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# Copyright 2022 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, ... |
# coding=utf-8
# Copyright 2021 The Google Research 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 applicab... |
"""Constants and configs."""
import os
import pathlib
import dotenv
import hikari
dotenv.load_dotenv()
# The reason we need this, is that dns lookup fails with default settings,
# so we need to set the dns severs manually,
# so to stop one dns from ruining our day lets use more than one.
# SOLUTION FROM:
# https://... |
"""Init module."""
from vizier._src.jax import xla_pareto
from vizier._src.jax.xla_pareto import JaxParetoOptimalAlgorithm
|
# -*- coding: utf-8 -*-
"""
github3.api
===========
:copyright: (c) 2012-2014 by Ian Cordasco
:license: Modified BSD, see LICENSE for more details
"""
import warnings
from functools import wraps
from .github import GitHub, GitHubEnterprise
gh = GitHub()
def deprecated(func):
"""Decorator to mark a function as... |
"""
SoftLayer.tests.CLI.modules.subnet_tests
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
:license: MIT, see LICENSE for more details.
"""
import json
from unittest import mock as mock
import SoftLayer
from SoftLayer.fixtures import SoftLayer_Product_Order
from SoftLayer.fixtures import SoftLayer_Product_Pack... |
"""Data loaders for summarization datasets."""
from lit_nlp.api import dataset as lit_dataset
from lit_nlp.api import types as lit_types
import tensorflow_datasets as tfds
class GigawordData(lit_dataset.Dataset):
"""English Gigaword summarization dataset."""
def __init__(self, split="validation", max_examples=-... |
# data from EMSL: https://bse.pnl.gov/bse/portal
# 4-31G EMSL Basis Set Exchange Library 11/9/12 10:13 AM
# Elements References
# -------- ----------
# H, C - F: R. Ditchfield, W.J. Hehre and J.A. Pople, J. Chem. Phys. 54, 724
# (1971).
# He, Ne: ... |
import os
import sys
import urllib
import zipfile
class DatasetExplorer:
"""
Yeri geldiğinde bir adet nesne oluşturulmalıdır.
Lütfen bu sınıftan oluşturulacak nesneye dışarıdan müdahalede bulunmayın.
"""
def __init__(self, demanded_datasets, path_dict):
self.to_be_used_datasets = demanded... |
from torchvision import models
from torch import nn
import torch
import torch.nn.functional as F
class FCN_ResNet18(nn.Module):
def __init__(self, n_class):
super().__init__()
base_model = models.resnet18(pretrained=False)
self.layers = list(base_model.children())
la... |
import torch
from . import common_functions as c_f
class ModuleWithRecords(torch.nn.Module):
def __init__(self, collect_stats=True):
super().__init__()
self.collect_stats = collect_stats
def add_to_recordable_attributes(
self, name=None, list_of_names=None, is_stat=False
):
