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#!/usr/bin/env python
from __future__ import print_function
import numpy as np
import cv2
"""
//
// Created by nvidia on 6/18/18.
//
#define DEBUG
#include <opencv2/opencv.hpp>
#include "distance.hpp"
#include "superpixel_seg.hpp"
using namespace cv;
using namespace std;
const int DST_WIDTH = 800;
const int DST_HEI... |
#!/usr/bin/env python3
# ########################################################################
# Copyright (c) 2021 Advanced Micro Devices, Inc.
#
# 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 S... |
"""
ShadeSketch
https://github.com/qyzdao/ShadeSketch
Learning to Shadow Hand-drawn Sketches
<NAME>, <NAME>, <NAME>
Copyright (C) 2020 The respective authors and Project HAT. All rights reserved.
Licensed under MIT license.
"""
import os
import numpy as np
import tensorflow as tf
from model import build_generator, b... |
#
# General-purpose Photovoltaic Device Model - a drift diffusion base/Shockley-Read-Hall
# model for 1st, 2nd and 3rd generation solar cells.
# Copyright (C) 2008-2022 <NAME> r.c.i.m<EMAIL>enzie at googlemail.com
#
# https://www.gpvdm.com
#
# This program is free software; you can redistribute it and/... |
# -*-coding:utf-8-*-
import tensorflow as tf
import numpy as np
from collections import Counter
import os
import json
import time
import argparse
import librosa
parser = argparse.ArgumentParser()
parser.add_argument('wav_list', help='wav list file')
parser.add_argument('text_file', help='text file')
par... |
#!/usr/bin/env python3
import logging
import datetime
import os
import os.path
import sys
from shutil import make_archive
import subprocess
import smtplib
def archive_to_gdrive(mount, root_dir, base_dir, gdrive):
# zip file will be temporarily stored in /data
base = '/data/' + base_dir
zip_file = base + '... |
from django.shortcuts import render
from django.http import HttpResponse
from django.core import serializers
from .models import Category
from .models import Location
from .models import Organization
from .models import Address
from .forms import LandingPageForm
from .forms import ResultsPageForm as filterForm
# inde... |
"""
Variational AutoEncoder
-----------------------
"""
# Author: <NAME>
# License: BSD
# The figure produced by this code is published in the textbook
# "Statistics, Data Mining, and Machine Learning in Astronomy" (2019)
# For more information, see http://astroML.github.com
# To report a bug or issue, use the ... |
# -*- coding: utf-8 -*-
DESCRIPTION = """Collect precision-recall values from best models (using spark)"""
import sys, os, time
from datetime import datetime
from timeit import default_timer as timer
try:
from humanfriendly import format_timespan
except ImportError:
def format_timespan(seconds):
retur... |
import os
from pyblinx.tree import Tree
from pyblinx.chunk import Chunk
from pyblinx.texlist import Texlist
from pyblinx.address import section_addresses, rawaddress, find_section
from argparse import ArgumentParser
from tkinter import Tk, filedialog
from struct import unpack
from pathlib import Path
def m... |
from tkinter import *
from tkinter.filedialog import asksaveasfilename, askopenfilename
from sys import platform
import subprocess
import os
compiler = Tk()
compiler.title("CodeIt")
compiler.attributes("-fullscreen", False)
compiler.configure(bg="#111111")
file_path = ""
outputStr = ""
file_name = ""
