButton.setText(_translate("MainWindow", "Cancel")) self.ok_btn.setText(_translate("MainWindow", "Ok")) self.groupBox.setTitle(_translate("MainWindow", "Global expressions")) self.grab_gbl_btn.setText(_translate("MainWindow", "grab")) self.rm_gbl_btn.setText(_translate("MainWindow", "remove")) self.set_gbl_btn.setText(_translate("MainWindow", "set")) self.groupBox_2.setTitle(_translate("MainWindow", "Plot_alf | Plot_num")) self.search_alf_le.setPlaceholderText(_translate("MainWindow", "find plot_alfa")) self.search_num_le.setPlaceholderText(_translate("MainWindow", "find plot_num")) self.alf_label_2.setText(_translate("MainWindow", "plot_num")) self.alf_label.setText(_translate("MainWindow", "plot_alf")) self.add2Y_checkBox.setText(_translate("MainWindow", "Add to Y")) self.add2XcheckBox.setText(_translate("MainWindow", "Add to X")) if __name__ == "__main__": import sys app = QtWidgets.QApplication(sys.argv) MainWindow = QtWidgets.QMainWindow() ui = Ui_MainWindow() ui.setupUi(MainWindow) MainWindow.show() sys.exit(app.exec_())
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src/rrt/rrt.py
hjp-muser/rrt-algorithms
0
132241
from src.rrt.rrt_base import RRTBase class RRT(RRTBase): def __init__(self, X, Q, x_init, x_goal, max_samples, r, prc=0.01): """ Template RRT planner :param X: Search Space :param Q: list of lengths of edges added to tree :param x_init: tuple, initial location :param x_goal: tuple, goal location :param max_samples: max number of samples to take :param r: resolution of points to sample along edge when checking for collisions :param prc: probability of checking whether there is a solution """ super().__init__(X, Q, x_init, x_goal, max_samples, r, prc) def rrt_search(self): """ Create and return a Rapidly-exploring Random Tree, keeps expanding until can connect to goal https://en.wikipedia.org/wiki/Rapidly-exploring_random_tree :return: list representation of path, dict representing edges of tree in form E[child] = parent """ self.add_vertex(0, self.x_init) self.add_edge(0, self.x_init, None) while True: for q in self.Q: # iterate over different edge lengths until solution found or time out for i in range(q[1]): # iterate over number of edges of given length to add x_new, x_nearest = self.new_and_near(0, q) if x_new is None: continue # connect shortest valid edge self.connect_to_point(0, x_nearest, x_new) solution = self.check_solution() if solution[0]: return solution
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Textbook/Chapter 3/statsFunctions2.py
hunterluepke/Learn-Python-for-Stats-and-Econ
16
42574
#statsFunctions2.py def total(list_obj): total = 0 n = len(list_obj) for i in range(n): total += list_obj[i] return total def mean(list_obj): n = len(list_obj) mean = total(list_obj) / n return mean list1 = [3, 6, 9, 12, 15] total_list1 = total(list1) print(total_list1) mean_list1 = mean(list1) print("Mean of list1:", mean_list1)
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insta/migrations/0003_auto_20200106_0720.py
Josephat-n/instagram
0
186712
# Generated by Django 2.1 on 2020-01-06 04:20 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('insta', '0002_profile_name'), ] operations = [ migrations.AlterField( model_name='image', name='image_comments', field=models.TextField(blank=True), ), migrations.AlterField( model_name='image', name='image_likes', field=models.IntegerField(blank=True), ), ]
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vedro/plugins/slicer/__init__.py
iri6e4k0/vedro
2
172943
<gh_stars>1-10 from ._slicer import Slicer __all__ = ("Slicer",)
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libary/yml_wrapper.py
NekoFanatic/kaiji
0
19221
from typing import Union import yaml class ConfigReader: def __init__(self): with open("config.yml", "r") as f: data = yaml.safe_load(f) self.data = data def __getattr__(self, __name: str): s = __name.split("_") data = self.data try: for i in s: data = data[i] return data except KeyError: raise Exception("Can't find object") class TextReader: def __init__(self): with open("text.yml", "r") as f: data = yaml.safe_load(f) self.data = data def __getattr__(self, __name: str): s = __name.split("_") data = self.data try: for i in s: data = data[i] return data except KeyError: raise Exception("Can't find object") def find(self, string: str) -> Union[str, list]: s = string.split("_") data = self.data try: for i in s: data = data[i] return data except KeyError: raise Exception("Can't find object")
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bdbc/lib/python3.5/site-packages/bigchaindb_driver/crypto.py
entropyx/fiduchain-blockchain-interface
0
5693
from collections import namedtuple from cryptoconditions import crypto CryptoKeypair = namedtuple('CryptoKeypair', ('signing_key', 'verifying_key')) def generate_keypair(): """Generates a cryptographic key pair. Returns: :class:`~bigchaindb_driver.crypto.CryptoKeypair`: A :obj:`collections.namedtuple` with named fields :attr:`~bigchaindb_driver.crypto.CryptoKeypair.signing_key` and :attr:`~bigchaindb_driver.crypto.CryptoKeypair.verifying_key`. """ return CryptoKeypair( *(k.decode() for k in crypto.ed25519_generate_key_pair()))
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rltf/agents/pg_agent.py
psFournier/rltf
90
188132
import gym import numpy as np from rltf.agents import LoggingAgent from rltf.memory import PGBuffer from rltf.monitoring import Monitor class AgentPG(LoggingAgent): def __init__(self, env_maker, model, gamma, lam, rollout_len, stop_step, vf_iters=1, stack_frames=3, **agent_kwargs ): """ Args: env_maker: callable. Function that takes the mode of an env and retruns a new environment instance gamma: float. Discount factor for GAE(gamma, lambda) lam: float. Lambda value for GAE(gamma, lambda) rollout_len: int. Number of agent steps before taking a policy gradient step stop_step: int. Total number of agent steps vf_iters: int. Number of value function training steps in a single epoch """ super().__init__(**agent_kwargs) assert self.log_period % rollout_len == 0, "Log period must be divisible by rollout length" if self.eval_len > 0: assert self.eval_period % rollout_len == 0, "Eval period must be divisible by rollout length" if self.save_period > np.inf: assert self.save_period % rollout_len == 0, "Save period must be divisible by rollout length" self.env_train = Monitor( env=env_maker('t'), log_dir=self.model_dir, mode='t', log_period=None, video_spec=self.video_period, ) self.env_eval = Monitor( env=env_maker('e'), log_dir=self.model_dir, mode='e', log_period=self.eval_len, video_spec=self.video_period, eval_period=self.eval_period, ) self.rollout_len = rollout_len self.stop_step = stop_step self.epochs = self.stop_step // self.rollout_len self.vf_iters = vf_iters self.gamma = gamma self.lam = lam # Get environment specs obs_shape, obs_dtype, act_shape, act_dtype, obs_len = self._state_action_spec(stack_frames) # Initialize the model and the experience buffer self.model = model(obs_shape=obs_shape, act_space=self.env_train.action_space, **self.model_kwargs) self.buffer = PGBuffer(self.rollout_len, obs_shape, obs_dtype, act_shape, act_dtype, obs_len) def _train(self): # Get the function that generates trajectories run_policy = self._trajectory_generator(self.rollout_len) for t in range(self.agent_step+1, self.epochs+1): if self._terminate: break step = t * self.rollout_len # Collect experience in the environment run_policy() # Train the model self._run_train_step(t) if step % self.log_period == 0: self.env_train.monitor.log_stats() # Stop and run evaluation procedure if self.eval_len > 0 and step % self.eval_period == 0: self._eval_agent() # Update the agent step - corresponds to number of epochs self.agent_step = step # Save **after** agent step is correct and completed if step % self.save_period == 0: self.save() def _trajectory_generator(self, horizon): """ Args: horizon: int. Number of steps to run before yielding the trajectories Returns: A function which generates trajectories """ obs = self.reset() def run_env(): nonlocal obs # Clear the buffer to avoid using old data self.buffer.reset() for _ in range(horizon): if self._terminate: return # Get an action to run and the value function estimate of this state action, vf, logp = self._action_train(obs) # Run action next_obs, reward, done, info = self.env_train.step(action) # Store the effect of the action taken upon obs self.buffer.store(obs, action, reward, done, vf, logp) # Reset the environment if end of episode if done: next_obs = self.reset() obs = next_obs # Store the value function for the next state. Needed to compute GAE(lambda) if not done: _, next_vf, _ = self._action_train(obs) else: next_vf = 0 # Compute GAE(gamma, lambda) and TD(lambda) self.buffer.compute_estimates(self.gamma, self.lam, next_vf) return run_env def _get_feed_dict(self, batch, t): feed_dict = { self.model.obs_ph: batch["obs"], self.model.act_ph: batch["act"], self.model.adv_ph: batch["adv"], self.model.ret_ph: batch["ret"], self.model.old_logp_ph: batch["logp"], self.model.pi_opt_conf.lr_ph: self.model.pi_opt_conf.lr_value(t), self.model.vf_opt_conf.lr_ph: self.model.vf_opt_conf.lr_value(t), } return feed_dict def _run_summary_op(self, t, feed_dict): if t * self.rollout_len % self.log_period == 0: self.summary = self.sess.run(self.summary_op, feed_dict=feed_dict) def _run_train_step(self, t): batch = self.buffer.get_data() feed_dict = self._get_feed_dict(batch, t) train_pi = self.model.ops_dict["train_pi"] train_vf = self.model.ops_dict["train_vf"] # Run a policy gradient step and a value function training step self.sess.run([train_pi, train_vf], feed_dict=feed_dict) # self.sess.run([self.model.train_op], feed_dict=feed_dict) # Run a policy gradient step # self.sess.run(train_pi, feed_dict=feed_dict) # Train the value function additionally for _ in range(self.vf_iters-1): if self._terminate: break self.sess.run(train_vf, feed_dict=feed_dict) # Run the summary op to log the changes from the update if necessary self._run_summary_op(t, feed_dict) def _action_train(self, state): data = self.model.action_train_ops(self.sess, state) action = data["action"][0] vf = data["vf"][0] logp = data["logp"][0] return action, vf, logp def _action_eval(self, state): data = self.model.action_eval_ops(self.sess, state) action = data["action"][0] return action def _save_allowed(self): # Prevent saving if the process was terminated - state is most likely inconsistent return not self._terminate def _state_action_spec(self, stack_frames): assert isinstance(self.env_train.observation_space, gym.spaces.Box) # Get environment specs act_shape = list(self.env_train.action_space.shape) obs_shape = list(self.env_train.observation_space.shape) # Get obs_shape and obs_dtype if len(obs_shape) == 3: assert stack_frames > 1 obs_dtype = np.uint8 obs_len = stack_frames else: obs_dtype = np.float32 obs_len = 1 # Get act_shape and act_dtype if isinstance(self.env_train.action_space, gym.spaces.Box): act_shape = list(self.env_train.action_space.shape) act_dtype = np.float32 elif isinstance(self.env_train.action_space, gym.spaces.Discrete): act_shape = [] act_dtype = np.uint8 else: raise ValueError("Unsupported action space") return obs_shape, obs_dtype, act_shape, act_dtype, obs_len def _reset(self): pass def _append_log_spec(self): return [ ( "pi_learn_rate", "f", self.model.pi_opt_conf.lr_value), ]
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pyportable_installer/__main__.py
wuye999/pyportable-installer
20
101022
from lk_utils import relpath from rich_click import Path from ._vendor.rich_click_ext import click @click.grp(help='PyPortable Installer command line interface.') def cli(): pass @click.cmd() @click.arg('directory', default='.', type=Path()) def init(directory='.'): """ Initialize project with template config file. args: directory: Create a [cyan]"pyproject.json"[/] under this directory. If directory not exists, will create it. If directory parameter is not given, will use [magenta]current directory[/]. """ import os from shutil import copyfile file_i = relpath('./template/pyproject.json') file_o = f'{directory}/pyproject.json' if not os.path.exists(directory): os.mkdir(directory) elif os.path.exists(file_o): os.remove(file_o) copyfile(file_i, file_o) @click.cmd() @click.arg('pyproject-file', default='./pyproject.json', type=Path(exists=True)) def build(pyproject_file='./pyproject.json'): """ Start building application from pyproject config file. args: pyproject-file: Choose a pyproject config file. Accepts ".json", ".yaml", ".toml" formats. If parameter is not given, will use [magenta]"./pyproject.json"[/] as default. """ from .main import full_build full_build(pyproject_file) @click.cmd() def gui(): """ Launch PyPortable Installer GUI. [dim](experimental feature)[/] """ from .user_interface import gui_on_psg gui_on_psg.main() if __name__ == '__main__': cli()
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main.py
CaioMar/dsutils
1
168200
""" Author: <NAME> Since: 2019-12 """ import json import querybuilder as qb import importlib importlib.reload(qb) with open('./config.json', 'rb') as file: CONFIG = json.load(fp=file) SAFRAS = ['201901'] QUERY_DICT = CONFIG["123456"] print(qb.ConfigQueryReader(SAFRAS, QUERY_DICT)\ .build())
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tests/test_misc.py
untom/scikits.cuda
0
1607981
<gh_stars>0 #!/usr/bin/env python """ Unit tests for scikits.cuda.misc """ from unittest import main, TestCase, TestSuite import pycuda.autoinit import pycuda.gpuarray as gpuarray import numpy as np from numpy.testing import assert_raises import skcuda.misc as misc class test_misc(TestCase): def setUp(self): np.random.seed(0) misc.init() def test_maxabs_float32(self): x = np.array([-1, 2, -3], np.float32) x_gpu = gpuarray.to_gpu(x) m_gpu = misc.maxabs(x_gpu) assert np.allclose(m_gpu.get(), np.max(np.abs(x))) def test_maxabs_float64(self): x = np.array([-1, 2, -3], np.float64) x_gpu = gpuarray.to_gpu(x) m_gpu = misc.maxabs(x_gpu) assert np.allclose(m_gpu.get(), np.max(np.abs(x))) def test_maxabs_complex64(self): x = np.array([-1j, 2, -3j], np.complex64) x_gpu = gpuarray.to_gpu(x) m_gpu = misc.maxabs(x_gpu) assert np.allclose(m_gpu.get(), np.max(np.abs(x))) def test_maxabs_complex128(self): x = np.array([-1j, 2, -3j], np.complex128) x_gpu = gpuarray.to_gpu(x) m_gpu = misc.maxabs(x_gpu) assert np.allclose(m_gpu.get(), np.max(np.abs(x))) def test_cumsum_float32(self): x = np.array([1, 4, 3, 2, 8], np.float32) x_gpu = gpuarray.to_gpu(x) c_gpu = misc.cumsum(x_gpu) assert np.allclose(c_gpu.get(), np.cumsum(x)) def test_cumsum_float64(self): x = np.array([1, 4, 3, 2, 8], np.float64) x_gpu = gpuarray.to_gpu(x) c_gpu = misc.cumsum(x_gpu) assert np.allclose(c_gpu.get(), np.cumsum(x)) def test_cumsum_complex64(self): x = np.array([1, 4j, 3, 2j, 8], np.complex64) x_gpu = gpuarray.to_gpu(x) c_gpu = misc.cumsum(x_gpu) assert np.allclose(c_gpu.get(), np.cumsum(x)) def test_cumsum_complex128(self): x = np.array([1, 4j, 3, 2j, 8], np.complex128) x_gpu = gpuarray.to_gpu(x) c_gpu = misc.cumsum(x_gpu) assert np.allclose(c_gpu.get(), np.cumsum(x)) def test_diff_float32(self): x = np.array([1.3, 2.7, 4.9, 5.1], np.float32) x_gpu = gpuarray.to_gpu(x) y_gpu = misc.diff(x_gpu) assert np.allclose(y_gpu.get(), np.diff(x)) def test_diff_float64(self): x = np.array([1.3, 2.7, 4.9, 5.1], np.float64) x_gpu = gpuarray.to_gpu(x) y_gpu = misc.diff(x_gpu) assert np.allclose(y_gpu.get(), np.diff(x)) def test_diff_complex64(self): x = np.array([1.3+2.0j, 2.7-3.9j, 4.9+1.0j, 5.1-9.0j], np.complex64) x_gpu = gpuarray.to_gpu(x) y_gpu = misc.diff(x_gpu) assert np.allclose(y_gpu.get(), np.diff(x)) def test_diff_complex128(self): x = np.array([1.3+2.0j, 2.7-3.9j, 4.9+1.0j, 5.1-9.0j], np.complex128) x_gpu = gpuarray.to_gpu(x) y_gpu = misc.diff(x_gpu) assert np.allclose(y_gpu.get(), np.diff(x)) def test_get_by_index_float32(self): src = np.random.rand(5).astype(np.float32) src_gpu = gpuarray.to_gpu(src) ind = gpuarray.to_gpu(np.array([0, 2, 4])) res_gpu = misc.get_by_index(src_gpu, ind) assert np.allclose(res_gpu.get(), src[[0, 2, 4]]) ind = gpuarray.to_gpu(np.array([], np.int64)) res_gpu = misc.get_by_index(src_gpu, ind) assert len(res_gpu) == 0 def test_get_by_index_float64(self): src = np.random.rand(5).astype(np.float64) src_gpu = gpuarray.to_gpu(src) ind = gpuarray.to_gpu(np.array([0, 2, 4])) res_gpu = misc.get_by_index(src_gpu, ind) assert np.allclose(res_gpu.get(), src[[0, 2, 4]]) ind = gpuarray.to_gpu(np.array([], np.int64)) res_gpu = misc.get_by_index(src_gpu, ind) assert len(res_gpu) == 0 def test_set_by_index_dest_float32(self): dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.float32)) ind = gpuarray.to_gpu(np.array([0, 2, 4])) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.float32)) misc.set_by_index(dest_gpu, ind, src_gpu, 'dest') assert np.allclose(dest_gpu.get(), np.array([1, 1, 1, 3, 1], dtype=np.float32)) dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.float32)) ind = gpuarray.to_gpu(np.array([], np.int64)) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.float32)) misc.set_by_index(dest_gpu, ind, src_gpu, 'dest') assert np.allclose(dest_gpu.get(), np.arange(5, dtype=np.float32)) def test_set_by_index_dest_float64(self): dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.double)) ind = gpuarray.to_gpu(np.array([0, 2, 4])) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.double)) misc.set_by_index(dest_gpu, ind, src_gpu, 'dest') assert np.allclose(dest_gpu.get(), np.array([1, 1, 1, 3, 1], dtype=np.double)) dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.double)) ind = gpuarray.to_gpu(np.array([], np.int64)) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.double)) misc.set_by_index(dest_gpu, ind, src_gpu, 'dest') assert np.allclose(dest_gpu.get(), np.arange(5, dtype=np.double)) def test_set_by_index_src_float32(self): dest_gpu = gpuarray.to_gpu(np.zeros(3, dtype=np.float32)) ind = gpuarray.to_gpu(np.array([0, 2, 4])) src_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.float32)) misc.set_by_index(dest_gpu, ind, src_gpu, 'src') assert np.allclose(dest_gpu.get(), np.array([0, 2, 4], dtype=np.float32)) dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.float32)) ind = gpuarray.to_gpu(np.array([], np.int64)) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.float32)) misc.set_by_index(dest_gpu, ind, src_gpu, 'src') assert np.allclose(dest_gpu.get(), np.arange(5, dtype=np.float32)) def test_set_by_index_src_float64(self): dest_gpu = gpuarray.to_gpu(np.zeros(3, dtype=np.double)) ind = gpuarray.to_gpu(np.array([0, 2, 4])) src_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.double)) misc.set_by_index(dest_gpu, ind, src_gpu, 'src') assert np.allclose(dest_gpu.get(), np.array([0, 2, 4], dtype=np.double)) dest_gpu = gpuarray.to_gpu(np.arange(5, dtype=np.double)) ind = gpuarray.to_gpu(np.array([], np.int64)) src_gpu = gpuarray.to_gpu(np.array([1, 1, 1], dtype=np.double)) misc.set_by_index(dest_gpu, ind, src_gpu, 'src') assert np.allclose(dest_gpu.get(), np.arange(5, dtype=np.double)) def impl_test_binaryop_matvec(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)).astype(dtype) a = np.random.normal(scale=5.0, size=(1, 5)).astype(dtype) b = np.random.normal(scale=5.0, size=(3, 1)).astype(dtype) # the following two test correct broadcasting on 0D vectors c = np.random.normal(scale=5.0, size=(5, )).astype(dtype) d = np.random.normal(scale=5.0, size=(3, )).astype(dtype) x_gpu = gpuarray.to_gpu(x) a_gpu = gpuarray.to_gpu(a) b_gpu = gpuarray.to_gpu(b) c_gpu = gpuarray.to_gpu(c) d_gpu = gpuarray.to_gpu(d) out = gpuarray.empty(x.shape, dtype=dtype) # addition res = misc.add_matvec(x_gpu, a_gpu, out=out).get() assert np.allclose(res, x+a) assert np.allclose(misc.add_matvec(x_gpu, b_gpu).get(), x+b) assert np.allclose(misc.add_matvec(x_gpu, c_gpu).get(), x+c) assert_raises(ValueError, misc.add_matvec, x_gpu, d_gpu) # multiplication res = misc.mult_matvec(x_gpu, a_gpu, out=out).get() assert np.allclose(res, x*a) assert np.allclose(misc.mult_matvec(x_gpu, b_gpu).get(), x*b) assert np.allclose(misc.mult_matvec(x_gpu, c_gpu).get(), x*c) assert_raises(ValueError, misc.mult_matvec, x_gpu, d_gpu) # division res = misc.div_matvec(x_gpu, a_gpu, out=out).get() assert np.allclose(res, x/a) assert np.allclose(misc.div_matvec(x_gpu, b_gpu).get(), x/b) assert np.allclose(misc.div_matvec(x_gpu, c_gpu).get(), x/c) assert_raises(ValueError, misc.div_matvec, x_gpu, d_gpu) def test_binaryop_matvec_float32(self): self.impl_test_binaryop_matvec(np.float32) def test_binaryop_matvec_float64(self): self.impl_test_binaryop_matvec(np.float64) def test_binaryop_matvec_complex64(self): self.impl_test_binaryop_matvec(np.complex64) def test_binaryop_matvec_complex128(self): self.impl_test_binaryop_matvec(np.complex128) def impl_test_sum(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.sum(x_gpu).get(), x.sum()) assert np.allclose(misc.sum(x_gpu, axis=0).get(), x.sum(axis=0)) assert np.allclose(misc.sum(x_gpu, axis=1).get(), x.sum(axis=1)) x = x.astype(dtype=dtype, order='F') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.sum(x_gpu).get(), x.sum()) assert np.allclose(misc.sum(x_gpu, axis=0).get(), x.sum(axis=0)) assert np.allclose(misc.sum(x_gpu, axis=1).get(), x.sum(axis=1)) def test_sum_float32(self): self.impl_test_sum(np.float32) def test_sum_float64(self): self.impl_test_sum(np.float64) def test_sum_complex64(self): self.impl_test_sum(np.complex64) def test_sum_complex128(self): self.impl_test_sum(np.complex128) def impl_test_mean(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.mean(x_gpu).get(), x.mean()) assert np.allclose(misc.mean(x_gpu, axis=0).get(), x.mean(axis=0)) assert np.allclose(misc.mean(x_gpu, axis=1).get(), x.mean(axis=1)) x = x.astype(dtype=dtype, order='F') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.mean(x_gpu).get(), x.mean()) assert np.allclose(misc.mean(x_gpu, axis=-1).get(), x.mean(axis=-1)) assert np.allclose(misc.mean(x_gpu, axis=-2).get(), x.mean(axis=-2)) def test_mean_float32(self): self.impl_test_mean(np.float32) def test_mean_float64(self): self.impl_test_mean(np.float64) def