replace file

src/Drive_Converter.py

+#!/usr/bin/env python
+#_*_ coding: UTF-8 _*_
+
+import pymysql.cursors
+import logging
+import subprocess
+
+from libpywrap import *
+
+import requests
+
+import threading
+
+from converter import Run_Converter
+from flask import Flask,request
+
+from jenkinsapi.jenkins import Jenkins
+
+import GProgress as GP
+import Queue
+
+__website__     = "www.seetatech.com"
+__author__      = "seetatech"
+__editor__      = "xuboxuan"
+__Date__        = "20170807"
+
+#Create an instance of the flask  class 
+app = Flask(__name__)
+
+#initlization fdfs_client
+stbf_stcnf("/etc/fdfs/client.conf")
+
+download_path="."
+
+#be userd to jenkins 
+host = 'http://192.168.1.242:8080/'
+
+modelid = ""
+output_layer = ""
+pool_id = ""
+err_msg = "" 
+
+post_url = "http://192.168l.1.127:1234/API"
+#post_url = "http://192.168.1.244:5000/result"
+#init post info queue
+Info_Queue = Queue.Queue()
+
+#initlization the logging
+logging.basicConfig(
+    level=logging.INFO,
+    format="[%(asctime)s] %(name)s:%(levelname)s: %(message)s"
+)
+
+
+db_atlas = pymysql.connect("192.168.1.127","defaultUser","magician","seetaAtlas",3306)
+
+curl_atlas = db_atlas.cursor()
+curl_atlas_exe = db_atlas.cursor()
+
+
+def get_path_from_db(modelid,seetanet_model):
+    curl_atlas.execute("select path from seetaAtlas.model where id='%s'" % modelid)
+
+    result_atlas = curl_atlas.fetchall()
+
+
+    if len(result_atlas) != 1:
+	logging.info('get wrong mxnet model path')
+        return None,None 
+    else:
+        path_name =  str(result_atlas[0])
+        if path_name.find("|") == -1:
+             if path_name.find("::") == -1:
+	         logging.info('get wrong parameters!')
+                 return None,None
+             else:
+                 path_list = path_name.split("::")
+                        
+        else:
+             path_list = path_name.split("|")
+        
+        if len(path_list) != 2:
+	     logging.info('get wrong parameters!')
+        else:
+	     params_name_path = path_list[0]
+	     params_name_path = params_name_path[2:len(params_name_path)]	
+ 	     
+		
+ 	     #substr file name from path
+	     params_name_index = params_name_path.rfind('/',0,len(path_list[0]))
+	     params_name = params_name_path[params_name_index+1:len(path_list[0])]	
+ 	
+             
+	     graph_name_path = path_list[1]	
+	     graph_name_path = graph_name_path[0:len(graph_name_path)-3]	
+       	    
+             #substr file name from path
+	     graph_name_index = graph_name_path.rfind('/',0,len(path_list[1]))	
+	     graph_name = graph_name_path[params_name_index+1:len(path_list[1])]	
+	
+	     logging.info("The params's path is %s"% params_name_path)
+
+	     logging.info("The model graph's path is %s"% graph_name_path)
+ 
+	
+	     #download file from fastdfs
+	     if(stbf_down(params_name_path,download_path)):
+		  logging.info("download params file: %s success" % params_name)
+	     else:
+		  return None,None
+	
+	     #download file from fastdfs
+	     if(stbf_down(graph_name_path,download_path)):
+		  logging.info("download params file: %s success" % graph_name)
+	     else:
+		 return None,None
+	    
+	     #post return progress 
+             GP.set_progress_var(10)
+             GP.Post_return()
+ 
+	     #Driver converter model by  params and model graph 	
+	     result = Run_Converter(params_name,graph_name,seetanet_model)
+             if result is true:
+                  return None,None 
+            
+	     #Run_Converter("model-0015.params","model-symbol.json",seetanet_model)
+
+             return params_name,graph_name
+ 
+def upload_filetoFastDFS(params_name, graph_name,seetanet_model):
+	     #upload seetanet file to fastdfs
+	    
+	     stmodel_fid = stbf_up(seetanet_model)	 
+	     if(stmodel_fid):
+		logging.info("upload seetanet file success,seetanet model_id is %s" % stmodel_fid)
+	     else:
+		logging.info("upload seetanet file failed!")
+		return None
+             return stmodel_fid
+
+def get_info_from_queue(arg):
+    while 1:
+       if not Info_Queue.empty():
+           Info = Info_Queue.get() 
+    
+           logging.info("Begin Convert Info is : modelid = %s, output_layer = %s ,pool_id = %s" % (Info["modelid"],Info["output_layer"],Info["pool_id"]))
+    
+           return_flag = "updateProgress"
+          
+           modelid = Info["modelid"]
+           output_layer = Info["output_layer"]
+           pool_id = Info["pool_id"]
+                     
+           GP.set_pool_id_var(pool_id)
+           
+           GP.set_err_msg_var("")
+           err_msg = "" 
+           GP.set_post_type_var(return_flag)
+           try:
+	        #post return progress 
+                #GP.set_progress_var(10)
+                #GP.Post_return()
+	      
+                seetanet_model = "model_" + str(modelid) + ".data"
+         
+	        params_name,graph_name = get_path_from_db(modelid,seetanet_model)
+    
+    
+	        if params_name is None or graph_name is None:
+	 	       logging.info("get wrong params file")
+                       err_msg = "get wrong params file"
+                       return_flag =  "error"
+	        else:
+	 	       stmodel_fid = upload_filetoFastDFS(params_name, graph_name,seetanet_model)
+    
+	               if stmodel_fid is None:
+		       	    logging.info("upload filed")
+                            err_msg = "upload filed"
+                            return_flag =  "error"
+         	       else:
+	  
+	     	            #remove params file and graph file	
+	                    try:
+		                cmd_str = "rm -rf " + params_name + " " + graph_name + " " + seetanet_model
+		                print(cmd_str)
+		                subprocess.check_call(cmd_str,shell=True)
+	                    except subprocess.CalledProcessError as err:
+		                logging.info("shell command error!")		
+                                err_msg = "shell command error!" 
+	 	       
+	                        return_flag = "error"
+                       
+                            logging.info("convert successfully!")
+                       
+                            logging.info("Begin Run JenkIn!")
+     
+                            #GP.set_progress_var(90)
+                            #GP.Post_return()
+                            J = Jenkins(host, username='shenyizhong', password='shenyizhong')
+                       
+                            job = J['SeetaNetLite-pro']
+                       
+          		    
+                            params = { "MODEL_ID": modelid, "OUTPUT_LAYER" : output_layer,"STMODEL_FID" : stmodel_fid}
+                            
+                            r = job.invoke(block=True, build_params=params)
+                            b = r.get_build()
+                            logging.info('Finish JenkIn,build #: {} ,status : {}'.format(b.get_number(),b.get_status()))
+				
+                            if b.get_status() == "SUCCESS":
+                                  return_flag = "finish" 
+                            else:
+                                  err_msg = "JenkIn's Engine False"
+                                  return_flag = "error"
+           except Exception, e:
+                #GP.set_err_msg_var(repr(e))
+                #err_msg = repr(e)
+                err_msg = "unknown error from model convert!"
+                return_flag = "error"
+           finally:	
+                GP.set_post_type_var(return_flag)
+                GP.set_err_msg_var(err_msg)
+
+                if return_flag == "finish":
+                     GP.set_progress_var(100)
+                     #post_return = { "posttype": return_flag, "progress" : 100, "pool_id": pool_id, "err_msg":err_msg }
+                else:
+                     GP.set_progress_var(0)
+                     #post_return = { "posttype": return_flag, "progress" : 0, "pool_id": pool_id, "err_msg":err_msg }
+
+                GP.Post_return()
+
+t = threading.Thread(target=get_info_from_queue,args=(1,))
+
+#get parameters and driver the transition function
+@app.route('/convert',methods=['POST'])
+def Dirver_Convert():
+    #get parameter modelid from post stream
+    return_flag = "false"
+    try:
+       modelid=request.form['modelid']
+       output_layer=request.form['output_layer']
+       pool_id=request.form['pool_id']
+       if modelid == '' or modelid == None or output_layer == '' or output_layer == None  or pool_id == '' or output_layer == None:
+          logging.info("New Post Connect:  get wrong parameter!")
+          return_flag = "false"
+       else:        
+          return_flag = "true"
+          logging.info("New Post Connect:  modelid : %s , post_url : %s, Queue size : %d" % (modelid,post_url,(Info_Queue.qsize() + 1)))
+   
+          Post_Info = { "modelid": modelid, "output_layer" : output_layer,"pool_id" : pool_id}
+          Info_Queue.put(Post_Info)
+          
+          if t.is_alive():
+              t.stop()
+              t = threading.Thread(target=get_info_from_queue,args=(1,))
+              t.start()
+                
+    finally:	
+         return return_flag 
+
+
+if __name__ == '__main__':
+   try: 
+      t.start();
+      app.run(host='0.0.0.0')
+   finally:
+      curl_atlas_exe.close()
+      curl_atlas.close()
+      db_atlas.close()
+      stbf_rls()
+

src/GProgress.py

+
+#!/usr/bin/env python
+#_*_ coding: UTF-8 _*_
+
+__website__     = "www.seetatech.com"
+__author__      = "seetatech"
+__editor__      = "xuboxuan"
+__Date__        = "20170812"
+
+import requests 
+
+#post_url = "http://192.168l.1.170:1234/API"
+post_url = "http://192.168.1.244:5000/result"
+
+class GProgress_Var:
+   posttype = None;
+   progress = None;
+   pool_id = None;
+   err_msg = None;
+
+def set_post_type_var(posttype):
+   GProgress_Var.posttype = posttype
+
+def set_progress_var(progress):
+   GProgress_Var.progress = progress
+
+def set_pool_id_var(pool_id):
+   GProgress_Var.pool_id = pool_id
+
+def set_err_msg_var(err_msg):
+   GProgress_Var.err_msg = err_msg
+
+def Post_return():
+   post_return = { "posttype": GProgress_Var.posttype, "progress" : GProgress_Var.progress, "pool_id": GProgress_Var.pool_id, "err_msg":GProgress_Var.err_msg }
+   requests.post(post_url, data=post_return)
+   

