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from typing import Iterable, Tuple, List from cobra.core import Model import pandas as pd import numpy as np def get_shared_metabolites_counts(model1: Model, model2: Model) -> Tuple[int, int]: """This method return the number of unique metabolites in both models . Args: model1 (Model): Fi...
import datetime as dt from pathlib import Path import cartopy.crs as ccrs import matplotlib.pyplot as plt from metpy.interpolate import interpolate_to_grid import numpy as np import pandas as pd from basmati.hydrosheds import load_hydrobasins_geodataframe from cosmic.util import load_cmap_data from basmati.utils impo...
"""Class :py:class:`QWTree` is a QTreeView->QWidget for tree model =================================================================== Usage :: # Run test: python lcls2/psana/psana/graphqt/QWTree.py from psana.graphqt.QWTree import QWTree w = QWTree() Created on 2019-11-12 by <NAME> """ import logging...
from django.shortcuts import render, redirect, get_object_or_404 from django.http import HttpResponse, HttpResponseRedirect, Http404 from django.contrib.auth.forms import UserCreationForm, AuthenticationForm from hello.forms import * from hello.models import * from django.contrib import messages from django.contrib.aut...
import pandas as pd from requests.adapters import HTTPAdapter from urllib3.util.retry import Retry import logging import requests pd.set_option('display.max_columns', None) pd.set_option('display.width', 200) pd.set_option('display.max_rows', 10) def search_data(sentence, language="en", show_header=False, dataset_sc...
#!/usr/bin/env python # 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 # # Authors: # - <NAME>, <EMAIL>, 2017 import os import re from string import...
import warnings import aiohttp from discord import Color, Embed from discord.ext import commands, flags from bot.bot import TechStruckBot from bot.utils import fuzzy, rtfm class RTFM(commands.Cog): """Search through manuals of several python modules and python itself""" targets = { "python": "https...
#!/usr/bin/env python3.5 """Test init methods of encoders.""" import unittest import copy from typing import Dict, List, Any, Iterable from neuralmonkey.encoders.recurrent import SentenceEncoder from neuralmonkey.encoders.sentence_cnn_encoder import SentenceCNNEncoder from neuralmonkey.model.sequence import Embedded...
# -*- coding: utf-8 -*- # # Copyright (C) 2017-2018 KuraLabs S.R.L # # 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 appl...
#!/usr/bin/env python3 -u # Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import argparse import pathlib import sys #tmp debug import time import wandb import torch from tqdm import tqdm f...
from itertools import combinations import numpy as np import pandas as pd from tqdm import tqdm from multiprocessing import Pool import pickle from matplotlib import pyplot as plt import pystan from sklearn.decomposition import PCA def stanmodel(modelname, overwrite): picklefile = modelname + ".pkl" try: ...
""" launch_autohorovod.py is the default launch layer for Determined. It launches the entrypoint script under horovodrun when slots_per_trial>1, or as a regular subprocess otherwise. """ import copy import json import logging import os import socket import subprocess import sys import time from typing import Dict im...
from typing import List, Any from ppq.IR import Operation from ppq.IR.quantize import QuantableOperation from ppq.core import ppq_warning import torch class TorchBackendContext: def __init__(self, executing_device: str) -> None: self.executing_device = executing_device def ASSERT_ALL_TENSORS_AT_CPU(op: Op...
#!/usr/bin/env python """ Dummy server used for unit testing. """ from __future__ import print_function import errno import logging import os import random import string import sys import threading import socket from tornado.platform.auto import set_close_exec import tornado.wsgi import tornado.httpserver import tor...
# pylint: skip-file import pyomo.environ as pe import pytest from hypothesis import given, assume from hypothesis.strategies import integers, lists from pyomo.core.kernel.component_map import ComponentMap from suspect.fbbt.propagation.rules import * from suspect.fbbt.propagation.visitor import BoundsPropagationVisitor...
# encoding=UTF-8 # Copyright © 2009-2019 <NAME> <<EMAIL>> # # 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, modif...
#!/usr/bin/env python import abc import logging import os from glob import glob from bs4 import BeautifulSoup LOGGER = logging.getLogger(__name__) class TextExtractor: """ Extract text from a HTML file. """ def __init__(self, filepath): with open(filepath) as f: html = f.read(...