test_mean_complex64(self): self.impl_test_mean(np.complex64) def test_mean_complex128(self): self.impl_test_mean(np.complex128) def impl_test_var(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.var(x_gpu).get(), x.var()) assert np.allclose(misc.var(x_gpu, axis=0).get(), x.var(axis=0)) assert np.allclose(misc.var(x_gpu, axis=1).get(), x.var(axis=1)) # Currently not working due to a bug in PyCUDA, see Issue #92 #x = x.astype(dtype=dtype, order='F') #x_gpu = gpuarray.to_gpu(x) #assert np.allclose(misc.var(x_gpu).get(), x.var()) #assert np.allclose(misc.var(x_gpu, axis=-1).get(), x.var(axis=-1)) #assert np.allclose(misc.var(x_gpu, axis=-2).get(), x.var(axis=-2)) def test_var_float32(self): self.impl_test_var(np.float32) def test_var_float64(self): self.impl_test_var(np.float64) def test_var_complex64(self): self.impl_test_var(np.complex64) def test_var_complex128(self): self.impl_test_var(np.complex128) def impl_test_std(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.std(x_gpu).get(), x.std()) assert np.allclose(misc.std(x_gpu, axis=0).get(), x.std(axis=0)) assert np.allclose(misc.std(x_gpu, axis=1).get(), x.std(axis=1)) # Currently not working due to a bug in PyCUDA, see Issue #92 #x = x.astype(dtype=dtype, order='F') #x_gpu = gpuarray.to_gpu(x) #assert np.allclose(misc.std(x_gpu).get(), x.std()) #assert np.allclose(misc.std(x_gpu, axis=-1).get(), x.std(axis=-1)) #assert np.allclose(misc.std(x_gpu, axis=-2).get(), x.std(axis=-2)) def test_std_float32(self): self.impl_test_std(np.float32) def test_std_float64(self): self.impl_test_std(np.float64) def test_std_complex64(self): self.impl_test_std(np.complex64) def test_std_complex128(self): self.impl_test_std(np.complex128) def _impl_test_minmax(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.max(x_gpu, axis=0).get(), x.max(axis=0)) assert np.allclose(misc.max(x_gpu, axis=1).get(), x.max(axis=1)) assert np.allclose(misc.min(x_gpu, axis=0).get(), x.min(axis=0)) assert np.allclose(misc.min(x_gpu, axis=1).get(), x.min(axis=1)) x = x.astype(dtype=dtype, order='F') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.max(x_gpu, axis=0).get(), x.max(axis=0)) assert np.allclose(misc.max(x_gpu, axis=1).get(), x.max(axis=1)) assert np.allclose(misc.min(x_gpu, axis=0).get(), x.min(axis=0)) assert np.allclose(misc.min(x_gpu, axis=1).get(), x.min(axis=1)) def test_minmax_float32(self): self._impl_test_minmax(np.float32) def test_minmax_float64(self): self._impl_test_minmax(np.float64) def _impl_test_argminmax(self, dtype): x = np.random.normal(scale=5.0, size=(3, 5)) x = x.astype(dtype=dtype, order='C') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.argmax(x_gpu, axis=0).get(), x.argmax(axis=0)) assert np.allclose(misc.argmax(x_gpu, axis=1).get(), x.argmax(axis=1)) assert np.allclose(misc.argmin(x_gpu, axis=0).get(), x.argmin(axis=0)) assert np.allclose(misc.argmin(x_gpu, axis=1).get(), x.argmin(axis=1)) x = x.astype(dtype=dtype, order='F') x_gpu = gpuarray.to_gpu(x) assert np.allclose(misc.argmax(x_gpu, axis=0).get(), x.argmax(axis=0)) assert np.allclose(misc.argmax(x_gpu, axis=1).get(), x.argmax(axis=1)) assert np.allclose(misc.argmin(x_gpu, axis=0).get(), x.argmin(axis=0)) assert np.allclose(misc.argmin(x_gpu, axis=1).get(), x.argmin(axis=1)) def test_argminmax_float32(self): self._impl_test_argminmax(np.float32) def test_argminmax_float64(self): self._impl_test_argminmax(np.float64) def suite(): s = TestSuite() s.addTest(test_misc('test_maxabs_float32')) s.addTest(test_misc('test_maxabs_complex64')) s.addTest(test_misc('test_cumsum_float32')) s.addTest(test_misc('test_cumsum_complex64')) s.addTest(test_misc('test_diff_float32')) s.addTest(test_misc('test_diff_complex64')) s.addTest(test_misc('test_get_by_index_float32')) s.addTest(test_misc('test_set_by_index_dest_float32')) s.addTest(test_misc('test_set_by_index_src_float32')) s.addTest(test_misc('test_binaryop_matvec_float32')) s.addTest(test_misc('test_binaryop_matvec_complex64')) s.addTest(test_misc('test_sum_float32')) s.addTest(test_misc('test_sum_complex64')) s.addTest(test_misc('test_mean_float32')) s.addTest(test_misc('test_mean_complex64')) s.addTest(test_misc('test_var_float32')) s.addTest(test_misc('test_var_complex64')) s.addTest(test_misc('test_std_float32')) s.addTest(test_misc('test_std_complex64')) s.addTest(test_misc('test_minmax_float32')) s.addTest(test_misc('test_argminmax_float32')) if misc.get_compute_capability(pycuda.autoinit.device) >= 1.3: s.addTest(test_misc('test_maxabs_float64')) s.addTest(test_misc('test_maxabs_complex128')) s.addTest(test_misc('test_cumsum_float64')) s.addTest(test_misc('test_cumsum_complex128')) s.addTest(test_misc('test_diff_float64')) s.addTest(test_misc('test_diff_complex128')) s.addTest(test_misc('test_get_by_index_float32')) s.addTest(test_misc('test_set_by_index_dest_float64')) s.addTest(test_misc('test_set_by_index_src_float64')) s.addTest(test_misc('test_sum_float64')) s.addTest(test_misc('test_sum_complex128')) s.addTest(test_misc('test_mean_float64')) s.addTest(test_misc('test_mean_complex128')) s.addTest(test_misc('test_binaryop_matvec_float64')) s.addTest(test_misc('test_binaryop_matvec_complex128')) s.addTest(test_misc('test_var_float64')) s.addTest(test_misc('test_var_complex128')) s.addTest(test_misc('test_std_float64')) s.addTest(test_misc('test_std_complex128')) s.addTest(test_misc('test_minmax_float64')) s.addTest(test_misc('test_argminmax_float64')) return s if __name__ == '__main__': main(defaultTest = 'suite')
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test/integration/ggrc/proposal/api/test_property.py
j0gurt/ggrc-core
1
196711
<gh_stars>1-10 # Copyright (C) 2018 Google Inc. # Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file> """TestCase for proposal property api.""" from ggrc.models import all_models from integration.ggrc.models import factories from integration.ggrc.proposal.api import base class TestPropoertyProposals(base.BaseTestProposalApi): """Test case for proposal property api.""" def test_simple_get_proposal(self): """Test simple get proposal.""" with factories.single_commit(): control = factories.ControlFactory() proposal = factories.ProposalFactory(instance=control, content={"field": "a"}, agenda="agenda content") instance_dict = {"id": control.id, "type": control.type} resp = self.api.get(all_models.Proposal, proposal.id) self.assert200(resp) self.assertIn("proposal", resp.json) data = resp.json["proposal"] self.assertIn("content", data) self.assertIn("instance", data) self.assertIn("agenda", data) self.assertDictEqual(instance_dict, data["instance"]) self.assertDictEqual({"field": "a"}, data["content"]) self.assertEqual("agenda content", data["agenda"]) def test_simple_create_proposal(self): """Test simple create proposal.""" new_title = "2" control = factories.ControlFactory(title="1") control_id = control.id control.title = new_title self.assertEqual(0, len(control.comments)) self.create_proposal(control, full_instance_content=control.log_json(), agenda="update title from 1 to 2", context=None) control = all_models.Control.query.get(control_id) self.assertEqual(1, len(control.proposals)) self.assertIn("fields", control.proposals[0].content) self.assertEqual({"title": "2"}, control.proposals[0].content["fields"]) self.assertEqual(1, len(control.comments)) def test_simple_apply_status(self): """Test simple apply status.""" with factories.single_commit(): control = factories.ControlFactory(title="1") proposal = factories.ProposalFactory( instance=control, content={"fields": {"title": "2"}}, agenda="agenda content") control_id = control.id proposal_id = proposal.id self.assertEqual(proposal.STATES.PROPOSED, proposal.status) self.assertEqual(0, len(control.comments)) with self.number_obj_revisions_for(control): self.apply_proposal(proposal, apply_reason="approved") control = all_models.Control.query.get(control_id) proposal = all_models.Proposal.query.get(proposal_id) self.assertEqual(proposal.STATES.APPLIED, proposal.status) self.assertEqual("2", control.title) self.assertEqual("2", self.latest_revision_for(control).content['title']) self.assertEqual(1, len(control.comments)) def test_simple_decline_status(self): """Test simple decline status.""" with factories.single_commit(): control = factories.ControlFactory(title="1") proposal = factories.ProposalFactory( instance=control, content={"fields": {"title": "2"}}, agenda="agenda content") control_id = control.id proposal_id = proposal.id self.assertEqual(proposal.STATES.PROPOSED, proposal.status) self.assertEqual(0, len(control.comments)) with self.number_obj_revisions_for(control, increase_on=0): self.decline_proposal(proposal, decline_reason="declined bla") control = all_models.Control.query.get(control_id) proposal = all_models.Proposal.query.get(proposal_id) self.assertEqual(proposal.STATES.DECLINED, proposal.status) self.assertEqual("1", control.title) self.assertEqual(1, len(control.comments))
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tests/test_patch.py
ElMehdi19/flask-mux
1
100899
from flask.testing import FlaskClient import pytest from flask import Flask from flask_mux import Mux from testing import test_router from testing.test_cases.middlewares import test_mws_router @pytest.fixture def client(): app = Flask(__name__) mux = Mux(app) mux.use('/', test_mws_router) return app.test_client() def test_basic(client: FlaskClient): return test_router.test_basic(client, 'patch') def test_one_mw(client: FlaskClient): return test_router.test_one_mw(client, 'patch') def test_one_mw_failing(client: FlaskClient): return test_router.test_one_mw_failing(client, 'patch') def test_multi_mws(client: FlaskClient): return test_router.test_multi_mws(client, 'patch') def test_multi_mws_failing(client: FlaskClient): return test_router.test_multi_mws_failing(client, 'patch') def test_extra_mws(client: FlaskClient): return test_router.test_extra_mws(client, 'patch') def test_extra_mws_failing_1(client: FlaskClient): return test_router.test_extra_mws_failing_1(client, 'patch') def test_extra_mws_failing_2(client: FlaskClient): return test_router.test_extra_mws_failing_2(client, 'patch') def test_extra_mws_failing_3(client: FlaskClient): return test_router.test_extra_mws_failing_3(client, 'patch')
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modular_exp.py
a-l-r1/cryptography
0
1609294
<reponame>a-l-r1/cryptography def square_modular_exp(x:int, power:int, modulus:int) -> int: if (modulus <= 0): raise ValueError("modular_pow: modulus must be " + \ "positive: (%d ** %d) %% %d" % (x, power, modulus)) result = 1 bit_list = [] while (power != 0): bit_list.insert(0, power % 2) power //= 2 for i in bit_list: result = (result * result) % modulus if (i == 1): result = (result * x) % modulus return result modular_exp = square_modular_exp def generic_modular_exp(x:int, power:int, modulus:int) -> int: if (modulus <= 0): raise ValueError("modular_pow: modulus must be " + \ "positive: (%d ** %d) %% %d" % (x, power, modulus)) result = 1 for i in range(power): result = (result * x) % modulus return result
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lib/desconst.py
elp2/des
20
67565
# Applied once at the beginning of the algorithm. INITIAL_PERMUTATION = [ 58, 50, 42, 34, 26, 18, 10, 2, 60, 52, 44, 36, 28, 20, 12, 4, 62, 54, 46, 38, 30, 22, 14, 6, 64, 56, 48, 40, 32, 24, 16, 8, 57, 49, 41, 33, 25, 17, 9, 1, 59, 51, 43, 35, 27, 19, 11, 3, 61, 53, 45, 37, 29, 21, 13, 5, 63, 55, 47, 39, 31, 23, 15, 7, ] # Inverse of INITIAL_PERMUTATION. Applied once at the end of the algorithm. FINAL_PERMUTATION = [ 40, 8, 48, 16, 56, 24, 64, 32, 39, 7, 47, 15, 55, 23, 63, 31, 38, 6, 46, 14, 54, 22, 62, 30, 37, 5, 45, 13, 53, 21, 61, 29, 36, 4, 44, 12, 52, 20, 60, 28, 35, 3, 43, 11, 51, 19, 59, 27, 34, 2, 42, 10, 50, 18, 58, 26, 33, 1, 41, 9, 49, 17, 57, 25, ] # Applied to the half-block at the beginning of the Fiestel function. EXPANSION = [ 32, 1, 2, 3, 4, 5, 4, 5, 6, 7, 8, 9, 8, 9, 10, 11, 12, 13, 12, 13, 14, 15, 16, 17, 16, 17, 18, 19, 20, 21, 20, 21, 22, 23, 24, 25, 24, 25, 26, 27, 28, 29, 28, 29, 30, 31, 32, 1, ] # Applied at the end of the Feistel function. PERMUTATION = [ 16, 7, 20, 21, 29, 12, 28, 17, 1, 15, 23, 26, 5, 18, 31, 10, 2, 8, 24, 14, 32, 27, 3, 9, 19, 13, 30, 6, 22, 11, 4, 25, ] # Converts from full 64-bit key to two key halves: left and right. Only 48 # bits from the original key are used. PERMUTED_CHOICE_1_LEFT = [ 57, 49, 41, 33, 25, 17, 9, 1, 58, 50, 42, 34, 26, 18, 10, 2, 59, 51, 43, 35, 27, 19, 11, 3, 60, 52, 44, 36, ] PERMUTED_CHOICE_1_RIGHT = [ 63, 55, 47, 39, 31, 23, 15, 7, 62, 54, 46, 38, 30, 22, 14, 6, 61, 53, 45, 37, 29, 21, 13, 5, 28, 20, 12, 4, ] # Converts the shifted right and left key halves (concatenated together) into # the subkey for the round (input into Feistel function). PERMUTED_CHOICE_2 = [ 14, 17, 11, 24, 1, 5, 3, 28, 15, 6, 21, 10, 23, 19, 12, 4, 26, 8, 16, 7, 27, 20, 13, 2, 41, 52, 31, 37, 47, 55, 30, 40, 51, 45, 33, 48, 44, 49, 39, 56, 34, 53, 46, 42, 50, 36, 29, 32, ] # S-Boxes # SBOX[outer 2 bits][inner 4 bits] # Each value represents 4 bits that the 6-bit input is mapped to. SBOX_1 = [ [14, 4, 13, 1, 2, 15, 11, 8, 3, 10, 6, 12, 5, 9, 0, 7], [0, 15, 7, 4, 14, 2, 13, 1, 10, 6, 12, 11, 9, 5, 3, 8], [4, 1, 14, 8, 13, 6, 2, 11, 15, 12, 9, 7, 3, 10, 5, 0], [15, 12, 8, 2, 4, 9, 1, 7, 5, 11, 3, 14, 10, 0, 6, 13], ] SBOX_2 = [ [15, 1, 8, 14, 6, 11, 3, 4, 9, 7, 2, 13, 12, 0, 5, 10], [3, 13, 4, 7, 15, 2, 8, 14, 12, 0, 1, 10, 6, 9, 11, 5], [0, 14, 7, 11, 10, 4, 13, 1, 5, 8, 12, 6, 9, 3, 2, 15], [13, 8, 10, 1, 3, 15, 4, 2, 11, 6, 7, 12, 0, 5, 14, 9], ] SBOX_3 = [ [10, 0, 9, 14, 6, 3, 15, 5, 1, 13, 12, 7, 11, 4, 2, 8], [13, 7, 0, 9, 3, 4, 6, 10, 2, 8, 5, 14, 12, 11, 15, 1], [13, 6, 4, 9, 8, 15, 3, 0, 11, 1, 2, 12, 5, 10, 14, 7], [1, 10, 13, 0, 6, 9, 8, 7, 4, 15, 14, 3, 11, 5, 2, 12], ] SBOX_4 = [ [7, 13, 14, 3, 0, 6, 9, 10, 1, 2, 8, 5, 11, 12, 4, 15], [13, 8, 11, 5, 6, 15, 0, 3, 4, 7, 2, 12, 1, 10, 14, 9], [10, 6, 9, 0, 12, 11, 7, 13, 15, 1, 3, 14, 5, 2, 8, 4], [3, 15, 0, 6, 10, 1, 13, 8, 9, 4, 5, 11, 12, 7, 2, 14], ] SBOX_5 = [ [2, 12, 4, 1, 7, 10, 11, 6, 8, 5, 3, 15, 13, 0, 14, 9], [14, 11, 2, 12, 4, 7, 13, 1, 5, 0, 15, 10, 3, 9, 8, 6], [4, 2, 1, 11, 10, 13, 7, 8, 15, 9, 12, 5, 6, 3, 0, 14], [11, 8, 12, 7, 1, 14, 2, 13, 6, 15, 0, 9, 10, 4, 5, 3], ] SBOX_6 = [ [12, 1, 10, 15, 9, 2, 6, 8, 0, 13, 3, 4, 14, 7, 5, 11], [10, 15, 4, 2, 7, 12, 9, 5, 6, 1, 13, 14, 0, 11, 3, 8], [9, 14, 15, 5, 2, 8, 12, 3, 7, 0, 4, 10, 1, 13, 11, 6], [4, 3, 2, 12, 9, 5, 15, 10, 11, 14, 1, 7, 6, 0, 8, 13], ] SBOX_7 = [ [4, 11, 2, 14, 15, 0, 8, 13, 3, 12, 9, 7, 5, 10, 6, 1], [13, 0, 11, 7, 4, 9, 1, 10, 14, 3, 5, 12, 2, 15, 8, 6], [1, 4, 11, 13, 12, 3, 7, 14, 10, 15, 6, 8, 0, 5, 9, 2], [6, 11, 13, 8, 1, 4, 10, 7, 9, 5, 0, 15, 14, 2, 3, 12], ] SBOX_8 = [ [13, 2, 8, 4, 6, 15, 11, 1, 10, 9, 3, 14, 5, 0, 12, 7], [1, 15, 13, 8, 10, 3, 7, 4, 12, 5, 6, 11, 0, 14, 9, 2], [7, 11, 4, 1, 9, 12, 14, 2, 0, 6, 10, 13, 15, 3, 5, 8], [2, 1, 14, 7, 4, 10, 8, 13, 15, 12, 9, 0, 3, 5, 6, 11], ] SBOXES = [SBOX_1, SBOX_2, SBOX_3, SBOX_4, SBOX_5, SBOX_6, SBOX_7, SBOX_8] # How much the left and right key halves are shifted every round. KEY_SHIFT_AMOUNTS = [1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1]
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src/tests/assembly/structured_config/assembled_config/test_assembled_config.py
fabio-d/fuchsia-stardock
5
29848
<gh_stars>1-10 # Copyright 2022 The Fuchsia Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import argparse import pathlib import subprocess import sys from run_assembly import run_product_assembly def main(): parser = argparse.ArgumentParser( description= "Ensure that ffx assembly product adds structured config with the right ffx config." ) parser.add_argument( "--ffx-bin", type=pathlib.Path, required=True, help="Path to ffx binary.") parser.add_argument( "--product-assembly-config", type=pathlib.Path, required=True, help="Path to product assembly configuration input.") parser.add_argument( "--input-bundles-dir", type=pathlib.Path, required=True, help="Path to input bundles directory.") parser.add_argument( "--outdir", type=pathlib.Path, required=True, help="Path to output directory.") parser.add_argument( "--stamp", type=pathlib.Path, required=True, help="Path to stampfile for telling ninja we're done.") args = parser.parse_args() output = run_product_assembly( ffx_bin=args.ffx_bin, product=args.product_assembly_config, input_bundles=args.input_bundles_dir, outdir=args.outdir, extra_config=["assembly_example_enabled=true"]) output.check_returncode() with open(args.stamp, 'w') as f: pass # creates the file
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wflow-water-index/wflow-water-index.py
Fondus/Fondus-Python-SDK
0
26305
<filename>wflow-water-index/wflow-water-index.py import argparse import datetime import math from netCDF4 import Dataset import numpy as np import threading import queue # Worker 類別,負責處理資料 class Worker(threading.Thread): def __init__(self, req, res, num): threading.Thread.__init__(self) self.req = req self.res = res self.num = num self.running = True def run(self): while self.running or not self.req.empty(): try: data = self.req.get(timeout=1) x, y, cx, cy, array = data res.put((x, y, np.max(array), np.count_nonzero(array > 0.01))) req.task_done() # print("Worker %d: %f,%f" % (self.num, x, y)) except queue.Empty: print("Worker %d: Nothing to do, wait 1 second" % (self.num)) def stop(self): self.running = False def get_range(v, low, high): dim = v.get_dims()[0].size d = (v[1]-v[0])/2 i0 = None i1 = dim for i in range(0, dim): if i0 is None and v[i]+d >= low: i0 = i if v[i]-d <= high: i1 = i if not i0: i0 = 0 return [i0, i1] def get_skip_index(v_time): dim = v_time.get_dims()[0].size n0 = v_time[0] for i in range(1, dim): if (v_time[i] - n0) >= 1440: return i return 0 parser = argparse.ArgumentParser() parser.add_argument("--input", help="source NC filename") parser.add_argument("--output", help="output XYM ascii filename") parser.add_argument( "--bbox", help="bounding box to filter grids, format as x1,y1,x2,y2") parser.add_argument( "--skip", help="skip data of first N steps when model is warming up, default = 24 hour") args = parser.parse_args() input_filename = args.input if args.input else "wflow.nc" print("Input file:", input_filename) output_filename = args.output if args.output else "flow.asc" print("Output file:", output_filename) bbox = list(map(lambda s: float(s), args.bbox.split(',')) ) if args.bbox else [-180.0, -90.0, 180, 90.0] print("Bounding box:", bbox) wflow = Dataset(input_filename, "r") print("NETCDF metadata") # print(wflow.dimensions) # print(wflow.variables) v_time = wflow.variables['time'] # print(v_time[:]) skip = args.skip if args.skip else get_skip_index(v_time) print("Will skip first", skip, "steps") v_lon = wflow.variables['x'] v_lat = wflow.variables['y'] dx = (v_lon[1]-v_lon[0])/2 dy = (v_lat[1]-v_lat[0])/2 lon_range = get_range(v_lon, bbox[0], bbox[2]) lat_range = get_range(v_lat, bbox[1], bbox[3]) v_data = wflow.variables['flow_simulated'] print("Loading data...") # cache all data in memory time = v_time[:] lon = v_lon[:] lat = v_lat[:] data = v_data[:, lat_range[0]:lat_range[1], lon_range[0]:lon_range[1]] print("Start processing...") dim_t = wflow.dimensions['time'].size tt = dim_t - skip max_v = np.empty([lon.size, lat.size]) count_0_01_v = np.empty([lon.size, lat.size]) progress = dict(processed=0, queued=0, total_grid=( lon_range[1]-lon_range[0])*(lat_range[1]-lat_range[0])) # prepare for multithread req = queue.Queue() res = queue.Queue() workers = [Worker(req, res, 1), Worker(req, res, 2)] for i in range(0, len(workers)): workers[i].start() def processing_res(): while workers[0].is_alive() or workers[1].is_alive() or not res.empty(): try: result = res.get(timeout=1) (x, y, m, c) = result max_v[x, y] = m count_0_01_v[x, y] = 1.0 * c / tt progress["processed"] += 1 res.task_done() except queue.Empty: print("Response worker: Nothing to do, wait 1 second") if (progress["processed"] % 1000 == 0): print("processed:", progress) print("processed:", progress) threading.Thread(target=processing_res, daemon=True).start() for x in range(lon_range[0], lon_range[1]): cx = lon[x] print(cx, "queued:", progress) for y in range(lat_range[0], lat_range[1]): cy = lat[y] id = 'x'+f'{cx:.4f}'+'y'+f'{cy:.4f}' vt = np.array(data[skip:dim_t, y, x]) req.put((x, y, cx, cy, vt)) progress["queued"] += 1 # max_v[x,y]=np.max(vt) # count_0_1_v=np.count_nonzero(vt>0.01) wflow.close() for i in range(0, len(workers)): workers[i].stop() for i in range(0, len(workers)): workers[i].join() res.join() print("grid with flow value: ",np.count_nonzero(max_v > 0)) print("count with flow value: ",np.count_nonzero(count_0_01_v > 0)) with open(output_filename, 'w') as out_file: for x in range(lon_range[0], lon_range[1]): cx = lon[x] for y in range(lat_range[0], lat_range[1]): cy = lat[y] m = max_v[x, y] c = count_0_01_v[x, y] if m > 0 or c > 0: out_file.write("%f,%f,%f,%f\n" % (cx, cy, m, c))
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parser_app/api/serializers.py
prantoamt/django-parser-app
3
99187
from rest_framework import serializers from rest_framework import serializers from rest_framework.fields import SkipField from rest_framework.fields import ChoiceField import six from parser_app.models import RegisteredModel class ChoiceDisplayField(ChoiceField): def __init__(self, *args, **kwargs): super(ChoiceDisplayField, self).__init__(*args, **kwargs) self.choice_strings_to_display = { six.text_type(key): value for key, value in self.choices.items() } def to_representation(self, value): if value is None: return value return { 'value': self.choice_strings_to_values.get(six.text_type(value), value), 'name': self.choice_strings_to_display.get(six.text_type(value), value), } class DefaultModelSerializer(serializers.ModelSerializer): serializer_choice_field = ChoiceDisplayField class RegisteredModelSerializer(DefaultModelSerializer): class Meta: model = RegisteredModel fields = '__all__' class MappingErrorSerializer(serializers.Serializer): detail = serializers.CharField(max_length=256, required=False) model_columns = serializers.ListField(child=serializers.CharField()) file_columns = serializers.ListField(child=serializers.CharField()) required_fields = serializers.ListField(child=serializers.CharField()) foreign_key_fields = serializers.ListField(child=serializers.CharField()) class ValidationErrorSerializer(serializers.Serializer): detail = serializers.ListField(child=serializers.JSONField())