src/HolidayCNN_proto.proto

+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: HolidayCNN_proto.proto
+
+import sys
+_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import message as _message
+from google.protobuf import reflection as _reflection
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf import descriptor_pb2
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+
+
+DESCRIPTOR = _descriptor.FileDescriptor(
+  name='HolidayCNN_proto.proto',
+  package='',
+  serialized_pb=_b('\n\x16HolidayCNN_proto.proto\" \n\x11Holiday_BlobShape\x12\x0b\n\x03\x64im\x18\x01 \x03(\x03\"D\n\x11Holiday_BlobProto\x12!\n\x05shape\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobShape\x12\x0c\n\x04\x64\x61ta\x18\x02 \x03(\x02\";\n\x16Holiday_PreluParameter\x12!\n\x05param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\"8\n\x15Holiday_CropParameter\x12\x0f\n\x04\x61xis\x18\x01 \x01(\x05:\x01\x32\x12\x0e\n\x06offset\x18\x02 \x03(\r\"\xff\x02\n\x1cHoliday_ConvolutionParameter\x12&\n\nbias_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12(\n\x0ckernel_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\x12\x17\n\x0f\x64ilation_height\x18\x03 \x01(\r\x12\x16\n\x0e\x64ilation_width\x18\x04 \x01(\r\x12\x12\n\nnum_output\x18\x05 \x01(\r\x12\x15\n\npad_height\x18\x06 \x01(\r:\x01\x30\x12\x14\n\tpad_width\x18\x07 \x01(\r:\x01\x30\x12\x15\n\rkernel_height\x18\x08 \x01(\r\x12\x14\n\x0ckernel_width\x18\t \x01(\r\x12\x15\n\rstride_height\x18\n \x01(\r\x12\x14\n\x0cstride_width\x18\x0b \x01(\r\x12\x10\n\x05group\x18\x0c \x01(\r:\x01\x31\x12\x0f\n\x04\x61xis\x18\r \x01(\x05:\x01\x31\x12\x1e\n\x0f\x66orce_nd_im2col\x18\x0e \x01(\x08:\x05\x66\x61lse\"v\n\x1eHoliday_BatchNormliseParameter\x12&\n\nmean_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12,\n\x10\x63ovariance_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\"i\n\x16Holiday_ScaleParameter\x12\'\n\x0bscale_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12&\n\nbias_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\"A\n\x17Holiday_ConcatParameter\x12\x15\n\nconcat_dim\x18\x01 \x01(\r:\x01\x31\x12\x0f\n\x04\x61xis\x18\x02 \x01(\x05:\x01\x31\"\xaf\x01\n\x18Holiday_EltwiseParameter\x12;\n\toperation\x18\x01 \x01(\x0e\x32#.Holiday_EltwiseParameter.EltwiseOp:\x03SUM\x12\r\n\x05\x63oeff\x18\x02 \x03(\x02\x12\x1e\n\x10stable_prod_grad\x18\x03 \x01(\x08:\x04true\"\'\n\tEltwiseOp\x12\x08\n\x04PROD\x10\x00\x12\x07\n\x03SUM\x10\x01\x12\x07\n\x03MAX\x10\x02\"L\n\x14Holiday_ExpParameter\x12\x10\n\x04\x62\x61se\x18\x01 \x01(\x02:\x02-1\x12\x10\n\x05scale\x18\x02 \x01(\x02:\x01\x31\x12\x10\n\x05shift\x18\x03 \x01(\x02:\x01\x30\"\xb3\x02\n\"Holiday_MemoryDataParameterProcess\x12\x12\n\nbatch_size\x18\x01 \x01(\r\x12\x10\n\x08\x63hannels\x18\x02 \x01(\r\x12\x0e\n\x06height\x18\x03 \x01(\r\x12\r\n\x05width\x18\x04 \x01(\r\x12\x15\n\nnew_height\x18\x05 \x01(\r:\x01\x30\x12\x14\n\tnew_width\x18\x06 \x01(\r:\x01\x30\x12\x10\n\x05scale\x18\x07 \x01(\x02:\x01\x31\x12%\n\tmean_file\x18\x08 \x01(\x0b\x32\x12.Holiday_BlobProto\x12\x12\n\nmean_value\x18\t \x03(\x02\x12\x1b\n\x10\x63rop_size_height\x18\n \x01(\r:\x01\x30\x12\x1a\n\x0f\x63rop_size_width\x18\x0b \x01(\r:\x01\x30\x12\x15\n\rchannel_swaps\x18\x0c \x03(\r\"\xd7\x01\n\x1fHoliday_TransformationParameter\x12\x10\n\x05scale\x18\x01 \x01(\x02:\x01\x31\x12\x15\n\x06mirror\x18\x02 \x01(\x08:\x05\x66\x61lse\x12\x16\n\x0b\x63rop_height\x18\x03 \x01(\r:\x01\x30\x12\x15\n\ncrop_width\x18\x04 \x01(\r:\x01\x30\x12\x11\n\tmean_file\x18\x05 \x01(\t\x12\x12\n\nmean_value\x18\x06 \x03(\x02\x12\x1a\n\x0b\x66orce_color\x18\x07 \x01(\x08:\x05\x66\x61lse\x12\x19\n\nforce_gray\x18\x08 \x01(\x08:\x05\x66\x61lse\"\xaf\x01\n\x1dHoliday_InnerProductParameter\x12\x12\n\nnum_output\x18\x01 \x01(\r\x12\x0f\n\x04\x61xis\x18\x02 \x01(\x05:\x01\x31\x12\x18\n\ttranspose\x18\x03 \x01(\x08:\x05\x66\x61lse\x12&\n\nbias_param\x18\x04 \x01(\x0b\x32\x12.Holiday_BlobProto\x12\'\n\x0bInner_param\x18\x05 \x01(\x0b\x32\x12.Holiday_BlobProto\"\xe0\x01\n\x14Holiday_LRNParameter\x12\x15\n\nlocal_size\x18\x01 \x01(\r:\x01\x35\x12\x10\n\x05\x61lpha\x18\x02 \x01(\x02:\x01\x31\x12\x12\n\x04\x62\x65ta\x18\x03 \x01(\x02:\x04\x30.75\x12\x46\n\x0bnorm_region\x18\x04 \x01(\x0e\x32 .Holiday_LRNParameter.NormRegion:\x0f\x41\x43ROSS_CHANNELS\x12\x0c\n\x01k\x18\x05 \x01(\x02:\x01\x31\"5\n\nNormRegion\x12\x13\n\x0f\x41\x43ROSS_CHANNELS\x10\x00\x12\x12\n\x0eWITHIN_CHANNEL\x10\x01\"\xbf\x02\n\x18Holiday_PoolingParameter\x12\x37\n\x04pool\x18\x01 \x01(\x0e\x32$.Holiday_PoolingParameter.PoolMethod:\x03MAX\x12\x15\n\npad_height\x18\x02 \x01(\r:\x01\x30\x12\x14\n\tpad_width\x18\x03 \x01(\r:\x01\x30\x12\x15\n\rkernel_height\x18\x04 \x01(\r\x12\x14\n\x0ckernel_width\x18\x05 \x01(\r\x12\x15\n\rstride_height\x18\x06 \x01(\r\x12\x14\n\x0cstride_width\x18\x07 \x01(\r\x12\x1d\n\x0eglobal_pooling\x18\x08 \x01(\x08:\x05\x66\x61lse\x12\x14\n\x05valid\x18\t \x01(\x08:\x05\x66\x61lse\".\n\nPoolMethod\x12\x07\n\x03MAX\x10\x00\x12\x07\n\x03\x41VE\x10\x01\x12\x0e\n\nSTOCHASTIC\x10\x02\"N\n\x16Holiday_PowerParameter\x12\x10\n\x05power\x18\x01 \x01(\x02:\x01\x31\x12\x10\n\x05scale\x18\x02 \x01(\x02:\x01\x31\x12\x10\n\x05shift\x18\x03 \x01(\x02:\x01\x30\"2\n\x15Holiday_ReLUParameter\x12\x19\n\x0enegative_slope\x18\x01 \x01(\x02:\x01\x30\"+\n\x18Holiday_SoftmaxParameter\x12\x0f\n\x04\x61xis\x18\x01 \x01(\x05:\x01\x31\"T\n\x16Holiday_SliceParameter\x12\x0f\n\x04\x61xis\x18\x01 \x01(\x05:\x01\x31\x12\x13\n\x0bslice_point\x18\x02 \x03(\r\x12\x14\n\tslice_dim\x18\x03 \x01(\r:\x01\x31\"\xd8\x07\n\x16Holiday_LayerParameter\x12\x0e\n\x06\x62ottom\x18\x01 \x03(\t\x12\x0b\n\x03top\x18\x02 \x03(\t\x12\x0c\n\x04name\x18\x03 \x01(\t\x12\x0c\n\x04type\x18\x04 \x01(\r\x12\x11\n\ttop_index\x18\x05 \x03(\r\x12\x14\n\x0c\x62ottom_index\x18\x06 \x03(\r\x12.\n\x0c\x63oncat_param\x18\x07 \x01(\x0b\x32\x18.Holiday_ConcatParameter\x12\x38\n\x11\x63onvolution_param\x18\x08 \x01(\x0b\x32\x1d.Holiday_ConvolutionParameter\x12\x30\n\reltwise_param\x18\t \x01(\x0b\x32\x19.Holiday_EltwiseParameter\x12(\n\texp_param\x18\n \x01(\x0b\x32\x15.Holiday_ExpParameter\x12;\n\x13inner_product_param\x18\x0b \x01(\x0b\x32\x1e.Holiday_InnerProductParameter\x12(\n\tlrn_param\x18\x0c \x01(\x0b\x32\x15.Holiday_LRNParameter\x12>\n\x11memory_data_param\x18\r \x01(\x0b\x32#.Holiday_MemoryDataParameterProcess\x12\x30\n\rpooling_param\x18\x0e \x01(\x0b\x32\x19.Holiday_PoolingParameter\x12,\n\x0bpower_param\x18\x0f \x01(\x0b\x32\x17.Holiday_PowerParameter\x12*\n\nrelu_param\x18\x10 \x01(\x0b\x32\x16.Holiday_ReLUParameter\x12\x30\n\rsoftmax_param\x18\x11 \x01(\x0b\x32\x19.Holiday_SoftmaxParameter\x12,\n\x0bslice_param\x18\x12 \x01(\x0b\x32\x17.Holiday_SliceParameter\x12\x39\n\x0ftransform_param\x18\x13 \x01(\x0b\x32 .Holiday_TransformationParameter\x12<\n\x13\x62\x61tchNormlise_param\x18\x14 \x01(\x0b\x32\x1f.Holiday_BatchNormliseParameter\x12,\n\x0bscale_param\x18\x15 \x01(\x0b\x32\x17.Holiday_ScaleParameter\x12,\n\x0bprelu_param\x18\x16 \x01(\x0b\x32\x17.Holiday_PreluParameter\x12.\n\x0e\x63rop_parameter\x18\x17 \x01(\x0b\x32\x16.Holiday_CropParameter')
+)
+_sym_db.RegisterFileDescriptor(DESCRIPTOR)
+
+
+
+_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP = _descriptor.EnumDescriptor(
+  name='EltwiseOp',
+  full_name='Holiday_EltwiseParameter.EltwiseOp',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='PROD', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='SUM', index=1, number=1,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='MAX', index=2, number=2,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=1066,
+  serialized_end=1105,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP)
+
+_HOLIDAY_LRNPARAMETER_NORMREGION = _descriptor.EnumDescriptor(
+  name='NormRegion',
+  full_name='Holiday_LRNParameter.NormRegion',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='ACROSS_CHANNELS', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='WITHIN_CHANNEL', index=1, number=1,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=2063,
+  serialized_end=2116,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_LRNPARAMETER_NORMREGION)
+
+_HOLIDAY_POOLINGPARAMETER_POOLMETHOD = _descriptor.EnumDescriptor(
+  name='PoolMethod',
+  full_name='Holiday_PoolingParameter.PoolMethod',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='MAX', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='AVE', index=1, number=1,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='STOCHASTIC', index=2, number=2,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=2392,
+  serialized_end=2438,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_POOLINGPARAMETER_POOLMETHOD)
+
+
+_HOLIDAY_BLOBSHAPE = _descriptor.Descriptor(
+  name='Holiday_BlobShape',
+  full_name='Holiday_BlobShape',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='dim', full_name='Holiday_BlobShape.dim', index=0,
+      number=1, type=3, cpp_type=2, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=26,
+  serialized_end=58,
+)
+
+
+_HOLIDAY_BLOBPROTO = _descriptor.Descriptor(
+  name='Holiday_BlobProto',
+  full_name='Holiday_BlobProto',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='shape', full_name='Holiday_BlobProto.shape', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='data', full_name='Holiday_BlobProto.data', index=1,
+      number=2, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=60,
+  serialized_end=128,
+)
+
+
+_HOLIDAY_PRELUPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PreluParameter',
+  full_name='Holiday_PreluParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='param', full_name='Holiday_PreluParameter.param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=130,
+  serialized_end=189,
+)
+
+
+_HOLIDAY_CROPPARAMETER = _descriptor.Descriptor(
+  name='Holiday_CropParameter',
+  full_name='Holiday_CropParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_CropParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=2,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='offset', full_name='Holiday_CropParameter.offset', index=1,
+      number=2, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=191,
+  serialized_end=247,
+)
+
+
+_HOLIDAY_CONVOLUTIONPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ConvolutionParameter',
+  full_name='Holiday_ConvolutionParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_ConvolutionParameter.bias_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_param', full_name='Holiday_ConvolutionParameter.kernel_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='dilation_height', full_name='Holiday_ConvolutionParameter.dilation_height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='dilation_width', full_name='Holiday_ConvolutionParameter.dilation_width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='num_output', full_name='Holiday_ConvolutionParameter.num_output', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_height', full_name='Holiday_ConvolutionParameter.pad_height', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_width', full_name='Holiday_ConvolutionParameter.pad_width', index=6,
+      number=7, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_height', full_name='Holiday_ConvolutionParameter.kernel_height', index=7,
+      number=8, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_width', full_name='Holiday_ConvolutionParameter.kernel_width', index=8,
+      number=9, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_height', full_name='Holiday_ConvolutionParameter.stride_height', index=9,
+      number=10, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_width', full_name='Holiday_ConvolutionParameter.stride_width', index=10,
+      number=11, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='group', full_name='Holiday_ConvolutionParameter.group', index=11,
+      number=12, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_ConvolutionParameter.axis', index=12,
+      number=13, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_nd_im2col', full_name='Holiday_ConvolutionParameter.force_nd_im2col', index=13,
+      number=14, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=250,
+  serialized_end=633,
+)
+
+
+_HOLIDAY_BATCHNORMLISEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_BatchNormliseParameter',