#!/usr/bin/env python3 import os, sys, time sys.path.append("train") from dewarp import warp from networks.models import fba_decoder, MattingModule, ResnetDilated from networks.resnet_GN_WS import l_resnet50 from PIL import Image import urllib.request import numpy as np import torch import torch.nn.functional as F IMA...
import bpy from . import node_utils from . import shader_function def GetDefaultValue(socket): if socket.type == 'SHADER': shader = node_utils.PBRShader() shader.Mute() return shader if type(socket.default_value) == bpy.types.bpy_prop_array: return list(socket.default_value...
#!/usr/bin/env python3 # standard library import time import os import json from datetime import datetime # display drivers import subprocess import digitalio import board from PIL import Image, ImageDraw, ImageFont import adafruit_rgb_display.st7735 as st7735 # my utility libraries from .trains_util import get_tr...
from collections import namedtuple from copy import copy from itertools import count import torch import torch.nn as nn import torch.nn.functional as F from .utils.copy_and_replace import do_not_copy, copy_and_replace from .utils.ingraph_update import IngraphGradientDescent class BaseEditable(nn.Module): EditRes...
from pylabnet.gui.pyqt.external_gui import Popup, InternalPopup import sys from PyQt5 import (QtCore, QtGui, QtWidgets) from PyQt5.QtWidgets import ( QApplication, QDialog, QMainWindow, QMessageBox) from scipy.optimize import curve_fit # is not automatically installed? import numpy as np def exp_decay(t, a, b, T1...
"""Flashpoint Feed Test File.""" import json import io import pytest from unittest.mock import patch from test_data import input_data from FlashpointFeed import Client, HTTP_ERRORS, MESSAGES, MAX_FETCH from CommonServerPython import DemistoException from requests.exceptions import HTTPError BASE_URL = "https://fp.too...
#!/usr/bin/env python # Copyright (C) 2010 Google Inc. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are # met: # # * Redistributions of source code must retain the above copyright # notice, this list ...
# encoding: utf-8 # Copyright 2011 Tree.io Limited # This file is part of Treeio. # License www.tree.io/license #-*- coding: utf-8 -*- from __future__ import absolute_import, with_statement __all__ = ['ProjectHandler', 'TaskStatusHandler', 'MilestoneHandler', 'TaskHandler', ...
# Copyright (C) 2015 Google Inc., authors, and contributors <see AUTHORS file> # Licensed under http://www.apache.org/licenses/LICENSE-2.0 <see LICENSE file> # Created By: <EMAIL> # Maintained By: <EMAIL> from sqlalchemy import and_ from ggrc import db from ggrc.converters import errors from ggrc.converters.handlers...
import datetime import json import pickle import time import redis import requests from crawler import leave_crawler from utils import config, error_code from utils.session import get_session red_string = redis.StrictRedis.from_url( url=config.REDIS_URL, db=4, charset="utf-8", decode_responses=True) red_bin = re...
import bpy, bgl, blf import numpy as np from bpy_extras.view3d_utils import location_3d_to_region_2d from bgl import glEnable, glDisable, glColor3f, glColor4f, glVertex3f, glPointSize, glLineWidth, glBegin, glEnd, glLineStipple, GL_POINTS, GL_LINE_STRIP, GL_LINES, GL_LINE_STIPPLE from mathutils import Vector, Matrix d...
# Copyright (c) 2017-present, Facebook, Inc. # All rights reserved. # # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. import numpy as np import torch import sys def uniform_multinomial(batchsize, num_action, use_cuda=True): ''' Samp...
#!/usr/bin/env python ##################### # Simple MD program # ##################### import time import numpy as np def create_molecule(n=3, element='He'): """ Create a molecule as atoms in a cube. Parameters ---------- n: integer number of atoms in each dimension of the cube elem...
import logging import re from typing import * from pycparser import c_parser, c_ast, parse_file from tapaconverter.common import get_func_range def get_fake_type(template_type: str) -> str: return template_type.replace('<', '_ANGLE_BRACKET_BEG_') \ .replace('>', '_ANGLE_BRACKET_END_') \ ...
# Copyright 2014 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. """Run the first page of one benchmark for every module. Only benchmarks that have a composable measurement are included. Ideally this test would be compreh...
from .i2c_device import * import numpy as np # HTS221 I2C Slave Address _HTS221_ADDRESS = 0x5f _HTS221_REG_ID = 0x0f _HTS221_ID = 0xbc # Register map _HTS221_WHO_AM_I = 0x0f _HTS221_AV_CONF = 0x10 _HTS221_CTRL1 = 0x20 _HTS221_CTRL2 = 0x21 _HTS221...
