annotate build/bdist.linux-x86_64/egg/MLaaS/tfaas_client.py @ 0:cbbe42422d56 draft

planemo upload for repository https://github.com/CHESSComputing/ChessAnalysisPipeline/tree/galaxy commit 1401a7e1ae007a6bda260d147f9b879e789b73e0-dirty
author kls286
date Tue, 28 Mar 2023 15:07:30 +0000
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1 #!/usr/bin/env python
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2 #-*- coding: utf-8 -*-
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3 #pylint: disable=
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4 """
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5 File : tfaas_client.py
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6 Author : Valentin Kuznetsov <vkuznet AT gmail dot com>
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7 Description: simple python client to communicate with TFaaS server
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8 """
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9
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10 # system modules
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11 import os
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12 import sys
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13 import pwd
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14 import ssl
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15 import json
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16 import binascii
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17 import argparse
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18 import itertools
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19 import mimetypes
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20 if sys.version_info < (2, 7):
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21 raise Exception("TFaaS client requires python 2.7 or greater")
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22 # python 3
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23 if sys.version.startswith('3.'):
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24 import urllib.request as urllib2
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25 import urllib.parse as urllib
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26 import http.client as httplib
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27 import http.cookiejar as cookielib
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28 else:
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29 import mimetools
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30 import urllib
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31 import urllib2
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32 import httplib
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33 import cookielib
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34
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35 TFAAS_CLIENT = 'tfaas-client/1.1::python/%s.%s' % sys.version_info[:2]
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36
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37 class OptionParser():
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38 def __init__(self):
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39 "User based option parser"
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40 self.parser = argparse.ArgumentParser(prog='PROG')
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41 self.parser.add_argument("--url", action="store",
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42 dest="url", default="", help="TFaaS URL")
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43 self.parser.add_argument("--upload", action="store",
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44 dest="upload", default="", help="upload model to TFaaS")
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45 self.parser.add_argument("--bundle", action="store",
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46 dest="bundle", default="", help="upload bundle ML files to TFaaS")
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47 self.parser.add_argument("--predict", action="store",
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48 dest="predict", default="", help="fetch prediction from TFaaS")
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49 self.parser.add_argument("--image", action="store",
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50 dest="image", default="", help="fetch prediction for given image")
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51 self.parser.add_argument("--model", action="store",
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52 dest="model", default="", help="TF model to use")
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53 self.parser.add_argument("--delete", action="store",
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54 dest="delete", default="", help="delete model in TFaaS")
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55 self.parser.add_argument("--models", action="store_true",
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56 dest="models", default=False, help="show existing models in TFaaS")
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57 self.parser.add_argument("--verbose", action="store_true",
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58 dest="verbose", default=False, help="verbose output")
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59 msg = 'specify private key file name, default $X509_USER_PROXY'
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60 self.parser.add_argument("--key", action="store",
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61 default=x509(), dest="ckey", help=msg)
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62 msg = 'specify private certificate file name, default $X509_USER_PROXY'
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63 self.parser.add_argument("--cert", action="store",
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64 default=x509(), dest="cert", help=msg)
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65 default_ca = os.environ.get("X509_CERT_DIR")
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66 if not default_ca or not os.path.exists(default_ca):
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67 default_ca = "/etc/grid-security/certificates"
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68 if not os.path.exists(default_ca):
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69 default_ca = ""
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70 if default_ca:
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71 msg = 'specify CA path, default currently is %s' % default_ca
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72 else:
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73 msg = 'specify CA path; defaults to system CAs.'