+  full_name='Holiday_BatchNormliseParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='mean_param', full_name='Holiday_BatchNormliseParameter.mean_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='covariance_param', full_name='Holiday_BatchNormliseParameter.covariance_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=635,
+  serialized_end=753,
+)
+
+
+_HOLIDAY_SCALEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ScaleParameter',
+  full_name='Holiday_ScaleParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='scale_param', full_name='Holiday_ScaleParameter.scale_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_ScaleParameter.bias_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=755,
+  serialized_end=860,
+)
+
+
+_HOLIDAY_CONCATPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ConcatParameter',
+  full_name='Holiday_ConcatParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='concat_dim', full_name='Holiday_ConcatParameter.concat_dim', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_ConcatParameter.axis', index=1,
+      number=2, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=862,
+  serialized_end=927,
+)
+
+
+_HOLIDAY_ELTWISEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_EltwiseParameter',
+  full_name='Holiday_EltwiseParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='operation', full_name='Holiday_EltwiseParameter.operation', index=0,
+      number=1, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='coeff', full_name='Holiday_EltwiseParameter.coeff', index=1,
+      number=2, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stable_prod_grad', full_name='Holiday_EltwiseParameter.stable_prod_grad', index=2,
+      number=3, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=True,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_ELTWISEPARAMETER_ELTWISEOP,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=930,
+  serialized_end=1105,
+)
+
+
+_HOLIDAY_EXPPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ExpParameter',
+  full_name='Holiday_ExpParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='base', full_name='Holiday_ExpParameter.base', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=-1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_ExpParameter.scale', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='shift', full_name='Holiday_ExpParameter.shift', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1107,
+  serialized_end=1183,
+)
+
+
+_HOLIDAY_MEMORYDATAPARAMETERPROCESS = _descriptor.Descriptor(
+  name='Holiday_MemoryDataParameterProcess',
+  full_name='Holiday_MemoryDataParameterProcess',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='batch_size', full_name='Holiday_MemoryDataParameterProcess.batch_size', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='channels', full_name='Holiday_MemoryDataParameterProcess.channels', index=1,
+      number=2, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='height', full_name='Holiday_MemoryDataParameterProcess.height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='width', full_name='Holiday_MemoryDataParameterProcess.width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='new_height', full_name='Holiday_MemoryDataParameterProcess.new_height', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='new_width', full_name='Holiday_MemoryDataParameterProcess.new_width', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_MemoryDataParameterProcess.scale', index=6,
+      number=7, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_file', full_name='Holiday_MemoryDataParameterProcess.mean_file', index=7,
+      number=8, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_value', full_name='Holiday_MemoryDataParameterProcess.mean_value', index=8,
+      number=9, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_size_height', full_name='Holiday_MemoryDataParameterProcess.crop_size_height', index=9,
+      number=10, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_size_width', full_name='Holiday_MemoryDataParameterProcess.crop_size_width', index=10,
+      number=11, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='channel_swaps', full_name='Holiday_MemoryDataParameterProcess.channel_swaps', index=11,
+      number=12, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1186,
+  serialized_end=1493,
+)
+
+
+_HOLIDAY_TRANSFORMATIONPARAMETER = _descriptor.Descriptor(
+  name='Holiday_TransformationParameter',
+  full_name='Holiday_TransformationParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_TransformationParameter.scale', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mirror', full_name='Holiday_TransformationParameter.mirror', index=1,
+      number=2, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_height', full_name='Holiday_TransformationParameter.crop_height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_width', full_name='Holiday_TransformationParameter.crop_width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_file', full_name='Holiday_TransformationParameter.mean_file', index=4,
+      number=5, type=9, cpp_type=9, label=1,
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_value', full_name='Holiday_TransformationParameter.mean_value', index=5,
+      number=6, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_color', full_name='Holiday_TransformationParameter.force_color', index=6,
+      number=7, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_gray', full_name='Holiday_TransformationParameter.force_gray', index=7,
+      number=8, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1496,
+  serialized_end=1711,
+)
+
+
+_HOLIDAY_INNERPRODUCTPARAMETER = _descriptor.Descriptor(
+  name='Holiday_InnerProductParameter',
+  full_name='Holiday_InnerProductParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='num_output', full_name='Holiday_InnerProductParameter.num_output', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_InnerProductParameter.axis', index=1,
+      number=2, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='transpose', full_name='Holiday_InnerProductParameter.transpose', index=2,
+      number=3, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_InnerProductParameter.bias_param', index=3,
+      number=4, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='Inner_param', full_name='Holiday_InnerProductParameter.Inner_param', index=4,
+      number=5, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1714,
+  serialized_end=1889,
+)
+
+
+_HOLIDAY_LRNPARAMETER = _descriptor.Descriptor(
+  name='Holiday_LRNParameter',
+  full_name='Holiday_LRNParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='local_size', full_name='Holiday_LRNParameter.local_size', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=5,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='alpha', full_name='Holiday_LRNParameter.alpha', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='beta', full_name='Holiday_LRNParameter.beta', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0.75,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='norm_region', full_name='Holiday_LRNParameter.norm_region', index=3,
+      number=4, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='k', full_name='Holiday_LRNParameter.k', index=4,
+      number=5, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_LRNPARAMETER_NORMREGION,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1892,
+  serialized_end=2116,
+)
+
+
+_HOLIDAY_POOLINGPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PoolingParameter',
+  full_name='Holiday_PoolingParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='pool', full_name='Holiday_PoolingParameter.pool', index=0,
+      number=1, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_height', full_name='Holiday_PoolingParameter.pad_height', index=1,
+      number=2, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_width', full_name='Holiday_PoolingParameter.pad_width', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_height', full_name='Holiday_PoolingParameter.kernel_height', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_width', full_name='Holiday_PoolingParameter.kernel_width', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_height', full_name='Holiday_PoolingParameter.stride_height', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_width', full_name='Holiday_PoolingParameter.stride_width', index=6,
+      number=7, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='global_pooling', full_name='Holiday_PoolingParameter.global_pooling', index=7,
+      number=8, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='valid', full_name='Holiday_PoolingParameter.valid', index=8,
+      number=9, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_POOLINGPARAMETER_POOLMETHOD,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2119,
+  serialized_end=2438,
+)
+
+
+_HOLIDAY_POWERPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PowerParameter',
+  full_name='Holiday_PowerParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='power', full_name='Holiday_PowerParameter.power', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_PowerParameter.scale', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='shift', full_name='Holiday_PowerParameter.shift', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2440,
+  serialized_end=2518,
+)
+
+
+_HOLIDAY_RELUPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ReLUParameter',
+  full_name='Holiday_ReLUParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='negative_slope', full_name='Holiday_ReLUParameter.negative_slope', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2520,
+  serialized_end=2570,
+)
+
+
+_HOLIDAY_SOFTMAXPARAMETER = _descriptor.Descriptor(
+  name='Holiday_SoftmaxParameter',
+  full_name='Holiday_SoftmaxParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_SoftmaxParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2572,
+  serialized_end=2615,
+)
+
+
+_HOLIDAY_SLICEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_SliceParameter',
+  full_name='Holiday_SliceParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_SliceParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_point', full_name='Holiday_SliceParameter.slice_point', index=1,
+      number=2, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_dim', full_name='Holiday_SliceParameter.slice_dim', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2617,
+  serialized_end=2701,
+)
+
+
+_HOLIDAY_LAYERPARAMETER = _descriptor.Descriptor(
+  name='Holiday_LayerParameter',
+  full_name='Holiday_LayerParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='bottom', full_name='Holiday_LayerParameter.bottom', index=0,
+      number=1, type=9, cpp_type=9, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='top', full_name='Holiday_LayerParameter.top', index=1,
+      number=2, type=9, cpp_type=9, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='name', full_name='Holiday_LayerParameter.name', index=2,
+      number=3, type=9, cpp_type=9, label=1,
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='type', full_name='Holiday_LayerParameter.type', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='top_index', full_name='Holiday_LayerParameter.top_index', index=4,
+      number=5, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bottom_index', full_name='Holiday_LayerParameter.bottom_index', index=5,
+      number=6, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='concat_param', full_name='Holiday_LayerParameter.concat_param', index=6,
+      number=7, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='convolution_param', full_name='Holiday_LayerParameter.convolution_param', index=7,
+      number=8, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='eltwise_param', full_name='Holiday_LayerParameter.eltwise_param', index=8,
+      number=9, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='exp_param', full_name='Holiday_LayerParameter.exp_param', index=9,
+      number=10, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='inner_product_param', full_name='Holiday_LayerParameter.inner_product_param', index=10,
+      number=11, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='lrn_param', full_name='Holiday_LayerParameter.lrn_param', index=11,
+      number=12, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='memory_data_param', full_name='Holiday_LayerParameter.memory_data_param', index=12,