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glymur/lib/openjpeg.py
jarrelscy/glymur
0
197350
"""Wraps library calls to openjpeg. """ import ctypes import sys from ..config import glymur_config _, OPENJPEG = glymur_config() # Maximum number of tile parts expected by JPWL: increase at your will JPWL_MAX_NO_TILESPECS = 16 J2K_MAXRLVLS = 33 # Number of maximum resolution level authorized PATH_LEN = 4096 # maximum allowed size for filenames def version(): """Wrapper for opj_version library routine.""" OPENJPEG.opj_version.restype = ctypes.c_char_p library_version = OPENJPEG.opj_version() if sys.hexversion >= 0x03000000: return library_version.decode('utf-8') else: return library_version # Need to get the minor version, make sure we are at least at 1.4.x if OPENJPEG is not None: _MINOR = version().split('.')[1] else: # Does not really matter. But version should not be called if there is no # OpenJPEG library found. _MINOR = 0 class EventMgrType(ctypes.Structure): """Message handler object. Corresponds to event_mgr_t type in openjpeg headers. """ _fields_ = [("error_handler", ctypes.c_void_p), ("warning_handler", ctypes.c_void_p), ("info_handler", ctypes.c_void_p)] class CommonStructType(ctypes.Structure): """Common fields between JPEG 2000 compression and decompression contextx. """ _fields_ = [("event_mgr", ctypes.POINTER(EventMgrType)), ("client_data", ctypes.c_void_p), ("is_decompressor", ctypes.c_bool), ("codec_format", ctypes.c_int), ("j2k_handle", ctypes.c_void_p), ("jp2_handle", ctypes.c_void_p), ("mj2_handle", ctypes.c_void_p)] STREAM_READ = 0x0001 # The stream was opened for reading. STREAM_WRITE = 0x0002 # The stream was opened for writing. class CioType(ctypes.Structure): """Byte input-output stream (CIO) Corresponds to cio_t in openjpeg headers. """ _fields_ = [("cinfo", ctypes.POINTER(CommonStructType)), # codec context # STREAM_READ or STREAM_WRITE ("openmode", ctypes.c_int), # pointer to start of buffer ("buffer", ctypes.POINTER(ctypes.c_char)), # buffer size in bytes ("length", ctypes.c_int), # pointer to start of stream ("start", ctypes.c_char_p), # pointer to end of stream ("end", ctypes.c_char_p), # pointer to current position ("bp", ctypes.c_char_p)] class CompressionInfoType(CommonStructType): """Common fields between JPEG-2000 compression and decompression contexts. This is for compression contexts. Corresponds to common_struct_t. """ pass class PocType(ctypes.Structure): """Progression order changes.""" _fields_ = [("resno", ctypes.c_int), # Resolution num start, Component num start, given by POC ("compno0", ctypes.c_int), # Layer num end,Resolution num end, Component num end, given # by POC ("layno1", ctypes.c_int), ("resno1", ctypes.c_int), ("compno1", ctypes.c_int), # Layer num start,Precinct num start, Precinct num end ("layno0", ctypes.c_int), ("precno0", ctypes.c_int), ("precno1", ctypes.c_int), # Progression order enum # OPJ_PROG_ORDER prg1,prg; ("prg1", ctypes.c_int), ("prg", ctypes.c_int), # Progression order string # char progorder[5]; ("progorder", ctypes.c_char * 5), # Tile number # int tile; ("tile", ctypes.c_int), ("tx0", ctypes.c_int), ("tx1", ctypes.c_int), ("ty0", ctypes.c_int), ("ty1", ctypes.c_int), ("layS", ctypes.c_int), ("resS", ctypes.c_int), ("compS", ctypes.c_int), ("prcS", ctypes.c_int), ("layE", ctypes.c_int), ("resE", ctypes.c_int), ("compE", ctypes.c_int), ("prcE", ctypes.c_int), ("txS", ctypes.c_int), ("txE", ctypes.c_int), ("tyS", ctypes.c_int), ("tyE", ctypes.c_int), ("dx", ctypes.c_int), ("dy", ctypes.c_int), ("lay_t", ctypes.c_int), ("res_t", ctypes.c_int), ("comp_t", ctypes.c_int), ("prc_t", ctypes.c_int), ("tx0_t", ctypes.c_int), ("ty0_t", ctypes.c_int)] class CompressionParametersType(ctypes.Structure): """Compression parameters. Corresponds to cparameters_t type in openjp2 headers. """ _fields_ = [ # size of tile: # tile_size_on = false (not in argument) or # = true (in argument) ("tile_size_on", ctypes.c_int), # XTOsiz, YTOsiz ("cp_tx0", ctypes.c_int), ("cp_ty0", ctypes.c_int), # XTsiz, YTsiz ("cp_tdx", ctypes.c_int), ("cp_tdy", ctypes.c_int), # allocation by rate/distortion ("cp_disto_alloc", ctypes.c_int), # allocation by fixed layer ("cp_fixed_alloc", ctypes.c_int), # add fixed_quality ("cp_fixed_quality", ctypes.c_int), # fixed layer ("cp_matrice", ctypes.c_void_p), # comment for coding ("cp_comment", ctypes.c_char_p), # csty : coding style ("csty", ctypes.c_int), # progression order (default OPJ_LRCP) ("prog_order", ctypes.c_int), # progression order changes ("poc", PocType * 32), # number of progression order changes (POC), default to 0 ("numpocs", ctypes.c_uint), # number of layers ("tcp_numlayers", ctypes.c_int), # rates of layers ("tcp_rates", ctypes.c_float * 100), # different psnr for successive layers ("tcp_distoratio", ctypes.c_float * 100), # number of resolutions ("numresolution", ctypes.c_int), # initial code block width, default to 64 ("cblockw_init", ctypes.c_int), # initial code block height, default to 64 ("cblockh_init", ctypes.c_int), # mode switch (cblk_style) ("mode", ctypes.c_int), # 1 : use the irreversible DWT 9-7 # 0 : use lossless compression (default) ("irreversible", ctypes.c_int), # region of interest: affected component in [0..3], -1 means no ROI ("roi_compno", ctypes.c_int), # region of interest: upshift value ("roi_shift", ctypes.c_int), # number of precinct size specifications ("res_spec", ctypes.c_int), # initial precinct width ("prcw_init", ctypes.c_int * J2K_MAXRLVLS), # initial precinct height ("prch_init", ctypes.c_int * J2K_MAXRLVLS), # input file name ("infile", ctypes.c_char * PATH_LEN), # output file name ("outfile", ctypes.c_char * PATH_LEN), # DEPRECATED. ("index_on", ctypes.c_int), # DEPRECATED. ("index", ctypes.c_char * PATH_LEN), # subimage encoding: origin image offset in x direction # subimage encoding: origin image offset in y direction ("image_offset_x0", ctypes.c_int), ("image_offset_y0", ctypes.c_int), # subsampling value for dx # subsampling value for dy ("subsampling_dx", ctypes.c_int), ("subsampling_dy", ctypes.c_int), # input file format 0: PGX, 1: PxM, 2: BMP 3:TIF # output file format 0: J2K, 1: JP2, 2: JPT ("decod_format", ctypes.c_int), ("cod_format", ctypes.c_int), # JPWL encoding parameters # enables writing of EPC in MH, thus activating JPWL ("jpwl_epc_on", ctypes.c_int), # error protection method for MH (0,1,16,32,37-128) ("jpwl_hprot_mh", ctypes.c_int), # tile number of header protection specification (>=0) ("jpwl_hprot_tph_tileno", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # error protection methods for TPHs (0,1,16,32,37-128) ("jpwl_hprot_tph", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # tile number of packet protection specification (>=0) ("jpwl_pprot_tileno", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # packet number of packet protection specification (>=0) ("jpwl_pprot_packno", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # error protection methods for packets (0,1,16,32,37-128) ("jpwl_pprot", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # enables writing of ESD, (0=no/1/2 bytes) ("jpwl_sens_size", ctypes.c_int), # sensitivity addressing size (0=auto/2/4 bytes) ("jpwl_sens_addr", ctypes.c_int), # sensitivity range (0-3) ("jpwl_sens_range", ctypes.c_int), # sensitivity method for MH (-1=no,0-7) ("jpwl_sens_mh", ctypes.c_int), # tile number of sensitivity specification (>=0) ("jpwl_sens_tph_tileno", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # sensitivity methods for TPHs (-1=no,0-7) ("jpwl_sens_tph", ctypes.c_int * JPWL_MAX_NO_TILESPECS), # Digital Cinema compliance 0-not compliant, 1-compliant ("cp_cinema", ctypes.c_int), # Maximum rate for each component. # If == 0, component size limitation is not considered ("max_comp_size", ctypes.c_int), # Profile name ("cp_rsiz", ctypes.c_int), # Tile part generation ("tp_on", ctypes.c_uint8), # Flag for Tile part generation ("tp_flag", ctypes.c_uint8), # MCT (multiple component transform) ("tcp_mct", ctypes.c_uint8), # Enable JPIP indexing ("jpip_on", ctypes.c_int)] class DecompressionInfoType(ctypes.Structure): """This is for decompression contexts. Corresponds to dinfo_t type in openjpeg headers. """ pass class DecompressionParametersType(ctypes.Structure): """Decompression parameters. Corresponds to dparameters_t type in openjpeg headers. """ # cp_reduce: the number of highest resolution levels to be discarded _fields_ = [("cp_reduce", ctypes.c_int), # cp_layer: the maximum number of quality layers to decode ("cp_layer", ctypes.c_int), # infile: input file name ("infile", ctypes.c_char * PATH_LEN), # outfile: output file name ("outfile", ctypes.c_char * PATH_LEN), # decod_format: input file format 0: J2K, 1: JP2, 2: JPT ("decod_format", ctypes.c_int), # cod_format: output file format 0: PGX, 1: PxM, 2: BMP ("cod_format", ctypes.c_int), # jpwl_correct: activates the JPWL correction capabilities ("jpwl_correct", ctypes.c_bool), # jpwl_exp_comps: expected number of components ("jpwl_exp_comps", ctypes.c_int), # jpwl_max_tiles: maximum number of tiles ("jpwl_max_tiles", ctypes.c_int), # cp_limit_decoding: whether decoding should be done on the # entire codestream or be limited to the main header ("cp_limit_decoding", ctypes.c_int)] if _MINOR == '5': _fields_.append(("flags", ctypes.c_uint)) class ImageComptParmType(ctypes.Structure): """Component parameters structure used by the opj_image_create function. """ _fields_ = [("dx", ctypes.c_int), # XRsiz: horizontal separation of a sample of ith component # with respect to the reference grid # YRsiz: vertical separation of a sample of ith component with # respect to the reference grid */ ("dy", ctypes.c_int), # data width, height ("w", ctypes.c_int), ("h", ctypes.c_int), # x component offset compared to the whole image # y component offset compared to the whole image ("x0", ctypes.c_int), ("y0", ctypes.c_int), # precision ('prec', ctypes.c_int), # image depth in bits ('bpp', ctypes.c_int), # signed (1) / unsigned (0) ('sgnd', ctypes.c_int)] class ImageCompType(ctypes.Structure): """Defines a single image component. """ _fields_ = [("dx", ctypes.c_int), ("dy", ctypes.c_int), ("w", ctypes.c_int), ("h", ctypes.c_int), ("x0", ctypes.c_int), ("y0", ctypes.c_int), ("prec", ctypes.c_int), ("bpp", ctypes.c_int), ("sgnd", ctypes.c_int), ("resno_decoded", ctypes.c_int), ("factor", ctypes.c_int), ("data", ctypes.POINTER(ctypes.c_int))] class ImageType(ctypes.Structure): """Defines image data and characteristics. Corresponds to image_t type in openjpeg headers. """ _fields_ = [("x0", ctypes.c_int), ("y0", ctypes.c_int), ("x1", ctypes.c_int), ("y1", ctypes.c_int), ("numcomps", ctypes.c_int), ("color_space", ctypes.c_int), ("comps", ctypes.POINTER(ImageCompType)), ("icc_profile_buf", ctypes.c_char_p), ("icc_profile_len", ctypes.c_int)] def cio_open(cinfo, src=None): """Wrapper for openjpeg library function opj_cio_open.""" argtypes = [ctypes.POINTER(CommonStructType), ctypes.c_char_p, ctypes.c_int] OPENJPEG.opj_cio_open.argtypes = argtypes OPENJPEG.opj_cio_open.restype = ctypes.POINTER(CioType) if src is None: length = 0 else: length = len(src) cio = OPENJPEG.opj_cio_open(ctypes.cast(cinfo, ctypes.POINTER(CommonStructType)), src, length) return cio def cio_close(cio): """Wraps openjpeg library function cio_close. """ OPENJPEG.opj_cio_close.argtypes = [ctypes.POINTER(CioType)] OPENJPEG.opj_cio_close(cio) def cio_tell(cio): """Get position in byte stream.""" OPENJPEG.cio_tell.argtypes = [ctypes.POINTER(CioType)] OPENJPEG.cio_tell.restype = ctypes.c_int pos = OPENJPEG.cio_tell(cio) return pos def create_compress(fmt): """Wrapper for openjpeg library function opj_create_compress. Creates a J2K/JPT/JP2 compression structure. """ OPENJPEG.opj_create_compress.argtypes = [ctypes.c_int] OPENJPEG.opj_create_compress.restype = ctypes.POINTER(CompressionInfoType) cinfo = OPENJPEG.opj_create_compress(fmt) return cinfo def create_decompress(fmt): """Wraps openjpeg library function opj_create_decompress. """ OPENJPEG.opj_create_decompress.argtypes = [ctypes.c_int] restype = ctypes.POINTER(DecompressionInfoType) OPENJPEG.opj_create_decompress.restype = restype dinfo = OPENJPEG.opj_create_decompress(fmt) return dinfo def decode(dinfo, cio): """Wrapper for opj_decode. """ argtypes = [ctypes.POINTER(DecompressionInfoType), ctypes.POINTER(CioType)] OPENJPEG.opj_decode.argtypes = argtypes OPENJPEG.opj_decode.restype = ctypes.POINTER(ImageType) image = OPENJPEG.opj_decode(dinfo, cio) return image def destroy_compress(cinfo): """Wrapper for openjpeg library function opj_destroy_compress. Release resources for a compressor handle. """ argtypes = [ctypes.POINTER(CompressionInfoType)] OPENJPEG.opj_destroy_compress.argtypes = argtypes OPENJPEG.opj_destroy_compress(cinfo) def encode(cinfo, cio, image): """Wrapper for openjpeg library function opj_encode. Encodes an image into a JPEG-2000 codestream. Parameters ---------- cinfo : compression handle cio : output buffer stream image : image to encode """ argtypes = [ctypes.POINTER(CompressionInfoType), ctypes.POINTER(CioType), ctypes.POINTER(ImageType)] OPENJPEG.opj_encode.argtypes = argtypes OPENJPEG.opj_encode.restype = ctypes.c_int status = OPENJPEG.opj_encode(cinfo, cio, image) return status def destroy_decompress(dinfo): """Wraps openjpeg library function opj_destroy_decompress.""" argtypes = [ctypes.POINTER(DecompressionInfoType)] OPENJPEG.opj_destroy_decompress.argtypes = argtypes OPENJPEG.opj_destroy_decompress(dinfo) def image_create(cmptparms, cspace): """Wrapper for openjpeg library function opj_image_create. """ lst = [ctypes.c_int, ctypes.POINTER(ImageComptParmType), ctypes.c_int] OPENJPEG.opj_image_create.argtypes = lst OPENJPEG.opj_image_create.restype = ctypes.POINTER(ImageType) image = OPENJPEG.opj_image_create(len(cmptparms), cmptparms, cspace) return(image) def image_destroy(image): """Wraps openjpeg library function opj_image_destroy.""" OPENJPEG.opj_image_destroy.argtypes = [ctypes.POINTER(ImageType)] OPENJPEG.opj_image_destroy(image) def set_default_encoder_parameters(): """Wrapper for openjpeg library function opj_set_default_encoder_parameters. """ cparams = CompressionParametersType() argtypes = [ctypes.POINTER(CompressionParametersType)] OPENJPEG.opj_set_default_encoder_parameters.argtypes = argtypes OPENJPEG.opj_set_default_encoder_parameters(ctypes.byref(cparams)) return cparams def set_default_decoder_parameters(dparams_p): """Wrapper for opj_set_default_decoder_parameters. """ argtypes = [ctypes.POINTER(DecompressionParametersType)] OPENJPEG.opj_set_default_decoder_parameters.argtypes = argtypes OPENJPEG.opj_set_default_decoder_parameters(dparams_p) def set_event_mgr(dinfo, event_mgr, context=None): """Wrapper for openjpeg library function opj_set_event_mgr. """ argtypes = [ctypes.POINTER(CommonStructType), ctypes.POINTER(EventMgrType), ctypes.c_void_p] OPENJPEG.opj_set_event_mgr.argtypes = argtypes OPENJPEG.opj_set_event_mgr(ctypes.cast(dinfo, ctypes.POINTER(CommonStructType)), event_mgr, context) def setup_encoder(cinfo, cparameters, image): """Wrapper for openjpeg library function opj_setup_decoder.""" argtypes = [ctypes.POINTER(CompressionInfoType), ctypes.POINTER(CompressionParametersType), ctypes.POINTER(ImageType)] OPENJPEG.opj_setup_encoder.argtypes = argtypes OPENJPEG.opj_setup_encoder(cinfo, cparameters, image) def setup_decoder(dinfo, dparams): """Wrapper for openjpeg library function opj_setup_decoder.""" argtypes = [ctypes.POINTER(DecompressionInfoType), ctypes.POINTER(DecompressionParametersType)] OPENJPEG.opj_setup_decoder.argtypes = argtypes OPENJPEG.opj_setup_decoder(dinfo, dparams)
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env.py
Reeche/metacognitive_learning_part23
0
81790
import numpy as np from heuristics import lex, equalweight from utils import select_p_based_on_experiment class environment(): def __init__(self, x1, y1, x2, y2, p, experiment): """ The environment is initiated with different parameters of x1, x2, y1, y2 and p. :param x1: uniform[-10, 10] :param y1: uniform[-10, 10] :param x2: uniform[-10, 10] :param y2: uniform[-10, 10] :param p: uniform[0.5, 1] :param experiment: which experiment is currently run, 1 denotes part II.a, 2 denotes part II.b, 3 denotes part II.c, 4 denotes the part III """ # gamble 1 self.x1 = x1 self.y1 = y1 # gamble 2 self.x2 = x2 self.y2 = y2 self.p = p self.experiment = experiment def step(self, strategy: int): """ The environment receives the selected strategy/heuristic and outputs the selected outcome (x1, y1, x2 or y2). It also selects the next p. :param strategy: the selected heuristic/strategy (LEX or EQW) by the RL agent :return: the selected outcome (x1, y1, x2, y2), the execution time of the selected strategy and next p """ # creates a dictionary combining the payoffs and their corresponding probabilities probability_dict = {"x1": self.p, "y1": 1 - self.p, "x2": self.p, "y2": 1 - self.p} # creates a dictionary combining the payoffs and their corresponding values values_dict = {"x1": self.x1, "y1": self.y1, "x2": self.x2, "y2": self.y2} if strategy == 0: #LEX outcome, execution_time = lex(probability_dict, values_dict) else: #EQW outcome, execution_time = equalweight(values_dict) # get p next_p = select_p_based_on_experiment(self.experiment) return outcome, execution_time, next_p def reward(self, selected_outcome: str, execution_time: float): """ The selected outcome determines whether gamble 1 or gamble 2 is played (if x1 or y1 is chosen -> gamble 1; if x2 or y2 is chosen -> gamble 2). Based on the gamble, the reward is calculated based on the uniformly generated values and the probabilities. :param selected_outcome: the selected outcome (x1, y1, x2, y2) :param execution_time: the execution time of the used strategy :return: """ if selected_outcome.endswith("1"): #selected gamble 1 reward = np.random.choice([float(self.x1), float(self.y1)], 1, p=[self.p, 1 - self.p]) else: #selected gamble 2 reward = np.random.choice([float(self.x2), float(self.y2)], 1, p=[self.p, 1 - self.p]) return reward - execution_time
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venv/lib/python3.6/site-packages/ansible_collections/dellemc/openmanage/tests/unit/plugins/modules/test_dellemc_configure_idrac_eventing.py
usegalaxy-no/usegalaxy
1
172225
# -*- coding: utf-8 -*- # # Dell EMC OpenManage Ansible Modules # Version 3.0.0 # Copyright (C) 2020-2021 Dell Inc. or its subsidiaries. All Rights Reserved. # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) # from __future__ import (absolute_import, division, print_function) __metaclass__ = type import pytest from ansible_collections.dellemc.openmanage.plugins.modules import dellemc_configure_idrac_eventing from ansible_collections.dellemc.openmanage.tests.unit.plugins.modules.common import FakeAnsibleModule, Constants from ansible_collections.dellemc.openmanage.tests.unit.compat.mock import MagicMock, patch, Mock, PropertyMock from pytest import importorskip importorskip("omsdk.sdkfile") importorskip("omsdk.sdkcreds") class TestConfigureEventing(FakeAnsibleModule): module = dellemc_configure_idrac_eventing @pytest.fixture def idrac_configure_eventing_mock(self, mocker): omsdk_mock = MagicMock() idrac_obj = MagicMock() omsdk_mock.file_share_manager = idrac_obj omsdk_mock.config_mgr = idrac_obj type(idrac_obj).create_share_obj = Mock(return_value="Status") type(idrac_obj).set_liason_share = Mock(return_value="Status") return idrac_obj @pytest.fixture def idrac_file_manager_config_eventing_mock(self, mocker): try: file_manager_obj = mocker.patch( 'ansible_collections.dellemc.openmanage.plugins.modules.dellemc_configure_idrac_eventing.file_share_manager') except AttributeError: file_manager_obj = MagicMock() obj = MagicMock() file_manager_obj.create_share_obj.return_value = obj return file_manager_obj @pytest.fixture def is_changes_applicable_eventing_mock(self, mocker): try: changes_applicable_obj = mocker.patch( 'ansible_collections.dellemc.openmanage.plugins.modules.dellemc_configure_idrac_eventing.config_mgr') except AttributeError: changes_applicable_obj = MagicMock() obj = MagicMock() changes_applicable_obj.is_change_applicable.return_value = obj return changes_applicable_obj @pytest.fixture def idrac_connection_configure_eventing_mock(self, mocker, idrac_configure_eventing_mock): idrac_conn_class_mock = mocker.patch('ansible_collections.dellemc.openmanage.plugins.modules.' 'dellemc_configure_idrac_eventing.iDRACConnection', return_value=idrac_configure_eventing_mock) idrac_conn_class_mock.return_value.__enter__.return_value = idrac_configure_eventing_mock return idrac_configure_eventing_mock def test_main_configure_eventing_success_case01(self, idrac_connection_configure_eventing_mock, idrac_default_args, mocker, idrac_file_manager_config_eventing_mock): idrac_default_args.update({"share_name": "sharename", 'share_password': None, "destination_number": 1, "destination": "1.1.1.1", 'share_mnt': None, 'share_user': None}) message = {'msg': 'Successfully configured the idrac eventing settings.', 'eventing_status': {"Id": "JID_12345123456", "JobState": "Completed"}, 'changed': True} mocker.patch('ansible_collections.dellemc.openmanage.plugins.modules.' 'dellemc_configure_idrac_eventing.run_idrac_eventing_config', return_value=message) result = self._run_module(idrac_default_args) assert result["msg"] == "Successfully configured the iDRAC eventing settings." def test_run_idrac_eventing_config_success_case01(self, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock, idrac_default_args, is_changes_applicable_eventing_mock): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {"changes_applicable": True, "message": "Changes found to commit!"