def set_file_p... |
# This source code is part of the Biotite package and is distributed
# under the 3-Clause BSD License. Please see 'LICENSE.rst' for further
# information.
import biotite.structure as struc
import numpy as np
import pytest
@pytest.fixture
def atom_list():
chain_id = ["A","A","B","B","B"]
res_id = [1,1,1,1,2]
... |
import os
import os.path as osp
import json
import torch
"""
Logger is built to log the information during the model train like loss, accuracy
ModelSaver is design to save the state_dict of model, optimizer, scheduler etc safetly
Author: <NAME>
"""
class Logger:
def __init__(self, save_path, json_name):
... |
from isoweek import Week
from flask import Blueprint, jsonify, g, request
from app.helpers import api_error_helpers, session_helper, req_helper
from app.models.util import (
user as user_util,
join_token as join_token_util,
schedule as schedule_util,
)
bp = Blueprint("api.user", __name__)
@bp.route("/<... |
from typing import Set, Tuple
from sklearn.ensemble import RandomForestRegressor
from sklearn.decomposition import PCA
from sklearn.neighbors import KNeighborsRegressor
from popsicle.ml_utils.weights_tuner import WeightsTuner
from popsicle.ml_utils.data_set import DataSet
from popsicle.ml_utils.ml_utils import regr_sco... |
"""
Celery Tasks
"""
import logging
import os
import time
from collections import namedtuple
from typing import TYPE_CHECKING
from .worker import celery
from .config import BOT_NAME, BOT_EMAIL
from .. import utils
from ..recipe import Recipe
from ..githandler import TempGitHandler
from ..githubhandler import CheckRun... |
from rest_framework import serializers
from django.apps import apps
from .models import (ArticleModel, FavoriteArticleModel,
BookmarkArticleModel, TagModel,
CommentHistoryModel, CommentModel, ReadStatsModel)
from fluent_comments.models import FluentComment
from .utils import us... |
#
# MythBox for XBMC - http://mythbox.googlecode.com
# Copyright (C) 2011 <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 2
# of the License, or (at your option) a... |
from src.utils.split import Split
import pytorch_lightning as pl
from pytorch_lightning.callbacks import ModelCheckpoint
import torch
import webdataset as wds
from src import constants
from src.model.config import Config, Input, ALL_CONFIGS
from src.model.model import Model
from src.utils.run_once import run_once
impor... |
import numpy as np
import os
from OpenGL import GL
import Op
import ISCV
import cv2
from UI import QGLViewer
# from UI.QGLViewer import PaintOptions
from PIL import Image, ImageMath
from time import time
from StringIO import StringIO
class SkelToImg(Op.Op):
def __init__(self, name='/SkelToImg', locations='', calib... |
#!/usr/bin/env python3
# -*- coding:utf-8 -*-
from typing import List
import sys
import colorsys
def usage(prog: str):
print("Usage: %s color1[,color2[...]] [modify1 [modify2 [...]]]" % prog)
args = """Arguments:
colorX: hex color code (eg. 3a2f12)
modifyX: how to change color
modifyX[0]:
... |
#coding :utf-8
#
# The MIT License (MIT)
#
# Copyright (c) 2016-2018 yutiansut/QUANTAXIS
#
# 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 th... |
from django.shortcuts import render, redirect
from django.urls import reverse_lazy
from django.http import HttpResponseRedirect
from django.contrib.auth.mixins import UserPassesTestMixin, LoginRequiredMixin
from django.views import View
from .models import Image, UserProfile, Comment
from .forms import PostForm, Commen... |
from twisted.plugin import IPlugin
from twisted.words.protocols import irc
from txircd.config import ConfigValidationError
from txircd.module_interface import Command, ICommand, IModuleData, ModuleData
from txircd.modules.xlinebase import XLineBase
from txircd.utils import durationToSeconds, ircLower, now
from zope.int... |
"""
redis.py
Copyright 2021. All Rights Reserved.
Created: May 23, 2021
Authors: <NAME>
"""
import typing
import redis
import numpy as np
class StringStream:
def __init__(self, buffer: bytes):
self._buffer = buffer
self._idx = 0
def getbuffer(self) -> bytes:
return self._buffer[se... |
import inspect
import new
from functools import wraps
from logging import getLogger
from os import environ
from typing import Optional
from roro_ioc.ast_injection import rewrite_ast
from roro_ioc.container import IOCContainer
from roro_ioc.exceptions import NoSourceForArgument, NoDefaultValueForArgument, DoubleProvid... |
#!/usr/bin/env python
"""
Functions to train autoencoder model.