+      number=13, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pooling_param', full_name='Holiday_LayerParameter.pooling_param', index=13,
+      number=14, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='power_param', full_name='Holiday_LayerParameter.power_param', index=14,
+      number=15, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='relu_param', full_name='Holiday_LayerParameter.relu_param', index=15,
+      number=16, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='softmax_param', full_name='Holiday_LayerParameter.softmax_param', index=16,
+      number=17, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_param', full_name='Holiday_LayerParameter.slice_param', index=17,
+      number=18, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='transform_param', full_name='Holiday_LayerParameter.transform_param', index=18,
+      number=19, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='batchNormlise_param', full_name='Holiday_LayerParameter.batchNormlise_param', index=19,
+      number=20, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale_param', full_name='Holiday_LayerParameter.scale_param', index=20,
+      number=21, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='prelu_param', full_name='Holiday_LayerParameter.prelu_param', index=21,
+      number=22, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_parameter', full_name='Holiday_LayerParameter.crop_parameter', index=22,
+      number=23, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2704,
+  serialized_end=3688,
+)
+
+_HOLIDAY_BLOBPROTO.fields_by_name['shape'].message_type = _HOLIDAY_BLOBSHAPE
+_HOLIDAY_PRELUPARAMETER.fields_by_name['param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_CONVOLUTIONPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_CONVOLUTIONPARAMETER.fields_by_name['kernel_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_BATCHNORMLISEPARAMETER.fields_by_name['mean_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_BATCHNORMLISEPARAMETER.fields_by_name['covariance_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_SCALEPARAMETER.fields_by_name['scale_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_SCALEPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_ELTWISEPARAMETER.fields_by_name['operation'].enum_type = _HOLIDAY_ELTWISEPARAMETER_ELTWISEOP
+_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP.containing_type = _HOLIDAY_ELTWISEPARAMETER
+_HOLIDAY_MEMORYDATAPARAMETERPROCESS.fields_by_name['mean_file'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_INNERPRODUCTPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_INNERPRODUCTPARAMETER.fields_by_name['Inner_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_LRNPARAMETER.fields_by_name['norm_region'].enum_type = _HOLIDAY_LRNPARAMETER_NORMREGION
+_HOLIDAY_LRNPARAMETER_NORMREGION.containing_type = _HOLIDAY_LRNPARAMETER
+_HOLIDAY_POOLINGPARAMETER.fields_by_name['pool'].enum_type = _HOLIDAY_POOLINGPARAMETER_POOLMETHOD
+_HOLIDAY_POOLINGPARAMETER_POOLMETHOD.containing_type = _HOLIDAY_POOLINGPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['concat_param'].message_type = _HOLIDAY_CONCATPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['convolution_param'].message_type = _HOLIDAY_CONVOLUTIONPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['eltwise_param'].message_type = _HOLIDAY_ELTWISEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['exp_param'].message_type = _HOLIDAY_EXPPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['inner_product_param'].message_type = _HOLIDAY_INNERPRODUCTPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['lrn_param'].message_type = _HOLIDAY_LRNPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['memory_data_param'].message_type = _HOLIDAY_MEMORYDATAPARAMETERPROCESS
+_HOLIDAY_LAYERPARAMETER.fields_by_name['pooling_param'].message_type = _HOLIDAY_POOLINGPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['power_param'].message_type = _HOLIDAY_POWERPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['relu_param'].message_type = _HOLIDAY_RELUPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['softmax_param'].message_type = _HOLIDAY_SOFTMAXPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['slice_param'].message_type = _HOLIDAY_SLICEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['transform_param'].message_type = _HOLIDAY_TRANSFORMATIONPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['batchNormlise_param'].message_type = _HOLIDAY_BATCHNORMLISEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['scale_param'].message_type = _HOLIDAY_SCALEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['prelu_param'].message_type = _HOLIDAY_PRELUPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['crop_parameter'].message_type = _HOLIDAY_CROPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_BlobShape'] = _HOLIDAY_BLOBSHAPE
+DESCRIPTOR.message_types_by_name['Holiday_BlobProto'] = _HOLIDAY_BLOBPROTO
+DESCRIPTOR.message_types_by_name['Holiday_PreluParameter'] = _HOLIDAY_PRELUPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_CropParameter'] = _HOLIDAY_CROPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ConvolutionParameter'] = _HOLIDAY_CONVOLUTIONPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_BatchNormliseParameter'] = _HOLIDAY_BATCHNORMLISEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ScaleParameter'] = _HOLIDAY_SCALEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ConcatParameter'] = _HOLIDAY_CONCATPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_EltwiseParameter'] = _HOLIDAY_ELTWISEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ExpParameter'] = _HOLIDAY_EXPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_MemoryDataParameterProcess'] = _HOLIDAY_MEMORYDATAPARAMETERPROCESS
+DESCRIPTOR.message_types_by_name['Holiday_TransformationParameter'] = _HOLIDAY_TRANSFORMATIONPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_InnerProductParameter'] = _HOLIDAY_INNERPRODUCTPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_LRNParameter'] = _HOLIDAY_LRNPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_PoolingParameter'] = _HOLIDAY_POOLINGPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_PowerParameter'] = _HOLIDAY_POWERPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ReLUParameter'] = _HOLIDAY_RELUPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_SoftmaxParameter'] = _HOLIDAY_SOFTMAXPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_SliceParameter'] = _HOLIDAY_SLICEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_LayerParameter'] = _HOLIDAY_LAYERPARAMETER
+
+Holiday_BlobShape = _reflection.GeneratedProtocolMessageType('Holiday_BlobShape', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BLOBSHAPE,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BlobShape)
+  ))
+_sym_db.RegisterMessage(Holiday_BlobShape)
+
+Holiday_BlobProto = _reflection.GeneratedProtocolMessageType('Holiday_BlobProto', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BLOBPROTO,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BlobProto)
+  ))
+_sym_db.RegisterMessage(Holiday_BlobProto)
+
+Holiday_PreluParameter = _reflection.GeneratedProtocolMessageType('Holiday_PreluParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_PRELUPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PreluParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PreluParameter)
+
+Holiday_CropParameter = _reflection.GeneratedProtocolMessageType('Holiday_CropParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CROPPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_CropParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_CropParameter)
+
+Holiday_ConvolutionParameter = _reflection.GeneratedProtocolMessageType('Holiday_ConvolutionParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CONVOLUTIONPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ConvolutionParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ConvolutionParameter)
+
+Holiday_BatchNormliseParameter = _reflection.GeneratedProtocolMessageType('Holiday_BatchNormliseParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BATCHNORMLISEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BatchNormliseParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_BatchNormliseParameter)
+
+Holiday_ScaleParameter = _reflection.GeneratedProtocolMessageType('Holiday_ScaleParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SCALEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ScaleParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ScaleParameter)
+
+Holiday_ConcatParameter = _reflection.GeneratedProtocolMessageType('Holiday_ConcatParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CONCATPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ConcatParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ConcatParameter)
+
+Holiday_EltwiseParameter = _reflection.GeneratedProtocolMessageType('Holiday_EltwiseParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_ELTWISEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_EltwiseParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_EltwiseParameter)
+
+Holiday_ExpParameter = _reflection.GeneratedProtocolMessageType('Holiday_ExpParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_EXPPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ExpParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ExpParameter)
+
+Holiday_MemoryDataParameterProcess = _reflection.GeneratedProtocolMessageType('Holiday_MemoryDataParameterProcess', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_MEMORYDATAPARAMETERPROCESS,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_MemoryDataParameterProcess)
+  ))
+_sym_db.RegisterMessage(Holiday_MemoryDataParameterProcess)
+
+Holiday_TransformationParameter = _reflection.GeneratedProtocolMessageType('Holiday_TransformationParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_TRANSFORMATIONPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_TransformationParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_TransformationParameter)
+
+Holiday_InnerProductParameter = _reflection.GeneratedProtocolMessageType('Holiday_InnerProductParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_INNERPRODUCTPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_InnerProductParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_InnerProductParameter)
+
+Holiday_LRNParameter = _reflection.GeneratedProtocolMessageType('Holiday_LRNParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_LRNPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_LRNParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_LRNParameter)
+
+Holiday_PoolingParameter = _reflection.GeneratedProtocolMessageType('Holiday_PoolingParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_POOLINGPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PoolingParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PoolingParameter)
+
+Holiday_PowerParameter = _reflection.GeneratedProtocolMessageType('Holiday_PowerParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_POWERPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PowerParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PowerParameter)
+
+Holiday_ReLUParameter = _reflection.GeneratedProtocolMessageType('Holiday_ReLUParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_RELUPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ReLUParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ReLUParameter)
+
+Holiday_SoftmaxParameter = _reflection.GeneratedProtocolMessageType('Holiday_SoftmaxParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SOFTMAXPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_SoftmaxParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_SoftmaxParameter)
+
+Holiday_SliceParameter = _reflection.GeneratedProtocolMessageType('Holiday_SliceParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SLICEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_SliceParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_SliceParameter)
+
+Holiday_LayerParameter = _reflection.GeneratedProtocolMessageType('Holiday_LayerParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_LAYERPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_LayerParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_LayerParameter)
+
+
+# @@protoc_insertion_point(module_scope)