# coding=utf-8 # Copyright 2021 TF.Text Authors. # # 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 ag...
#!/usr/bin/env python3 import functools import json import os import re import shutil import sys config_path = os.path.expanduser('~') + '/.xclmrc' try: with open(config_path, 'r') as f: config = json.loads(f.read()) except FileNotFoundError: config = json.loads("{}") config['__INSTALL_PATH'] = in...
import torch import torch.nn as nn class ActionClassification(nn.Module): def __init__(self, feature_size, num_classes, opts): super(ActionClassification, self).__init__() self.opts = opts self.attention_flow_stream = StreamModule(feature_size) self.attentition_rgb_stream = StreamModule(feature_size...
import threading import collections from multiprocessing.pool import RUN, job_counter, TimeoutError, mapstar from multiprocessing.queues import Empty, Full from torch.multiprocessing import Queue from torch.multiprocessing.pool import Pool # # Class whose instances are returned by `Pool.imap()` # class sIMapIterato...
"""Removes old images from ECR.""" import argparse import datetime import json import logging import sys import boto3 import pytz def init(): """Initialize system.""" root_logger = logging.getLogger() root_logger.setLevel(logging.INFO) handler = logging.StreamHandler(sys.stdout) ...
# Copyright (c) OpenMMLab. All rights reserved. import copy import numpy as np import pytest import torch # [1,4c,h,w] input_arr = [[[[1., 2., 3., 4.], [5., 6., 7., 8.], [9., 10., 11., 12.]], [[6, 7, 5, 8], [2, 1, 3, 4], [12, 9, 11, 10]], [[-2, -3, 2, 0], [-4, -5, 1, -1], [-1, -1, -1, -1]]...
import sys from typing import Callable, List, Dict, Tuple, Union import torch import numpy as np import torch.nn as nn import torch.nn.functional as F from torch.tensor import Tensor from utility.helper import show SAMPLE_RATE = 16000 class Hook: def __init__(self, module_path, transform, unique_identifier=Non...
""" Implementation of two dataloader, one for the training and the other one for inference. Both are based on 3D patch samplers allowing a less greedy memory consumption. """ import torch import torch.utils.data import torchio as tio from segmentation_rt.util.util import get_subjects class DatasetSingle: """ ...
#!/usr/bin/env python # -*- coding: utf-8 -*- # # Copyright 2018 <NAME> # # 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 b...
# -*- coding: utf-8 -*- # # Copyright 2018-2020 Data61, CSIRO # # 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 applicabl...
import numbers import math import numpy as np import os from sklearn.feature_extraction.image import extract_patches from contextlib import contextmanager class AverageMeter: """Computes and stores the average and current value""" def __init__(self): self.reset() def reset(self): self.val...
# SPDX-FileCopyrightText: Copyright 2021, <NAME> <<EMAIL>> # SPDX-License-Identifier: BSD-3-Clause # SPDX-FileType: SOURCE # # This program is free software: you can redistribute it and/or modify it under # the terms of the license found in the LICENSE.txt file in the root directory # of this source tree. # ======= #...
#! /usr/bin/env python import numpy as np import os import h5py import sys import scipy.signal import argparse def minor_format(x, i=None): return x def main(): parser = argparse.ArgumentParser(description='Generating CSR Spectrogramms from Inovesa result files') parser.add_argument('directory', type=str, he...
from fsUtils import setDir, isDir, setFile, isFile from webUtils import getURL, getHTML from time import sleep from timeUtils import getDateTime, isDate from ioUtils import getFile, saveFile class top40: def __init__(self, debug=False): self.chartsDir = "/Volumes/Piggy/Charts" if not isDir(self.ch...
# Copyright 2020 Google LLC # # 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, softw...
import argparse import os import os.path as osp import warnings import mmcv import numpy as np import onnxruntime as ort import torch from mmcv.parallel import MMDataParallel from mmcv.runner import get_dist_info from mmcv.utils import DictAction from mmseg.apis import single_gpu_test from mmseg.datasets import build...
""" Unified implementations of tokenizers. Created by <NAME>, Dec. of 2018 """ class Tokenizer(object): """ A abstract class that needs the implementation of the following functions: to_ids() : function that converts list of tokens/ a string to list of tokens to_tokens() : function that converts list o...
# Copyright 2020 Soil, Inc. from oslo_log import log as logging from soil.exception import SoilException from soil.utils.request import get_request, post_request, delete_request from soil.i18n import _, _LE LOG = logging.getLogger(__name__) INSTANCES_URL = '/servers/detail' INSTANCE_URL = '/servers/{instance_id}' ...