"""
import os
import argparse
import time
import tensorflow as tf
import numpy as np
from PIL import Image
from random import shuffle
from tensorflow.python.keras import callbacks as cbks
from utils import save_images
def gen(inputdir, batch_size):
... |
import os
import numpy as np
import torch
import torch.nn as nn
import torch.optim as optim
from torch.utils.data import DataLoader
from pytorch_datagenerator import DataGenerator
from dataset import Dataset
class NNModel(nn.Module):
def __init__(self):
super().__init__()
layers = []
#VGG... |
#
# Copyright 2020- IBM Inc. All rights reserved
# SPDX-License-Identifier: Apache2.0
#
"""
This module allows verifying a set of network policies against a set of baseline rules
"""
import argparse
import subprocess
import os
import sys
import json
from dataclasses import dataclass
from pathlib import Path
from urll... |
from tkinter import *
from tkinter import ttk
from tkinter import messagebox
GUI = Tk()
GUI.title('โปรแกรมคำนวณ Beam')
GUI.geometry('500x500')
########################################
def Math_additional():
GUI2 = Toplevel()
GUI2.title("หน้าต่างคณิตศาสตร์")
GUI2.geometry('500x400')
de... |
#%%
"""
Runs neural network on data in folder 'Data/Training_Data_and_labels'
In contrast to the equivalent scripts in folder
JupyterNotebooksForGoogleColab these are meant to be run directly on a
local computer.
Adapted from 'main.py' on 2019-08-14 by <NAME>.
Uses parameters guessed manually, without using Talos.
"""... |
import random
import sys
sys.setrecursionlimit(2500)
class UFDS:
def __init__(self,d):
a=list(d.keys())
c=[i.split('-') for i in a]
s=set()
for i in c:
s.update(i)
b=list(s)
self.u=[{i} for i in b]
def find(self,x):
for i ... |
from typing import Optional, Union
import numpy as np
from pyvista import MultiBlock, PolyData, UnstructuredGrid
from ..models import collect_model, multiblock2model
from .utils import _interactive_plotter
##################################
# Picking by entering parameters #
##################################
def ... |
import pandas as pd
from ccxt import okex3
import time
from multiprocessing.dummy import Pool as ThreadPool
from datetime import datetime, timedelta
from pathlib import Path
from concurrent.futures import ProcessPoolExecutor
pd.set_option('expand_frame_repr', False)
exchange = okex3()
contracts = exchange.futuresGetI... |
from datetime import datetime
import math
import sys
import io
import logging
import numpy as np
import pandas as pd
def log(log_str) :
api.logger.info(log_str)
api.send('log',log_str)
def on_input(msg):
att = dict(msg.attributes)
interval_width = api.config.interval_width * 60
header ... |
"""An implementation of SegNet (and Bayesian alternative)."""
from keras.applications.vgg16 import VGG16
from keras.layers import Activation
from keras.layers import BatchNormalization
from keras.layers import Conv2D
from keras.layers import Dropout
from keras.layers import Input
from keras.layers import Lambda
from ke... |
from edgar_importing import db
import socket
import datetime
import time
import sqlalchemy
import argparse
import logging
import json
import urllib2
def parse_args():
parser = argparse.ArgumentParser(description='''Sends vettings to ALA
when they are added, modified, or deleted.''')
parser.add_argumen... |
from pysat.solvers import Solver
from pysat.card import *
from pysat.formula import CNF
import math
#extracts a sudoku solution(in list of list format) from given model
def get_ans(model,ans,k):
model=[ele for ele in model if ele>0]
fac=10**(int(math.log10(k*k)+1))
for i in model:
value=i... |
""" Copyright start
Copyright (C) 2008 - 2020 Fortinet Inc.
All rights reserved.
FORTINET CONFIDENTIAL & FORTINET PROPRIETARY SOURCE CODE
Copyright end """
import validators, requests, json
import base64
from connectors.core.connector import get_logger, ConnectorError
logger = get_logger('FortiAuthenticator')... |
## @file reactionT.py
# @author Aditya
# @brief This file contains the ReactionT
# Online citation: https://stackoverflow.com/questions/45220032/how-to-balance-a-chemical-equation-in-python-2-7-using-matrices
from MoleculeT import *
from ChemTypes import *
from ChemEntity import *
from Equality import *
from ElmSe... |
n=3
mat=[['.']*n for i in range(n)]
win_list=[[1,2,3],[4,5,6],[7,8,9],[1,4,7],[2,5,8],[3,6,9],[1,5,9],[3,5,7]]
#主函数:通过调用get_move,让两位玩家X和O交替落子
def main():
r=c=0
num_moves = 0
print_mat()
print('Move are r,c,or "0" to exit')
exit_flag = False
while not exit_flag:
num_moves += 1
i... |
## This is really the Controller part of MVC. Yes this is weird. Very weird.
from django.shortcuts import render
from django.utils import timezone
from django.http import HttpResponseRedirect, HttpResponse
from .forms import *
from .models import *
from linkedin.linkedin import (LinkedInAuthentication, LinkedInApplicat... |
import os
import glob
import json
from numba import njit
import xml.dom.minidom
from xml.dom import minidom
path = "F:\\0903modeldata\\labels\\"
img_list = glob.glob(path + "*.json")
width = 0
height = 0
# 自行填写当前文件夹,假如文件路径分割数组长度为1
folder = ""
def get_annotation(labels):
res = []
for i in ran... |
###
# Copyright (c) 2012, <NAME>
# Copyright (c) 2020, oddluck <<EMAIL>>
# 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 noti... |
def mergesort(arr, key):
if len(arr) < 2:
return arr
mid = len(arr) // 2
print(arr)
left = arr[:mid]
right = arr[mid:]
mergesort(left, key)
mergesort(right, key)
i = j = k = 0
while i < len(left) and j < len(right):
if key(left[i]) < key(right[j]):
arr... |
from tkinter import *
import tkinter.messagebox
from random import randrange
# ------------------------------------------------------------------------------------------------------------------
def up(event):
"""
Fonction appelée quand la touche 'z' est pressée,
elle définie la direction du serpent sur 'up... |
''' Author : <NAME>
'''
import random
import time
import re
import datetime
from gtts import gTTS
import os
from pygame import mixer
dict = {":)": "happy", ":'(": "sad", "<3": "romantic", ":/": "unsure", ":*": "kiss", "o.O": "confused", ">:O": "upset",
"(y)": "Like"}
mood_che = ["happy", "sad", "ro... |
from itertools import cycle
import numpy as np
from adapt.strategy.strategy import Strategy
class DLFuzzRoundRobin(Strategy):
'''A round-robin strategy that cycles 3 strategies that suggested by DLFuzz.
DLFuzz suggest 4 different strategy as follows:
* Select neurons that are most covered.
* Select neurons... |
import random
import itertools
from copy import deepcopy
import pandas as pd
import numpy as np
import sqr.core.network
import sqr.core.algorithm
import sqr.core.distance
from sqr.core.config import mean_cols, minimum_cols, years
def internal_trades(df,G,in_partition,p_lookup,
check_cells, unassi... |
#!/usr/bin/env python
"""
Blast XML parser that extracts the best hits for each query sequence
and presents the results in order by e-value in
tab-separated format
Author: <NAME>
Email: <EMAIL>
Copyright 2014 <NAME>
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in ... |
import tensorflow as tf
import numpy as np
from RsNet.dataset_nn import model_mnist_meta
from RsNet.tf_config import CHANNELS_LAST, CHANNELS_FIRST
def optimize_linear(grad, eps, ord=np.inf):
"""
Solves for the optimal input to a linear function under a norm constraint.
Optimal_perturbation = argmax_{eta, ... |
# This file contains the functions needed for solving the Stokes system.
from params import rho_i,g,tol,B,rm2,rho_w,C,eps_p,eps_v,dt,quad_degree,Lngth,sigma_0,Hght,dim
from boundary_conds import mark_boundary,apply_bcs
from geometry import bed,s_mean0,lake_vol_0
from hydrology import Vdot
import numpy as np
from dolfi... |
import copy
import pytorch_lightning as pl
import torch
from torch import nn, optim
from torch.nn import functional as F
from GAT.model import GAT
from libs import utils
from TCN.model import TemporalConvNet
from libs.utils import StandardScaler
def clones(module, N):
"Produce N identical layers."
return nn... |
# Copyright 2020 Dakewe Biotech Corporation. 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... |
# -*- coding: utf-8 -*-
"""
reNamer, Author <NAME>(https://github.com/Eshleron/reNamer)
Requirements:
- json
- os
- pathlib
- random
- sys
- time
- PyQt5
Python:
- 3.5.4
This file (reName.py) is part of reNamer.