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74 self.parser.add_argument("--capath", action="store",
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75 default=default_ca, dest="capath", help=msg)
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76 msg = 'specify number of retries upon busy DAS server message'
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77
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78 class HTTPSClientAuthHandler(urllib2.HTTPSHandler):
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79 """
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80 Simple HTTPS client authentication class based on provided
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81 key/ca information
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82 """
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83 def __init__(self, key=None, cert=None, capath=None, level=0):
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84 if level > 0:
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85 urllib2.HTTPSHandler.__init__(self, debuglevel=1)
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86 else:
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87 urllib2.HTTPSHandler.__init__(self)
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88 self.key = key
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89 self.cert = cert
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90 self.capath = capath
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91
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92 def https_open(self, req):
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93 """Open request method"""
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94 #Rather than pass in a reference to a connection class, we pass in
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95 # a reference to a function which, for all intents and purposes,
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96 # will behave as a constructor
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97 return self.do_open(self.get_connection, req)
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98
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99 def get_connection(self, host, timeout=300):
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100 """Connection method"""
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101 if self.key and self.cert and not self.capath:
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102 return httplib.HTTPSConnection(host, key_file=self.key,
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103 cert_file=self.cert)
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104 elif self.cert and self.capath:
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105 context = ssl.SSLContext(ssl.PROTOCOL_TLSv1)
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106 context.load_verify_locations(capath=self.capath)
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107 context.load_cert_chain(self.cert)
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108 return httplib.HTTPSConnection(host, context=context)
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109 return httplib.HTTPSConnection(host)
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110
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111 def x509():
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112 "Helper function to get x509 either from env or tmp file"
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113 proxy = os.environ.get('X509_USER_PROXY', '')
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114 if not proxy:
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115 proxy = '/tmp/x509up_u%s' % pwd.getpwuid( os.getuid() ).pw_uid
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116 if not os.path.isfile(proxy):
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117 return ''
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118 return proxy
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119
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120 def check_auth(key):
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121 "Check if user runs das_client with key/cert and warn users to switch"
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122 if not key:
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123 msg = "WARNING: tfaas_client is running without user credentials/X509 proxy, create proxy via 'voms-proxy-init -voms cms -rfc'"
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124 print(msg)
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125
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126 def fullpath(path):
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127 "Expand path to full path"
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128 if path and path[0] == '~':
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129 path = path.replace('~', '')
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130 path = path[1:] if path[0] == '/' else path
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131 path = os.path.join(os.environ['HOME'], path)
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132 return path
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133
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134 def choose_boundary():
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135 """
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136 Helper function to replace deprecated mimetools.choose_boundary
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137 https://stackoverflow.com/questions/27099290/where-is-mimetools-choose-boundary-function-in-python3
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138 https://docs.python.org/2.7/library/mimetools.html?highlight=choose_boundary#mimetools.choose_boundary
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139 >>> mimetools.choose_boundary()
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140 '192.168.1.191.502.42035.1678979116.376.1'
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141 """
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142 # we will return any random string
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143 import uuid
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144 return str(uuid.uuid4())
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145
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146 # credit: https://pymotw.com/2/urllib2/#uploading-files
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147 class MultiPartForm(object):
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148 """Accumulate the data to be used when posting a form."""
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149
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150 def __init__(self):
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151 self.form_fields = []
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152 self.files = []
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153 if sys.version.startswith('3.'):
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154 self.boundary = choose_boundary()
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155 else:
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156 self.boundary = mimetools.choose_boundary()
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157 return
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158
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159 def get_content_type(self):
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160 return 'multipart/form-data; boundary=%s' % self.boundary
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161
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162 def add_field(self, name, value):
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163 """Add a simple field to the form data."""
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164 self.form_fields.append((name, value))
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165 return
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166
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167 def add_file(self, fieldname, filename, fileHandle, mimetype=None):
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168 """Add a file to be uploaded."""
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169 body = fileHandle.read()
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170 if mimetype is None:
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171 mimetype = mimetypes.guess_type(filename)[0] or 'application/octet-stream'
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172 if mimetype == 'application/octet-stream':
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173 body = binascii.b2a_base64(body)
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174 # if isinstance(body, bytes):
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175 # body = body.decode("utf-8")
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176 self.files.append((fieldname, filename, mimetype, body))
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177 return
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178
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179 def __str__(self):
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180 """Return a string representing the form data, including attached files."""
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181 # Build a list of lists, each containing "lines" of the
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182 # request. Each part is separated by a boundary string.
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183 # Once the list is built, return a string where each
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184 # line is separated by '\r\n'.