#!/usr/bin/env python """ The WiPy firmware update script. Transmits the specified firmware file over FTP, and then resets the WiPy and optionally verifies that software was correctly updated. Usage: ./update-wipy.py --file "path_to_mcuimg.bin" --verify Or: python update-wipy.py --file "path_to_mcuimg.bin"...
""" Provides the Merkle-proof object. """ import os import json from time import time, ctime from pymerkle.hashing import HashEngine from pymerkle.utils import log10, generate_uuid PROOF_TEMPLATE = """ ----------------------------------- PROOF ------------------------------------ uuid : {uuid} ...
""" This defines a Lakehouse with two options for storage and two options for data-processing. Both storage options work with both processing options. The storage options are local filesystem and S3. In both cases, data is stored in Parquet files using the "Hadoop-style" layout in which each table corresponds to a d...
# -*- coding: utf-8 -*- import pykd import color import sys import traceback ARCH = None MAX_DEREF = 20 cpu_mode = pykd.getCPUMode() if cpu_mode == pykd.CPUType.I386: ARCH = 'x86' elif cpu_mode == pykd.CPUType.AMD64: ARCH = 'x64' else: pykd.dprintln("CPU mode: {} not supported.".format(cpu_mode)) s...
def printHSP(hsp, indent=''): for attr in ['bits', 'expect', 'frame', 'query_end', 'query_start', 'sbjct', 'query', 'sbjct_end', 'sbjct_start']: print('%s%s: %s' % (indent, attr, hsp[attr])) def normalizeHSP(hsp, readLen, blastApplication): """ Examine an HSP and return informatio...
# Copyright 2020-2021 Huawei Technologies Co., Ltd # # 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 agre...
"""Test for pydent.relationships.py.""" from pydent import ModelBase from pydent.relationships import HasMany from pydent.relationships import HasManyGeneric from pydent.relationships import HasManyThrough from pydent.relationships import HasOne from pydent.relationships import Many from pydent.relationships import One...
import json from importlib.util import module_from_spec, spec_from_file_location from inspect import stack from os.path import basename, abspath, dirname from pathlib import Path from urllib.parse import urlparse import yaml from falcon import routing from falcon.routing.compiled import CompiledRouter class OpenApiR...
''' Physical quantities and functions ''' import yt, numpy as np from yt.utilities.cosmology import Cosmology from yt.units import speed_of_light_cgs as speed_of_light ## units of physical quantities units = { 'DM' :r"pc cm$^{-3}$", 'RM' :r"rad m$^{-2}$", 'SM' :r"kpc m$^{-20/3}$", # ...
""" Auteur main module. usage: auteur.py [-h] [-d] {add,build} ... Create an entire blog website from simple Markdown files. positional arguments: {add,build} add Add an article to the blog. build Build or rebuild the entire blog website. optional arguments: -h, --help show this help messa...
from .DS2dataset import Dataconnector from .util import Util import requests as req import json class Opsproject(object): utilClass = Util() def __init__(self, info, user): if not isinstance(info, dict): raise Exception(str(info)) if info.get('error'): raise Exception(i...
import os import re import logging from enum import Enum from typing import Iterable from urllib.parse import urlsplit from datetime import datetime, timezone try: import ujson as json except ImportError: import json import requests from .config import CONFIG_PER_NETLOC logger = logging.getLogger(__name__) ...
import logging import mysql.connector import os import re from telegram import InlineKeyboardButton, InlineKeyboardMarkup from telegram.ext import Updater, CommandHandler, Job, MessageHandler, Filters, CallbackQueryHandler, JobQueue import parser class UserChat: def __init__(self, chat_id, bot): self.id...
# -*- coding: utf-8 -*- from itertools import product # Use Python 2 map here for now from funcy.py2 import map, cat from django.db.models.query import QuerySet from django.db.models.sql import OR from django.db.models.sql.query import Query, ExtraWhere from django.db.models.sql.where import NothingNode # This thing e...