"""
import json
import os
from pathlib import Path
import random
import sys
import time... |
#!/usr/bin/python
"""
Summary:
One function assigning a palette to input values.
Two functions to make correlation plots.
You can use either.
As for the inputs for plot_correlation_matrix, you can generate a correlation plot each for signal/background:
corr = signal_df.drop(['Signal_Indicator', 'Background_Indicato... |
import os.path
from django.utils.translation import ugettext_lazy as _
from django.db import models
from django.contrib.auth.models import User
from tinymce import models as tinymce_models
class Region(models.Model):
''' One region of RF'''
class Meta():
ordering = ['order']
verbose_name = _... |
from django.http.response import HttpResponseRedirect
from django.shortcuts import render,redirect
from django.contrib.auth.models import User
from django.core.exceptions import ObjectDoesNotExist
from django.http import Http404,JsonResponse
from django.contrib import messages
from django.contrib.auth.decorators import... |
"""
Cost model optimizer based on reinforcement learning
"""
import heapq
import logging
import time
import numpy as np
import tensorflow as tf
from ..util import sample_ints
from .model_based_tuner import ModelOptimizer, knob2point, point2knob
from .reinforcement_learning import ppo_core
logger = logging.getLogger... |
"""predefined_gates.py - defines ultrasonic 'gate' functions (offset windows)
from SciPy's built-in scipy.signal windows
<NAME> (TRI/Austin, Inc.)
"""
__author__ = '<NAME>'
from models.ultrasonicgate import UltrasonicGate
import scipy.signal
class Boxcar(UltrasonicGate):
"""Wrapper for the boxcar window functio... |
import csv
import numpy as np
import emoji
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import confusion_matrix
emoji_dictionary = {"0": "\u2764\uFE0F", # :heart: prints a black instead of red heart depending on the font
"1": ":baseball:",
"2": ":... |
#!/usr/bin/env python
from __future__ import print_function
import base64
from time import sleep
from datetime import date, time
import ConfigParser
from selenium import webdriver
from selenium.common.exceptions import NoSuchElementException
from selenium.webdriver.common.by import By
from selenium.webdriver.support... |
# -*- coding: utf-8 -*-
import random
from collections import deque
import matplotlib.pyplot as plt
import numpy as np
from keras.backend import mean, max, expand_dims
from keras.layers import Dense, Activation, Input, Lambda
from keras.models import Model
from keras.optimizers import Adam
from Highlights import repl... |
# by @knight_errent
# Now will be used in jackzbot too....
import asyncio
import datetime
from datetime import datetime
from telethon import events
from telethon.tl import functions, types
from userbot import CMD_HELP
from userbot.utils import admin_cmd
global USER_AFK # pylint:disable=E0602
global afk... |
import collections
from django.conf import settings
from django.core.exceptions import ImproperlyConfigured
from django.utils.functional import cached_property
from django.utils.translation import ugettext_lazy as _
from cms.app_base import CMSAppConfig, CMSAppExtension
from cms.models import PageContent, Placeholder... |
import tensorflow as tf
import numpy as np
import sklearn as sk
import pandas as pd
class _Dataset():
"""
Docstring for Dataset class
used interanlly for managing our data
class variables:
X : features array
"""
def __init__(self,classification=True,y_dim=1, classes=[]):
#... |
#!/usr/bin/env python
# encoding: utf-8
"""A regex based mock generator from .h header files."""
import logging
import re
import typing
import click
__version__ = "0.5" # UPDATE setup.py when changing version.
__author__ = "elmotec"
__license__ = "MIT"
log = logging.getLogger(__name__)
class MockMethod(typing.... |
import datetime
import tensorflow as tf
import os
import scipy.io as sio
import numpy as np
import matplotlib.pyplot as plt
from nn.td_prediction_lstm_V3 import td_prediction_lstm_V3
from nn.td_prediction_lstm_V4 import td_prediction_lstm_V4
from utils import handle_trace_length, get_together_training_batch, compromise... |