src/HolidayCNN_proto_pb2.py

+# Generated by the protocol buffer compiler.  DO NOT EDIT!
+# source: HolidayCNN_proto.proto
+
+import sys
+_b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1'))
+from google.protobuf import descriptor as _descriptor
+from google.protobuf import message as _message
+from google.protobuf import reflection as _reflection
+from google.protobuf import symbol_database as _symbol_database
+from google.protobuf import descriptor_pb2
+# @@protoc_insertion_point(imports)
+
+_sym_db = _symbol_database.Default()
+
+
+
+
+DESCRIPTOR = _descriptor.FileDescriptor(
+  name='HolidayCNN_proto.proto',
+  package='',
+  serialized_pb=_b('\n\x16HolidayCNN_proto.proto\" \n\x11Holiday_BlobShape\x12\x0b\n\x03\x64im\x18\x01 \x03(\x03\"D\n\x11Holiday_BlobProto\x12!\n\x05shape\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobShape\x12\x0c\n\x04\x64\x61ta\x18\x02 \x03(\x02\";\n\x16Holiday_PreluParameter\x12!\n\x05param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\"8\n\x15Holiday_CropParameter\x12\x0f\n\x04\x61xis\x18\x01 \x01(\x05:\x01\x32\x12\x0e\n\x06offset\x18\x02 \x03(\r\"\xff\x02\n\x1cHoliday_ConvolutionParameter\x12&\n\nbias_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12(\n\x0ckernel_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\x12\x17\n\x0f\x64ilation_height\x18\x03 \x01(\r\x12\x16\n\x0e\x64ilation_width\x18\x04 \x01(\r\x12\x12\n\nnum_output\x18\x05 \x01(\r\x12\x15\n\npad_height\x18\x06 \x01(\r:\x01\x30\x12\x14\n\tpad_width\x18\x07 \x01(\r:\x01\x30\x12\x15\n\rkernel_height\x18\x08 \x01(\r\x12\x14\n\x0ckernel_width\x18\t \x01(\r\x12\x15\n\rstride_height\x18\n \x01(\r\x12\x14\n\x0cstride_width\x18\x0b \x01(\r\x12\x10\n\x05group\x18\x0c \x01(\r:\x01\x31\x12\x0f\n\x04\x61xis\x18\r \x01(\x05:\x01\x31\x12\x1e\n\x0f\x66orce_nd_im2col\x18\x0e \x01(\x08:\x05\x66\x61lse\"v\n\x1eHoliday_BatchNormliseParameter\x12&\n\nmean_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12,\n\x10\x63ovariance_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\"i\n\x16Holiday_ScaleParameter\x12\'\n\x0bscale_param\x18\x01 \x01(\x0b\x32\x12.Holiday_BlobProto\x12&\n\nbias_param\x18\x02 \x01(\x0b\x32\x12.Holiday_BlobProto\"A\n\x17Holiday_ConcatParameter\x12\x15\n\nconcat_dim\x18\x01 \x01(\r:\x01\x31\x12\x0f\n\x04\x61xis\x18\x02 \x01(\x05:\x01\x31\"\xaf\x01\n\x18Holiday_EltwiseParameter\x12;\n\toperation\x18\x01 \x01(\x0e\x32#.Holiday_EltwiseParameter.EltwiseOp:\x03SUM\x12\r\n\x05\x63oeff\x18\x02 \x03(\x02\x12\x1e\n\x10stable_prod_grad\x18\x03 \x01(\x08:\x04true\"\'\n\tEltwiseOp\x12\x08\n\x04PROD\x10\x00\x12\x07\n\x03SUM\x10\x01\x12\x07\n\x03MAX\x10\x02\"L\n\x14Holiday_ExpParameter\x12\x10\n\x04\x62\x61se\x18\x01 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+)
+_sym_db.RegisterFileDescriptor(DESCRIPTOR)
+
+
+
+_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP = _descriptor.EnumDescriptor(
+  name='EltwiseOp',
+  full_name='Holiday_EltwiseParameter.EltwiseOp',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='PROD', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='SUM', index=1, number=1,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='MAX', index=2, number=2,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=1066,
+  serialized_end=1105,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP)
+
+_HOLIDAY_LRNPARAMETER_NORMREGION = _descriptor.EnumDescriptor(
+  name='NormRegion',
+  full_name='Holiday_LRNParameter.NormRegion',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='ACROSS_CHANNELS', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='WITHIN_CHANNEL', index=1, number=1,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=2063,
+  serialized_end=2116,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_LRNPARAMETER_NORMREGION)
+
+_HOLIDAY_POOLINGPARAMETER_POOLMETHOD = _descriptor.EnumDescriptor(
+  name='PoolMethod',
+  full_name='Holiday_PoolingParameter.PoolMethod',
+  filename=None,
+  file=DESCRIPTOR,
+  values=[
+    _descriptor.EnumValueDescriptor(
+      name='MAX', index=0, number=0,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='AVE', index=1, number=1,
+      options=None,
+      type=None),
+    _descriptor.EnumValueDescriptor(
+      name='STOCHASTIC', index=2, number=2,
+      options=None,
+      type=None),
+  ],
+  containing_type=None,
+  options=None,
+  serialized_start=2392,
+  serialized_end=2438,
+)
+_sym_db.RegisterEnumDescriptor(_HOLIDAY_POOLINGPARAMETER_POOLMETHOD)
+
+
+_HOLIDAY_BLOBSHAPE = _descriptor.Descriptor(
+  name='Holiday_BlobShape',
+  full_name='Holiday_BlobShape',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='dim', full_name='Holiday_BlobShape.dim', index=0,
+      number=1, type=3, cpp_type=2, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=26,
+  serialized_end=58,
+)
+
+
+_HOLIDAY_BLOBPROTO = _descriptor.Descriptor(
+  name='Holiday_BlobProto',
+  full_name='Holiday_BlobProto',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='shape', full_name='Holiday_BlobProto.shape', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='data', full_name='Holiday_BlobProto.data', index=1,
+      number=2, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=60,
+  serialized_end=128,
+)
+
+
+_HOLIDAY_PRELUPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PreluParameter',
+  full_name='Holiday_PreluParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='param', full_name='Holiday_PreluParameter.param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=130,
+  serialized_end=189,
+)
+
+
+_HOLIDAY_CROPPARAMETER = _descriptor.Descriptor(
+  name='Holiday_CropParameter',
+  full_name='Holiday_CropParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_CropParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=2,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='offset', full_name='Holiday_CropParameter.offset', index=1,
+      number=2, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=191,
+  serialized_end=247,
+)
+
+
+_HOLIDAY_CONVOLUTIONPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ConvolutionParameter',
+  full_name='Holiday_ConvolutionParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_ConvolutionParameter.bias_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_param', full_name='Holiday_ConvolutionParameter.kernel_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='dilation_height', full_name='Holiday_ConvolutionParameter.dilation_height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='dilation_width', full_name='Holiday_ConvolutionParameter.dilation_width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='num_output', full_name='Holiday_ConvolutionParameter.num_output', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_height', full_name='Holiday_ConvolutionParameter.pad_height', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_width', full_name='Holiday_ConvolutionParameter.pad_width', index=6,
+      number=7, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_height', full_name='Holiday_ConvolutionParameter.kernel_height', index=7,
+      number=8, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_width', full_name='Holiday_ConvolutionParameter.kernel_width', index=8,
+      number=9, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_height', full_name='Holiday_ConvolutionParameter.stride_height', index=9,
+      number=10, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_width', full_name='Holiday_ConvolutionParameter.stride_width', index=10,
+      number=11, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='group', full_name='Holiday_ConvolutionParameter.group', index=11,
+      number=12, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_ConvolutionParameter.axis', index=12,
+      number=13, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_nd_im2col', full_name='Holiday_ConvolutionParameter.force_nd_im2col', index=13,
+      number=14, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=250,
+  serialized_end=633,
+)
+
+
+_HOLIDAY_BATCHNORMLISEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_BatchNormliseParameter',
+  full_name='Holiday_BatchNormliseParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='mean_param', full_name='Holiday_BatchNormliseParameter.mean_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='covariance_param', full_name='Holiday_BatchNormliseParameter.covariance_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=635,
+  serialized_end=753,
+)
+
+
+_HOLIDAY_SCALEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ScaleParameter',
+  full_name='Holiday_ScaleParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='scale_param', full_name='Holiday_ScaleParameter.scale_param', index=0,
+      number=1, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_ScaleParameter.bias_param', index=1,
+      number=2, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=755,
+  serialized_end=860,
+)
+
+
+_HOLIDAY_CONCATPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ConcatParameter',
+  full_name='Holiday_ConcatParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='concat_dim', full_name='Holiday_ConcatParameter.concat_dim', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_ConcatParameter.axis', index=1,
+      number=2, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=862,
+  serialized_end=927,
+)
+
+
+_HOLIDAY_ELTWISEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_EltwiseParameter',
+  full_name='Holiday_EltwiseParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='operation', full_name='Holiday_EltwiseParameter.operation', index=0,
+      number=1, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='coeff', full_name='Holiday_EltwiseParameter.coeff', index=1,
+      number=2, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stable_prod_grad', full_name='Holiday_EltwiseParameter.stable_prod_grad', index=2,
+      number=3, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=True,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_ELTWISEPARAMETER_ELTWISEOP,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=930,
+  serialized_end=1105,
+)
+
+
+_HOLIDAY_EXPPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ExpParameter',
+  full_name='Holiday_ExpParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='base', full_name='Holiday_ExpParameter.base', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=-1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_ExpParameter.scale', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='shift', full_name='Holiday_ExpParameter.shift', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1107,
+  serialized_end=1183,
+)
+
+
+_HOLIDAY_MEMORYDATAPARAMETERPROCESS = _descriptor.Descriptor(
+  name='Holiday_MemoryDataParameterProcess',
+  full_name='Holiday_MemoryDataParameterProcess',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='batch_size', full_name='Holiday_MemoryDataParameterProcess.batch_size', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='channels', full_name='Holiday_MemoryDataParameterProcess.channels', index=1,
+      number=2, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='height', full_name='Holiday_MemoryDataParameterProcess.height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='width', full_name='Holiday_MemoryDataParameterProcess.width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='new_height', full_name='Holiday_MemoryDataParameterProcess.new_height', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='new_width', full_name='Holiday_MemoryDataParameterProcess.new_width', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_MemoryDataParameterProcess.scale', index=6,
+      number=7, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_file', full_name='Holiday_MemoryDataParameterProcess.mean_file', index=7,
+      number=8, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_value', full_name='Holiday_MemoryDataParameterProcess.mean_value', index=8,
+      number=9, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_size_height', full_name='Holiday_MemoryDataParameterProcess.crop_size_height', index=9,
+      number=10, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_size_width', full_name='Holiday_MemoryDataParameterProcess.crop_size_width', index=10,
+      number=11, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='channel_swaps', full_name='Holiday_MemoryDataParameterProcess.channel_swaps', index=11,
+      number=12, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1186,
+  serialized_end=1493,
+)
+
+
+_HOLIDAY_TRANSFORMATIONPARAMETER = _descriptor.Descriptor(
+  name='Holiday_TransformationParameter',
+  full_name='Holiday_TransformationParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_TransformationParameter.scale', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mirror', full_name='Holiday_TransformationParameter.mirror', index=1,
+      number=2, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_height', full_name='Holiday_TransformationParameter.crop_height', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_width', full_name='Holiday_TransformationParameter.crop_width', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_file', full_name='Holiday_TransformationParameter.mean_file', index=4,
+      number=5, type=9, cpp_type=9, label=1,
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='mean_value', full_name='Holiday_TransformationParameter.mean_value', index=5,
+      number=6, type=2, cpp_type=6, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_color', full_name='Holiday_TransformationParameter.force_color', index=6,
+      number=7, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='force_gray', full_name='Holiday_TransformationParameter.force_gray', index=7,
+      number=8, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1496,
+  serialized_end=1711,
+)
+
+
+_HOLIDAY_INNERPRODUCTPARAMETER = _descriptor.Descriptor(
+  name='Holiday_InnerProductParameter',
+  full_name='Holiday_InnerProductParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='num_output', full_name='Holiday_InnerProductParameter.num_output', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_InnerProductParameter.axis', index=1,
+      number=2, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='transpose', full_name='Holiday_InnerProductParameter.transpose', index=2,
+      number=3, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bias_param', full_name='Holiday_InnerProductParameter.bias_param', index=3,
+      number=4, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='Inner_param', full_name='Holiday_InnerProductParameter.Inner_param', index=4,
+      number=5, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1714,
+  serialized_end=1889,
+)
+
+
+_HOLIDAY_LRNPARAMETER = _descriptor.Descriptor(
+  name='Holiday_LRNParameter',
+  full_name='Holiday_LRNParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='local_size', full_name='Holiday_LRNParameter.local_size', index=0,
+      number=1, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=5,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='alpha', full_name='Holiday_LRNParameter.alpha', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='beta', full_name='Holiday_LRNParameter.beta', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0.75,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='norm_region', full_name='Holiday_LRNParameter.norm_region', index=3,
+      number=4, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='k', full_name='Holiday_LRNParameter.k', index=4,
+      number=5, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_LRNPARAMETER_NORMREGION,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=1892,
+  serialized_end=2116,
+)
+
+
+_HOLIDAY_POOLINGPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PoolingParameter',
+  full_name='Holiday_PoolingParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='pool', full_name='Holiday_PoolingParameter.pool', index=0,
+      number=1, type=14, cpp_type=8, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_height', full_name='Holiday_PoolingParameter.pad_height', index=1,
+      number=2, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pad_width', full_name='Holiday_PoolingParameter.pad_width', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_height', full_name='Holiday_PoolingParameter.kernel_height', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='kernel_width', full_name='Holiday_PoolingParameter.kernel_width', index=4,
+      number=5, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_height', full_name='Holiday_PoolingParameter.stride_height', index=5,
+      number=6, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='stride_width', full_name='Holiday_PoolingParameter.stride_width', index=6,
+      number=7, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='global_pooling', full_name='Holiday_PoolingParameter.global_pooling', index=7,
+      number=8, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='valid', full_name='Holiday_PoolingParameter.valid', index=8,
+      number=9, type=8, cpp_type=7, label=1,
+      has_default_value=True, default_value=False,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+    _HOLIDAY_POOLINGPARAMETER_POOLMETHOD,