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185 parts = []
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186 part_boundary = '--' + self.boundary
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187
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188 # Add the form fields
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189 parts.extend(
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190 [ part_boundary,
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191 'Content-Disposition: form-data; name="%s"' % name,
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192 '',
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193 value,
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194 ]
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195 for name, value in self.form_fields
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196 )
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197
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198 # Add the files to upload
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199 # here we use form-data content disposition instead of file one
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200 # since this is how we define handlers in our Go server
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201 # for more info see: https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/Content-Disposition
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202 parts.extend(
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203 [ part_boundary,
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204 'Content-Disposition: form-data; name="%s"; filename="%s"' % \
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205 (field_name, filename),
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206 'Content-Type: %s' % content_type,
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207 '',
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208 body,
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209 ]
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210 for field_name, filename, content_type, body in self.files
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211 )
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212
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213 # Flatten the list and add closing boundary marker,
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214 # then return CR+LF separated data
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215 flattened = list(itertools.chain(*parts))
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216 flattened.append('--' + self.boundary + '--')
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217 flattened.append('')
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218 return '\r\n'.join(flattened)
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219
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220 def models(host, verbose=None, ckey=None, cert=None, capath=None):
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221 "models API shows models from TFaaS server"
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222 url = host + '/models'
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223 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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224 headers = {"Accept": "application/json", "User-Agent": client}
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225 if verbose:
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226 print("URL : %s" % url)
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227 encoded_data = json.dumps({})
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228 return getdata(url, headers, encoded_data, ckey, cert, capath, verbose, 'GET')
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229
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230 def delete(host, model, verbose=None, ckey=None, cert=None, capath=None):
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231 "delete API deletes given model in TFaaS server"
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232 url = host + '/delete'
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233 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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234 headers = {"User-Agent": client}
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235 if verbose:
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236 print("URL : %s" % url)
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237 print("model : %s" % model)
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238 form = MultiPartForm()
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239 form.add_field('model', model)
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240 edata = str(form)
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241 headers['Content-length'] = len(edata)
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242 headers['Content-Type'] = form.get_content_type()
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243 return getdata(url, headers, edata, ckey, cert, capath, verbose, method='DELETE')
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244
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245 def bundle(host, ifile, verbose=None, ckey=None, cert=None, capath=None):
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246 "bundle API uploads given bundle model files to TFaaS server"
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247 url = host + '/upload'
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248 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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249 headers = {"User-Agent": client, "Content-Encoding": "gzip", "Content-Type": "application/octet-stream"}
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250 data = open(ifile, 'rb').read()
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251 return getdata(url, headers, data, ckey, cert, capath, verbose)
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252
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253 def upload(host, ifile, verbose=None, ckey=None, cert=None, capath=None):
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254 "upload API uploads given model to TFaaS server"
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255 url = host + '/upload'
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256 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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257 headers = {"User-Agent": client}
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258 params = json.load(open(ifile))
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259 if verbose:
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260 print("URL : %s" % url)
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261 print("ifile : %s" % ifile)
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262 print("params: %s" % json.dumps(params))
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263
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264 form = MultiPartForm()
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265 for key in params.keys():
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266 if key in ['model', 'labels', 'params']:
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267 flag = 'r'
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268 if key == 'model':
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269 flag = 'rb'
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270 name = params[key]
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271 form.add_file(key, name, fileHandle=open(name, flag))
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272 else:
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273 form.add_field(key, params[key])
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274 edata = str(form)
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275 headers['Content-length'] = len(edata)
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276 headers['Content-Type'] = form.get_content_type()
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277 headers['Content-Encoding'] = 'base64'
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278 return getdata(url, headers, edata, ckey, cert, capath, verbose)
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279
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280 def predict(host, ifile, model, verbose=None, ckey=None, cert=None, capath=None):