"""Tests for server.py.""" import pytest import os from client import client from server import ( parse_request, resolve_uri, folder_contents_html, get_path, response_ok, response_error ) walk_dir = os.getcwd() if walk_dir.split()[-1] != 'src': # code to make tox work walk_dir += '/src' wa...
import numpy as np from .tree import Tree def parse_xgb_ensemble(model): """ Parse XGBoost model based on its string representation. """ # validation model_params = model.get_params() assert model_params['reg_alpha'] == 0 assert model_params['tree_method'] == 'hist' string_data = _g...
import time import argparse import torchvision import torch import torch.nn as nn import torch.nn.functional as F from util import AverageMeter from encoder import SmallAlexNet def parse_option(): parser = argparse.ArgumentParser('STL-10 Representation Learning with Alignment and Uniformity Losses') parser...
from django.contrib import admin from django.utils.safestring import mark_safe from django.utils.html import format_html from django.shortcuts import get_object_or_404 from .models import ( Item, ItemImages, OrderItem, Order, Category, Payment, Coupon, Address, Refund, UserProfil...
import numpy as np from scipy.optimize import linear_sum_assignment import tensorflow as tf import tensorflow.contrib.slim as slim SMALL_EPSILON = 1e-10 def compute_assignments(locations, confidences, gt_bboxes, num_gt_bboxes, batch_size, alpha): """ locations: [batch_size * num_predictions, 4] confidences: [ba...
import smtplib , os , sys , time Count = 0 _Count = 0 def Banner(): Ban = "\n\t\t\t[>] SimpleGMailBruter [<]\n"; print(Ban) def StartBruteAccount(Passlist,account,SMTPServer,Count,_Count,Time): with open('{0}'.format(Passlist),'r') as PasswordsFile: for Password in PasswordsFile: Password = Passwor...
#!/usr/bin/env python ############################################################################### # Copyright Kitware Inc. # # 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 # # ht...
# Copyright (c) OpenMMLab. All rights reserved. import torch from mmcv.ops import nms from torch import Tensor from torch.onnx import symbolic_helper as sym_help from mmdeploy.core import SYMBOLIC_REWRITER class ONNXNMSop(torch.autograd.Function): """Create onnx::NonMaxSuppression op. NMS in mmcv only suppo...
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import warnings from unittest import SkipTest import numpy as np import pytest import nevergrad.common.typing as tp impor...
#!/usr/bin/env python # -*- coding: utf-8 -*- """ Archivo mapa.py que sirve para dibujar el mapa de méxico """ from mpl_toolkits.basemap import Basemap import matplotlib.pyplot as plt import numpy as np import matplotlib.animation as animation from pylab import * import numpy as np import time import generacion #...
from string import capwords class Restaurant(): # 3 arguments, self, r_n, and c_t def __init__(self, restaurant_name, cuisine_type): """ Create a restaurant with a name and food type.""" # Each instance types restaurant name = the argument we give to restaurant # name. Same for cuisine_...
import logging import time from celery.exceptions import SoftTimeLimitExceeded from redash import models, redis_connection, settings, statsd_client from redash.models.parameterized_query import (InvalidParameterError, QueryDetachedFromDataSourceError) from redash.tasks.fa...
from re import A import sys import glob from turtle import fd import pandas as pd """A script to take monthly data in separate train/validate/test folders, and produce a single file for each train/validate/test. We also caculate the "delta features" i.e. V20 - V15 for the time constant features All feat...
import numpy as np import torch import torch.nn as nn import torch.nn.functional as F from opt_einsum import contract as einsum import copy import dgl import torch_geometric from torch_geometric.data import Data # hk VarianceScaling(1.0, "fan_in", "truncated_normal") #def init_lecun_normal(module, scale=1.0): # de...
""" Like image_sample.py, but use a noisy image classifier to guide the sampling process towards more realistic images. """ import argparse import os from PIL import Image import glob import numpy as np import torch as th import torch.distributed as dist import torch.nn.functional as F from transformers import GPT2T...
#! /usr/bin/env python3 # _*_coding:utf-8 -*_ import json, os, time, logging, shutil logger = logging.getLogger("Server") def singleton(cls): _instance = {} def _singleton(*args, **kargs): if cls not in _instance: _instance[cls] = cls(*args, **kargs) return _instance[cls] re...
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import distutils.spawn try: import importlib.resources as pkg_resources except ImportError: # For <=3.6 import importlib_resources ...
import requests import zlib import json import base64 import time import copy import random from cqhttp import CQHttp from apscheduler.schedulers.blocking import BlockingScheduler def addSalt(ori: bytearray): # 从网页JS当中提取到的混淆盐值,每隔一位做一次异或运算 Salt = '%#54$^%&SDF^A*52#@7' i = 0 for ch in ori: if i ...