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2119,
+  serialized_end=2438,
+)
+
+
+_HOLIDAY_POWERPARAMETER = _descriptor.Descriptor(
+  name='Holiday_PowerParameter',
+  full_name='Holiday_PowerParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='power', full_name='Holiday_PowerParameter.power', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale', full_name='Holiday_PowerParameter.scale', index=1,
+      number=2, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='shift', full_name='Holiday_PowerParameter.shift', index=2,
+      number=3, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2440,
+  serialized_end=2518,
+)
+
+
+_HOLIDAY_RELUPARAMETER = _descriptor.Descriptor(
+  name='Holiday_ReLUParameter',
+  full_name='Holiday_ReLUParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='negative_slope', full_name='Holiday_ReLUParameter.negative_slope', index=0,
+      number=1, type=2, cpp_type=6, label=1,
+      has_default_value=True, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2520,
+  serialized_end=2570,
+)
+
+
+_HOLIDAY_SOFTMAXPARAMETER = _descriptor.Descriptor(
+  name='Holiday_SoftmaxParameter',
+  full_name='Holiday_SoftmaxParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_SoftmaxParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2572,
+  serialized_end=2615,
+)
+
+
+_HOLIDAY_SLICEPARAMETER = _descriptor.Descriptor(
+  name='Holiday_SliceParameter',
+  full_name='Holiday_SliceParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='axis', full_name='Holiday_SliceParameter.axis', index=0,
+      number=1, type=5, cpp_type=1, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_point', full_name='Holiday_SliceParameter.slice_point', index=1,
+      number=2, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_dim', full_name='Holiday_SliceParameter.slice_dim', index=2,
+      number=3, type=13, cpp_type=3, label=1,
+      has_default_value=True, default_value=1,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2617,
+  serialized_end=2701,
+)
+
+
+_HOLIDAY_LAYERPARAMETER = _descriptor.Descriptor(
+  name='Holiday_LayerParameter',
+  full_name='Holiday_LayerParameter',
+  filename=None,
+  file=DESCRIPTOR,
+  containing_type=None,
+  fields=[
+    _descriptor.FieldDescriptor(
+      name='bottom', full_name='Holiday_LayerParameter.bottom', index=0,
+      number=1, type=9, cpp_type=9, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='top', full_name='Holiday_LayerParameter.top', index=1,
+      number=2, type=9, cpp_type=9, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='name', full_name='Holiday_LayerParameter.name', index=2,
+      number=3, type=9, cpp_type=9, label=1,
+      has_default_value=False, default_value=_b("").decode('utf-8'),
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='type', full_name='Holiday_LayerParameter.type', index=3,
+      number=4, type=13, cpp_type=3, label=1,
+      has_default_value=False, default_value=0,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='top_index', full_name='Holiday_LayerParameter.top_index', index=4,
+      number=5, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='bottom_index', full_name='Holiday_LayerParameter.bottom_index', index=5,
+      number=6, type=13, cpp_type=3, label=3,
+      has_default_value=False, default_value=[],
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='concat_param', full_name='Holiday_LayerParameter.concat_param', index=6,
+      number=7, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='convolution_param', full_name='Holiday_LayerParameter.convolution_param', index=7,
+      number=8, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='eltwise_param', full_name='Holiday_LayerParameter.eltwise_param', index=8,
+      number=9, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='exp_param', full_name='Holiday_LayerParameter.exp_param', index=9,
+      number=10, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='inner_product_param', full_name='Holiday_LayerParameter.inner_product_param', index=10,
+      number=11, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='lrn_param', full_name='Holiday_LayerParameter.lrn_param', index=11,
+      number=12, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='memory_data_param', full_name='Holiday_LayerParameter.memory_data_param', index=12,
+      number=13, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='pooling_param', full_name='Holiday_LayerParameter.pooling_param', index=13,
+      number=14, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='power_param', full_name='Holiday_LayerParameter.power_param', index=14,
+      number=15, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='relu_param', full_name='Holiday_LayerParameter.relu_param', index=15,
+      number=16, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='softmax_param', full_name='Holiday_LayerParameter.softmax_param', index=16,
+      number=17, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='slice_param', full_name='Holiday_LayerParameter.slice_param', index=17,
+      number=18, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='transform_param', full_name='Holiday_LayerParameter.transform_param', index=18,
+      number=19, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='batchNormlise_param', full_name='Holiday_LayerParameter.batchNormlise_param', index=19,
+      number=20, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='scale_param', full_name='Holiday_LayerParameter.scale_param', index=20,
+      number=21, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='prelu_param', full_name='Holiday_LayerParameter.prelu_param', index=21,
+      number=22, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+    _descriptor.FieldDescriptor(
+      name='crop_parameter', full_name='Holiday_LayerParameter.crop_parameter', index=22,
+      number=23, type=11, cpp_type=10, label=1,
+      has_default_value=False, default_value=None,
+      message_type=None, enum_type=None, containing_type=None,
+      is_extension=False, extension_scope=None,
+      options=None),
+  ],
+  extensions=[
+  ],
+  nested_types=[],
+  enum_types=[
+  ],
+  options=None,
+  is_extendable=False,
+  extension_ranges=[],
+  oneofs=[
+  ],
+  serialized_start=2704,
+  serialized_end=3688,
+)
+
+_HOLIDAY_BLOBPROTO.fields_by_name['shape'].message_type = _HOLIDAY_BLOBSHAPE
+_HOLIDAY_PRELUPARAMETER.fields_by_name['param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_CONVOLUTIONPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_CONVOLUTIONPARAMETER.fields_by_name['kernel_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_BATCHNORMLISEPARAMETER.fields_by_name['mean_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_BATCHNORMLISEPARAMETER.fields_by_name['covariance_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_SCALEPARAMETER.fields_by_name['scale_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_SCALEPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_ELTWISEPARAMETER.fields_by_name['operation'].enum_type = _HOLIDAY_ELTWISEPARAMETER_ELTWISEOP
+_HOLIDAY_ELTWISEPARAMETER_ELTWISEOP.containing_type = _HOLIDAY_ELTWISEPARAMETER
+_HOLIDAY_MEMORYDATAPARAMETERPROCESS.fields_by_name['mean_file'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_INNERPRODUCTPARAMETER.fields_by_name['bias_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_INNERPRODUCTPARAMETER.fields_by_name['Inner_param'].message_type = _HOLIDAY_BLOBPROTO
+_HOLIDAY_LRNPARAMETER.fields_by_name['norm_region'].enum_type = _HOLIDAY_LRNPARAMETER_NORMREGION
+_HOLIDAY_LRNPARAMETER_NORMREGION.containing_type = _HOLIDAY_LRNPARAMETER
+_HOLIDAY_POOLINGPARAMETER.fields_by_name['pool'].enum_type = _HOLIDAY_POOLINGPARAMETER_POOLMETHOD
+_HOLIDAY_POOLINGPARAMETER_POOLMETHOD.containing_type = _HOLIDAY_POOLINGPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['concat_param'].message_type = _HOLIDAY_CONCATPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['convolution_param'].message_type = _HOLIDAY_CONVOLUTIONPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['eltwise_param'].message_type = _HOLIDAY_ELTWISEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['exp_param'].message_type = _HOLIDAY_EXPPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['inner_product_param'].message_type = _HOLIDAY_INNERPRODUCTPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['lrn_param'].message_type = _HOLIDAY_LRNPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['memory_data_param'].message_type = _HOLIDAY_MEMORYDATAPARAMETERPROCESS
+_HOLIDAY_LAYERPARAMETER.fields_by_name['pooling_param'].message_type = _HOLIDAY_POOLINGPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['power_param'].message_type = _HOLIDAY_POWERPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['relu_param'].message_type = _HOLIDAY_RELUPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['softmax_param'].message_type = _HOLIDAY_SOFTMAXPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['slice_param'].message_type = _HOLIDAY_SLICEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['transform_param'].message_type = _HOLIDAY_TRANSFORMATIONPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['batchNormlise_param'].message_type = _HOLIDAY_BATCHNORMLISEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['scale_param'].message_type = _HOLIDAY_SCALEPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['prelu_param'].message_type = _HOLIDAY_PRELUPARAMETER
+_HOLIDAY_LAYERPARAMETER.fields_by_name['crop_parameter'].message_type = _HOLIDAY_CROPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_BlobShape'] = _HOLIDAY_BLOBSHAPE
+DESCRIPTOR.message_types_by_name['Holiday_BlobProto'] = _HOLIDAY_BLOBPROTO
+DESCRIPTOR.message_types_by_name['Holiday_PreluParameter'] = _HOLIDAY_PRELUPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_CropParameter'] = _HOLIDAY_CROPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ConvolutionParameter'] = _HOLIDAY_CONVOLUTIONPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_BatchNormliseParameter'] = _HOLIDAY_BATCHNORMLISEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ScaleParameter'] = _HOLIDAY_SCALEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ConcatParameter'] = _HOLIDAY_CONCATPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_EltwiseParameter'] = _HOLIDAY_ELTWISEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ExpParameter'] = _HOLIDAY_EXPPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_MemoryDataParameterProcess'] = _HOLIDAY_MEMORYDATAPARAMETERPROCESS
+DESCRIPTOR.message_types_by_name['Holiday_TransformationParameter'] = _HOLIDAY_TRANSFORMATIONPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_InnerProductParameter'] = _HOLIDAY_INNERPRODUCTPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_LRNParameter'] = _HOLIDAY_LRNPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_PoolingParameter'] = _HOLIDAY_POOLINGPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_PowerParameter'] = _HOLIDAY_POWERPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_ReLUParameter'] = _HOLIDAY_RELUPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_SoftmaxParameter'] = _HOLIDAY_SOFTMAXPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_SliceParameter'] = _HOLIDAY_SLICEPARAMETER
+DESCRIPTOR.message_types_by_name['Holiday_LayerParameter'] = _HOLIDAY_LAYERPARAMETER
+
+Holiday_BlobShape = _reflection.GeneratedProtocolMessageType('Holiday_BlobShape', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BLOBSHAPE,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BlobShape)
+  ))
+_sym_db.RegisterMessage(Holiday_BlobShape)
+
+Holiday_BlobProto = _reflection.GeneratedProtocolMessageType('Holiday_BlobProto', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BLOBPROTO,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BlobProto)
+  ))
+_sym_db.RegisterMessage(Holiday_BlobProto)
+
+Holiday_PreluParameter = _reflection.GeneratedProtocolMessageType('Holiday_PreluParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_PRELUPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PreluParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PreluParameter)
+
+Holiday_CropParameter = _reflection.GeneratedProtocolMessageType('Holiday_CropParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CROPPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_CropParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_CropParameter)
+
+Holiday_ConvolutionParameter = _reflection.GeneratedProtocolMessageType('Holiday_ConvolutionParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CONVOLUTIONPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ConvolutionParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ConvolutionParameter)
+
+Holiday_BatchNormliseParameter = _reflection.GeneratedProtocolMessageType('Holiday_BatchNormliseParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_BATCHNORMLISEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_BatchNormliseParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_BatchNormliseParameter)
+
+Holiday_ScaleParameter = _reflection.GeneratedProtocolMessageType('Holiday_ScaleParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SCALEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ScaleParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ScaleParameter)
+
+Holiday_ConcatParameter = _reflection.GeneratedProtocolMessageType('Holiday_ConcatParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_CONCATPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ConcatParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ConcatParameter)
+
+Holiday_EltwiseParameter = _reflection.GeneratedProtocolMessageType('Holiday_EltwiseParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_ELTWISEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_EltwiseParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_EltwiseParameter)
+
+Holiday_ExpParameter = _reflection.GeneratedProtocolMessageType('Holiday_ExpParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_EXPPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ExpParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ExpParameter)
+
+Holiday_MemoryDataParameterProcess = _reflection.GeneratedProtocolMessageType('Holiday_MemoryDataParameterProcess', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_MEMORYDATAPARAMETERPROCESS,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_MemoryDataParameterProcess)
+  ))
+_sym_db.RegisterMessage(Holiday_MemoryDataParameterProcess)
+
+Holiday_TransformationParameter = _reflection.GeneratedProtocolMessageType('Holiday_TransformationParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_TRANSFORMATIONPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_TransformationParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_TransformationParameter)
+
+Holiday_InnerProductParameter = _reflection.GeneratedProtocolMessageType('Holiday_InnerProductParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_INNERPRODUCTPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_InnerProductParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_InnerProductParameter)
+
+Holiday_LRNParameter = _reflection.GeneratedProtocolMessageType('Holiday_LRNParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_LRNPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_LRNParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_LRNParameter)
+
+Holiday_PoolingParameter = _reflection.GeneratedProtocolMessageType('Holiday_PoolingParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_POOLINGPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PoolingParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PoolingParameter)
+
+Holiday_PowerParameter = _reflection.GeneratedProtocolMessageType('Holiday_PowerParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_POWERPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_PowerParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_PowerParameter)
+
+Holiday_ReLUParameter = _reflection.GeneratedProtocolMessageType('Holiday_ReLUParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_RELUPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_ReLUParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_ReLUParameter)
+
+Holiday_SoftmaxParameter = _reflection.GeneratedProtocolMessageType('Holiday_SoftmaxParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SOFTMAXPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_SoftmaxParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_SoftmaxParameter)
+
+Holiday_SliceParameter = _reflection.GeneratedProtocolMessageType('Holiday_SliceParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_SLICEPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_SliceParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_SliceParameter)
+
+Holiday_LayerParameter = _reflection.GeneratedProtocolMessageType('Holiday_LayerParameter', (_message.Message,), dict(
+  DESCRIPTOR = _HOLIDAY_LAYERPARAMETER,
+  __module__ = 'HolidayCNN_proto_pb2'
+  # @@protoc_insertion_point(class_scope:Holiday_LayerParameter)
+  ))
+_sym_db.RegisterMessage(Holiday_LayerParameter)
+
+
+# @@protoc_insertion_point(module_scope)