} idrac_connection_configure_eventing_mock.config_mgr.is_change_applicable.return_value = message f_module = self.get_module_mock(params=idrac_default_args, check_mode=True) with pytest.raises(Exception) as ex: self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert "Changes found to commit!" == ex.value.args[0] def test_run_idrac_eventing_config_success_case02(self, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock, idrac_default_args): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {"changes_applicable": True, "message": "changes found to commit!", "changed": True, "Status": "Success"} idrac_connection_configure_eventing_mock.config_mgr.apply_changes.return_value = message f_module = self.get_module_mock(params=idrac_default_args) f_module.check_mode = False result = self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert result['message'] == 'changes found to commit!' def test_run_idrac_eventing_config_success_case03(self, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock, idrac_default_args): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {"changes_applicable": False, "Message": "No changes found to commit!", "changed": False, "Status": "Success"} idrac_connection_configure_eventing_mock.config_mgr.apply_changes.return_value = message f_module = self.get_module_mock(params=idrac_default_args) f_module.check_mode = False result = self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert result["Message"] == 'No changes found to commit!' def test_run_idrac_eventing_config_success_case04(self, idrac_connection_configure_eventing_mock, idrac_default_args, idrac_file_manager_config_eventing_mock): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {"changes_applicable": False, "Message": "No changes were applied", "changed": False, "Status": "Success"} idrac_connection_configure_eventing_mock.config_mgr.apply_changes.return_value = message f_module = self.get_module_mock(params=idrac_default_args) f_module.check_mode = False result = self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert result['Message'] == 'No changes were applied' def test_run_idrac_eventing_config_success_case05(self, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock, idrac_default_args): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": None, "destination": None, "snmp_v3_username": None, "snmp_trap_state": None, "alert_number": None, "email_alert_state": None, "address": None, "custom_message": None, "enable_alerts": None, "authentication": None, "smtp_ip_address": None, "smtp_port": None, "username": None, "password": <PASSWORD>}) message = {"changes_applicable": False, "Message": "No changes were applied", "changed": False, "Status": "Success"} obj = MagicMock() idrac_connection_configure_eventing_mock.config_mgr = obj type(obj).configure_snmp_trap_destination = PropertyMock(return_value=message) type(obj).configure_email_alerts = PropertyMock(return_value=message) type(obj).configure_idrac_alerts = PropertyMock(return_value=message) type(obj).configure_smtp_server_settings = PropertyMock(return_value=message) idrac_connection_configure_eventing_mock.config_mgr.apply_changes.return_value = message f_module = self.get_module_mock(params=idrac_default_args) f_module.check_mode = False result = self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert result['Message'] == 'No changes were applied' def test_run_idrac_eventing_config_failed_case01(self, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock, idrac_default_args): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {'Status': 'Failed', "Data": {'Message': 'status failed in checking Data'}} idrac_connection_configure_eventing_mock.file_share_manager.create_share_obj.return_value = "mnt/iso" idrac_connection_configure_eventing_mock.config_mgr.set_liason_share.return_value = message f_module = self.get_module_mock(params=idrac_default_args) with pytest.raises(Exception) as ex: self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert ex.value.args[0] == 'status failed in checking Data' def test_run_idrac_eventing_config_failed_case02(self, idrac_connection_configure_eventing_mock, idrac_default_args, idrac_file_manager_config_eventing_mock): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {"changes_applicable": False, "Message": "No changes were applied", "changed": False, "Status": "failed"} idrac_connection_configure_eventing_mock.config_mgr.apply_changes.return_value = message f_module = self.get_module_mock(params=idrac_default_args) f_module.check_mode = False result = self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert result['Message'] == 'No changes were applied' def test_run_idrac_eventing_config_failed_case03(self, idrac_connection_configure_eventing_mock, idrac_default_args, idrac_file_manager_config_eventing_mock): idrac_default_args.update({"share_name": "sharename", "share_mnt": "mountname", "share_user": "shareuser", "share_password": "<PASSWORD>", "destination_number": 1, "destination": "1.1.1.1", "snmp_v3_username": "snmpuser", "snmp_trap_state": "Enabled", "alert_number": 4, "email_alert_state": "Enabled", "address": "abc@xyz", "custom_message": "test", "enable_alerts": "Enabled", "authentication": "Enabled", "smtp_ip_address": "192.168.0.1", "smtp_port": 443, "username": "uname", "password": "<PASSWORD>"}) message = {'Status': 'Failed', "Data": {'Message': "Failed to found changes"}} idrac_connection_configure_eventing_mock.file_share_manager.create_share_obj.return_value = "mnt/iso" idrac_connection_configure_eventing_mock.config_mgr.set_liason_share.return_value = message f_module = self.get_module_mock(params=idrac_default_args) with pytest.raises(Exception) as ex: self.module.run_idrac_eventing_config(idrac_connection_configure_eventing_mock, f_module) assert ex.value.args[0] == 'Failed to found changes' @pytest.mark.parametrize("exc_type", [ImportError, ValueError, RuntimeError]) def test_main_configure_eventing_exception_handling_case(self, exc_type, mocker, idrac_default_args, idrac_connection_configure_eventing_mock, idrac_file_manager_config_eventing_mock): idrac_default_args.update({"share_name": "sharename", 'share_password': <PASSWORD>, 'share_mnt': None, 'share_user': None}) mocker.patch('ansible_collections.dellemc.openmanage.plugins.modules.' 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pose_sync_pytorch/video_pose_landmarks.py
lilly9117/Cross-Cutting
40
57765
from torchvision import models import numpy as np import torch import os from moviepy.editor import VideoFileClip SKIP_FRAME_RATE = 10 MINIMAX_FRAME = 4 # 함수에서 documentaiton 읽기 model = models.detection.fasterrcnn_resnet50_fpn(pretrained=True) model.eval() os.environ['KMP_DUPLICATE_LIB_OK']='True' def extract_boxes(reference_clip, compare_clip): clips = [reference_clip, compare_clip] clips_frame_info = [] for clip in clips: i = 0 every_frame_info = [] # loop over the frames from the video stream while True: i+=SKIP_FRAME_RATE # 1초에 60 fps가 있으므로 몇개는 skip해도 될거 같음! if (i*1.0/clip.fps)> clip.duration: break frame = clip.get_frame(i*1.0/clip.fps) frame = frame/255 # image, and should be in ``0-1`` range. frame = np.transpose(frame, (2,0,1)) # HWC -> CHW(그 위치에 몇차원 애를 넣을거냔?) x = [torch.from_numpy(frame).float()] # label list https://github.com/tensorflow/models/blob/master/research/object_detection/data/mscoco_label_map.pbtxt predictions = model(x) prediction= predictions[0] each_box_list = zip(prediction['boxes'].tolist(), prediction['labels'].tolist(), prediction['scores'].tolist()) # 0.95 정도 올려야 까맣게 보이는 관중이 없어짐! filtered_box_list = filter(lambda x: x[1]==1 and x[2] >= 0.95, each_box_list) filtered_center_dot_list = list(map(lambda x: [(x[0][0]+x[0][2])/2, (x[0][1]+x[0][3])/2], filtered_box_list)) # x좌표로 정렬하기(대형이 가로로 늘어져 있다고 가정하고 순서대로 정렬) sorted_dot_list = sorted(filtered_center_dot_list, key = lambda x: x[0]) every_frame_info.append(sorted_dot_list) # 프레임별 정보 clips_frame_info.append(np.array(every_frame_info)) # 각 영상별로 붙이기 return clips_frame_info def calculate_pose_distance(reference_clip, compare_clip): clips_frame_info = extract_boxes(reference_clip, compare_clip) # 모든 프레임마다 길이 계산해줌 min_size = min(len(clips_frame_info[0]),len(clips_frame_info[1])) dist_arr = list() # Calculate distance (by frame) for i in range(min_size): if len(clips_frame_info[0][i])>0 and len(clips_frame_info[1][i])>0: # 둘다 있으면 # x축 값이 가장 가까운걸로 찾고 그거랑 비교(어차피 대형이 중요한거니까) ref_frame_dots = clips_frame_info[0][i] # 해당 frame의 정보 compare_frame_dots = clips_frame_info[1][i] # 해당 frame의 정보 min_dot_num = min(len(ref_frame_dots), len(compare_frame_dots)) # reference 기준으로 계산할거양 penalty = ((reference_clip.w **2 + reference_clip.h**2)**0.5) * abs(len(ref_frame_dots)-len(compare_frame_dots)) # 개수가 다를때 주는 패널티 total_diff = penalty for dot_idx in range(min_dot_num): ref_frame_dots[dot_idx] and compare_frame_dots[dot_idx] total_diff += ((ref_frame_dots[dot_idx][0] - compare_frame_dots[dot_idx][0])**2 + (ref_frame_dots[dot_idx][1] - compare_frame_dots[dot_idx][1])**2)**0.5 dist_arr.append(total_diff) else: dist_arr.append(None) # Minimize max distance in (minimax_frames) frames min_diff = np.float('Inf') min_idx = 0 max_dist = [] for i in range(min_size-(MINIMAX_FRAME-1)): if None in dist_arr[i:i+MINIMAX_FRAME]: max_dist.append(None) else: tmp_max = np.max(dist_arr[i:i+MINIMAX_FRAME]) max_dist.append(tmp_max) if min_diff > tmp_max: min_diff = tmp_max min_idx = i # return distance, second, additional_info return min_diff, (min_idx*SKIP_FRAME_RATE)/reference_clip.fps, {}
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esphome/components/zyaura/sensor.py
OttoWinter/esphomeyaml
249
117170
import esphome.codegen as cg import esphome.config_validation as cv from esphome import pins from esphome.components import sensor from esphome.const import ( CONF_ID, CONF_CLOCK_PIN, CONF_DATA_PIN, CONF_CO2, CONF_TEMPERATURE, CONF_HUMIDITY, DEVICE_CLASS_CARBON_DIOXIDE, DEVICE_CLASS_HUMIDITY, DEVICE_CLASS_TEMPERATURE, STATE_CLASS_MEASUREMENT, UNIT_PARTS_PER_MILLION, UNIT_CELSIUS, UNIT_PERCENT, ICON_MOLECULE_CO2, ) from esphome.cpp_helpers import gpio_pin_expression zyaura_ns = cg.esphome_ns.namespace("zyaura") ZyAuraSensor = zyaura_ns.class_("ZyAuraSensor", cg.PollingComponent) CONFIG_SCHEMA = cv.Schema( { cv.GenerateID(): cv.declare_id(ZyAuraSensor), cv.Required(CONF_CLOCK_PIN): cv.All(pins.internal_gpio_input_pin_schema), cv.Required(CONF_DATA_PIN): cv.All(pins.internal_gpio_input_pin_schema), cv.Optional(CONF_CO2): sensor.sensor_schema( unit_of_measurement=UNIT_PARTS_PER_MILLION, icon=ICON_MOLECULE_CO2, accuracy_decimals=0, device_class=DEVICE_CLASS_CARBON_DIOXIDE, state_class=STATE_CLASS_MEASUREMENT, ), cv.Optional(CONF_TEMPERATURE): sensor.sensor_schema( unit_of_measurement=UNIT_CELSIUS, accuracy_decimals=1, device_class=DEVICE_CLASS_TEMPERATURE, state_class=STATE_CLASS_MEASUREMENT, ), cv.Optional(CONF_HUMIDITY): sensor.sensor_schema( unit_of_measurement=UNIT_PERCENT, accuracy_decimals=1, device_class=DEVICE_CLASS_HUMIDITY, state_class=STATE_CLASS_MEASUREMENT, ), } ).extend(cv.polling_component_schema("60s")) async def to_code(config): var = cg.new_Pvariable(config[CONF_ID]) await cg.register_component(var, config) pin_clock = await gpio_pin_expression(config[CONF_CLOCK_PIN]) cg.add(var.set_pin_clock(pin_clock)) pin_data = await gpio_pin_expression(config[CONF_DATA_PIN]) cg.add(var.set_pin_data(pin_data)) if CONF_CO2 in config: sens = await sensor.new_sensor(config[CONF_CO2]) cg.add(var.set_co2_sensor(sens)) if CONF_TEMPERATURE in config: sens = await sensor.new_sensor(config[CONF_TEMPERATURE]) cg.add(var.set_temperature_sensor(sens)) if CONF_HUMIDITY in config: sens = await sensor.new_sensor(config[CONF_HUMIDITY]) cg.add(var.set_humidity_sensor(sens))
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recsys/recommender/utils.py
shenghuiliuu/recsys
50
1615750
import numpy as np import pandas as pd from copy import deepcopy def super_str(x): if isinstance(x,np.int64): x=float(x) if isinstance(x,int): x=float(x) ans=str(x) return ans def convert_to_array(x): if isinstance(x, np.ndarray): return x else: return np.array(x) def special_sort(a, order='ascending'): n=len(a) if order=='ascending': for i in range(1,n): j=deepcopy(i) while j>0 and a[j][1]<a[j-1][1]: temp=a[j-1] a[j-1]=a[j] a[j]=temp j=j-1 elif order=='descending': for i in range(1,n): j=deepcopy(i) while j>0 and a[j][1]>a[j-1][1]: temp=a[j-1] a[j-1]=a[j] a[j]=temp j=j-1 return a def dissimilarity(arr1, arr2, weighted): n=arr1.shape[0] s=0 if weighted==True: for i in range(0,n): diff=abs(arr1[i]-arr2[i]) s = s + (diff*(n-i)/n) else: for i in range(0,n): diff=abs(arr1[i]-arr2[i]) s = s + (diff) return s def create_utility_matrix(data, formatizer = {'user':0, 'item': 1, 'value': 2}): """ :param data: pandas dataframe, 2D, nx3 :param formatizer: dict having the column name or ids for users, items and ratings/values :return: 1. the utility matrix. (2D, n x m, n=users, m=items) 2. list of users (in order with the utility matrix rows) 3. list of items (in order with the utility matrix columns) """ itemField = formatizer['item'] userField = formatizer['user'] valueField = formatizer['value'] userList = data.ix[:,userField].tolist() itemList = data.ix[:,itemField].tolist() valueList = data.ix[:,valueField].tolist() users = list(set(data.ix[:,userField])) items = list(set(data.ix[:,itemField])) users_index = {users[i]: i for i in range(len(users))} pd_dict = {item: [np.nan for i in range(len(users))] for item in items} for i in range(0,len(data)): item = itemList[i] user = userList[i] value = valueList[i] pd_dict[item][users_index[user]] = value X = pd.DataFrame(pd_dict) X.index = users users = list(X.index) items = list(X.columns) return np.array(X), users, items
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Scripts/Prepare/generate_tif.py
broxtopd/Map-Tiling-App
0
1605149
<gh_stars>0 # Script create an image (tif) file from GIS data # ############################################################################### # Copyright (c) 2018, <NAME> # # Permission is hereby granted, free of charge, to any person obtaining a # copy of this software and associated documentation files (the "Software"), # to deal in the Software without restriction, including without limitation # the rights to use, copy, modify, merge, publish, distribute, sublicense, # and/or sell copies of the Software, and to permit persons to whom the # Software is furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included # in all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS # OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL # THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING # FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER # DEALINGS IN THE SOFTWARE. ############################################################################### import sys,os import zipfile import gdal, osr import subprocess from PIL import Image import tempfile import shutil import urllib (major,minor,micro,releaselevel,serial) = sys.version_info if major == 2: from cStringIO import StringIO elif major == 3: from io import StringIO from cgi import parse_qs, escape import numpy as np import multiprocessing from itertools import repeat resampling_list = ('average','near','bilinear','cubic','cubicspline','lanczos','antialias') __version__ = "0.1" scriptdir = os.path.dirname(os.path.realpath(__file__)) def optparse_init(): """Prepare the option parser for input (argv)""" from optparse import OptionParser, OptionGroup usage = 'Usage: %prog [options] input_file(s) [output]' p = OptionParser(usage, version='%prog '+ __version__) p.add_option('-r', '--resample', dest='resample', type='choice', choices=resampling_list, help='Resampling method (%s) - default "average"' % ','.join(resampling_list)) p.add_option('-s', '--shpfile', dest='shpfilename', help='Shapefile used to clip the raster') p.add_option('-o', '--outsideMask', dest='outsideMask', action='store_true', help='If specified, specifies that everything outside of shape is masked') p.add_option('-c', '--clrfile', dest='clrfilename', help='Color file to be used to make the file into a color file') p.add_option('-f', '--bgfile', dest='bgfilename', help='Background data to be blended with foreground data') p.add_option('-b', '--blend', dest='blend', help='Fractional blend between background and foreground file (0-1)') p.add_option('-p', '--pct', dest='pct', action='store_true', help='If speficied, creates a pct file from an rgb file') p.add_option('-a', '--s_srs', dest='s_srs', help='Coordinate System') p.add_option('-d', '--t_srs', dest='t_srs', help='Coordinate System') p.add_option('-e', '--te', dest='te', help='Map Bounds') p.add_option('-q', '--tr', dest='tr', help='Map Resolution') p.add_option('-t', '--ts', dest='ts', help='Map Scale') p.add_option('-x', '--ExactColorEntry', dest='ExactColorEntry', action='store_true', help='Exact Color Entry') p.add_option('-n', '--NearestColorEntry', dest='NearestColorEntry', action='store_true', help='Nearest Color Entry') p.add_option('-g', '--GISOptimizedImage', dest='GISOptimizedImage', action='store_true', help='Tiled image, GIS Optimized') p.set_defaults(resample='near', blend='0.5', shpfilename='', s_srs = '', t_srs = '', te = '', tr = '', ts = '', overlayName = '', FType='', outsideMask=False, clrfilename='', bgfilename='', pct=False,ExactColorEntry=False,NearestColorEntry=False,GISOptimizedImage=False) return p if __name__ == '__main__': # Parse the command line arguments argv = gdal.GeneralCmdLineProcessor( sys.argv ) parser = optparse_init() options,args = parser.parse_args(args=argv[1:]) inraster = args[0] inpath, infile = os.path.split(inraster) outraster = args[1] resample = options.resample shpfilename = options.shpfilename outsideMask = options.outsideMask clrfilename = options.clrfilename bgfilename = options.bgfilename blend = options.blend pct = options.pct GISOptimizedImage = options.GISOptimizedImage s_srs = options.s_srs te = options.te ts = options.ts tr = options.tr t_srs = options.t_srs ExactColorEntry = options.ExactColorEntry NearestColorEntry = options.NearestColorEntry working_dir = outraster.replace('.tif','_' + os.path.basename(tempfile.mktemp())) if ~os.path.exists(working_dir): os.makedirs(working_dir) tempfilename_web = working_dir + '/prepare_web' tempfilename_vrt = working_dir + '/prepare_vrt' tempfilename_raster = working_dir + '/prepare_raster' + infile[-4:] tempfilename_a = working_dir + '/prepare_a.tif' tempfilename_clr = working_dir + '/prepare_clr.vrt' tempfilename_shp = working_dir + '/prepare_shp.tif' tempfilename_bg = working_dir + '/prepare_bg.tif' tempfilename_bg2 = working_dir + '/prepare_bg2.tif' tempfilename_pct = working_dir + '/prepare_pct.vrt' ifname = inraster if '.zip' in inraster: zf,zp = inraster.split('.zip') fh = open(zf + '.zip', 'rb') z = zipfile.ZipFile(fh) outfile = open(tempfilename_raster, 'wb') outfile.write(z.read(zp[1:])) outfile.close() fh.close() ifname = tempfilename_raster if clrfilename != '': command = 'gdaldem color-relief -alpha -of vrt' if NearestColorEntry == True: command += ' -nearest_color_entry' elif ExactColorEntry == True: commmand += ' -exact_color_entry' command += ' "' + ifname + '" "' + clrfilename + '" "' + tempfilename_clr + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_clr else: in_ds = gdal.Open(ifname) bands = in_ds.RasterCount del in_ds if bands == 1: command = 'gdal_translate -of vrt "' + ifname + '" "' + tempfilename_clr + '"' subprocess.call(command, shell=True) ifname = tempfilename_clr args = '' if s_srs != '': args += ' -s_srs "' + s_srs + '"' if te != '': args += ' -te ' + te if ts != '': args += ' -ts ' + ts if tr!= '': args += ' -tr ' + tr if t_srs!= '': args += ' -t_srs "' + t_srs + '"' in_ds = gdal.Open(ifname) bands = in_ds.RasterCount del in_ds if bands == 3 or bands == 1: args += ' -dstalpha' command = 'gdalwarp' + args + ' -multi -r ' + resample + ' -overwrite "' + ifname + '" "' + tempfilename_a + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_a if shpfilename != '': path, shpfile = os.path.split(shpfilename) shplayer = shpfile.replace('.shp','') os.rename(ifname,tempfilename_shp) if outsideMask == True: command = 'gdal_rasterize -b 4 -burn 0 -l "' + shplayer + '" "' + shpfilename + '" "' + tempfilename_shp + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_shp else: command = 'gdal_rasterize -i -b 4 -burn 0 -l "' + shplayer + '" "' + shpfilename + '" "' + tempfilename_shp + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_shp if bgfilename != '': in_ds = gdal.Open(ifname) projection = in_ds.GetProjection() geotransform = in_ds.GetGeoTransform() minx = geotransform[0] maxy = geotransform[3] maxx = minx + geotransform[1]*in_ds.RasterXSize miny = maxy + geotransform[5]*in_ds.RasterYSize te_str = str(minx) + ' ' + str(miny) + ' ' + str(maxx) + ' ' + str(maxy) ts_str = str(in_ds.RasterXSize) + ' ' + str(in_ds.RasterYSize) srs = osr.SpatialReference() srs.ImportFromWkt(projection) t_srs = srs.ExportToProj4() del in_ds command = 'gdalwarp -multi -r ' + resample + ' -overwrite -te ' + te_str + ' -ts ' + ts_str + ' -t_srs "' + t_srs + '" "' + bgfilename + '" "' + tempfilename_bg + '"' print(command) subprocess.call(command, shell=True) command = 'python "' + scriptdir + os.path.sep + 'rgb_merge.py" "' + ifname + '" "' + tempfilename_bg + '" ' + blend + ' "' + tempfilename_bg2 + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_bg2 if pct == True: command = 'python "' + scriptdir + os.path.sep + 'rgb2pct.py" -of VRT "' + ifname + '" "' + tempfilename_pct + '"' print(command) subprocess.call(command, shell=True) ifname = tempfilename_pct if GISOptimizedImage == True: command = 'gdalwarp -co COMPRESS=LZW -co TILED=YES -co BIGTIFF=IF_SAFER -multi -overwrite "' + ifname + '" "' + outraster + '"' print(command) subprocess.call(command, shell=True) command = 'gdaladdo --config COMPRESS_OVERVIEW LZW --config INTERLEAVE_OVERVIEW PIXEL -r average "' + outraster + '" 2 4 8 16 32 64' print(command) subprocess.call(command, shell=True) else: command = 'gdalwarp -co COMPRESS=JPEG -multi -overwrite "' + ifname + '" "' + outraster + '"' print(command) subprocess.call(command, shell=True) # Remove temporary files shutil.rmtree(working_dir) print('DONE CREATING MAP!')