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281 "predict API get predictions from TFaaS server"
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282 url = host + '/json'
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283 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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284 headers = {"Accept": "application/json", "User-Agent": client}
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285 params = json.load(open(ifile))
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286 if model: # overwrite model name in given input file
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287 params['model'] = model
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288 if verbose:
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289 print("URL : %s" % url)
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290 print("ifile : %s" % ifile)
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291 print("params: %s" % json.dumps(params))
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292 encoded_data = json.dumps(params)
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293 return getdata(url, headers, encoded_data, ckey, cert, capath, verbose)
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294
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295 def predictImage(host, ifile, model, verbose=None, ckey=None, cert=None, capath=None):
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296 "predict API get predictions from TFaaS server"
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297 url = host + '/image'
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298 client = '%s (%s)' % (TFAAS_CLIENT, os.environ.get('USER', ''))
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299 headers = {"Accept": "application/json", "User-Agent": client}
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300 if verbose:
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301 print("URL : %s" % url)
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302 print("ifile : %s" % ifile)
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303 print("model : %s" % model)
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304 form = MultiPartForm()
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305 # form.add_file('image', ifile, fileHandle=open(ifile, 'r'))
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306 form.add_file('image', ifile, fileHandle=open(ifile, 'rb'))
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307 form.add_field('model', model)
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308 edata = str(form)
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309 headers['Content-length'] = len(edata)
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310 headers['Content-Type'] = form.get_content_type()
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311 return getdata(url, headers, edata, ckey, cert, capath, verbose)
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312
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313 def getdata(url, headers, encoded_data, ckey, cert, capath, verbose=None, method='POST'):
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314 "helper function to use in predict/upload APIs, it place given URL call to the server"
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315 debug = 1 if verbose else 0
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316 req = urllib2.Request(url=url, headers=headers, data=encoded_data)
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317 if method == 'DELETE':
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318 req.get_method = lambda: 'DELETE'
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319 elif method == 'GET':
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320 req = urllib2.Request(url=url, headers=headers)
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321 if ckey and cert:
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322 ckey = fullpath(ckey)
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323 cert = fullpath(cert)
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324 http_hdlr = HTTPSClientAuthHandler(ckey, cert, capath, debug)
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325 elif cert and capath:
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326 cert = fullpath(cert)
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327 http_hdlr = HTTPSClientAuthHandler(ckey, cert, capath, debug)
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328 else:
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329 http_hdlr = urllib2.HTTPHandler(debuglevel=debug)
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330 proxy_handler = urllib2.ProxyHandler({})
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331 cookie_jar = cookielib.CookieJar()
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332 cookie_handler = urllib2.HTTPCookieProcessor(cookie_jar)
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333 data = {}
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334 try:
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335 opener = urllib2.build_opener(http_hdlr, proxy_handler, cookie_handler)
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336 fdesc = opener.open(req)
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337 if url.endswith('json'):
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338 data = json.load(fdesc)
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339 else:
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340 data = fdesc.read()
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341 fdesc.close()
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342 except urllib2.HTTPError as error:
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343 print(error.read())
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344 sys.exit(1)
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345 if url.endswith('json'):
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346 return json.dumps(data)
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347 return data
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348
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349 def main():
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350 "Main function"
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351 optmgr = OptionParser()
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352 opts = optmgr.parser.parse_args()
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353 check_auth(opts.ckey)
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354 res = ''
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355 if opts.upload:
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356 res = upload(opts.url, opts.upload, opts.verbose, opts.ckey, opts.cert, opts.capath)
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357 if opts.bundle:
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358 res = bundle(opts.url, opts.bundle, opts.verbose, opts.ckey, opts.cert, opts.capath)
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359 elif opts.delete:
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360 res = delete(opts.url, opts.delete, opts.verbose, opts.ckey, opts.cert, opts.capath)
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361 elif opts.models:
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362 res = models(opts.url, opts.verbose, opts.ckey, opts.cert, opts.capath)
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363 elif opts.predict:
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364 res = predict(opts.url, opts.predict, opts.model, opts.verbose, opts.ckey, opts.cert, opts.capath)
cbbe42422d56 planemo upload for repository https://github.com/CHESSComputing/ChessAnalysisPipeline/tree/galaxy commit 1401a7e1ae007a6bda260d147f9b879e789b73e0-dirty
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365 elif opts.image:
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366 res = predictImage(opts.url, opts.image, opts.model, opts.verbose, opts.ckey, opts.cert, opts.capath)
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367 if res:
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368 print(res)
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369
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370 if __name__ == '__main__':
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371 main()