src/config.py

+DATA_NAME = 'data'
+OUTPUT_LAYER = ''
+#MODEL_PARAM = '/home/dev01/workshop/projects/MXNet2SeetaNet/model-0015.params'
+#MODEL_JSON = '/home/dev01/workshop/projects/MXNet2SeetaNet/model-symbol.json'
+LOAD_EPOCH = 15
+INPUT_DATA_CHANNEL = 3
+INPUT_DATA_HEIGHT = 248
+INPUT_DATA_WIDTH = 248
+
+
+

src/convert.sh

+protoc -I=./ --python_out=./ HolidayCNN_proto.proto
+python Drive_Converter.py

src/converter.py

+#_*_ coding: UTF-8 _*_
+import HolidayCNN_proto_pb2 as hd
+import mxnet as mx
+from mxnet_graph import load_graph
+import numpy as np
+import logging
+import config as cfg
+import GProgress as GP
+logging.basicConfig(
+    level=logging.INFO,
+    format="[%(asctime)s] %(name)s:%(levelname)s: %(message)s"
+)
+
+
+class OPType(object):
+    Enum_ConvolutionLayer = 0
+    Enum_EltwiseLayer = 1
+    Enum_ConcatLayer = 2
+    Enum_ExpLayer = 3
+    Enum_InnerProductLayer = 4
+    Enum_LRNLayer = 5
+    Enum_MemoryDataLayer = 6
+    Enum_PoolingLayer = 7
+    Enum_PowerLayer = 8
+    Enum_ReLULayer = 9
+    Enum_SoftmaxLayer = 10
+    Enum_SliceLayer = 11
+    Enum_BatchNormliseLayer = 13
+    Enum_ScaleLayer = 14
+    Enum_SplitLayer = 15
+    Enum_PreReLULayer = 16
+    Enum_DeconvolutionLayer = 17
+    Enum_CropLayer = 18
+    Enum_FinallyLayer = 1001
+
+
+def fuzzy_query(name_list, key_words):
+    for name in name_list:
+        suffix = name.split('_')[-1]
+        if suffix == key_words:
+            return name
+    return None
+
+
+parse_int = lambda x: int(x)
+def parse_tuple(string):
+    # parse '(1, 2)'
+    length = len(string)
+    string = string[1: -1]
+    str_list = string.split(',')
+    return [parse_int(i) for i in str_list]
+
+
+class Converter(object):
+    def __init__(self, graph, arg_params, aux_params):
+        self.__graph = graph
+        self.__arg_params = arg_params
+        self.__aux_params = aux_params
+        self.__register_converter()
+
+    def __register_converter(self):
+        self.__name_converter_map = {
+            'BatchNorm': self.convert_bn,
+            'Scale': self.convert_scale,
+            'Activation': self.convert_activation,
+            'add_n': self.convert_add_n,
+            'Convolution': self.convert_conv,
+            'FullyConnected': self.convert_fc,
+            # 'Flatten': self.convert_bn,
+            'Pooling': self.convert_pool,
+            'SoftmaxOutput': self.convert_softmax,
+            'null': self.convert_preprocess_data, # refer to data layer
+        }
+
+    def convert_bn(self, layer):
+        bn_wapper = self.__create_wapper(layer)
+        bn_wapper.type = OPType.Enum_BatchNormliseLayer
+        bn_wapper.name = layer.name
+        bn = bn_wapper.batchNormlise_param
+        mean_name = fuzzy_query(layer.param, 'mean')
+        var_name = fuzzy_query(layer.param, 'var')
+
+        mean_param = bn.mean_param
+        covariance_param = bn.covariance_param
+        mean = self.__aux_params[mean_name].asnumpy()
+        covariance = self.__aux_params[var_name].asnumpy()
+
+        # SCALE参数是为了适应Caffe的计算方式，固定设置为1, 不要修改
+        # TODO: eps需要从模型中读取
+        SCALE = 1.0
+        eps = float(layer.attr['eps'])
+
+        mean = mean * SCALE
+        covariance = covariance * SCALE + eps
+        covariance = np.sqrt(covariance)
+
+        self.__create_blob(mean_param, mean.shape, mean.reshape([-1]))
+        self.__create_blob(covariance_param, covariance.shape, covariance.reshape([-1]))
+        return bn_wapper
+
+    def convert_scale(self, layer):
+        scale_wapper = self.__create_wapper(layer)
+        scale_wapper.type = OPType.Enum_ScaleLayer
+        scale_wapper.name = layer.name
+        scale = scale_wapper.scale_param
+        gamma_name = fuzzy_query(layer.param, 'gamma')
+        beta_name = fuzzy_query(layer.param, 'beta')
+
+        scale_param = scale.scale_param
+        bias_param = scale.bias_param
+        gamma = self.__arg_params[gamma_name].asnumpy()
+        beta = self.__arg_params[beta_name].asnumpy()
+        
+        self.__create_blob(scale_param, gamma.shape, gamma.reshape([-1]))
+        self.__create_blob(bias_param, beta.shape, beta.reshape([-1]))
+
+        return scale_wapper
+
+    def convert_conv(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_ConvolutionLayer
+        wapper.name = layer.name
+        # TODO: dilation_height and dilation_widt is not implemented
+        attr = layer.attr
+        conv = wapper.convolution_param
+
+        weight = fuzzy_query(layer.param, 'weight')
+        bias = fuzzy_query(layer.param, 'bias')
+        if bias:
+            bias_data = self.__arg_params[bias].asnumpy()
+            bias_blob = conv.bias_param
+            self.__create_blob(bias_blob, bias_data.shape, bias_data.reshape([-1]))
+        weight_data = self.__arg_params[weight].asnumpy()
+        weight_blob = conv.kernel_param
+        self.__create_blob(weight_blob, weight_data.shape, weight_data.reshape([-1]))
+
+        conv.num_output = int(attr['num_filter'])
+
+        if "pad" in attr:
+            pad = parse_tuple(attr['pad'])
+        else:
+            pad = (0, 0)
+        conv.pad_height = pad[0]
+        conv.pad_width = pad[1]
+        kernel = parse_tuple(attr['kernel'])
+        conv.kernel_height = kernel[0]
+        conv.kernel_width = kernel[1]
+        if 'stride' in attr:
+            stride = parse_tuple(attr['stride'])
+        else:
+            stride = (0, 0)
+        conv.stride_height = stride[0]
+        conv.stride_width = stride[1]
+        # TODO：暂时将dilation的值强制设置为1，后续mxnet模型有需要设置为其他值再做修改
+        conv.dilation_height = 1
+        conv.dilation_width = 1
+
+        return wapper
+
+    def convert_concat(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_ConcatLayer
+        wapper.name = layer.name
+        concat = wapper.concat_param
+        return wapper
+
+    def convert_add_n(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_EltwiseLayer
+        wapper.name = layer.name
+        addn = wapper.eltwise_param
+        return wapper
+
+    def convert_pow(self, layer):
+        raise NotImplementedError
+
+    def convert_preprocess_data(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_MemoryDataLayer
+        wapper.name = layer.name
+
+        preprocess = wapper.memory_data_param
+        preprocess.scale = 1 / 255.0
+        preprocess.channels = cfg.INPUT_DATA_CHANNEL
+        preprocess.height = cfg.INPUT_DATA_HEIGHT
+        preprocess.width = cfg.INPUT_DATA_WIDTH
+        preprocess.batch_size = 1
+
+        # preprocess.mean_value.append(0)
+        # preprocess.mean_value.append(0)
+        # preprocess.mean_value.append(0)
+        
+        # swp BGR to RGB
+        preprocess.channel_swaps.append(2)
+        preprocess.channel_swaps.append(1)
+        preprocess.channel_swaps.append(0)
+
+        return wapper
+
+    def convert_fc(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_InnerProductLayer
+        wapper.name = layer.name
+        fc = wapper.inner_product_param
+        weight = fuzzy_query(layer.param, 'weight')
+        bias = fuzzy_query(layer.param, 'bias')
+        weight_data = self.__arg_params[weight].asnumpy()
+        if bias:
+            bias_data = self.__arg_params[bias].asnumpy()
+            bias_blob = fc.bias_param
+            self.__create_blob(bias_blob, bias_data.shape, bias_data.reshape([-1]))
+        
+        weight_blob = fc.Inner_param
+
+        # 这里weight_data做了转置，为了适应SeetaNet的计算方式，但是shape不要转置。
+        fc.transpose = True
+        self.__create_blob(weight_blob, weight_data.shape, weight_data.T.reshape([-1]))
+
+        fc.num_output = int(layer.attr['num_hidden'])
+        fc.axis = 1
+        return wapper
+
+    def convert_lrn(self, layer):
+        raise NotImplementedError
+
+    def convert_pool(self, layer):
+        'MaxPooling AvgPooling'
+        attr = layer.attr
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_PoolingLayer
+        wapper.name = layer.name
+        pool = wapper.pooling_param
+        if attr['pool_type'] == 'avg':
+            pool.pool = hd.Holiday_PoolingParameter.AVE
+        elif attr['pool_type'] == 'max':
+            pool.pool = hd.Holiday_PoolingParameter.MAX
+        else:
+            raise NotImplementedError
+        pad = parse_tuple(attr['pad'])
+        # TODO：现在强制VALID=True，后续有mxnet使用其他pool padding的方式时再修改
+        pool.valid = True
+        pool.pad_height = pad[0]
+        pool.pad_width = pad[1]
+        kernel = parse_tuple(attr['kernel'])
+        pool.kernel_height = kernel[0]
+        pool.kernel_width = kernel[1]
+        stride = parse_tuple(attr['stride'])
+        pool.stride_height = stride[0]
+        pool.stride_width = stride[1]
+        return wapper
+
+    def convert_activation(self, layer):
+        print(layer.attr['act_type'])
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_ReLULayer
+        wapper.name = layer.name
+        if layer.attr['act_type'] == 'relu':
+            relu = wapper.relu_param
+            return wapper
+        raise NotImplementedError
+
+    def convert_softmax(self, layer):
+        wapper = self.__create_wapper(layer)
+        wapper.type = OPType.Enum_SoftmaxLayer
+        wapper.name = layer.name
+        if layer.attr is not None and len(layer.attr) != 0:
+            raise NotImplementedError
+        softmax = wapper.softmax_param
+        softmax.axis = 1
+        return wapper
+
+    def convert_slice(self, layer):
+        raise NotImplementedError
+
+    def __create_blob(self, blob, shape, vec_data):
+        blob_shape = blob.shape
+        blob_shape.dim.extend(shape)
+        for d in vec_data:
+            #print(d)
+            #print(type(d))
+            d = float(d)
+            blob.data.append(d)
+        return blob
+
+    def __create_wapper(self, layer):
+        wapper = hd.Holiday_LayerParameter()
+        for b in layer.bottom_name:
+            wapper.bottom.append(b)
+        for t in layer.top_name:
+            wapper.top.append(t)
+        for i in layer.bottom_idx:
+            wapper.bottom_index.append(i)
+        for i in layer.top_idx:
+            wapper.top_index.append(i)
+        return wapper
+
+    def __last_layer(self):
+        wapper = hd.Holiday_LayerParameter()
+        wapper.top_index.append(100001)
+        wapper.bottom_index.append(100001)
+        wapper.type = OPType.Enum_FinallyLayer
+        return wapper
+
+
+    def write_layer_names(self, fo, label=False):
+        # idx=1没有对应真实的layer，只是为了写入blob name时，需要强制插入idx=1的label blob
+        length = np.array(self.__graph.idx_count, np.int64)
+        if not label:
+            length = length - 1
+        fo.write(length.tobytes())
+        for i in range(self.__graph.idx_count):
+            if i == 1:
+                if label:
+                    layer_name = 'label'
+                else:
+                    continue
+            else: 
+                layer_name = self.__graph.get_name(i)
+            length = len(layer_name)
+            length = np.array(length, np.int64)
+            fo.write(length.tobytes())
+            encode_layer_name = layer_name.encode('utf-8')
+            try:
+                fo.write(str.encode(encode_layer_name))
+            except:
+                fo.write(str.encode(layer_name))
+
+    def write_param_names(self, fo):
+        count = 0
+        for layer in self.__graph:
+            for _ in layer.param:
+                count += 1
+        length = np.array(count, np.int64)
+        fo.write(length.tobytes())
+        for layer in self.__graph:
+            for param_name in layer.param:
+                length = len(param_name)
+                length = np.array(length, np.int64)
+                fo.write(length.tobytes())
+                fo.write(str.encode(param_name))
+
+    def convert(self,seetanet_model):
+        fo = open(seetanet_model, 'wb')
+        # 先写入blob的名称，再写入layer的名称，由于这里将blob和layer近似等同起来，所有写入的都是layer的name。
+        # 唯一的区别是，blob中多一个label blob
+        self.write_layer_names(fo, True)
+        self.write_layer_names(fo)
+        try:
+            flag = 1;
+            for i in range(self.__graph.idx_count):
+                if i == 1: continue
+                layer = self.__graph.get_layer(self.__graph.get_name(i))
+                #logging.info(layer.name)
+
+            # for layer in self.__graph:
+                op_type = layer.type
+                # todo:
+                if op_type == 'Flatten':
+                    continue
+                converter = self.__name_converter_map.get(op_type, None)
+                if converter is None:
+                    raise NotImplementedError(op_type)
+                hd = converter(layer)
+                if isinstance(hd, list) or isinstance(hd, tuple):
+                    for i in hd:
+                        ss = i.SerializeToString()
+                        length = np.array(len(ss), np.int64)
+                        fo.write(length.tobytes())
+                        fo.write(ss)
+                else:
+                    ss = hd.SerializeToString()
+                    length = np.array(len(ss), np.int64)
+                    fo.write(length.tobytes())
+                    fo.write(ss)
+                
+                #post return progress 
+                if(i > (flag * (self.__graph.idx_count / 8))): 
+                  GP.set_progress_var(flag * 10 + 10)
+                  GP.Post_return()
+                  flag = flag + 1
+            # 加最后一个标记层
+            wapper = self.__last_layer()
+            ss = wapper.SerializeToString()
+            length = np.array(len(ss), np.int64)
+            fo.write(length.tobytes())
+            fo.write(ss)
+        except Exception, e:
+            GP.set_err_msg_var(repr(e))
+        finally:
+            fo.close()
+
+
+def test():
+    sym, arg_params, aux_params = mx.model.\
+        load_checkpoint(cfg.MODEL_PREFIX, cfg.LOAD_EPOCH)
+    logging.info(load_graph(sym))
+
+def load_checkpoint(params, network_struct):
+    symbol = mx.sym.load(network_struct)
+    save_dict = mx.nd.load(params)
+    arg_params = {}
+    aux_params = {}
+    for k, v in save_dict.items():
+        tp, name = k.split(':', 1)
+        if tp == 'arg':
+            arg_params[name] = v
+        if tp == 'aux':
+            aux_params[name] = v
+    return (symbol, arg_params, aux_params)
+
+#function created by xuboxuan@20170807
+#if __name__ == '__main__':
+def Run_Converter(model_param,model_json,seetanet_model):
+    #parser = argparse.ArgumentParser(description='manual to this converter script')
+    #parser.add_argument('--model_param',type=str,default = None)    
+    #parser.add_argument('--model_json',type=str,default = None)    
+    #args = parser.parse_args()
+   try:
+      sym, arg_params, aux_params = \
+        load_checkpoint(model_param, model_json)
+      graph = load_graph(model_json)
+      converter = Converter(graph, arg_params, aux_params)
+      logging.info('start to convert model parameters')
+      converter.convert(seetanet_model)
+      logging.info('convert success!!!')
+      return true
+   except Exception, e:
+      return None