... |
# coding: utf-8
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------... |
# AUTOGENERATED! DO NOT EDIT! File to edit: nbs/02a_data_anime_heads.ipynb (unless otherwise specified).
__all__ = ['Tokenizer', 'Datasets', 'DataLoaders']
# Cell
import pandas as pd
import numpy as np
from PIL import Image
from sklearn.model_selection import train_test_split
import torch
from torch.utils.data import... |
from collections import OrderedDict
from .common import EWSAccountService, create_shape_element
from ..util import create_element, set_xml_value, TNS, MNS
from ..version import EXCHANGE_2010
class FindFolder(EWSAccountService):
"""MSDN: https://docs.microsoft.com/en-us/exchange/client-developer/web-service-refer... |
from deuce.drivers.blockstoragedriver import BlockStorageDriver
from deuce.drivers.metadatadriver \
import MetadataStorageDriver, GapError, OverlapError # noqa
|
from __future__ import division
from __future__ import print_function
from __future__ import absolute_import
import tensorflow as tf
import numpy as np
import os
import time
import math
from model import Model_S2VT
from data_generator import Data_Generator
from inference_util import Inference
import configuration
im... |
from typing import Dict, Sequence, List
import pyexlatex as pl
from datacode.models.variables import Variable
def model_eqs(structural_dict: Dict[Variable, Sequence[Variable]],
measurement_dict: Dict[Variable, Sequence[Variable]],
var_corr_groups: Sequence[Sequence[Variable]],
... |
from abc import ABC, abstractmethod
import geopandas as gpd
import graph_tool
import graph_tool.draw
import graph_tool.topology
import numpy as np
from aves.features.geo import positions_to_array
from .base import Network
class LayoutStrategy(ABC):
def __init__(self, network: Network, name: str):
self.... |
# -*- coding: utf-8 -*-
from argh.decorators import arg
import lain_sdk.mydocker as docker
from lain_cli.auth import SSOAccess
from lain_cli.utils import check_phase, get_domain
from lain_sdk.util import info, warn
@arg('phase', help="lain cluster phase id, can be added by lain config save")
def logout(phase):
"... |
# -*- coding: utf-8 -*-
# Generated by the protocol buffer compiler. DO NOT EDIT!
# source: pyatv/mrp/protobuf/RegisterHIDDeviceResultMessage.proto
import sys
_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
from google.protobuf import descriptor as _descriptor
from google.protobuf import me... |
#!/usr/bin/env python
"""insertionsort.py: Program to implement insertion sort"""
__author__ = 'Rohit Sinha'
def insertion_sort(alist):
for selected in range(1, len(alist)):
selected_value = alist[selected]
pos = selected
while pos > 0 and alist[pos - 1] > selected_value:
ali... |
#!/usr/bin/env python3
#
# Script to test LUPFactors_simple, LUPFactors and LUPPFactors on a variety
# of ill-conditioned matrices.
#
# Daniel R. Reynolds
# SMU Mathematics
# Math 4315
# imports
import numpy
import time
from LUPFactors_simple import LUPFactors_simple
from LUPFactors import LUPFactors
from LUPPFactors ... |
#!/usr/bin/env python3
#https://codeforces.com/problemset/problem/1140/D
#所有都带1?
#\Sum n**2 的公式 => https://zhuanlan.zhihu.com/p/26351880
i = int(input())
print((i-1)*i*(i+1)//3-2)
|
# -*- coding: utf-8 -*-
#
# 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
#... |
###############################################################################
# WaterTAP Copyright (c) 2021, The Regents of the University of California,
# through Lawrence Berkeley National Laboratory, Oak Ridge National
# Laboratory, National Renewable Energy Laboratory, and National Energy
# Technology Laboratory ... |
from os import path, remove, mkdir, getcwd
import sys
from shutil import copytree, rmtree, copy as shcopy
import PyInstaller.__main__
from py7zr import SevenZipFile
from main.code.engine.constants import cprint, clear_terminal, colorize
import re
# Build instructions
def get_version() -> str:
"""Get version in fo... |
import FWCore.ParameterSet.Config as cms
process = cms.Process("TestDQMFileSaver1")
process.load("DQMServices.Components.test.MessageLogger_cfi")
process.load("DQMServices.Components.EDMtoMEConverter_cff")
process.maxEvents = cms.untracked.PSet(
input = cms.untracked.int32(-1)
)
process.source = cms.Source("Pool... |
from librosa.core import load
from librosa.feature import mfcc
import numpy as np
def normalize_gain(samples: np.ndarray) -> np.ndarray:
min_ = samples.min()
max_ = samples.max()
return (samples - min_) / (max_ - min_)
def mfccs(filepath: str, frame_ms: int, sliding_ms: int, n_mfccs: int) -> np.ndarray:
'''
G... |
# Copyright (c) Meta Platforms, Inc. and 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.
# --------------------------------------------------------
# BEIT: BERT Pre-Training of Image Transformers (https://arxiv.... |
"""
This module defines classes for describing properties of a model.