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threadingHelpers.py
Mimieam/NMouse
0
71914
from PyQt5.QtGui import * from PyQt5.QtWidgets import * from PyQt5.QtCore import * import traceback, sys import logging # Make this threadsafe class QtHandler(logging.Handler): def __init__(self, output_widget: QTextEdit): logging.Handler.__init__(self) self.widget: QTextEdit = output_widget self.widget.setReadOnly(True) def emit(self, record): try: msg = self.format(record) print(f"emiting: {msg}") self.widget.appendPlainText(msg) except: print("something bad happened") def setup_logs(logger, output_widget=None): # to Gui qtLogHandler = QtHandler(output_widget) qtLogHandler.setFormatter(logging.Formatter("%(levelname)s: %(message)s")) logger.addHandler(qtLogHandler) logger = logging.getLogger(__name__) # to console syslog = logging.StreamHandler() formatter = logging.Formatter('[%(asctime)s.%(msecs)03d %(threadName)10s] -- %(funcName)20s() -> %(levelname)5s: %(message)s',"%H:%M:%S") syslog.setFormatter(formatter) logger.addHandler(syslog) logger.setLevel(logging.DEBUG) # thanks https://www.learnpyqt.com/courses/concurrent-execution/multithreading-pyqt-applications-qthreadpool/ class WorkerSignals(QObject): ''' Defines the signals available from a running worker thread. Supported signals are: finished No data error `tuple` (exctype, value, traceback.format_exc() ) result `object` data returned from processing, anything progress `int` indicating % progress ''' finished = pyqtSignal() error = pyqtSignal(tuple) result = pyqtSignal(object) progress = pyqtSignal(int) class Worker(QRunnable): ''' Worker thread Inherits from QRunnable to handler worker thread setup, signals and wrap-up. :param callback: The function callback to run on this worker thread. Supplied args and kwargs will be passed through to the runner. :type callback: function :param args: Arguments to pass to the callback function :param kwargs: Keywords to pass to the callback function ''' def __init__(self, fn, *args, **kwargs): super(Worker, self).__init__() # Store constructor arguments (re-used for processing) self.fn = fn self.args = args self.kwargs = kwargs self.signals = WorkerSignals() # Add the callback to our kwargs # self.kwargs['progress_callback'] = self.signals.progress @pyqtSlot() def run(self): ''' Initialise the runner function with passed args, kwargs. ''' # Retrieve args/kwargs here; and fire processing using them try: print(self.fn, self.args, self.kwargs) result = self.fn(*self.args, **self.kwargs) except: traceback.print_exc() exctype, value = sys.exc_info()[:2] self.signals.error.emit((exctype, value, traceback.format_exc())) else: self.signals.result.emit(result) # Return the result of the processing finally: self.signals.finished.emit() # Done
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dm_control/scripts/print_profile.py
mhauskn/dm_control
0
1601647
<reponame>mhauskn/dm_control import sys import pstats p = pstats.Stats(sys.argv[1]) p.sort_stats('cumtime').print_stats(50)
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contests_atcoder/arc113/arc113_d_stupid.py
takelifetime/competitive-programming
0
149513
<filename>contests_atcoder/arc113/arc113_d_stupid.py from itertools import product from collections import defaultdict MOD = 998244353 n, m, k = map(int, input().split()) def stupid(n, m, k): ret = defaultdict(int) for content in product(range(1, k + 1), repeat=n * m): a = [] b = [0] * m for i in range(n): for j in range(m): b[j] = max(b[j], content[i * m + j]) a.append(min(content[i * m:(i + 1) * m])) ret[tuple(a + b)] = 1 return ret.keys() ret = stupid(n, m, k) print(*sorted(ret)) print(len(ret))
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portal/capstone/simulator.py
LDSSA/portal
2
178642
<reponame>LDSSA/portal<gh_stars>1-10 import json import logging import queue import random import time import traceback from concurrent.futures import ThreadPoolExecutor as PoolExecutor from datetime import datetime, timezone import requests from django.db import transaction, close_old_connections from django.conf import settings from portal.capstone import models logger = logging.getLogger(__name__) def run(): # Queue submissions = queue.Queue() # Start consumer pool with PoolExecutor(max_workers=50) as executor: # Start simulator logger.info("Starting simulator..") executor.submit(run_simulator) # Start producer logger.info("Starting producer...") executor.submit(run_producer, submissions) logger.info("Starting consumer...") while True: # Consume queue id_ = submissions.get(block=True) executor.submit(consume, id_) def run_simulator(): while True: logger.debug("Simulator cycle...") close_old_connections() try: with transaction.atomic(): simulators = models.Simulator.objects.select_for_update().all() for simulator in simulators: simulator.reset() simulator.start() except Exception: logger.exception("Exception in simulator") time.sleep(settings.SIMULATOR_INTERVAL) def run_producer(submissions): # Prevent thundering herd time.sleep(2 * random.random()) while True: logger.debug("Producer cycle...") close_old_connections() try: # Retrieve a block of due datapoints with transaction.atomic(): # Lock due datapoints # prevent multiple producers from repeating datapoints now = datetime.now(timezone.utc) qs = ( models.DueDatapoint.objects.select_for_update() .filter(simulator__status="started") .filter(state="due") .filter(due__lte=now) )[: settings.BLOCK_SIZE] items = [] for due_datapoint in qs: items.append(due_datapoint.id) due_datapoint.status = "queued" due_datapoint.save() # Queue due datapoints outside lock if items: logger.info("Queuing due datapoints") for item in items: logger.info("Producing %s", item) submissions.put(item) logger.debug("Queue size: %s", submissions.qsize()) except Exception: logger.exception("Exception in producer") time.sleep(settings.PRODUCER_INTERVAL) # TODO mark as due any unconsumed due datapoints def consume(id_): close_old_connections() logger.info("Consuming %s", id_) try: with transaction.atomic(): due_datapoint = ( models.DueDatapoint.objects.select_related("datapoint") .select_for_update() .get(id=id_) ) try: logger.info("Posting %s", id_) data = json.loads(due_datapoint.datapoint.data) response = requests.post( due_datapoint.url, json=data, timeout=settings.TIMEOUT ) except requests.exceptions.RequestException as exc: logger.info("Request Exception %s", id_, exc_info=True) logger.debug(exc.__class__.__name__) logger.debug(traceback.format_tb(exc.__traceback__)) due_datapoint.state = "fail" due_datapoint.response_exception = exc.__class__.__name__ due_datapoint.response_traceback = traceback.format_tb( exc.__traceback__ ) if isinstance(exc, requests.exceptions.Timeout): due_datapoint.response_timeout = True due_datapoint.save() return try: response.raise_for_status() except requests.exceptions.HTTPError as exc: logger.info("HTTP Exception %s", id_, exc_info=True) due_datapoint.state = "fail" due_datapoint.response_exception = exc.__class__.__name__ due_datapoint.response_traceback = traceback.format_tb( exc.__traceback__ ) due_datapoint.response_status = response.status_code due_datapoint.response_elapsed = ( response.elapsed.total_seconds() ) due_datapoint.response_content = response.text due_datapoint.save() return try: response.json() content = response.text except json.JSONDecodeError as exc: logger.info("Response Exception %s", id_, exc_info=True) due_datapoint.state = "fail" due_datapoint.response_exception = exc.__class__.__name__ due_datapoint.response_traceback = traceback.format_tb( exc.__traceback__ ) due_datapoint.response_status = response.status_code due_datapoint.response_elapsed = ( response.elapsed.total_seconds() ) due_datapoint.response_content = response.text due_datapoint.save() return else: logger.info("Success %s", id_) due_datapoint.state = "success" due_datapoint.response_content = content due_datapoint.response_status = response.status_code due_datapoint.response_elapsed = ( response.elapsed.total_seconds() ) due_datapoint.save() except Exception: logger.exception("Exception consuming %s", id_)
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flink-python/pyflink/examples/datastream/windowing/sliding_time_window.py
rudikershaw/flink
9
146909
################################################################################ # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you 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 applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. ################################################################################ import sys import argparse from typing import Iterable from pyflink.datastream.connectors import FileSink, OutputFileConfig, RollingPolicy from pyflink.common import Types, WatermarkStrategy, Time, Encoder from pyflink.common.watermark_strategy import TimestampAssigner from pyflink.datastream import StreamExecutionEnvironment, ProcessWindowFunction from pyflink.datastream.window import SlidingEventTimeWindows, TimeWindow class MyTimestampAssigner(TimestampAssigner): def extract_timestamp(self, value, record_timestamp) -> int: return int(value[1]) class CountWindowProcessFunction(ProcessWindowFunction[tuple, tuple, str, TimeWindow]): def process(self, key: str, context: ProcessWindowFunction.Context[TimeWindow], elements: Iterable[tuple]) -> Iterable[tuple]: return [(key, context.window().start, context.window().end, len([e for e in elements]))] if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument( '--output', dest='output', required=False, help='Output file to write results to.') argv = sys.argv[1:] known_args, _ = parser.parse_known_args(argv) output_path = known_args.output env = StreamExecutionEnvironment.get_execution_environment() # write all the data to one file env.set_parallelism(1) # define the source data_stream = env.from_collection([ ('hi', 1), ('hi', 2), ('hi', 3), ('hi', 4), ('hi', 5), ('hi', 8), ('hi', 9), ('hi', 15)], type_info=Types.TUPLE([Types.STRING(), Types.INT()])) # define the watermark strategy watermark_strategy = WatermarkStrategy.for_monotonous_timestamps() \ .with_timestamp_assigner(MyTimestampAssigner()) ds = data_stream.assign_timestamps_and_watermarks(watermark_strategy) \ .key_by(lambda x: x[0], key_type=Types.STRING()) \ .window(SlidingEventTimeWindows.of(Time.milliseconds(5), Time.milliseconds(2))) \ .process(CountWindowProcessFunction(), Types.TUPLE([Types.STRING(), Types.INT(), Types.INT(), Types.INT()])) # define the sink if output_path is not None: ds.sink_to( sink=FileSink.for_row_format( base_path=output_path, encoder=Encoder.simple_string_encoder()) .with_output_file_config( OutputFileConfig.builder() .with_part_prefix("prefix") .with_part_suffix(".ext") .build()) .with_rolling_policy(RollingPolicy.default_rolling_policy()) .build() ) else: print("Printing result to stdout. Use --output to specify output path.") ds.print() # submit for execution env.execute()
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src/preprocessing/compute_moments.py
thomasjo/nemo-redux
0
102371
from argparse import ArgumentParser from pathlib import Path import torch from nemo.datasets import classification_dataloaders, detection_dataloaders from nemo.utils import ensure_reproducibility DATASET_TYPES = [ "classification", "detection", ] class RunningAverage: def __init__(self, num_channels=3): self.num_channels = 3 self.average = torch.zeros(num_channels) self.num_samples = 0 def update(self, values): batch_size, num_channels = values.size() if num_channels != self.num_channels: raise RuntimeError("num_channels mismatch") updated_num_samples = self.num_samples + batch_size correction_factor = self.num_samples / updated_num_samples updated_average = self.average * correction_factor updated_average += torch.sum(values, dim=0) / updated_num_samples self.average = updated_average self.num_samples = updated_num_samples def tolist(self): return self.average.detach().tolist() def __str__(self): return "[" + ", ".join([f"{value:.3f}" for value in self.tolist()]) + "]" def main(args): ensure_reproducibility(seed=42) if args.type == DATASET_TYPES[0]: train_loader, _, _ = classification_dataloaders( args.data_dir, no_augmentation=True, num_workers=args.num_workers, ) elif args.type == DATASET_TYPES[1]: train_loader, _, _ = detection_dataloaders( args.data_dir, no_augmentation=True, num_workers=args.num_workers, ) running_mean = RunningAverage() running_std = RunningAverage() with torch.no_grad(): for batch_idx, (image, _) in enumerate(train_loader): print("Processing batch {}".format(batch_idx + 1)) if isinstance(image, list): image = torch.stack(image) image_flattened = torch.flatten(image, start_dim=2) mean = torch.mean(image_flattened, dim=2) running_mean.update(mean) std = torch.std(image_flattened, dim=2) running_std.update(std) print(f"mean={running_mean}, std={running_std}") def parse_args(): parser = ArgumentParser() parser.add_argument("--data-dir", type=Path, metavar="PATH", required=True, help="path to partitioned data directory") parser.add_argument("--type", type=str, metavar="NAME", choices=DATASET_TYPES, default=DATASET_TYPES[0], help="type of dataset to process") parser.add_argument("--batch-size", type=int, metavar="N", default=2, help="number of examples per batch") parser.add_argument("--num-workers", type=int, metavar="N", default=2, help="number of workers to use for preparing batches of data") return parser.parse_args() if __name__ == "__main__": args = parse_args() main(args)
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tests/functional/test_cmd_line_call.py
fevral13/django-migration-linter
0
86542
# Copyright 2019 3YOURMIND GmbH # 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 applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os import shutil import unittest from subprocess import Popen, PIPE from django_migration_linter import utils, DEFAULT_CACHE_PATH from tests import fixtures import sys class CallLinterFromCommandLineTest(unittest.TestCase): @classmethod def setUpClass(cls): super(CallLinterFromCommandLineTest, cls).setUpClass() linter_name = 'django-migration-linter' cls.linter_exec = '{0}/bin/{1}'.format(sys.prefix, linter_name) if hasattr(sys, 'real_prefix') else linter_name def test_call_linter_cmd_line_working(self): cmd = '{0} --no-cache {1}'.format(self.linter_exec, fixtures.CORRECT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... OK", "(test_app1, 0002_a_new_null_field)... OK", "(test_app2, 0001_foo)... OK", "(test_app3, 0001_initial)... OK", ]) ) def test_call_linter_cmd_line_errors(self): cmd = '{0} --no-cache {1}'.format( self.linter_exec, fixtures.ADD_NOT_NULL_COLUMN_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertNotEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 5) self.assertTrue(lines[0].endswith('OK')) self.assertTrue(lines[1].endswith('ERR')) self.assertTrue('RENAMING tables' in lines[2]) def test_call_linter_cmd_line_exclude_apps(self): cmd = '{0} --no-cache {1} --exclude-apps test_app2'.format( self.linter_exec, fixtures.CORRECT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... OK", "(test_app1, 0002_a_new_null_field)... OK", "(test_app2, 0001_foo)... IGNORE", "(test_app3, 0001_initial)... OK", ]) ) def test_call_linter_cmd_line_include_apps(self): cmd = '{0} --no-cache {1} --include-apps test_app2'.format( self.linter_exec, fixtures.CORRECT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... IGNORE", "(test_app1, 0002_a_new_null_field)... IGNORE", "(test_app2, 0001_foo)... OK", "(test_app3, 0001_initial)... IGNORE", ]) ) def test_call_linter_cmd_line_ignore_name(self): cmd = '{0} --no-cache {1} --ignore-name 0001_initial'.format( self.linter_exec, fixtures.CORRECT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... IGNORE", "(test_app1, 0002_a_new_null_field)... OK", "(test_app2, 0001_foo)... OK", "(test_app3, 0001_initial)... IGNORE", ]) ) def test_call_linter_cmd_line_ignore_name_contains(self): cmd = '{0} --no-cache {1} --ignore-name-contains 0001'.format( self.linter_exec, fixtures.CORRECT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... IGNORE", "(test_app1, 0002_a_new_null_field)... OK", "(test_app2, 0001_foo)... IGNORE", "(test_app3, 0001_initial)... IGNORE", ]) ) def test_call_linter_cmd_line_cache(self): cache_file = os.path.join(DEFAULT_CACHE_PATH, 'test_correct_project.pickle') if os.path.exists(cache_file): os.remove(cache_file) cmd = '{0} {1}'.format( self.linter_exec, fixtures.CORRECT_PROJECT ) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertTrue(os.path.exists(DEFAULT_CACHE_PATH)) def test_call_linter_cmd_line_cache_path(self): if os.path.exists('/tmp/migration-linter-cache-tests/'): shutil.rmtree('/tmp/migration-linter-cache-tests/') cmd = '{0} {1} --cache-path={2}'.format( self.linter_exec, fixtures.CORRECT_PROJECT, '/tmp/migration-linter-cache-tests/' ) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) self.assertTrue(os.path.exists('/tmp/migration-linter-cache-tests')) def test_call_linter_cmd_line_no_cache(self): cache_file = os.path.join(DEFAULT_CACHE_PATH, 'test_correct_project.pickle') if os.path.exists(cache_file): os.remove(cache_file) cmd = '{0} --no-cache {1}'.format( self.linter_exec, fixtures.CORRECT_PROJECT ) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) self.assertFalse(os.path.exists(cache_file)) def test_call_linter_cmd_line_git_id(self): cmd = '{0} --no-cache {1} d7125d5f4f0cc9623f670a66c54f131acc50032d'.format( self.linter_exec, fixtures.MULTI_COMMIT_PROJECT) fixtures.prepare_git_project(fixtures.MULTI_COMMIT_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 3) self.assertTrue(lines[0].endswith('OK')) self.assertTrue(lines[1].startswith('*** Summary')) def test_call_linter_with_deleted_migrations(self): cmd = '{0} --no-cache {1} 154ecf6119325cc3b1f3f5a4e709bfbd61a4a4ba'.format( self.linter_exec, fixtures.DELETED_MIGRATION_PROJECT) fixtures.prepare_git_project(fixtures.DELETED_MIGRATION_PROJECT) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 3) self.assertTrue(lines[0].endswith('OK')) self.assertTrue(lines[1].startswith('*** Summary')) def test_call_from_within_project(self): cmd = 'cd {0} && {1} --no-cache .'.format( fixtures.CORRECT_PROJECT, self.linter_exec) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 6) self.assertEqual( sorted(lines[:4]), sorted([ "(test_app1, 0001_initial)... OK", "(test_app1, 0002_a_new_null_field)... OK", "(test_app2, 0001_foo)... OK", "(test_app3, 0001_initial)... OK", ]) ) def test_call_project_non_git_root(self): # could use tag: version_ok (but doesn't work in Travis) cmd = '{0} --no-cache {1} 2c46f438a89972f9ce2d5151a825a5bfb7f7db4b'.format( self.linter_exec, fixtures.NON_GIT_ROOT_DJANGO_PROJECT) fixtures.prepare_git_project(fixtures.NON_GIT_ROOT_GIT_FOLDER) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 3) self.assertTrue(lines[0].endswith('OK')) self.assertTrue(lines[1].startswith('*** Summary')) def test_call_project_non_git_root_ko(self): # could use tag: version_ko (but doesn't work in Travis) cmd = '{0} --no-cache {1} 0140e142724fc58944797f9ddc2ebf964146339a'.format( self.linter_exec, fixtures.NON_GIT_ROOT_DJANGO_PROJECT) fixtures.prepare_git_project(fixtures.NON_GIT_ROOT_GIT_FOLDER) process = Popen( cmd, shell=True, stdout=PIPE, stderr=PIPE) process.wait() self.assertNotEqual(process.returncode, 0) lines = list(map(utils.clean_bytes_to_str, process.stdout.readlines())) self.assertEqual(len(lines), 5) self.assertTrue(lines[0].endswith('ERR')) self.assertTrue(lines[2].endswith('OK')) self.assertTrue(lines[3].startswith('*** Summary'))
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estimate_nislands_params.py
willyrv/estimate_islands
1
96495
<reponame>willyrv/estimate_islands<filename>estimate_nislands_params.py # -*- coding: utf-8 -*- """ Created on Mon May 2 14:48:39 2016 @author: willy """ import re import argparse from nisland_model import max_llk_estim_hist_theta_variable parser = argparse.ArgumentParser(description='Estimates the parameters of an n-island model.') # The file with the data (.ndiff) parser.add_argument('input_file', type=str, help='Full path to the input data.') parameters = parser.parse_args() INPUT_FILENAME = parameters.input_file # Reading the file with open(INPUT_FILENAME, 'r') as f: text = f.read() (header, obs_text) = text.split('# Value|count\n') # Get the observed values obs = [] pattern = '[0-9]*\|[0-9]*\n' p = re.compile(pattern) for line in p.findall(obs_text): obs.append(int(line.split('|')[1])) # Do the maximum likelihood estimation [n, M, theta, llk] = max_llk_estim_hist_theta_variable(obs) # Print the results print("Number of islands: {}. Migration rate: {} ".format(n, M)) print("theta: {}".format(theta)) print("Value of the log-likelihood function: {}".format(llk))
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SENN/scripts/main_beer.py
ricokoff/FACT-AI
1
92831
''' Code for training and evaluating Self-Explaining Neural Networks. Copyright (C) 2018 <NAME> <<EMAIL>> This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see <https://www.gnu.org/licenses/>. '''
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app/lib/duplication_check/compare.py
WHUT-XGP/ASoulCnki
0
1609614
<reponame>WHUT-XGP/ASoulCnki # -*- encoding: utf-8 -*- """ Filename :compare.py Description :1:1文章比较 Time :2021/06/22 22:54:18 Author :hwa Version :1.0 """ def article_compare(article1, article2): red_list = [] for i in range(0, len(article1)): if article1[i:i + 3] in article2: red_list = red_list + [i, i + 1, i + 2, i + 3] count = 0 for index, c in enumerate(article1): if index in red_list: # print("\033[31m" + c + "\033[0m", end="") count += 1 # else: # print(c, end="") return count
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dirbot/items.py
lihongqiang/crawl-image
1
39076
from scrapy.item import Item, Field class MyImage(Item): image_urls = Field() images = Field() image_paths = Field() image_label = Field()
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caos/_internal/utils/working_directory.py
caotic-co/caos
0
84890
<filename>caos/_internal/utils/working_directory.py import os def is_dev_environment() -> bool: """Returns True if the project source code structure is found in the working directory""" return os.path.isdir("caos") and \ os.path.isdir("caos/_cli_commands") and \ os.path.isfile("caos/_cli.py") and \ os.path.isdir("docs") and\ os.path.isdir("tests") and\ os.path.isfile("LICENSE") and\ os.path.isfile("caos.py") def get_current_dir() -> str: if is_dev_environment(): if not os.path.isdir("tmp"): os.mkdir("tmp") return os.path.abspath(os.getcwd()+"/tmp") return os.path.abspath(os.getcwd())
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atlas/auth/voms/models.py
kiae-grid/panda-bigmon-atlas
0
187810