src/keep.sh

+#########################################################################
+# name: keep.sh
+# Author: seetatech xuboxuan
+# mail: boxuan.xu@seetatech.com
+# Created Time: 16 Aug 2017 07:49:46 PM CST
+#########################################################################
+#!/bin/bash
+
+sn=`ps x | grep Drive_Converter.py | grep -v grep | awk '{print $1}'`
+echo $sn
+if [ "${sn}" = "" ]    #如果为空,表示进程未启动
+then
+echo no sdk_process
+mv log log_bak/`date +%s`.log.bak
+nohup python Drive_Converter.py > log 2>&1 &
+echo start success
+fi

src/mxnet_graph.py

+#_*_ coding: UTF-8 _*_
+import json
+import logging
+import config  as cfg
+
+
+def fuzzy_query(name_list, key_words):
+    for name in name_list:
+        suffix = name.split('_')[-1]
+        if suffix == key_words:
+            return name
+    return None
+
+
+class Layer(object):
+    def __init__(self):
+        self.name = ''
+        self.bottom_name = set()
+        self.bottom_idx = set()
+        self.top_name = set()
+        self.top_idx = set()
+        self.param = set()  # param name
+        self.type = 'null'
+        self.attr = None
+
+
+class Graph(object):
+    def __init__(self):
+        self.layer_idx = {}  # name -> idx
+        self.idx_layer = {}  # idx -> name
+        self.name_layer = {}  # name -> layer
+        self.idx_count = 0
+
+    def add_name_layer(self, name, layer):
+        if name in self.name_layer:
+            logging.info('name %s: have been in  name_layer' % name)
+            return
+        self.name_layer[name] = layer
+
+    def get_layer(self, name):
+        layer = self.name_layer.get(name, None)
+        if layer is None:
+            raise KeyError(name)
+        return layer
+
+    def get_idx(self, layer_name):
+        idx = self.layer_idx.get(layer_name, None)
+        if idx is None:
+            raise ValueError(layer_name)
+        return idx
+
+    def get_name(self, idx):
+        name = self.idx_layer.get(idx, None)
+        if name is None:
+            raise ValueError(idx)
+        return name
+
+    def get_root_layer(self):
+        pass
+
+    def get_all_layers(self):
+        return self.name_layer.values()
+
+    def __iter__(self):
+        return iter(self.name_layer.values())
+
+
+def separate_layer_param(sym_name_list):
+    layer_output_name = []
+    param_name = []
+    for sym_name in sym_name_list:
+        if sym_name.split('_')[-1] == 'output':
+            idx = sym_name.rfind('_')
+            # layer_output_name.append(sym_name[:idx])
+            layer_output_name.append(sym_name)
+        else:
+            param_name.append(sym_name)
+    return layer_output_name, param_name
+
+
+def set_top_name(graph):
+    for layer in graph:
+        for l in graph:
+            if layer.name in l.bottom_name:
+                layer.top_name.add(l.name)
+        # 最底层的数据层必须有两个top idx
+        if layer.name == cfg.DATA_NAME:
+            layer.top_name.add(cfg.DATA_NAME)
+
+
+def set_idx(graph):
+    try:
+        from Queue import Queue
+    except:
+        from queue import Queue
+    name_set = set()
+    q = Queue()
+    q.put(graph.get_layer(cfg.DATA_NAME))
+    while q.qsize() > 0:
+        layer = q.get()
+        layer_name = layer.name
+        
+        flag = False
+        for b in layer.bottom_name:
+            # 这里的处理是为了保证初始一个layer时，他的输入blob已经都被初始化
+            if b not in name_set:
+                q.put(layer)
+                flag = True
+                break
+        if flag:
+            continue
+
+        if layer_name in name_set:
+            continue
+        else:
+            name_set.add(layer_name)
+        graph.layer_idx[layer_name] = graph.idx_count
+        graph.idx_layer[graph.idx_count] = layer_name
+        if layer_name == cfg.DATA_NAME:
+            # idx=1是为了预留给label blob
+            graph.idx_count += 2
+        else:
+            graph.idx_count += 1
+        for n in layer.top_name:
+            q.put(graph.get_layer(n))
+
+    for layer in graph:
+        for b in layer.bottom_name:
+            layer.bottom_idx.add(graph.get_idx(b))
+        #for t in layer.top_name:
+        layer.top_idx.add(graph.layer_idx[layer.name])
+        if layer.name == cfg.DATA_NAME:
+            layer.top_idx.add(1)
+
+
+def remove_layer(graph, type='Flatten'):
+    '''layer_name所指向的layer必须只能有一个输入，即len(bottom_name) == 1'''
+    remove_layer_list = []
+    for layer in graph:
+        if layer.type == type:
+            remove_layer_list.append(layer)
+
+            layer_name = layer.name
+            bottom_name = layer.bottom_name.pop()
+            if len(layer.bottom_name) > 0:
+                raise ValueError
+            for l in graph:
+                if layer_name in l.bottom_name:
+                    l.bottom_name.remove(layer_name)
+                    l.bottom_name.add(bottom_name)
+    for l in remove_layer_list:
+        logging.info('remove: {}'.format(l.name))
+        graph.name_layer.pop(l.name)
+
+
+def mxnetbn_to_bn_scale(graph):
+    '''将mxnet的bn层分为SeetaNet（Caffe）中的bn和scale层'''
+    bn_layers = []
+    for layer in graph.get_all_layers():
+        if layer.type == 'BatchNorm':
+            bn_layers.append(layer)
+
+    for layer in bn_layers:
+        new_name = 'Scale-%s' % layer.name
+
+        scale_layer = Layer()
+        scale_layer.type = 'Scale'
+        scale_layer.name = new_name
+        graph.add_name_layer(new_name, scale_layer)
+        scale_layer.bottom_name.add(layer.name)
+        for l in graph.get_all_layers():
+            if layer.name in l.bottom_name and l.type != 'Scale':
+                l.bottom_name.remove(layer.name)
+                l.bottom_name.add(scale_layer.name)
+
+        gamma_name = fuzzy_query(layer.param, 'gamma')
+        beta_name = fuzzy_query(layer.param, 'beta')
+
+        layer.param.remove(gamma_name)
+        layer.param.remove(beta_name)
+
+        scale_layer.param.add(gamma_name)
+        scale_layer.param.add(beta_name)
+
+
+def construct_graph(json_file):
+    graph = Graph()
+    with open(json_file) as f:
+        symbol = json.load(f)
+    node_num = len(symbol['nodes'])
+    nodes = symbol['nodes']
+    for i in range(node_num):
+        node = nodes[i]
+        if str(node['op']) == 'null' and str(node['name']) != cfg.DATA_NAME:
+            continue
+        layer_name = node['name']
+        layer = Layer()
+        layer.name = layer_name
+        layer.type = node['op']
+        # layer.top_name = '%s_output' % node['name']
+        layer.attr = node.get('attr', None)
+        graph.add_name_layer(layer.name, layer)
+        for input in node['inputs']:
+            input_node = nodes[input[0]]
+            if str(input_node['op']) != 'null' or (str(input_node['name']) == cfg.DATA_NAME):
+                layer.bottom_name.add(str(input_node['name']))
+            if str(input_node['op']) == 'null':
+                layer.param.add(str(input_node['name']))
+                if not str(input_node['name']).startswith(str(input_node['name'])):
+                    raise NotImplementedError('shared param is not implemented')
+        if layer_name == cfg.OUTPUT_LAYER:
+            break
+    return graph
+
+
+def load_graph(json_file):
+    logging.info('construct graph')
+    graph = construct_graph(json_file)
+    logging.info('remove Flatten layer')
+    # 由于SeetaNet（Caffe）没有Fatten层，因此将此层去掉
+    remove_layer(graph)
+    # copy_data_layer(graph)
+    logging.info('split bn layer to bn layer and scale layer')
+    mxnetbn_to_bn_scale(graph)
+    set_top_name(graph)
+    set_idx(graph)
+    logging.info('load graph over')
+    return graph
+
+
+# if __name__ == '__main__':
+#     graph = load_graph(cfg.MODEL_JSON_FILE)
+

src/run.sh

+#!/bin/sh
+kill -9 `ps x | grep Drive | grep -v grep | awk '{print $1}'`
+sleep 1
+mv log log_bak/`date +%s`.log.bak
+nohup python Drive_Converter.py > log 2>&1 &
+echo start success