"""
import collections
import collections.abc
from copy import deepcopy
from datetime import date, datetime
from typing import (
Dict,
Iterable,
List,
Optional,
Sequence,
Set,
Tuple,
Union,
Any,
Callable,
)
fr... |
import FWCore.ParameterSet.Config as cms
from L1Trigger.L1TMuonEndCap.fakeEmtfParams_cff import *
L1TMuonEndCapForestOnlineProd = cms.ESProducer("L1TMuonEndCapForestOnlineProd",
onlineAuthentication = cms.string('.'),
forceGeneration = cms.bool(False),
onlineDB = cms.string('oracle://CMS_... |
#!/usr/bin/env python
#
# This script generates a BPF program with structure inspired by trace.py. The
# generated program operates on PID-indexed stacks. Generally speaking,
# bookkeeping is done at every intermediate function kprobe/kretprobe to enforce
# the goal of "fail iff this call chain and these predicates".
#... |
"""
API operations on User objects.
"""
import copy
import json
import logging
import re
from collections import OrderedDict
from markupsafe import escape
from sqlalchemy import (
false,
or_,
true
)
from galaxy import (
exceptions,
util,
web
)
from galaxy.exceptions import ObjectInvalid
from g... |
import os
import time
from django.core.management.base import BaseCommand, CommandError
from django.contrib.auth.models import User
from django.utils import timezone
from member.models import UserNotification
from nadine import email
class Command(BaseCommand):
help = "Send User Notification Emails."
def h... |
#
# Copyright (c) 2021 the Hugging Face team.
#
# 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 agree... |
# CommentPolicy.py - Pre Checkin Trigger
import os, sys, re, tkMessageBox
def checkComment(comment):
comment = comment.lower()
caseIds = re.findall(r'bug\d+|feat\d+',comment)
return caseIds
def main():
comment = os.environ.get('CLEARCASE_COMMENT','')
version = os.environ['CLEARCASE_XPN']... |
"""Utilities for assertion debugging."""
import collections.abc
import os
import pprint
from typing import AbstractSet
from typing import Any
from typing import Callable
from typing import Iterable
from typing import List
from typing import Mapping
from typing import Optional
from typing import Sequence
import _pytest... |
# Generated by the protocol buffer compiler. DO NOT EDIT!
# source: building_zone_names.proto
import sys
_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
from google.protobuf import descriptor as _descriptor
from google.protobuf import message as _message
from google.protobuf import reflecti... |
from gui import GUI
program = GUI()
program.run() |
import numpy as np
def WithinMP(x,rho,Rss=1.42,Alpha=0.5):
'''
Determines if a set of x and rho (sqrt(y**2 + z**2)) coordinates are
within the magnetopause boundary or not.
Inputs:
x: Position(s) in x MSM direction.
rho: Position(s) in rho MSM direction.
Rss: Distance of the subsolar point on the magnetopa... |
# -*- coding: utf-8 -*-
from futu import *
quote_ctx = OpenQuoteContext(host='127.0.0.1', port=11111)
print(quote_ctx.get_trading_days(Market.HK, start='2018-02-01', end='2018-02-05'))
from futu.quote.quote_get_warrant import Request
req = Request()
req.sort_field = SortField.CODE
req.ascend = True
req.type_list =... |
from unittest import TestCase
from chatterbot.adapters.storage import JsonFileStorageAdapter
from chatterbot.conversation import Statement, Response
class JsonAdapterTestCase(TestCase):
def setUp(self):
"""
Instantiate the adapter.