""" IxLoad package testing. """ import inspect import logging import time from pathlib import Path from typing import Optional from ixload.ixl_app import IxlApp from ixload.ixl_statistics_view import IxlStatView logger = logging.getLogger('ixload') def test_hello_world(ixload: IxlApp) -> None: """ Fufu test ju...
# coding=utf-8 # *** WARNING: this file was generated by the Pulumi Terraform Bridge (tfgen) Tool. *** # *** Do not edit by hand unless you're certain you know what you are doing! *** import json import warnings import pulumi import pulumi.runtime from typing import Union from . import utilities, tables class GetAvai...
"""DICOM dataset utility functions.""" import logging import os import zlib from pydicom.filebase import DicomBytesIO from pydicom.filereader import read_dataset, read_preamble from pydicom.filewriter import write_dataset, write_data_element from pynetdicom.utils import pretty_bytes LOGGER = logging.getLogger('pyn...
import os import numpy as np import cv2 import matplotlib.pyplot as plt def APCE(response_map): Fmax=np.max(response_map) Fmin=np.min(response_map) apce=(Fmax-Fmin)**2/(np.mean((response_map-Fmin)**2)) return apce def PSR(response): response_map=response.copy() max_loc=np.unravel_...
__all__ = ['Project', 'Experiment', 'Result', 'Stat', 'Variation', 'Goal', 'Audience'] import json import urllib class ResourceGenerator(object): def __init__(self, client=None, resource=None): if client is None: raise ValueError('Must specify client.') if resource is None: raise ValueError('Mu...
# Copyright 2020 IBM Corporation # # 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, ...
# -*- coding: utf-8 -*- from __future__ import print_function import os import requests try: import ujson as json except ImportError: import json import pandas as pd from datetime import datetime from socketIO_client_nexus import SocketIO, BaseNamespace from sseclient import SSEClient from six import string_typ...
# From https://github.com/tartley/colorama # Copyright <NAME> 2013 # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # * Redistributions of source code must retain the above copyright notice, this...
#!/usr/bin/env python3 import argparse import matplotlib.pyplot as plt import os import torch import torch.nn as nn import torch.nn.functional as F from torch.utils.data import Dataset, DataLoader import torch.optim as optim from torch.utils.tensorboard import SummaryWriter import numpy as np from torchdiffeq import...
import hashlib import re from datetime import datetime from typing import Iterator import requests from ay_advance import chinese_to_int, AyStr from ay_advance.GocqConnection import CqCode import random from sqlalchemy import Column, Integer, String, DateTime, or_, LargeBinary from sqlalchemy.ext.declarative import d...
"""Utility functions.""" import datetime as dt import functools import inspect import urllib from . import movable_feasts from .movable_feasts import AshWednesday from .movable_feasts import MovableFeast from .movable_feasts import PalmSunday from .movable_feasts import PassionSunday ORDINALS = { 1: 'First', ...
# -*- coding: utf-8 -*- # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved """ This file contains components with some default boilerplate logic user may need in training / testing. They will not work for everyone, but many users may find them useful. The behavior of functions/classes in this file ...
""" Copyright (c) Microsoft Corporation. Licensed under the MIT license. Uniter for VQA model """ import json from os.path import abspath, dirname from collections import defaultdict import torch from torch import nn from torch.nn import functional as F from torch.distributions import Beta from apex.normalization.fus...
from functools import lru_cache import dash import dash_bootstrap_components as dbc import dash_core_components as dcc import dash_html_components as html import pandas as pd import numpy as np import plotly.graph_objs as go from components.synergy_info.syn_info import infoblock_matrix from app import app from db im...
import logging import numpy as np import torch from ml.losses import round_loss from .data_utility import ( expand_dic, get_all_vids, get_batch_r, get_mask, one_hot_vids, rescale_rating, reverse_idxs, sort_by_first, ) """ To prepare data from training and reshape it after training M...
from neuwon.database import Database, Function, Method, TimeSeries import math import random import pytest def test_basic_function(): @Function def foo(x): """ Foo's help message! """ return x + 3 help(foo) assert foo(3) == 6 qq = Function(lambda: 42) assert qq() == 42 def ...
#!/usr/bin/env python3 # -*- coding: utf-8 -*- #!/usr/bin/env python3 # -*- coding: utf-8 -*- """ Implementing Friedlander 1987 ============================= Friedlander 1987 [1] formulates the localisation problem as the source being the intersection point of multiple major axis lines. Each set of three mics lies on...