-
Notifications
You must be signed in to change notification settings - Fork 11
Expand file tree
/
Copy pathmodel.py
More file actions
168 lines (149 loc) · 4.32 KB
/
model.py
File metadata and controls
168 lines (149 loc) · 4.32 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
import numpy as np
import pandas as pd
from flask import Flask , abort , jsonify,request
import json
from flask_cors import CORS,cross_origin
from sklearn.externals import joblib
import numpy as np
import os
from os.path import join
from flask import render_template
import cv2
import random
train_path = ['home','tshirts','jeans','sweat_shirts','shoes','googles','ties','watches','shirts']
num_files=[]
path = join(os.getcwd(),'static')
path=join(path,'images')
path=join(path,'test')
#for images path to be displayed
images=[]
for j in range(len(train_path)):
sent_path="..\static\images\\test\\"+train_path[j]
dir_path=join(path,train_path[j])
sent_image=[]
num_files.append(len(os.listdir(dir_path)))
for i in os.listdir(dir_path):
sent_image.append(join(sent_path,i))
images.append(sent_image)
app=Flask(__name__)
CORS(app)
@app.route("/",methods=['GET','POST'])
def hello():
return render_template('index.html')
@app.route("/cat",methods=['GET','POST'])
def cat():
directory=int(request.args['id'])
print ('directory ',directory)
nameofdir=train_path[directory]
print ('nameofdir ',nameofdir)
img_path=[]
seq=[]
for i in range(12):
num=int(random.randrange(1,num_files[directory]))
seq.append(num)
img_path.append(images[directory][num])
return render_template('cat.html',data=img_path,seq=seq,name=nameofdir,did=directory)
@app.route("/contact",methods=['GET','POST'])
def contact():
return render_template('contact.html')
@app.route("/api",methods=['GET','POST'])
def make_predict():
print('start substitute')
imgno=int(request.args['id'])
print ('imgno is ',imgno)
dirid=int(request.args['dirid'])
print ('dirid ',dirid)
nameofdir=train_path[dirid]
print ('nameofdir ',nameofdir)
li = []
temp = []
cluster_assignment = []
did = []
###################################
#loading model
# distances=joblib.load('distances'+str(dirid)+'.pkl')
cluster_assignment=joblib.load('cluster_assignment'+str(dirid)+'.pkl')
cluster_assignmentN=joblib.load('cluster_assignmentN.pkl')
###################################
#which category
res=images[dirid][imgno]
li.append(res)
temp.append(imgno)
for i in cluster_assignment[imgno][:6]:
did.append(dirid)
li.append(images[dirid][i])
temp.append(i)
pathN = "..\static\images\\test\\all\\"
for i in cluster_assignmentN[imgno][:6]:
flag = 0
for j in range(len(train_path)-1):
if j != 'home':
# print ('j is ',train_path[j+1])
img_file = os.listdir(os.path.join(path,train_path[j+1]))
for img in img_file:
if img == str(i)+'.jpg':
did.append(j+1)
flag = 1
break
if flag == 1:
break
li.append(pathN+str(i)+'.jpg')
temp.append(i)
print(li)
return render_template('details.html', list = li, seq = temp,did=did,name=nameofdir)
@app.route("/api2",methods=['GET','POST'])
def make_complimentary():
print('start make complimentary')
imgno=int(request.args['id'])
print ('imgno is ',imgno)
dirid=int(request.args['dirid'])
print ('dirid ',dirid)
nameofdir=train_path[dirid]
print ('nameofdir ',nameofdir)
li = []
temp = []
cluster_assignment = []
did = []
###################################
#loading model
cluster_assignment=joblib.load('cluster_assignment'+str(dirid)+'.pkl')
cluster_assignmentN=joblib.load('cluster_assignmentN.pkl')
###################################
#which category
k = 0
for j,i in enumerate(os.listdir(os.path.join(path,train_path[dirid]))):
if i == str(imgno)+'.jpg':
k = j
break
# print ('k is ',k)
print ('cluster is ',cluster_assignment[k])
res=images[dirid][k]
li.append(res)
temp.append(k)
for i in cluster_assignment[k][:6]:
did.append(dirid)
li.append(images[dirid][i])
temp.append(i)
pathN = "..\static\images\\test\\all\\"
for i in cluster_assignmentN[imgno][:6]:
flag = 0
for j in range(len(train_path)-1):
if j != 'home':
# print ('j is ',train_path[j+1])
img_file = os.listdir(os.path.join(path,train_path[j+1]))
for img in img_file:
if img == str(i)+'.jpg':
did.append(j+1)
flag = 1
break
if flag == 1:
break
li.append(pathN+str(i)+'.jpg')
temp.append(i)
print(li)
return render_template('details.html', list = li, seq = temp,did=did,name=nameofdir)
@app.route("/contactPost",methods=['GET','POST'])
def contactPost():
return render_template('contactPost.html')
if __name__ == '__main__':
app.run(port=9005,debug=True)