"""
from random import randint
# Generat... |
import torch
from model_save import *
import torchvision
from torch import nn
# 方式1-》保存方式1，加载模型
model = torch.load("vgg16_method1.pth")
# print(model)
# 方式2，加载模型
vgg16 = torchvision.models.vgg16(pretrained=False)
vgg16.load_state_dict(torch.load("vgg16_method2.pth"))
# model = torch.load("vgg16_method2.pth")
# prin... |
import warnings
warnings.warn(
"\n\n"
"In a future version of Scanpy, `scanpy.api` will be removed.\n"
"Simply use `import scanpy as sc` and `import scanpy.external as sce` instead.\n",
FutureWarning
)
from anndata import AnnData
from ..neighbors import Neighbors
from anndata import read as read_h5ad
... |
import model
import theano_funcs
import utils
from iter_funcs import get_batch_idx
# credit to @fulhack: https://twitter.com/fulhack/status/721842480140967936
import seaborn # NOQA - never used, but improves matplotlib's style
import matplotlib.pyplot as plt
import numpy as np
from mpl_toolkits.axes_grid1 import Im... |
import tensorflow as tf
from tensorflow.python.framework import ops
import sys, os
base_dir = os.path.dirname(os.path.abspath(__file__))
sys.path.append(base_dir)
nnquery_module = tf.load_op_library(os.path.join(base_dir, 'tf_nnquery_so.so'))
def build_sphere_neighbor(database,
query,
... |
from typing import List, Tuple
import numpy as np
import seaborn as sns
import pandas as pd
sns.set_style("darkgrid")
def space_sep_upper(column_name: str) -> str:
"""
Separates strings at underscores into headings.
Used to generate labels from logging names.
Parameters
----------
column_na... |
# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
import argparse
import glob
import multiprocessing as mp
import os
import time
import cv2
import tqdm
from detectron2.config import get_cfg
from detectron2.data.detection_utils import read_image
from detectron2.utils.logger import setup_logger
fro... |
import datetime
from ..controllers.logger import Logger
from ..core.fake_ssl_thread import FakeSslThreadABC
from ..utils.functions import bypass_error, fake_certificate_exists
from ..utils.socket import close_socket_pass_exc, get_bind_socket
from traceback import format_exc
from threading import Thread
from ssl import... |
import unittest
import os
from monty.collections import frozendict, Namespace, AttrDict, \
FrozenAttrDict, tree
test_dir = os.path.join(os.path.dirname(__file__), 'test_files')
class FrozenDictTest(unittest.TestCase):
def test_frozen_dict(self):
d = frozendict({"hello": "world"})
self.asser... |
"""test sparse matrix construction functions"""
import numpy as np
from numpy import array
from numpy.testing import (assert_equal, assert_,
assert_array_equal, assert_array_almost_equal_nulp)
import pytest
from pytest import raises as assert_raises
from scipy._lib._testutils import check_free_memory
from scip... |
"""
`schemas.errors` module defines pydantic models for different error responses.
"""
from pydantic import BaseModel
class NotFoundTask(BaseModel):
error: str = "Task not found by ID"
class NotFoundTopic(BaseModel):
error: str = "Topic not found by ID"
class RateLimitExceeded(BaseModel):
error: str =... |
""" Path utilities for benchbuild. """
import os
import sys
def list_to_path(pathlist):
"""Convert a list of path elements to a path string."""
return os.path.pathsep.join(pathlist)
def path_to_list(pathstr):
"""Conver a path string to a list of path elements."""
return [elem for elem in pathstr.spl... |
from flask import render_template,request,redirect,url_for,abort,flash
from . import main
from ..models import User, Blog, Comment
from flask_login import login_required,current_user
from datetime import datetime, timezone
from .. import db
from .forms import BlogForm,CommentForm
# Views index
@main.route('/')
def in... |
# -*- coding: utf-8 -*-
#
# Copyright 2019 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
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law... |
"""
Module for managing a sensor via KNX.
It provides functionality for
* reading the current state from KNX bus.
* watching for state updates from KNX bus.