#!/usr/bin/env python3
# Copyright 2018 HTCondor Team, Computer Sciences Department,
# University of Wisconsin-Madison, WI.
#
# 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.... |
import logging
import sys
import shutil
import hashlib
import json
from unittest import TestCase
from unittest import mock
from ansit.environment import (
Environment,
Drivers)
from ansit.manifest import Manifest
from ansit.util import read_yaml_file
from ansit import drivers
logging.basicConfig(level=loggin... |
# lightly adapted from https://github.com/pyro-ppl/pyro/blob/dev/pyro/nn/auto_reg_nn.py
from __future__ import absolute_import, division, print_function
import numpy as onp
from jax import random
import jax.numpy as np
from numpyro.contrib.nn.masked_dense import MaskedDense
def sample_mask_indices(input_dim, hidd... |
from __future__ import unicode_literals
import json
from datetime import date
import locale
import frappe
import random
import string
import requests
import pandas as pd
from datetime import datetime, timedelta
from bs4 import BeautifulSoup
def random_string(string_length=8):
letters = string.ascii_lowercase
retur... |
import py
from pypy.rpython.rmodel import inputconst
from pypy.rpython.lltypesystem import lltype, llmemory
from pypy.rpython.lltypesystem.rclass import InstanceRepr
from pypy.rpython.lltypesystem.rvirtualizable import VABLERTIPTR
class VirtualizableAccessor(object):
def initialize(self, STRUCT, redirected_field... |
# -*- coding: utf-8 -*-
# @Author: rishabh
# @Date: 2018-02-15 04:43:40
# @Last Modified by: <NAME>
# @Last Modified time: 2018-06-15 19:48:42
'''
MIT License
Copyright (c) 2018 <NAME>
'''
### Basic Python modules and Pytorch imports
import utils
import classifier
import time
import torch
from torch import nn,... |
#!/usr/bin/python
# Copyright: (c) 2019, OVH SAS
# 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
DOCUMENTATION = r'''
---
module: vmware_vsan_health_info
short_description: Gather infor... |
# The MIT License (MIT)
# Copyright (c) 2021-present vcokltfre & tag-epic
# 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... |
#-----------------------------------------------------------------------------
# compare_character.py
# Checks an extracted character's graphics to see what's changed between
# versions
#-----------------------------------------------------------------------------
import getopt
import hashlib
import os.path
import pat... |
"""Code for explicit (tabular) construction on product dynamics."""
from __future__ import annotations
import random
from typing import Any, Iterable, Mapping, Protocol, Optional, Sequence, Union
from typing import cast
from uuid import uuid1
import attr
import networkx as nx
import numpy as np
from diss import Edg... |
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
#
import datetime as dt
import torch
import numpy
import pandas as pd
from tqdm import tqdm
from .sem import ChainEquati... |
#!/usr/local/bin/python3.4
import os, sys, logging, json, argparse, time, requests, uuid
from datetime import datetime
from orchestrator import orchestrator as orch
from database import database as db
from config_files import settings
def slice_event_loop(slice_event_filter, poll_interval):
while True:
f... |
import environ
import datetime
import time
import logging
import pytz
import pprint
from django.conf import LazySettings
from django.core.mail import EmailMultiAlternatives
from django.template.loader import render_to_string
from django.utils.html import strip_tags
from ..taskapp.celery import app
from alpha_vantage.ti... |
import torch
from torch.autograd import grad, Variable
import numpy as np
from numpy import linalg as LA
import random
import time
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Ridge, RidgeClassifier
from copy import deepcopy
from contextlib import contextmanager
def set_seeds(s... |
from typing import Any, Callable, Dict, List, Tuple, TypeVar, Union # noqa
from urllib.parse import quote
from werkzeug.datastructures import Headers as WerkzeugHeaders
from werkzeug.datastructures import (
EnvironHeaders, ImmutableDict, ImmutableHeadersMixin, ImmutableMultiDict
)