<reponame>kiae-grid/panda-bigmon-atlas __author__ = 'sbel' from django.db import models from django.utils import timezone class VomsUser(models.Model): id = models.AutoField(db_column='ID', primary_key=True) username = models.CharField(max_length=60, db_column='USERNAME', db_index=True) dn = models.CharField(max_length=255, db_column='DN', db_index=True) ca = models.CharField(max_length=255, db_column='CA') added_on = models.DateTimeField(auto_now_add=True, db_column='ADDED_ON') def save(self, *args, **kwargs): if not self.added_on: self.added_on = timezone.now() super(VomsUser, self).save(*args, **kwargs) class Meta: managed = True db_table = u'VOMS_USERS_MAP' app_label = 'auth' unique_together = (("username", "dn"),)
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pqu/Check/check.py
brown170/fudge
14
36702
<filename>pqu/Check/check.py # <<BEGIN-copyright>> # Copyright 2021, Lawrence Livermore National Security, LLC. # See the top-level COPYRIGHT file for details. # # SPDX-License-Identifier: BSD-3-Clause # <<END-copyright>> import sys import glob, os, shutil, filecmp PYTHON = sys.executable files = sorted( glob.glob( 't*.py' ) ) if( os.path.exists( 'Out' ) ) : shutil.rmtree( 'Out' ) os.mkdir( 'Out' ) for file in files : base = file[:-3] status = os.system( '%s %s > Out/%s.out' % ( PYTHON, file, base ) ) if( status ) : print( '=========== %s ===========' % file ) outs = sorted( glob.glob( 'Out/t*.out' ) ) for out in outs : file = os.path.basename( out ) if( not( filecmp.cmp( os.path.join( 'Out.checked', file ), out ) ) ) : print( 'ERROR: %s' % out )
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src/ganground/metric/kernel.py
tsirif/ganground
1
147789
# -*- coding: utf-8 -*- r""" :mod:`ganground.metric.kernel` -- Kernel function definitions ============================================================= .. module:: kernel :platform: Unix :synopsis: Helper functions for Maximum Mean Discrepancy, plus kernel function definitions. """ from abc import abstractmethod import logging import torch import torch.nn.functional as F from ganground.utils import (AbstractSingletonType, SingletonFactory) logger = logging.getLogger(__name__) __all__ = [ 'mmd2', 'cross_mean_kernel_wrap', '_pairwise_dot', '_pairwise_dist', '_pairwise_pow_dist', 'AbstractKernel', 'Kernel', 'Gaussian', 'Laplacian', 'Exp', 'Linear', 'Poly', 'Tanh', 'IMQ' ] def mmd2(PPk, QQk, PQk): """Calculate squared Maximum Mean Discrepancy distance. Args: PPk: None, scalar torch tensor containing the mean PPk or the full pairwise distance matrix QQk: scalar torch tensor containing the mean QQk or the full pairwise distance matrix PQk: scalar torch tensor containing the mean PQk or the full pairwise distance matrix """ assert(PQk is not None) # Allow `PPk` to be None, if we want to compute mmd2 for the generator if PPk is None: PPk_ = 0 elif len(PPk.shape) == 2: m = PPk.size(0) PPk_ = (PPk.sum() - PPk.trace()) / (m**2 - m) if m != 1 else 0 elif len(PPk.shape) == 1: PPk_ = PPk.mean() elif len(PPk.shape) == 0: PPk_ = PPk else: raise ValueError("Not supported `PPk`.") if QQk is None: QQk_ = 0 elif len(QQk.shape) == 2: n = QQk.size(0) QQk_ = (QQk.sum() - QQk.trace()) / (n**2 - n) if n != 1 else 0 elif len(QQk.shape) == 1: QQk_ = QQk.mean() elif len(QQk.shape) == 0: QQk_ = QQk else: raise ValueError("Not supported `QQk`.") if PQk.size(): PQk_ = PQk.mean() else: PQk_ = PQk return PPk_ + QQk_ - 2 * PQk_ ################################################################################ # Helper Kernel Functions # ################################################################################ def _find_tensor_device(tensor): try: dev = tensor.get_device() except RuntimeError as e: if 'CPU backend' in str(e): return 'cpu' else: raise if dev == -1: return 'cpu' return 'cuda:' + str(dev) def cross_mean_kernel_wrap(kernel_fn, calcpp=True, calcqq=True, try_pdist=False): def kernel(cp, cq, **kernel_args): m = cp.size(0) n = cq.size(0) cp_cq_len = m + n if try_pdist: # logger.debug("Using pytorch.pdist with concatenation to calc cross means.") # It will use F.pdist to calculate cpp, cpq, and cqq cp_cq = torch.cat((cp, cq), dim=0).contiguous() res_type = cp_cq.dtype res_device = _find_tensor_device(cp_cq) res = kernel_fn(cp_cq, cp_cq, **kernel_args).to(torch.float64) inds = torch.triu_indices(cp_cq_len, cp_cq_len, offset=1, dtype=torch.float64, device=res_device) inds_r = inds[0, :] inds_c = inds[1, :] # Split to get Ecxx, Ecxy, and Ecyy if calcpp: mask = inds_c.sub(m).mul_(-1).clamp_(0, 1) n = mask.sum() cpp = mask.mul_(res).sum().div_(n).to(res_type) else: cpp = None if calcqq: mask = inds_r.sub(m - 1).clamp_(0, 1) n = mask.sum() cqq = mask.mul_(res).sum().div_(n).to(res_type) else: cqq = None mask = inds_r.sub(m).mul_(-1).clamp_(0, 1) mask = inds_c.sub(m - 1).clamp_(0, 1).mul_(mask) n = mask.sum() cpq = mask.mul_(res).sum().div_(n).to(res_type) else: # logger.debug("Invoking three times the kernel to calc cross means.") if calcpp: cpp = kernel_fn(cp, cp, **kernel_args) else: cpp = None if calcqq: cqq = kernel_fn(cq, cq, **kernel_args) else: cqq = None cpq = kernel_fn(cp, cq, **kernel_args) return cpp, cqq, cpq return kernel def _pairwise_dist(cx, cy, p=2, _pow_flag=False): """Compute pairwise distances between two Tensors of size m x `shape` and n x `shape`. This should be done as efficiently as possible. Discussions: https://github.com/pytorch/pytorch/issues/9406 """ def _are_equal(cx, cy): if cx is cy: return True return torch.equal(cx, cy) res = None m = cx.size(0) n = cy.size(0) imsize = cx.view(m, -1).size(-1) cx_eq_cy = _are_equal(cx, cy) if cx_eq_cy: # logger.debug("Calc pairwise distance with pytorch.pdist.") # Calculate only triangular, fast, cheaper, stable. Looks like this: # torch.cat([torch.full((n - i - 1,), i, dtype=torch.int64) for i in range(n)]) res = F.pdist(cx.view(m, -1), p=p) elif p == 2 and m * n * imsize * (torch.finfo(cx.dtype).bits // 8) > 4 * 1024**2: # logger.debug("Calc pairwise distance with quadratic expansion.") # If more than 4MB needed to repr a full matrix # Faster and cheaper, but less stable (quadratic expansion) # Still slower than the first choice cx_ = cx.view(m, -1) cy_ = cy.view(n, -1) cx_norm = cx_.pow(2).sum(dim=-1, keepdim=True) cy_norm = cy_.pow(2).sum(dim=-1, keepdim=True).transpose(-2, -1) res = cx_norm + cy_norm - 2 * cx_.matmul(cy_.transpose(-2, -1)) if cx_eq_cy: # Ensure zero diagonal diag_inds = torch.arange(m) res[diag_inds, diag_inds] = 0 # Zero out negative values res.clamp_min_(0) if _pow_flag: _pow_flag[0] = True else: res = res.sqrt() else: # logger.debug("Calc pairwise distance with naive broadcasting.") # More expensive - Θ(n^2 d), but numerically more stable cx_ = cx.view(m, 1, -1) cy_ = cy.view(1, n, -1) # XXX does not support broadcasting yet #15918 and #15901 # res = F.pairwise_distance(cx_, cy_, p=p, eps=1e-8) res = torch.norm(cx_ - cy_, p=p, dim=-1) return res def _pairwise_pow_dist(cx, cy, p=2): pow_flag = [False] res = _pairwise_dist(cx, cy, p=p, _pow_flag=pow_flag) if pow_flag[0]: return res return res.pow(p) def _pairwise_dot(cx, cy): # TODO Find a more memory efficient way to do this # Can pytorch cosine similarity be used perhaps?? m = cx.size(0) n = cy.size(0) cx_ = cx.view(m, 1, -1) cy_ = cy.view(1, n, -1) return cx_.mul(cy_).sum(dim=-1) ################################################################################ # Kernel Function Definitions # ################################################################################ class AbstractKernel(object, metaclass=AbstractSingletonType): @abstractmethod def __call__(self, cx, cy, **kernel_kwargs): pass class Gaussian(AbstractKernel): def __call__(self, cx, cy, sigma=1): XY = _pairwise_pow_dist(cx, cy) return XY.div_(- 2 * sigma**2).exp_() class Laplacian(AbstractKernel): def __call__(self, cx, cy, p=2, sigma=1): XY = _pairwise_dist(cx, cy, p=p) return XY.div_(-sigma).exp_() class Exp(AbstractKernel): def __call__(self, cx, cy, sigma=1): XY = _pairwise_dot(cx, cy) return XY.div_(sigma).exp_() class Linear(AbstractKernel): def __call__(self, cx, cy, c=0): return _pairwise_dot(cx - c, cy - c) class Poly(AbstractKernel): def __call__(self, cx, cy, a=1, c=1, d=2): XY = _pairwise_dot(cx, cy) return XY.mul_(a).add_(c).pow_(d) class Tanh(AbstractKernel): def __call__(self, cx, cy, a=1, c=0): XY = _pairwise_dot(cx, cy) return XY.mul_(a).add_(c).tanh_() class IMQ(AbstractKernel): def __call__(self, cx, cy, c=1, d=2, sigma=1): XY = _pairwise_pow_dist(cx, cy) return XY.div_(sigma**2).add_(c).pow_(-d / 2) class Kernel(AbstractKernel, metaclass=SingletonFactory): rbf = ('gaussian', 'exp', 'laplacian', 'imq')
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allennlp/nn/parallel/__init__.py
MSLars/allennlp
11,433
88956
<filename>allennlp/nn/parallel/__init__.py from allennlp.nn.parallel.sharded_module_mixin import ShardedModuleMixin from allennlp.nn.parallel.ddp_accelerator import ( DdpAccelerator, DdpWrappedModel, TorchDdpAccelerator, ) from allennlp.nn.parallel.fairscale_fsdp_accelerator import ( FairScaleFsdpAccelerator, FairScaleFsdpWrappedModel, )
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aries_cloudcontroller/model/v10_credential_exchange.py
didx-xyz/aries-cloudcontroller-pyton
5
150921
<gh_stars>1-10 # coding: utf-8 from __future__ import annotations from datetime import date, datetime # noqa: F401 import re # noqa: F401 from typing import Any, Dict, List, Optional, Union, Literal # noqa: F401 from pydantic import AnyUrl, BaseModel, EmailStr, validator, Field, Extra # noqa: F401 from aries_cloudcontroller.model.credential_offer import CredentialOffer from aries_cloudcontroller.model.credential_proposal import CredentialProposal from aries_cloudcontroller.model.indy_cred_abstract import IndyCredAbstract from aries_cloudcontroller.model.indy_cred_info import IndyCredInfo from aries_cloudcontroller.model.indy_cred_request import IndyCredRequest from aries_cloudcontroller.model.indy_credential import IndyCredential class V10CredentialExchange(BaseModel): """NOTE: This class is auto generated by OpenAPI Generator (https://openapi-generator.tech). Do not edit the class manually. V10CredentialExchange - a model defined in OpenAPI auto_issue: Issuer choice to issue to request in this credential exchange [Optional]. auto_offer: Holder choice to accept offer in this credential exchange [Optional]. auto_remove: Issuer choice to remove this credential exchange record when complete [Optional]. connection_id: Connection identifier [Optional]. created_at: Time of record creation [Optional]. credential: Credential as stored [Optional]. credential_definition_id: Credential definition identifier [Optional]. credential_exchange_id: Credential exchange identifier [Optional]. credential_id: Credential identifier [Optional]. credential_offer: (Indy) credential offer [Optional]. credential_offer_dict: Credential offer message [Optional]. credential_proposal_dict: Credential proposal message [Optional]. credential_request: (Indy) credential request [Optional]. credential_request_metadata: (Indy) credential request metadata [Optional]. error_msg: Error message [Optional]. initiator: Issue-credential exchange initiator: self or external [Optional]. parent_thread_id: Parent thread identifier [Optional]. raw_credential: Credential as received, prior to storage in holder wallet [Optional]. revoc_reg_id: Revocation registry identifier [Optional]. revocation_id: Credential identifier within revocation registry [Optional]. role: Issue-credential exchange role: holder or issuer [Optional]. schema_id: Schema identifier [Optional]. state: Issue-credential exchange state [Optional]. thread_id: Thread identifier [Optional]. trace: Record trace information, based on agent configuration [Optional]. updated_at: Time of last record update [Optional]. """ auto_issue: Optional[bool] = None auto_offer: Optional[bool] = None auto_remove: Optional[bool] = None connection_id: Optional[str] = None created_at: Optional[str] = None credential: Optional[IndyCredInfo] = None credential_definition_id: Optional[str] = None credential_exchange_id: Optional[str] = None credential_id: Optional[str] = None credential_offer: Optional[IndyCredAbstract] = None credential_offer_dict: Optional[CredentialOffer] = None credential_proposal_dict: Optional[CredentialProposal] = None credential_request: Optional[IndyCredRequest] = None credential_request_metadata: Optional[Dict[str, Any]] = None error_msg: Optional[str] = None initiator: Optional[Literal["self", "external"]] = None parent_thread_id: Optional[str] = None raw_credential: Optional[IndyCredential] = None revoc_reg_id: Optional[str] = None revocation_id: Optional[str] = None role: Optional[Literal["holder", "issuer"]] = None schema_id: Optional[str] = None state: Optional[str] = None thread_id: Optional[str] = None trace: Optional[bool] = None updated_at: Optional[str] = None def __init__( self, *, auto_issue: Optional[bool] = None, auto_offer: Optional[bool] = None, auto_remove: Optional[bool] = None, connection_id: Optional[str] = None, created_at: Optional[str] = None, credential: Optional[IndyCredInfo] = None, credential_definition_id: Optional[str] = None, credential_exchange_id: Optional[str] = None, credential_id: Optional[str] = None, credential_offer: Optional[IndyCredAbstract] = None, credential_offer_dict: Optional[CredentialOffer] = None, credential_proposal_dict: Optional[CredentialProposal] = None, credential_request: Optional[IndyCredRequest] = None, credential_request_metadata: Optional[Dict[str, Any]] = None, error_msg: Optional[str] = None, initiator: Optional[Literal["self", "external"]] = None, parent_thread_id: Optional[str] = None, raw_credential: Optional[IndyCredential] = None, revoc_reg_id: Optional[str] = None, revocation_id: Optional[str] = None, role: Optional[Literal["holder", "issuer"]] = None, schema_id: Optional[str] = None, state: Optional[str] = None, thread_id: Optional[str] = None, trace: Optional[bool] = None, updated_at: Optional[str] = None, **kwargs, ): super().__init__( auto_issue=auto_issue, auto_offer=auto_offer, auto_remove=auto_remove, connection_id=connection_id, created_at=created_at, credential=credential, credential_definition_id=credential_definition_id, credential_exchange_id=credential_exchange_id, credential_id=credential_id, credential_offer=credential_offer, credential_offer_dict=credential_offer_dict, credential_proposal_dict=credential_proposal_dict, credential_request=credential_request, credential_request_metadata=credential_request_metadata, error_msg=error_msg, initiator=initiator, parent_thread_id=parent_thread_id, raw_credential=raw_credential, revoc_reg_id=revoc_reg_id, revocation_id=revocation_id, role=role, schema_id=schema_id, state=state, thread_id=thread_id, trace=trace, updated_at=updated_at, **kwargs, ) @validator("created_at") def created_at_pattern(cls, value): # Property is optional if value is None: return pattern = r"^\d{4}-\d\d-\d\d[T ]\d\d:\d\d(?:\:(?:\d\d(?:\.\d{1,6})?))?(?:[+-]\d\d:?\d\d|Z|)$" if not re.match(pattern, value): raise ValueError( f"Value of created_at does not match regex pattern ('{pattern}')" ) return value @validator("credential_definition_id") def credential_definition_id_pattern(cls, value): # Property is optional if value is None: return pattern = r"^([123456789ABCDEFGHJKLMNPQRSTUVWXYZabcdefghijkmnopqrstuvwxyz]{21,22}):3:CL:(([1-9][0-9]*)|([123456789ABCDEFGHJKLMNPQRSTUVWXYZabcdefghijkmnopqrstuvwxyz]{21,22}:2:.+:[0-9.]+)):(.+)?$" if not re.match(pattern, value): raise ValueError( f"Value of credential_definition_id does not match regex pattern ('{pattern}')" ) return value @validator("schema_id") def schema_id_pattern(cls, value): # Property is optional if value is None: return pattern = r"^[123456789ABCDEFGHJKLMNPQRSTUVWXYZabcdefghijkmnopqrstuvwxyz]{21,22}:2:.+:[0-9.]+$" if not re.match(pattern, value): raise ValueError( f"Value of schema_id does not match regex pattern ('{pattern}')" ) return value @validator("updated_at") def updated_at_pattern(cls, value): # Property is optional if value is None: return pattern = r"^\d{4}-\d\d-\d\d[T ]\d\d:\d\d(?:\:(?:\d\d(?:\.\d{1,6})?))?(?:[+-]\d\d:?\d\d|Z|)$" if not re.match(pattern, value): raise ValueError( f"Value of updated_at does not match regex pattern ('{pattern}')" ) return value class Config: allow_population_by_field_name = True V10CredentialExchange.update_forward_refs()
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python/TrackExtrapolateTool.py
Plamenna/proba
0
178466
import ROOT import shipunit as u minNdf = 20 parallelToZ = ROOT.TVector3(0., 0., 1.) top = ROOT.gGeoManager.GetTopVolume() z_ecal = top.GetNode('Ecal_1').GetMatrix().GetTranslation()[2] def extrapolateToPlane(fT,z): # etrapolate to a plane perpendicular to beam direction (z) rc,pos,mom = False,None,None fst = fT.getFitStatus() if fst.isFitConverged() and fst.getNdf() > minNdf: fstate0,fstate1 = fT.getFittedState(0),fT.getFittedState(1) fPos0,fPos1 = fstate0.getPos(),fstate1.getPos() if abs(z-fPos0.z()) < abs(z-fPos1.z()): fstate = fstate0 else: fstate = fstate1 zs = min(z,z_ecal) NewPosition = ROOT.TVector3(0., 0., zs) rep = ROOT.genfit.RKTrackRep(13*cmp(fstate.getPDG(),0) ) state = ROOT.genfit.StateOnPlane(rep) pos,mom = fstate.getPos(),fstate.getMom() rep.setPosMom(state,pos,mom) try: rep.extrapolateToPlane(state, NewPosition, parallelToZ ) pos,mom = state.getPos(),state.getMom() rc = True except: print 'error with extrapolation: z=',z/u.m,'m' if not rc or z>z_ecal: # use linear extrapolation px,py,pz = mom.X(),mom.Y(),mom.Z() lam = (z-pos.Z())/pz pos = ROOT.TVector3( pos.X()+lam*px, pos.Y()+lam*py, z ) return rc,pos,mom
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src/hydra_zen/experimental/_implementations.py
rlbellaire/hydra-zen
0
165891
# Copyright (c) 2021 Massachusetts Institute of Technology # SPDX-License-Identifier: MIT from pathlib import Path from typing import Any, Callable, List, Mapping, Optional, Union from hydra._internal.callbacks import Callbacks from hydra._internal.hydra import Hydra from hydra._internal.utils import create_config_search_path from hydra.core.config_store import ConfigStore from hydra.core.global_hydra import GlobalHydra from hydra.core.utils import JobReturn from hydra.plugins.sweeper import Sweeper from hydra.types import HydraContext, RunMode from omegaconf import DictConfig, OmegaConf from .._hydra_overloads import instantiate from ..typing import DataClass def _store_config( cfg: Union[DataClass, DictConfig, Mapping], config_name: str = "hydra_launch" ) -> str: """Stores configuration object in Hydra's ConfigStore. Parameters ---------- cfg: Union[DataClass, DictConfig, Mapping] A configuration as a dataclass, configuration object, or a dictionary. config_name: str (default: hydra_launch) The configuration name used to store the configuration. Returns ------- config_name: str The configuration name used to store the default configuration. Notes ----- The input configuration is registered in the Hydra ConfigStore [1]_ using a user-provided config name. References ---------- .. [1] https://hydra.cc/docs/tutorials/structured_config/config_store """ cs = ConfigStore().instance() cs.store(name=config_name, node=cfg) return config_name def hydra_run( config: Union[DataClass, DictConfig, Mapping], task_function: Callable[[DictConfig], Any], overrides: Optional[List[str]] = None, config_dir: Optional[Union[str, Path]] = None, config_name: str = "hydra_run", job_name: str = "hydra_run", with_log_configuration: bool = True, ) -> JobReturn: """Launch a Hydra job defined by `task_function` using the configuration provided in `config`. Similar to how Hydra CLI works, `overrides` are a string list of configuration values to use for a given experiment run. For example, the Hydra CLI provided by:: $ python -m job.task_function job/group=group_name job.group.param=1 would be:: >>> job = hydra_run(config, task_function, overrides=["job/group=group_name", "job.group.param=1"]) This functions executes Hydra and therefore creates its own working directory. See Configuring Hydra [2]_ for more details on customizing Hydra. Parameters ---------- config: Union[DataClass, DictConfig, Mapping] A configuration as a dataclass, configuration object, or a dictionary. task_function: Callable[[DictConfig], Any] The function Hydra will execute with the given configuration. overrides: Optional[List[str]] (default: None) If provided, overrides default configurations, see [1]_ and [2]_. config_dir: Optional[Union[str, Path]] (default: None) Add configuration directories if needed. config_name: str (default: "hydra_run") Name of the stored configuration in Hydra's ConfigStore API. job_name: str (default: "hydra_run") with_log_configuration: bool (default: True) Flag to configure logging subsystem from the loaded config Returns ------- result: JobReturn The object storing the results of the Hydra experiment. - overrides: From `overrides` and `multirun_overrides` - return_value: The return value of the task function - cfg: The configuration object sent to the task function - hydra_cfg: The hydra configuration object - working_dir: The experiment working directory - task_name: The task name of the Hydra job References ---------- .. [1] https://hydra.cc/docs/next/advanced/override_grammar/basic .. [2] https://hydra.cc/docs/next/configure_hydra/intro Examples -------- Simple Hydra run: >>> from hydra_zen import instantiate, builds >>> from hydra_zen.experimental import hydra_run >>> job = hydra_run(builds(dict, a=1, b=1), task_function=instantiate) >>> job.return_value {'a': 1, 'b': 1} Using a more complex task function: >>> from hydra_zen.experimental import hydra_run >>> from hydra_zen import builds, instantiate >>> cfg = dict(f=builds(pow, exp=2, hydra_partial=True), x=10) >>> def task_function(cfg): ... return instantiate(cfg.f)(cfg.x) Launch a job to evaluate the function using the given configuration: >>> job = hydra_run(cfg, task_function) >>> job.return_value 100 An example using PyTorch: >>> from torch.optim import Adam >>> from torch.nn import Linear >>> AdamConfig = builds(Adam, lr=0.001, hydra_partial=True) >>> ModelConfig = builds(Linear, in_features=1, out_features=1) >>> cfg = dict(optim=AdamConfig(), model=ModelConfig()) >>> def task_function(cfg): ... cfg = instantiate(cfg) ... optim = cfg.optim(model.parameters()) ... loss = cfg.model(torch.ones(1)).mean() ... optim.zero_grad() ... loss.backward() ... optim.step() ... return loss.item() >>> jobs = hydra_run(cfg, task_function, overrides=["optim.lr=0.1"]) >>> j.return_value 0.3054758310317993 """ config_name = _store_config(config, config_name) if config_dir is not None: config_dir = str(Path(config_dir).absolute()) search_path = create_config_search_path(config_dir) hydra = Hydra.create_main_hydra2(task_name=job_name, config_search_path=search_path) try: job = hydra.run( config_name=config_name, task_function=task_function, overrides=overrides if overrides is not None else [], with_log_configuration=with_log_configuration, ) finally: GlobalHydra.instance().clear() return job def hydra_multirun( config: Union[DataClass, DictConfig, Mapping], task_function: Callable[[DictConfig], Any], overrides: Optional[List[str]] = None, config_dir: Optional[Union[str, Path]] = None, config_name: str = "hydra_multirun", job_name: str = "hydra_multirun", with_log_configuration: bool = True, ) -> Any: """Launch a Hydra multi-run ([1]_) job defined by `task_function` using the configuration provided in `config`. Similar to how Hydra CLI works, `overrides` are a string list of configuration values to use for a given experiment run. For example, the Hydra CLI provided by:: $ python -m job.task_function job/group=group_name job.group.param=1 --multirun would be:: >>> job = hydra_multirun(config, task_function, overrides=["job/group=group_name", "job.group.param=1"]) To sweep over parameters the Hydra CLI provided by:: $ python -m job.task_function job/group=group_name job.group.param=1,2,3 --multirun would be:: >>> job = hydra_multirun(config, task_function, overrides=["job/group=group_name", "job.group.param=1,2,3"]) This functions executes Hydra and therefore creates its own working directory. See Configuring Hydra [3]_ for more details on customizing Hydra. Parameters ---------- config: Union[DataClass, DictConfig] A configuration as a dataclass, configuration object, or a dictionary. task_function: Callable[[DictConfig], Any] The function Hydra will execute with the given configuration. overrides: Optional[List[str]] (default: None) If provided, overrides default configurations, see [2]_ and [3]_. config_dir: Optional[Union[str, Path]] (default: None) Add configuration directories if needed. config_name: str (default: "hydra_run") Name of the stored configuration in Hydra's ConfigStore API. job_name: str (default: "hydra_multirun") with_log_configuration: bool (default: True) Flag to configure logging subsystem from the loaded config Returns ------- result: Any The return values of all launched jobs (depends on the Sweeper implementation). References ---------- .. [1] https://hydra.cc/docs/tutorials/basic/running_your_app/multi-run .. [2] https://hydra.cc/docs/next/advanced/override_grammar/basic .. [3] https://hydra.cc/docs/next/configure_hydra/intro Examples -------- Simple Hydra multirun: >>> job = hydra_multirun( ... builds(dict, a=1, b=1), ... task_function=instantiate, ... overrides=["a=1,2"], ... ) >>> [j.return_value for j in job[0]] [{'a': 1, 'b': 1}, {'a': 2, 'b': 1}] Using a more complex `task_function` >>> from hydra_zen import builds, instantiate >>> cfg = dict(f=builds(pow, exp=2, hydra_partial=True), x=1) >>> def task_function(cfg): ... return instantiate(cfg.f)(cfg.x) Launch a multi-run over a list of different `x` values using Hydra's override syntax `range`: >>> jobs = hydra_multirun(cfg, task_function, overrides=["x=range(-2,3)"]) >>> [j.return_value for j in jobs[0]] [4, 1, 0, 1, 4] An example using PyTorch >>> from torch.optim import Adam >>> from torch.nn import Linear >>> AdamConfig = builds(Adam, lr=0.001, hydra_partial=True) >>> ModelConfig = builds(Linear, in_features=1, out_features=1) >>> cfg = dict(optim=AdamConfig(), model=ModelConfig()) >>> def task_function(cfg): ... cfg = instantiate(cfg) ... optim = cfg.optim(model.parameters()) ... loss = cfg.model(torch.ones(1)).mean() ... optim.zero_grad() ... loss.backward() ... optim.step() ... return loss.item() Evaluate the function for different learning rates >>> jobs = hydra_multirun(cfg, task_function, overrides=["optim.lr=0.1,1.0"]) >>> [j.return_value for j in jobs[0]] [0.3054758310317993, 0.28910207748413086] """ config_name = _store_config(config, config_name) if config_dir is not None: config_dir = str(Path(config_dir).absolute()) search_path = create_config_search_path(config_dir) hydra = Hydra.create_main_hydra2(task_name=job_name, config_search_path=search_path) try: cfg = hydra.compose_config( config_name=config_name, overrides=overrides if overrides is not None else [], with_log_configuration=with_log_configuration, run_mode=RunMode.MULTIRUN, ) callbacks = Callbacks(cfg) callbacks.on_multirun_start(config=cfg, config_name=config_name) # Instantiate sweeper without using Hydra's Plugin discovery (Zen!) sweeper = instantiate(cfg.hydra.sweeper) assert isinstance(sweeper, Sweeper) sweeper.setup( config=cfg, hydra_context=HydraContext( config_loader=hydra.config_loader, callbacks=callbacks ), task_function=task_function, ) task_overrides = OmegaConf.to_container(cfg.hydra.overrides.task, resolve=False) assert isinstance(task_overrides, list) job = sweeper.sweep(arguments=task_overrides) callbacks.on_multirun_end(config=cfg, config_name=config_name) finally: GlobalHydra.instance().clear() return job
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exercicios/agenda_de_contatos.py
ricardoluizbb/python-codes
1
98516
<reponame>ricardoluizbb/python-codes<gh_stars>1-10 AGENDA = {} def exibir_contatos(): if len(AGENDA) > 0: for contato in AGENDA: buscar_contato(contato) print('-' * 30) else: print('\nA sua agenda está vazia. Adicione alguns contatos!\n') def buscar_contato(contato): try: print(f'Nome: {contato}') print('Celular:', AGENDA[contato]['celular']) print('E-mail:', AGENDA[contato]['email']) except KeyError: print(f'\nO contato {contato} não existe na agenda.\n') except: print('\nDesculpe, aconteceu um erro inesperado.\n') # Verifica se o nome do contato digitado já existe na agenda. Linha 87 e 97 # def verificando_se_existe(contato): if contato in AGENDA: return True return False def incluir_contato(contato, celular, email, verificacao_incluir_editar = True): AGENDA[contato] = { 'celular': celular, 'email': email } # Verificação para retornar a mensagem correta. # if verificacao_incluir_editar: print(f'\nO contato {contato} foi incluido.\n') else: print(f'\nO contato {contato} foi editado.\n') def editar_contato(contato, celular, email): incluir_contato(contato, celular, email, verificacao_incluir_editar = False) def deletar_contato(contato): try: AGENDA.pop(contato) print(f'\nO contato {contato} foi deletado.\n') except KeyError: print(f'\nO contato {contato} não existe na agenda.\n') # Função que exporta contatos para um arquivo txt # def exportar_contatos(): try: with open('agenda.txt', 'w') as arquivo: arquivo.write('Nome, Celular, E-mail\n') for contato in AGENDA: celular = AGENDA[contato]['celular'] email = AGENDA[contato]['email'] arquivo.write(f'{contato}, {celular}, {email}\n') print('\nSua agenda foi exportada com sucesso!\n') except Exception as error: print('\nDesculpe, aconteceu um erro inesperado.\n') def imprimir_menu(): print('\n1 - Exibir contatos') print('2 - Buscar um contato') print('3 - Incluir um contato') print('4 - Editar um contato') print('5 - Deletar um contato') print('6 - Exportar agenda para um arquivo txt') print('0 - Fechar agenda\n') while True: imprimir_menu() action = (input('Digite o que deseja fazer: ')) print() if action == '1': exibir_contatos() elif action == '2': contato = input('Digite o nome do contato: ') print('-' * 30) buscar_contato(contato) print('-' * 30) elif action == '3': contato = input('Digite o nome do contato: ') if verificando_se_existe(contato): print(f'\nO contato {contato} já existe na agenda. Tente adicioná-lo com outro nome ou sobrenome.\n') else: celular = input('Digite o número do celular do contato: ') email = input('Digite o e-mail do contato: ') incluir_contato(contato, celular, email) elif action == '4': contato = input('Digite o nome do contato que deseja editar: ') if verificando_se_existe(contato): celular = input('Digite o número do celular do contato: ') email = input('Digite o e-mail do contato: ') editar_contato(contato, celular, email) else: print(f'\nO contato {contato} não existe na agenda.\n') elif action == '5': contato = input('Digite o nome do contato que deseja deletar: ') deletar_contato(contato) elif action == '6': exportar_contatos() elif action == '0': print('A agenda foi fechada.') break else: print('Por favor, dhigite um comando válido.')
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difftorch/util.py
gbaydin/difftorch
30
169092
import torch import typing def check_vector(x, name): if not torch.is_tensor(x): raise RuntimeError('{} needs to be a Tensor'.format(name)) if x.dim() != 1: raise RuntimeError('{} needs to be a vector (one-dimensional Tensor)'.format(name)) def check_scalar(x, name): if not torch.is_tensor(x): raise RuntimeError('{} needs to be a Tensor'.format(name)) if x.dim() != 0: raise RuntimeError('{} needs to be a scalar (zero-dimensional Tensor)'.format(name)) def check_same_shape(x, xname, y, yname): if x.shape != y.shape: raise RuntimeError('Expecting {}.shape ({}) and {}.shape ({}) to be the same'.format(xname, x.shape, yname, y.shape)) def onehot_like(x, i): ret = torch.zeros_like(x) ret[i] = 1. return ret def unzip(lst): return zip(*lst) def check_tensor(value): if not torch.is_tensor(value): raise ValueError('Expecting value to be a tensor') def check_list_or_tuple_of_tensors(value): if not (isinstance(value, typing.List) or isinstance(value, typing.Tuple)): raise ValueError('Expecting value to be a list or tuple') for v in value: check_tensor(v) def flatten(tensors): if torch.is_tensor(tensors): return tensors.reshape(-1) check_list_or_tuple_of_tensors(tensors) return torch.cat([t.reshape(-1) for t in tensors]) def unflatten_as(tensor, tensors): if torch.is_tensor(tensors): return tensor.reshape(tensors.shape) check_tensor(tensor) check_list_or_tuple_of_tensors(tensors) shapes = [t.shape for t in tensors] nelements = [t.nelement() for t in tensors] ts = torch.split(tensor.reshape(-1), nelements) return [ts[i].reshape(shapes[i]) for i in range(len(tensors))]
[ 1, 1053, 4842, 305, 13, 5215, 19229, 13, 13, 13, 1753, 1423, 29918, 8111, 29898, 29916, 29892, 1024, 1125, 13, 1678, 565, 451, 4842, 305, 29889, 275, 29918, 20158, 29898, 29916, 1125, 13, 4706, 12020, 24875, 2392, 877, 8875, 4225, 304, 367, 263, 323, 6073, 4286, 4830, 29898, 978, 876, 13, 1678, 565, 921, 29889, 6229, 580, 2804, 29871, 29896, 29901, 13, 4706, 12020, 24875, 2392, 877, 8875, 4225, 304, 367, 263, 4608, 313, 650, 29899, 12531, 323, 6073, 29897, 4286, 4830, 29898, 978, 876, 13, 13, 13, 1753, 1423, 29918, 19529, 279, 29898, 29916, 29892, 1024, 1125, 13, 1678, 565, 451, 4842, 305, 29889, 275, 29918, 20158, 29898, 29916, 1125, 13, 4706, 12020, 24875, 2392, 877, 8875, 4225, 304, 367, 263, 323, 6073, 4286, 4830, 29898, 978, 876, 13, 1678, 565, 921, 29889, 6229, 580, 2804, 29871, 29900, 29901, 13, 4706, 12020, 24875, 2392, 877, 8875, 4225, 304, 367, 263, 17336, 313, 9171, 29899, 12531, 323, 6073, 29897, 4286, 4830, 29898, 978, 876, 13, 13, 13, 1753, 1423, 29918, 17642, 29918, 12181, 29898, 29916, 29892, 921, 978, 29892, 343, 29892, 343, 978, 1125, 13, 1678, 565, 921, 29889, 12181, 2804, 343, 29889, 12181, 29901, 13, 4706, 12020, 24875, 2392, 877, 1252, 1103, 292, 426, 1836, 12181, 21313, 1800, 322, 426, 1836, 12181, 21313, 1800, 304, 367, 278, 1021, 4286, 4830, 29898, 29916, 978, 29892, 921, 29889, 12181, 29892, 343, 978, 29892, 343, 29889, 12181, 876, 13, 13, 13, 1753, 697, 8711, 29918, 4561, 29898, 29916, 29892, 474, 1125, 13, 1678, 3240, 353, 4842, 305, 29889, 3298, 359, 29918, 4561, 29898, 29916, 29897, 13, 1678, 3240, 29961, 29875, 29962, 353, 29871, 29896, 29889, 13, 1678, 736, 3240, 13, 13, 13, 1753, 443, 7554, 29898, 20155, 1125, 13, 1678, 736, 14319, 10456, 20155, 29897, 13, 13, 13, 1753, 1423, 29918, 20158, 29898, 1767, 1125, 13, 1678, 565, 451, 4842, 305, 29889, 275, 29918, 20158, 29898, 1767, 1125, 13, 4706, 12020, 7865, 2392, 877, 1252, 1103, 292, 995, 304, 367, 263, 12489, 1495, 13, 13, 13, 1753, 1423, 29918, 1761, 29918, 272, 29918, 23583, 29918, 974, 29918, 29873, 575, 943, 29898, 1767, 1125, 13, 1678, 565, 451, 313, 275, 8758, 29898, 1767, 29892, 19229, 29889, 1293, 29897, 470, 338, 8758, 29898, 1767, 29892, 19229, 29889, 23215, 552, 22164, 13, 4706, 12020, 7865, 2392, 877, 1252, 1103, 292, 995, 304, 367, 263, 1051, 470, 18761, 1495, 13, 1678, 363, 325, 297, 995, 29901, 13, 4706, 1423, 29918, 20158, 29898, 29894, 29897, 13, 13, 13, 1753, 1652, 8606, 29898, 29873, 575, 943, 1125, 13, 1678, 565, 4842, 305, 29889, 275, 29918, 20158, 29898, 29873, 575, 943, 1125, 13, 4706, 736, 25187, 943, 29889, 690, 14443, 6278, 29896, 29897, 13, 1678, 1423, 29918, 1761, 29918, 272, 29918, 23583, 29918, 974, 29918, 29873, 575, 943, 29898, 29873, 575, 943, 29897, 13, 1678, 736, 4842, 305, 29889, 4117, 4197, 29873, 29889, 690, 14443, 6278, 29896, 29897, 363, 260, 297, 25187, 943, 2314, 13, 13, 13, 1753, 443, 1579, 8606, 29918, 294, 29898, 20158, 29892, 25187, 943, 1125, 13, 1678, 565, 4842, 305, 29889, 275, 29918, 20158, 29898, 29873, 575, 943, 1125, 13, 4706, 736, 12489, 29889, 690, 14443, 29898, 29873, 575, 943, 29889, 12181, 29897, 13, 1678, 1423, 29918, 20158, 29898, 20158, 29897, 13, 1678, 1423, 29918, 1761, 29918, 272, 29918, 23583, 29918, 974, 29918, 29873, 575, 943, 29898, 29873, 575, 943, 29897, 13, 1678, 25834, 353, 518, 29873, 29889, 12181, 363, 260, 297, 25187, 943, 29962, 13, 1678, 452, 944, 29879, 353, 518, 29873, 29889, 484, 944, 580, 363, 260, 297, 25187, 943, 29962, 13, 1678, 18696, 353, 4842, 305, 29889, 5451, 29898, 20158, 29889, 690, 14443, 6278, 29896, 511, 452, 944, 29879, 29897, 13, 1678, 736, 518, 1372, 29961, 29875, 1822, 690, 14443, 29898, 845, 11603, 29961, 29875, 2314, 363, 474, 297, 3464, 29898, 2435, 29898, 29873, 575, 943, 28166, 13, 2 ]
Multidimensional-Arrays/Lab-Multidimensional-Lists/primary_diagonal.py
dechevh/Python-Advanced
2
137333
<filename>Multidimensional-Arrays/Lab-Multidimensional-Lists/primary_diagonal.py<gh_stars>1-10 n = int(input()) matrix = [list(map(int, input().split(" "))) for _ in range(n)] total = 0 for i in range(n): value = matrix[i][i] total += value print(total)
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jentry/entry/script/file.py
HansBug/jentry
0
147173
import codecs from typing import Iterator, Tuple import javalang from javalang.ast import Node from javalang.tree import MethodDeclaration, PackageDeclaration, ClassDeclaration from ...model import JavaEntry def is_entry_method(node: Node) -> bool: """ Determine if the given method node is an entry or not. :param node: Given method node. :return: Valid or not. """ if 'public' in node.modifiers and 'static' in node.modifiers \ and node.name == 'main' and node.return_type is None and len(node.parameters) == 1: param = node.parameters[0] if param.type.name == 'String' and ( (not param.varargs and param.type.dimensions == [None]) or (param.varargs and param.type.dimensions == []) ): return True return False def load_entries_from_file(filename: str) -> Iterator[JavaEntry]: """ Load entries from one java source code file. :param filename: File name. :return: Iterator of :class:`jentry.model.entry.JavaEntry` objects. """ with codecs.open(filename, 'r') as cf: for package, clazz in load_entry_classes_from_code(cf.read()): yield JavaEntry(filename, package, clazz) def load_entry_classes_from_code(code: str) -> Iterator[Tuple[str, str]]: """ Load entry classes from one java source code. :param code: Java source code string. :return: Iterator of entry class tuples. """ parsed_code = javalang.parse.parse(code) package = None for pkgpath, pkgnode in parsed_code.filter(PackageDeclaration): if isinstance(pkgnode, PackageDeclaration): package = pkgnode.name for clspath, clsnode in parsed_code.filter(ClassDeclaration): if len(clspath) == 2 and 'private' not in clsnode.modifiers: is_entry = False for mthpath, mthnode in clsnode.filter(MethodDeclaration): if len(mthpath) == 2 and is_entry_method(mthnode): is_entry = True break if is_entry: yield package, clsnode.name
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src/asphalt/serialization/marshalling.py
Asphalt-framework/asphalt-serialization
0
48131
<filename>src/asphalt/serialization/marshalling.py from __future__ import annotations from typing import Any from asphalt.core import qualified_name def default_marshaller(obj: Any) -> Any: """ Retrieve the state of the given object. Calls the ``__getstate__()`` method of the object if available, otherwise returns the ``__dict__`` of the object. :param obj: the object to marshal :return: the marshalled object state """ if hasattr(obj, "__getstate__"): return obj.__getstate__() try: return obj.__dict__ except AttributeError: raise TypeError( f"{qualified_name(obj.__class__)!r} has no __dict__ attribute and does not " f"implement __getstate__()" ) from None def default_unmarshaller(instance: Any, state: Any) -> None: """ Restore the state of an object. If the ``__setstate__()`` method exists on the instance, it is called with the state object as the argument. Otherwise, the instance's ``__dict__`` is replaced with ``state``. :param instance: an uninitialized instance :param state: the state object, as returned by :func:`default_marshaller` """ if hasattr(instance, "__setstate__"): instance.__setstate__(state) else: try: instance.__dict__.update(state) except AttributeError: raise TypeError( f"{qualified_name(instance.__class__)!r} has no __dict__ attribute and " f"does not implement __setstate__()" ) from None
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src/plotting/TATA_enrichment_plots.py
Switham1/PromoterArchitecture
0
139785
<filename>src/plotting/TATA_enrichment_plots.py<gh_stars>0 import argparse import os import matplotlib.pyplot as plt import pandas as pd import seaborn as sns def parse_args(args): """define arguments""" parser = argparse.ArgumentParser(description="TATA_enrichment_plots") parser.add_argument( "file_names", type=str, help="Name of folder and filenames for the promoters extracted", ) parser.add_argument( "gat_TATA_constitutive_output", type=str, help="Location of constitutive promoter gat analysis output", ) parser.add_argument( "gat_TATA_variable_output", type=str, help="Location of variable promoter gat analysis output", ) parser.add_argument( "output_prefix", type=str, help="Output prefix to add to plot file name", ) parser.add_argument( "output_folder_name", type=str, help="Optional output folder name ending in a forward slash", default="", nargs="?", ) parser.add_argument( "variable1_name", type=str, help="Optional replacement name for 2nd variable eg. non-specific", default="constitutive", nargs="?", ) parser.add_argument( "variable2_name", type=str, help="Optional replacement name for 2nd variable eg. tissue_specific", default="variable", nargs="?", ) parser.add_argument( "palette", type=str, help="Optional replacement colour palette for plots", default=None, nargs="?", ) return parser.parse_args( args ) # let argparse grab args from sys.argv itself to allow for testing in module import def create_plot( file_names, output_folder_name, output_prefix, gat_TATA_constitutive_output, gat_TATA_variable_output, palette, variable1_name, variable2_name, ): """import and process the raw outputs after running gat (Genomic association tester). Then create barplot of constitutive and variable gene TATA enrichment""" # import gat output files as dfs constitutive = pd.read_table( gat_TATA_constitutive_output, sep="\t", header=0 ) variable = pd.read_table(gat_TATA_variable_output, sep="\t", header=0) # merge dfs merged = pd.concat([constitutive, variable], ignore_index=True) # set style to ticks sns.set(style="ticks", color_codes=True) # set colour palette colours = sns.color_palette(palette) # bar chart, 95% confidence intervals plot = sns.barplot( x="annotation", y="l2fold", data=merged, order=[variable1_name, variable2_name], palette=colours, ) plot.axhline(0, color="black") plt.xlabel("Gene type") plt.ylabel("Log2-fold enrichment over background").get_figure().savefig( f"../../data/output/{file_names}/TATA/{output_folder_name}plots/{output_prefix}_log2fold.pdf", format="pdf", ) def main(args): # parse arguments args = parse_args(args) # make directory for the plots to be exported to dirName = ( f"../../data/output/{args.file_names}/TATA/{args.output_folder_name}" ) try: # Create target Directory os.mkdir(dirName) print("Directory ", dirName, " created") except FileExistsError: print("Directory ", dirName, " already exists") # make directory for the plots to be exported to dirName = f"../../data/output/{args.file_names}/TATA/{args.output_folder_name}/plots" try: # Create target Directory os.mkdir(dirName) print("Directory ", dirName, " created") except FileExistsError: print("Directory ", dirName, " already exists") # Create barplot create_plot( args.file_names, args.output_folder_name, args.output_prefix, args.gat_TATA_constitutive_output, args.gat_TATA_variable_output, args.palette, args.variable1_name, args.variable2_name, ) if __name__ == "__main__": import sys main(sys.argv[1:])
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tensorflow_addons/optimizers/tests/moving_average_test.py
leandro-gracia-gil/addons
2
66529