"""
from __future__ import annotations
from typing import TYPE_CHECKING, Any, Iterator
from xknx.remote_value import (
GroupAddressesType,
RemoteValue,... |
#!/usr/bin/python
"""Linear topology with one computer, one router and one client"""
import time
import experiment
import topo
class LinearQuic(experiment.Experiment):
"""One edge controller in the leftmost host followed by an edge computer, an edge router and an edge client in the rightmost one"""
def __i... |
from rest_framework import serializers
from api.src.MH.MHModel import MH
class MHSerializer(serializers.ModelSerializer):
class Meta:
model = MH
fields = '__all__'
|
from __future__ import absolute_import, unicode_literals
import collections
import contextlib
import logging
import operator
from mopidy import compat, exceptions, models
from mopidy.compat import urllib
from mopidy.internal import validation
logger = logging.getLogger(__name__)
@contextlib.contextmanager
def _ba... |
# Copyright 2001 by Katharine Lindner. 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.
"""Martel based parser to read NBRF formatted files.
This is a huge regular regular expre... |
# -*- coding: utf-8 -*-
"""
Local settings
- Run in Debug mode
- Use console backend for emails
- Add Django Debug Toolbar
- Add django-extensions as app
"""
import socket
import os
from .common import * # noqa
# DEBUG
# ------------------------------------------------------------------------------
DEBUG = env.bo... |
from __future__ import print_function
import FWCore.ParameterSet.Config as cms
from FWCore.ParameterSet.Config import ModifierChain,Modifier
class Eras (object):
"""
Dummy container for all the cms.Modifier instances that config fragments
can use to selectively configure depending on what scenario is acti... |
"""
Description:
A technique for detecting anomalies in seasonal univariate time
series where the input is a series of <timestamp, count> pairs.
Usage:
anomaly_detect_ts(x, max_anoms=0.1, direction="pos", alpha=0.05, only_last=None,
threshold="None", e_value=False, longterm=Fals... |
from django.contrib import admin
from .models import Comments
admin.site.register(Comments)
|
import asyncio
from ph4_walkingpad import pad
from ph4_walkingpad.pad import WalkingPad, Controller
from ph4_walkingpad.utils import setup_logging
import yaml
import psycopg2
from datetime import date
def on_new_status(sender, record):
distance_in_km = record.dist / 100
print("Received Record:")
print('Dis... |
"""
Created: March 1, 2020
Updated: September 14, 2020
Author: Suleyman Barthe-Sukhera
Description: RSA private and public key classes
"""
from binascii import hexlify, unhexlify
from os import getcwd
from Crypto.Cipher import PKCS1_OAEP
from Crypto.Hash.SHA3_256 import SHA3_256_Hash
from Crypto.PublicKey.RSA import ... |
from pylab import figure, show, setp
#from matplotlib.numerix import sin, cos, exp, pi, arange
import numpy as np
t = np.arange(0.0, 2.0, 0.01)
s1 = np.sin(2*np.pi*t)
s2 = np.exp(-t)
s3 = np.sin(2*np.pi*t)*np.exp(-t)
s4 = np.sin(2*np.pi*t)*np.cos(4*np.pi*t)
fig = figure()
t = np.arange(0.0, 2.0, 0.01)
yprops = dict(... |
# Generated by Django 3.2.5 on 2021-08-01 18:53
from django.db import migrations, models
class Migration(migrations.Migration):
initial = True
dependencies = [
('auth', '0012_alter_user_first_name_max_length'),
]
operations = [
migrations.CreateModel(
name='User',
... |
from __future__ import absolute_import, division, print_function
import logging
import sys
from mesos.interface import Executor
from .messages import decode, encode
class ExecutorProxy(Executor):
"""Base class for Mesos executors.