from werkzeug.urls import url_de... |
# This file is part of Buildbot. Buildbot 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, version 2.
#
# This program is distributed in the hope that it will be useful, but WITHOUT
# ANY WARRANTY; without eve... |
from dataclasses import dataclass
from sqlalchemy import (
Column,
String,
Integer,
Float,
Boolean,
create_engine,
Binary,
)
from sqlalchemy.types import Enum
import uuid
from newsbot.core.constant import SourceName, SourceType
from newsbot.core.sql import Base
class Articles(Base):
__t... |
#! /usr/bin/python3
import sys
import os
import tempfile
import shutil
import runpy
import subprocess
import pwd
import pathlib
import delectable.dlct as dlct
def find_output_file(output_folder_path, output_file_extension) :
names_of_matching_files = find_files_matching_extension(output_folder_path, output_file_e... |
import os
import re
import json
import asyncio
import discord
import requests
from discord import utils
from discord.ext import commands, tasks
config_file_location = "config/config.json"
sc_file_location = "config/secret_config.json"
with open(config_file_location, "r") as config_file:
config = json.load(config_... |
#!/usr/bin/env python
# Copyright (c) 2015 <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, mo... |
from brushfire.utils import quote_string
def field(x):
return "field(%s)" % str(x).encode('utf-8')
def ord(x):
return "ord(%s)" % str(x).encode('utf-8')
def rord(x):
return "rord(%s)" % str(x).encode('utf-8')
def sum(*args):
return "sum(%s)" % ','.join([str(x).encode('utf-8') for x in args])
def su... |
import logging
from urllib.parse import urljoin
from django import template
from django.conf import settings
from django.db.models.fields.files import ImageFieldFile
from django.templatetags.static import static
from django.utils.translation import get_language
from .models import SEOPath
logger = logging.getLogger... |
from math import floor
# given list_tuples as a parameter, this function skims double coordinates (putting them in a set) AND split them
# in two different coordinates
# list_tuples is a list of tuples like this: ((w-1, w), h).
# Semantically a tuple expresses two coordinates: (w-1, h) e (w, h)
def _get_set_coordinat... |
# -*- coding: utf-8 -*-
# mathtoolspy
# -----------
# A fast, efficient Python library for mathematically operations, like
# integration, solver, distributions and other useful functions.
#
# Author: sonntagsgesicht, based on a fork of Deutsche Postbank [pbrisk]
# Version: 0.3, copyright Wednesday, 18 September 20... |
# updated Nov 10, 2020
# load libraries
from __future__ import print_function
from scipy.spatial import ConvexHull
from skimage.transform import downscale_local_mean
from matplotlib.patches import Polygon
from matplotlib.collections import PatchCollection
from skimage.measure import regionprops
import numpy as np
imp... |
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Time : 2021/4/12 0012 10:20
# @Author : <NAME>
# @Site :
# @File : sif_model.py
# @Software:
import os
import json
import numpy as np
from sklearn.decomposition import TruncatedSVD
import data_preprocess
SIF_HPARA_A = 1e-3
SIF_HPARA_RMPC = 1
INS_DICT_PATH = './ins_d... |
# MIT License
#
# Copyright (c) 2021 <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, publi... |
"""rio_viz.raster: raster tiles object."""
from typing import Any, Dict, BinaryIO, Tuple, Union, Sequence
import re
from pathlib import Path
from functools import partial
from concurrent import futures
import numpy
import rasterio
from rasterio.warp import transform_bounds
from rio_tiler import reader
from rio_til... |
import time
import argparse
from concurrent.futures import ThreadPoolExecutor as ThreadPool
import numpy as np
from pathlib import Path
from fastapi import FastAPI
from fastapi.responses import FileResponse, RedirectResponse
from fastapi.middleware.cors import CORSMiddleware
from fastapi.staticfiles import StaticFiles... |
import torch
from . import networks
from . options import Options
from . UNET import UnetRenderer
# from UNET import UnetRenderer
# import networks
# from options import Options
import os
import torch.nn as nn
from PIL import Image
import numpy as np
import torchvision.transforms as transforms
import pickle as pkl
impo... |
import logging
import typing
from math import ceil
import numpy as np
from riptide.clustering import cluster1d
from riptide.timing import timing
log = logging.getLogger('riptide.peak_detection')
class Peak(typing.NamedTuple):
"""
A simple NamedTuple with the essential parameters of a peak found
in a... |
"""
Author: <NAME>
Description: Markowitz Efficient Frontier Portfolio Optimization
using Python
"""
# import needed modules
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import pandas_datareader.data as web
import datetime as dt
import sys
import os
from dateutil.relativedelta import rela... |
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