# Copyright 2019 The TensorFlow Authors. 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 applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Tests for MovingAverage optimizers.""" import numpy as np import pytest import tensorflow as tf from tensorflow_addons.optimizers import MovingAverage @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_run(): var0 = tf.Variable([1.0, 2.0]) var1 = tf.Variable([3.0, 4.0]) grads0 = tf.constant([0.1, 0.1]) grads1 = tf.constant([0.01, 0.01]) grads_and_vars = list(zip([grads0, grads1], [var0, var1])) opt = MovingAverage(tf.keras.optimizers.SGD(lr=2.0), average_decay=0.5,) opt.apply_gradients(grads_and_vars) opt.apply_gradients(grads_and_vars) np.testing.assert_allclose(var0.read_value(), [0.6, 1.6]) np.testing.assert_allclose(var1.read_value(), [2.96, 3.96]) ema_var0 = opt.get_slot(var0, "average") ema_var1 = opt.get_slot(var1, "average") np.testing.assert_allclose(ema_var0.read_value(), [0.75, 1.75]) np.testing.assert_allclose(ema_var1.read_value(), [2.975, 3.975]) _ = opt.assign_average_vars([var0, var1]) np.testing.assert_allclose(var0.read_value(), [0.75, 1.75]) np.testing.assert_allclose(var1.read_value(), [2.975, 3.975]) var0.assign_add([1.0, 1.0]), var1.assign_add([2.0, 2.0]), ema_var0.assign_add([3.0, 3.0]), ema_var1.assign_add([4.0, 4.0]), np.testing.assert_allclose(var0.read_value(), [1.75, 2.75]) np.testing.assert_allclose(var1.read_value(), [4.975, 5.975]) np.testing.assert_allclose(ema_var0.read_value(), [3.75, 4.75]) np.testing.assert_allclose(ema_var1.read_value(), [6.975, 7.975]) @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_opt_failure(): base_opt = None with pytest.raises(TypeError): MovingAverage(base_opt, 0.5) @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_model_weights_update(): grad = tf.Variable([[0.1]]) model = tf.keras.Sequential( [ tf.keras.layers.Dense( 1, kernel_initializer=tf.keras.initializers.Constant([[1.0]]), use_bias=False, ) ] ) model.build(input_shape=[1, 1]) opt = MovingAverage(tf.keras.optimizers.SGD(lr=2.0), average_decay=0.5) _ = opt.apply_gradients(list(zip([grad], model.variables))) np.testing.assert_allclose(model.variables[0].read_value(), [[0.8]]) _ = opt.assign_average_vars(model.variables) np.testing.assert_allclose(model.variables[0].read_value(), [[0.9]]) @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_model_dynamic_lr(): grad = tf.Variable([[0.1]]) model = tf.keras.Sequential( [ tf.keras.layers.Dense( 1, kernel_initializer=tf.keras.initializers.Constant([[1.0]]), use_bias=False, ) ] ) model.build(input_shape=[1, 1]) opt = MovingAverage(tf.keras.optimizers.SGD(lr=1e-3), average_decay=0.5) _ = opt.apply_gradients(list(zip([grad], model.variables))) np.testing.assert_allclose(opt.lr.read_value(), 1e-3) opt.lr = 1e-4 np.testing.assert_allclose(opt.lr.read_value(), 1e-4) @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_optimizer_string(): _ = MovingAverage("adam") def test_config(): sgd_opt = tf.keras.optimizers.SGD(lr=2.0, nesterov=True, momentum=0.3, decay=0.1) opt = MovingAverage( sgd_opt, average_decay=0.5, num_updates=None, start_step=5, dynamic_decay=True, ) config = opt.get_config() assert config["average_decay"] == 0.5 assert config["num_updates"] is None assert config["start_step"] == 5 assert config["dynamic_decay"] is True new_opt = MovingAverage.from_config(config) old_sgd_config = opt._optimizer.get_config() new_sgd_config = new_opt._optimizer.get_config() for k1, k2 in zip(old_sgd_config, new_sgd_config): assert old_sgd_config[k1] == new_sgd_config[k2] @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_fit_simple_linear_model(): seed = 0x2019 np.random.seed(seed) tf.random.set_seed(seed) num_examples = 5000 x = np.random.standard_normal((num_examples, 3)) w = np.random.standard_normal((3, 1)) y = np.dot(x, w) + np.random.standard_normal((num_examples, 1)) * 1e-4 model = tf.keras.models.Sequential() model.add(tf.keras.layers.Dense(input_shape=(3,), units=1)) opt = MovingAverage("sgd") model.compile(opt, loss="mse") model.fit(x, y, epochs=5) opt.assign_average_vars(model.variables) x = np.random.standard_normal((100, 3)) y = np.dot(x, w) predicted = model.predict(x) max_abs_diff = np.max(np.abs(predicted - y)) assert max_abs_diff < 5e-3 def test_serialization(): sgd_opt = tf.keras.optimizers.SGD(lr=2.0, nesterov=True, momentum=0.3, decay=0.1) optimizer = MovingAverage( sgd_opt, average_decay=0.5, num_updates=None, start_step=5, dynamic_decay=True, ) config = tf.keras.optimizers.serialize(optimizer) new_optimizer = tf.keras.optimizers.deserialize(config) assert new_optimizer.get_config() == optimizer.get_config() @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_start_step(): var0 = tf.Variable([1.0, 2.0]) grads0 = tf.constant([0.1, 0.1]) grads_and_vars = [(grads0, var0)] opt = MovingAverage( tf.keras.optimizers.SGD(lr=1.0), average_decay=0.5, start_step=1, ) opt.apply_gradients(grads_and_vars) np.testing.assert_allclose(var0.read_value(), [0.9, 1.9]) ema_var0 = opt.get_slot(var0, "average") opt.apply_gradients(grads_and_vars) np.testing.assert_allclose(var0.read_value(), [0.8, 1.8]) np.testing.assert_allclose(ema_var0.read_value(), [0.85, 1.85]) @pytest.mark.usefixtures("maybe_run_functions_eagerly") def test_dynamic_decay(): var0 = tf.Variable([1.0, 2.0]) grads0 = tf.constant([0.1, 0.1]) grads_and_vars = [(grads0, var0)] opt = MovingAverage( tf.keras.optimizers.SGD(lr=2.0), average_decay=0.5, dynamic_decay=True, ) opt.apply_gradients(grads_and_vars) opt.apply_gradients(grads_and_vars) np.testing.assert_allclose(var0.read_value(), [0.6, 1.6]) ema_var0 = opt.get_slot(var0, "average") np.testing.assert_allclose(ema_var0.read_value(), [0.64, 1.64]) @pytest.mark.usefixtures("maybe_run_functions_eagerly") @pytest.mark.with_device([tf.distribute.MirroredStrategy]) def test_swap_weights(device): with device.scope(): var = tf.Variable([1.0, 2.0]) grads = tf.constant([0.1, 0.1]) opt = MovingAverage(tf.keras.optimizers.SGD(lr=2.0), average_decay=0.5,) @tf.function def apply_gradients(): opt.apply_gradients([(grads, var)]) device.run(apply_gradients) np.testing.assert_allclose(var.read_value(), [0.8, 1.8]) ema_var = opt.get_slot(var, "average") np.testing.assert_allclose(ema_var.read_value(), [0.85, 1.85]) with device.scope(): opt.shadow_copy([var]) opt.swap_weights() np.testing.assert_allclose(ema_var.read_value(), [0.8, 1.8]) np.testing.assert_allclose(var.read_value(), [0.85, 1.85]) with device.scope(): opt.swap_weights() np.testing.assert_allclose(var.read_value(), [0.8, 1.8]) np.testing.assert_allclose(ema_var.read_value(), [0.85, 1.85])
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app/auth/passwords.py
LambArchie/Competition-Manager
0
115230
<reponame>LambArchie/Competition-Manager<gh_stars>0 """ Controls passwords checks """ from hashlib import sha1 from urllib.request import Request, urlopen from flask import current_app PWNED_PASSWORD_API = "https://api.pwnedpasswords.com/range/" def strength_check(password): """Checks if password reaches minimum requirement Returns True if meets requirements, or string with error if issue""" check = length_check(password) if check != 0: return check if current_app.config['HIBP_PW_CHECK'] is True: check = pwned_passwords_check(password) if check != 0: return "Password has been leaked {} times before".format(check) return 0 def pwned_passwords_check(password): """Uses pwned passwords api""" pw_hash = sha1(password.encode()).hexdigest() hash_prefix = pw_hash[:5] hash_suffix = pw_hash[5:].upper() response = Request(url=PWNED_PASSWORD_API + hash_prefix, headers={ 'User-Agent': 'Competition Manager'}) for line in urlopen(response).read().decode().split('\r\n'): suffix, count = line.split(":") if suffix == hash_suffix: return count return 0 def length_check(password): """Checks minimum length, gets value from config""" if len(password) < int(current_app.config['MIN_LENGTH']): return "Needs to be {} characters long".format(current_app.config['MIN_LENGTH']) return 0
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imblearn/utils/tests/test_validation.py
fengtongtong/imbalanced-learning
1
83223
<reponame>fengtongtong/imbalanced-learning """Test for the validation helper""" # Authors: <NAME> <<EMAIL>> # <NAME> # License: MIT from collections import Counter import numpy as np import pytest from pytest import raises from sklearn.neighbors.base import KNeighborsMixin from sklearn.neighbors import NearestNeighbors from sklearn.utils import check_random_state from sklearn.externals import joblib from sklearn.utils.testing import assert_array_equal from imblearn.utils.testing import warns from imblearn.utils import check_neighbors_object from imblearn.utils import check_ratio from imblearn.utils import hash_X_y from imblearn.utils import check_target_type def test_check_neighbors_object(): name = 'n_neighbors' n_neighbors = 1 estimator = check_neighbors_object(name, n_neighbors) assert issubclass(type(estimator), KNeighborsMixin) assert estimator.n_neighbors == 1 estimator = check_neighbors_object(name, n_neighbors, 1) assert issubclass(type(estimator), KNeighborsMixin) assert estimator.n_neighbors == 2 estimator = NearestNeighbors(n_neighbors) assert estimator is check_neighbors_object(name, estimator) n_neighbors = 'rnd' with raises(ValueError, match="has to be one of"): check_neighbors_object(name, n_neighbors) @pytest.mark.parametrize( "target, output_target", [(np.array([0, 1, 1]), np.array([0, 1, 1])), (np.array([0, 1, 2]), np.array([0, 1, 2])), (np.array([[0, 1], [1, 0]]), np.array([1, 0]))] ) def test_check_target_type(target, output_target): converted_target = check_target_type(target.astype(int)) assert_array_equal(converted_target, output_target.astype(int)) @pytest.mark.parametrize( "target, output_target, is_ova", [(np.array([0, 1, 1]), np.array([0, 1, 1]), False), (np.array([0, 1, 2]), np.array([0, 1, 2]), False), (np.array([[0, 1], [1, 0]]), np.array([1, 0]), True)] ) def test_check_target_type_ova(target, output_target, is_ova): converted_target, binarize_target = check_target_type( target.astype(int), indicate_one_vs_all=True) assert_array_equal(converted_target, output_target.astype(int)) assert binarize_target == is_ova def test_check_target_warning(): target = np.arange(4).reshape((2, 2)) with pytest.warns(UserWarning, match='should be of types'): check_target_type(target) def test_check_ratio_error(): with raises(ValueError, match="'sampling_type' should be one of"): check_ratio('auto', np.array([1, 2, 3]), 'rnd') error_regex = "The target 'y' needs to have more than 1 class." with raises(ValueError, match=error_regex): check_ratio('auto', np.ones((10, )), 'over-sampling') error_regex = "When 'ratio' is a string, it needs to be one of" with raises(ValueError, match=error_regex): check_ratio('rnd', np.array([1, 2, 3]), 'over-sampling') def test_ratio_all_over_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) for each in ('all', 'auto'): assert check_ratio(each, y, 'over-sampling') == {1: 50, 2: 0, 3: 75} def test_ratio_all_under_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = check_ratio('all', y, 'under-sampling') assert ratio == {1: 25, 2: 25, 3: 25} def test_ratio_majority_over_sampling(): error_regex = "'ratio'='majority' cannot be used with over-sampler." with raises(ValueError, match=error_regex): check_ratio('majority', np.array([1, 2, 3]), 'over-sampling') def test_ratio_majority_under_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = check_ratio('majority', y, 'under-sampling') assert ratio == {2: 25} def test_ratio_not_minority_over_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = check_ratio('not minority', y, 'over-sampling') assert ratio == {1: 50, 2: 0} def test_ratio_not_minority_under_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = check_ratio('not minority', y, 'under-sampling') assert ratio == {1: 25, 2: 25} ratio = check_ratio('auto', y, 'under-sampling') assert ratio == {1: 25, 2: 25} def test_ratio_minority_over_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = check_ratio('minority', y, 'over-sampling') assert ratio == {3: 75} def test_ratio_minority_under_sampling(): error_regex = "'ratio'='minority' cannot be used with under-sampler." with raises(ValueError, match=error_regex): check_ratio('minority', np.array([1, 2, 3]), 'under-sampling') def test_ratio_dict_error(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = {1: -100, 2: 50, 3: 25} with raises(ValueError, match="in a class cannot be negative."): check_ratio(ratio, y, 'under-sampling') ratio = {10: 10} with raises(ValueError, match="are not present in the data."): check_ratio(ratio, y, 'over-sampling') ratio = {1: 45, 2: 100, 3: 70} error_regex = ("With over-sampling methods, the number of samples in a" " class should be greater or equal to the original number" " of samples. Originally, there is 50 samples and 45" " samples are asked.") with raises(ValueError, match=error_regex): check_ratio(ratio, y, 'over-sampling') error_regex = ("With under-sampling methods, the number of samples in a" " class should be less or equal to the original number of" " samples. Originally, there is 25 samples and 70 samples" " are asked.") with raises(ValueError, match=error_regex): check_ratio(ratio, y, 'under-sampling') def test_ratio_dict_over_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = {1: 70, 2: 100, 3: 70} ratio_ = check_ratio(ratio, y, 'over-sampling') assert ratio_ == {1: 20, 2: 0, 3: 45} ratio = {1: 70, 2: 140, 3: 70} expected_msg = ("After over-sampling, the number of samples \(140\) in" " class 2 will be larger than the number of samples in the" " majority class \(class #2 -> 100\)") with warns(UserWarning, expected_msg): check_ratio(ratio, y, 'over-sampling') def test_ratio_dict_under_sampling(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) ratio = {1: 30, 2: 45, 3: 25} ratio_ = check_ratio(ratio, y, 'under-sampling') assert ratio_ == ratio def test_ratio_callable(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) def ratio_func(y): # this function could create an equal number of samples target_stats = Counter(y) n_samples = max(target_stats.values()) return {key: int(n_samples) for key in target_stats.keys()} ratio_ = check_ratio(ratio_func, y, 'over-sampling') assert ratio_ == {1: 50, 2: 0, 3: 75} def test_ratio_callable_args(): y = np.array([1] * 50 + [2] * 100 + [3] * 25) multiplier = {1: 1.5, 2: 1, 3: 3} def ratio_func(y, multiplier): """samples such that each class will be affected by the multiplier.""" target_stats = Counter(y) return {key: int(values * multiplier[key]) for key, values in target_stats.items()} ratio_ = check_ratio(ratio_func, y, 'over-sampling', multiplier=multiplier) assert ratio_ == {1: 25, 2: 0, 3: 50} def test_hash_X_y(): rng = check_random_state(0) X = rng.randn(2000, 20) y = np.array([0] * 500 + [1] * 1500) assert hash_X_y(X, y, 10, 10) == (joblib.hash(X[::200, ::2]), joblib.hash(y[::200])) X = rng.randn(5, 2) y = np.array([0] * 2 + [1] * 3) # all data will be used in this case assert hash_X_y(X, y) == (joblib.hash(X), joblib.hash(y))
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Chapter 4/restful_python_chapter_04_05/gamesapi/games/admin.py
Mohamed2011-bit/Building-RESTful-Python-Web-Services
116
130133
<gh_stars>100-1000 """ Book: Building RESTful Python Web Services Chapter 4: Throttling, Filtering, Testing and Deploying an API with Django Author: <NAME> - Twitter.com/gastonhillar Publisher: Packt Publishing Ltd. - http://www.packtpub.com """ from django.contrib import admin # Register your models here.
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setup.py
sdu-cfei/modest-py
37
8804
from setuptools import setup setup( name='modestpy', version='0.1', description='FMI-compliant model identification package', url='https://github.com/sdu-cfei/modest-py', keywords='fmi fmu optimization model identification estimation', author='<NAME>, Center for Energy Informatics SDU', author_email='<EMAIL>, <EMAIL>', license='BSD', platforms=['Windows', 'Linux'], packages=[ 'modestpy', 'modestpy.estim', 'modestpy.estim.ga_parallel', 'modestpy.estim.ga', 'modestpy.estim.ps', 'modestpy.estim.scipy', 'modestpy.fmi', 'modestpy.utilities', 'modestpy.test'], include_package_data=True, install_requires=[ 'fmpy[complete]', 'scipy', 'pandas', 'matplotlib', 'numpy', 'pyDOE', 'modestga' ], classifiers=[ 'Programming Language :: Python :: 3' ] )
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farmer/version.py
jstaf/farmer
0
1600758
<reponame>jstaf/farmer import click import pkg_resources def get_package_versions(): distributions = [dist for dist in pkg_resources.working_set if dist.project_name.startswith(__package__)] return {dist.project_name: dist.version for dist in distributions} def print_package_versions(): for package, version in sorted(get_package_versions().items()): click.echo('{} {}'.format(package, version))
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main.py
ANOVAProjectUSYD/trading-bot
0
68707
import os, argparse import datetime import time from poloniex import Poloniex def read_ticker(): #TODO: should add a check to see if user input is in the list of valid options ticker = input("Enter the ticker pair, e.g. BTC_ETH \n") return ticker def continueOption(): '''Allows user to be able to view option menu again''' cont = input("Would you like to see the options again? Please enter yes or no \n") if cont.lower() == "yes": operating = True elif cont.lower() == "no": operating = False else: print("Invalid option. Terminating program.") quit() return operating def clean_arguments(time_period): '''Validates if time period is allowed.''' if int(time_period) in [300,900,1800,7200,14400,86400]: validPeriod = time_period else: print("Issue with time argument. Program terminating.") quit() return validPeriod def connect_api(): '''Easiest way to connect to Poloniex API.''' api_key = '<KEY>' secret = '6bd7cf3f563edded66f6f73782fed44d0e9cc0b345d5a290a4abf60f7c9713e32a718f94a665237bc2d444320bb33bf98e3911dd547d2c7acdf7a464bc37ae53' polo = Poloniex(api_key, secret) # connects to API with key. return polo def option(result, api_obj, ticker): rdict = {'1': 'You chose to view live prices', '2': 'You chose to view 24 hour volume', '3': 'You chose to view Percentage change', '4': 'You chose to view 24 hour high/low', '5':'Program terminating'} print (rdict[result]) if result == '1': time_period = input("Enter the time period. Valid time periods are 300, 900, 1800, 7200, 14400 and 86400. Press Control-Z to terminate. \n") validPeriod = clean_arguments(time_period) stream_data(api_obj, ticker, validPeriod) elif result == '2': get_daily_vol(api_obj, ticker) operating = continueOption() return(operating) elif result == '3': get_percent_change(api_obj,ticker) operating = continueOption() return(operating) elif result == '4': get_high_low(api_obj,ticker) operating = continueOption() return(operating) elif result == '5': quit() else: print("Please enter a valid number") def get_daily_vol(polo, ticker): '''Computes the 24 hour volume.''' polo_data = polo.returnTicker()[ticker] volume = polo_data['baseVolume'] print("The 24 hour volume is {} BTC".format(volume)) def get_percent_change(polo, ticker): '''Computes the 24 hour percentage change.''' polo_data = polo.returnTicker()[ticker] percentageChange = polo_data['percentChange'] print("The 24 hour percentage change is {}".format(percentageChange)) def get_high_low(polo, ticker): '''Prints out the high and low of the ticker.''' polo_data = polo.returnTicker()[ticker] high = polo_data['high24hr'] low = polo_data['low24hr'] print("The 24 hour high is {} and the 24 hour low is {}".format(high,low)) def stream_data(polo, ticker, ticker_time): '''Streams data regarding cryptocurrency.''' while True: polo_data = polo.returnTicker()[ticker] # polo_data is a dictionary containing info about the ticker. #print(type polo_data) or #print(polo_data.keys()) date = datetime.datetime.now() last_price = polo_data['last'] # read documentation section in README file to see other data we can get. print("Time: {date} Last price: {last_price}".format(date = date, last_price=last_price)) new_time = float("." + str(ticker_time)) time.sleep(new_time) # pauses program and then grabs price after some time. def main(): print("Please enter a trading pair, e.g. BTC_ETH") ticker = read_ticker() operating = True api_obj = connect_api() # While loop so user gets the choice to see options again while operating: result = input(""" Please enter one of the following number options: 1 Check live prices 2 Check 24 hour volume 3 Check 24 hour percentage change 4 Check 24 hour high/low 5 exit \n """) operating = option(result, api_obj, ticker) # this executes the main method if __name__ == "__main__": main()
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ceilometer/network/notifications.py
rackerlabs/instrumented-ceilometer
3
16540
# -*- encoding: utf-8 -*- # # Copyright © 2012 New Dream Network, LLC (DreamHost) # # Author: <NAME> <<EMAIL>> # # 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 applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, WITHOUT # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the # License for the specific language governing permissions and limitations # under the License. """Handler for producing network counter messages from Neutron notification events. """ from oslo.config import cfg from ceilometer.openstack.common.gettextutils import _ # noqa from ceilometer.openstack.common import log from ceilometer import plugin from ceilometer import sample OPTS = [ cfg.StrOpt('neutron_control_exchange', default='neutron', help="Exchange name for Neutron notifications", deprecated_name='quantum_control_exchange'), ] cfg.CONF.register_opts(OPTS) LOG = log.getLogger(__name__) class NetworkNotificationBase(plugin.NotificationBase): resource_name = None @property def event_types(self): return [ # NOTE(flwang): When the *.create.start notification sending, # there is no resource id assigned by Neutron yet. So we ignore # the *.create.start notification for now and only listen the # *.create.end to make sure the resource id is existed. '%s.create.end' % (self.resource_name), '%s.update.*' % (self.resource_name), '%s.exists' % (self.resource_name), # FIXME(dhellmann): Neutron delete notifications do # not include the same metadata as the other messages, # so we ignore them for now. This isn't ideal, since # it may mean we miss charging for some amount of time, # but it is better than throwing away the existing # metadata for a resource when it is deleted. ##'%s.delete.start' % (self.resource_name), ] @staticmethod def get_exchange_topics(conf): """Return a sequence of ExchangeTopics defining the exchange and topics to be connected for this plugin. """ return [ plugin.ExchangeTopics( exchange=conf.neutron_control_exchange, topics=set(topic + ".info" for topic in conf.notification_topics)), ] def process_notification(self, message): LOG.info(_('network notification %r') % message) message['payload'] = message['payload'][self.resource_name] counter_name = getattr(self, 'counter_name', self.resource_name) unit_value = getattr(self, 'unit', self.resource_name) yield sample.Sample.from_notification( name=counter_name, type=sample.TYPE_GAUGE, unit=unit_value, volume=1, user_id=message['_context_user_id'], project_id=message['payload']['tenant_id'], resource_id=message['payload']['id'], message=message) event_type_split = message['event_type'].split('.') if len(event_type_split) > 2: yield sample.Sample.from_notification( name=counter_name + "." + event_type_split[1], type=sample.TYPE_DELTA, unit=unit_value, volume=1, user_id=message['_context_user_id'], project_id=message['payload']['tenant_id'], resource_id=message['payload']['id'], message=message) class Network(NetworkNotificationBase): """Listen for Neutron network notifications in order to mediate with the metering framework. """ resource_name = 'network' class Subnet(NetworkNotificationBase): """Listen for Neutron notifications in order to mediate with the metering framework. """ resource_name = 'subnet' class Port(NetworkNotificationBase): """Listen for Neutron notifications in order to mediate with the metering framework. """ resource_name = 'port' class Router(NetworkNotificationBase): """Listen for Neutron notifications in order to mediate with the metering framework. """ resource_name = 'router' class FloatingIP(NetworkNotificationBase): """Listen for Neutron notifications in order to mediate with the metering framework. """ resource_name = 'floatingip' counter_name = 'ip.floating' unit = 'ip' class Bandwidth(NetworkNotificationBase): """Listen for Neutron notifications in order to mediate with the metering framework. """ event_types = ['l3.meter'] def process_notification(self, message): yield sample.Sample.from_notification( name='bandwidth', type=sample.TYPE_DELTA, unit='B', volume=message['payload']['bytes'], user_id=None, project_id=message['payload']['tenant_id'], resource_id=message['payload']['label_id'], message=message)
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