Users' executors should extend this class to get default implementations of... |
from Jumpscale import j
from bottle import Bottle, request, response
app = Bottle()
client = j.clients.oauth_proxy.get("main")
oauth_app = j.tools.oauth_proxy.get(app, client)
@app.route("/oauth/authorize")
def authorize():
return oauth_app.authorize()
@app.route("/oauth/callback")
def callback():
return ... |
from flask import Flask
from flask_bootstrap import Bootstrap
from config import config_options
from flask_sqlalchemy import SQLAlchemy
from flask_login import LoginManager
from flask_uploads import UploadSet,configure_uploads,IMAGES
from flask_mail import Mail
from flask_simplemde import SimpleMDE
login_manager = Log... |
from __future__ import absolute_import
import falcon
from tracker.utils import create_cart_id, json_dumps
from tracker.hooks import validate_request
from tracker.tasks import db_save
class CartItem(object):
@falcon.before(validate_request)
def on_post(self, req, resp, **params):
params['cart_id'] =... |
# Copyright (c) 2021 Horizon Robotics and ALF Contributors. 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... |
"""The application/controller class for ABQ Data Entry"""
import tkinter as tk
from tkinter import ttk
from tkinter import messagebox
from tkinter import filedialog
from . import views as v
from . import models as m
from .mainmenu import MainMenu
class Application(tk.Tk):
"""Application root window"""
def __in... |
#!/usr/bin/env python
import os
import sys
from pathlib import Path
if __name__ == "__main__":
os.environ.setdefault("DJANGO_SETTINGS_MODULE", "config.settings.local")
try:
from django.core.management import execute_from_command_line
except ImportError:
# The above import may fail for some... |
# -*- coding: utf-8 -*-
#
# Jinja2 documentation build configuration file, created by
# sphinx-quickstart on Sun Apr 27 21:42:41 2008.
#
# This file is execfile()d with the current directory set to its containing dir.
#
# The contents of this file are pickled, so don't put values in the namespace
# that aren't pickleab... |
import keras.backend as K
from keras.layers.convolutional import Conv3D
from keras.layers.core import Activation, Dense, Dropout
from keras.layers.merge import concatenate
from keras.layers.normalization import BatchNormalization
from keras.layers.pooling import (AveragePooling3D, GlobalAveragePooling3D, AveragePooling... |
#===============================================================================
# Imports
#===============================================================================
import os
import re
import sys
import stat
import base64
import inspect
import subprocess
from abc import (
abstractproperty,
)
from os.path i... |
# -*- coding: utf-8 -*-
# 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... |
# -*- coding: utf-8 -*-
"""
pagarmeapisdk
This file was automatically generated by APIMATIC v3.0 (
https://www.apimatic.io ).
"""
from pagarmeapisdk.models.update_price_bracket_request import UpdatePriceBracketRequest
class UpdatePricingSchemeRequest(object):
"""Implementation of the 'UpdatePrici... |
from cnas.evaluation.core.config import args
from cnas.evaluation.eval import eval_entry
if __name__ == "__main__":
eval_entry(args) |
# -*- coding: utf-8 -*-
# Generated by Django 1.11.4 on 2017-10-08 07:20
from __future__ import unicode_literals
from django.db import migrations, models
class Migration(migrations.Migration):
dependencies = [
('music', '0001_initial'),
]
operations = [
migrations.AddField(
... |
import cmiles
import fragmenter
import json
mol_id = cmiles.get_molecule_ids('OCCO', strict=False)
mapped_smiles = (mol_id['canonical_isomeric_explicit_hydrogen_mapped_smiles'])
mol = cmiles.utils.load_molecule(mapped_smiles)
torsions = fragmenter.torsions.find_torsions(mol)
dihedrals_list = [torsions['internal']['t... |
import os
import logging
import urllib.request
import requests
import re
import io
import us
import zipfile
import json
from datetime import datetime
from functools import lru_cache
from enum import Enum
import pandas as pd
import numpy as np
from covidactnow.datapublic.common_fields import CommonFields
from libs.dat... |
# Copyright (C) 2016 Kevin Ross
#
# 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, or
# (at your option) any later version.
#
# This program is distributed in the... |
"""Unit test package for disambigufile."""
|
"""
Tests to visually inspect the results of the library's functionality.
Run checks via
python check_visually.py
"""
from __future__ import print_function, division
import imgaug as ia
from imgaug import augmenters as iaa
from imgaug import parameters as iap
import numpy as np
from scipy import ndimage, misc
from... |
import torch
import torch.nn as nn
class PGD:
def __init__(self, eps=60 / 255., step_size=20 / 255., max_iter=10, random_init=True,
targeted=False, loss_fn=nn.CrossEntropyLoss(), batch_size=64):
self.eps = eps
self.step_size = step_size
self.max_iter = max_iter
sel... |
from support import *
import numpy as np
import shap
np.random.seed(1)
def combined(feature_perturbation, twin=False):
n = 2000
shap_test_size = 2000
X, y, df, eqn = toy_weight_data(n)
X = df.drop('weight', axis=1)
y = df['weight']
rf = RandomForestRegressor(n_estimators=40, oob_score=True, n... |
import torch
import torch.nn as nn
import torch.nn.functional as F
class QNetwork(nn.Module):
def __init__(self, state_size, action_size, seed, hidden_layers):
"""
state_size (int): Dimension of each state
action_size (int): Dimension of each action
seed (int): Random ... |
import time
from collections import deque
from copy import deepcopy
import numpy as np
import torch
from gym import make
from torch import nn
from torch.distributions import Normal
from torch.optim import Adam
from HW03.agent import transform_state, Agent
N_STEP = 1
GAMMA = 0.9
DEVICE = torch.device("cuda" if torch.... |
from datetime import datetime
from uuid import uuid4
from django.contrib.auth import authenticate
from rest_framework.exceptions import NotFound
from api.exceptions import WithdrawalUser, AlreadyLogout
from apps.users.models import User, UserSession
class UserService(object):
def check_username(self, username:... |
import numpy as np
def Mahalanobis_distance(x, mu, M):
"""
Calculating the Mahalanobis distance between x and mu, MD(x,mu), in a space with metric M.
------------PARAMETERS------------
@param simul : Number of simulations
@param x : First vector
@param mu : Second vector, usually containing t... |
import random
'''
def get_trade(r_sold, q_sold, i_buying, agent_id):
return {
'r_sold': r_sold,
'q_sold': q_sold,
'i_buying': i_buying,
'agent_id': agent_id,
'action_id': 'Trade'
}
def get_arb_market(settle_asset, agent_id):
return {
'settle_asset': settle_a... |
# 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... |
import os
import json
import logging
from ..core.logger import setup_logger
from ..benchmarks.utils import run_benchmarks
from ..core.utils import load_class
LOGGER = logging.getLogger()
def run_evaluation(config):
logger_path = os.path.join(config['benchmark_tmp_root'], 'logger')
os.makedirs(config['benchm... |
"""
Parse spotify URLs
"""
from __future__ import unicode_literals, print_function, division
import re
import logging
log = logging.getLogger('spotify')
def handle_privmsg(bot, user, channel, args):
"""Grab Spotify URLs from the messages and handle them"""
m = re.match(".*(https?:\/\/open.spotify.com\/|spo... |
from io import BytesIO
from zipfile import ZipFile
import requests
import os
from utilities.get_or_create_temporary_directory import get_temporary_directory as get_temp
def get_file_from_server(url, return_directory, **kwargs):
"""
This accepts a a URL and (ii) retrieves a zipped shapefile from the URL.
... |
# -*- coding: utf-8 -*-
import sqlalchemy as sa
from sqlalchemy.orm import declarative_base
import sqlalchemy_mate as sam
Base = declarative_base()
class User(Base, sam.ExtendedBase):
__tablename__ = "users"
id = sa.Column(sa.Integer, primary_key=True)
name = sa.Column(sa.String, nullable=True)
t_use... |
#!/usr/bin/env python3
# -*- coding:utf-8 -*-
# Copyright (c) Megvii, Inc. and its affiliates.
# VOC_CLASSES = ( '__background__', # always index 0
VOC_CLASSES = (
"bus",
"car",
"motorcycle",
"truck"
)
|
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