tpdickson commited on
Commit
a7a7306
1 Parent(s): d29848c

clear outputs of cells, add working directory change, remove gradio share=true

Browse files
Files changed (1) hide show
  1. app.ipynb +23 -122
app.ipynb CHANGED
@@ -2,7 +2,7 @@
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
- "execution_count": 31,
6
  "metadata": {},
7
  "outputs": [],
8
  "source": [
@@ -11,7 +11,7 @@
11
  },
12
  {
13
  "cell_type": "code",
14
- "execution_count": 32,
15
  "metadata": {},
16
  "outputs": [],
17
  "source": [
@@ -20,7 +20,7 @@
20
  },
21
  {
22
  "cell_type": "code",
23
- "execution_count": 33,
24
  "metadata": {},
25
  "outputs": [],
26
  "source": [
@@ -29,7 +29,16 @@
29
  },
30
  {
31
  "cell_type": "code",
32
- "execution_count": 34,
 
 
 
 
 
 
 
 
 
33
  "metadata": {},
34
  "outputs": [],
35
  "source": [
@@ -42,21 +51,9 @@
42
  },
43
  {
44
  "cell_type": "code",
45
- "execution_count": 35,
46
  "metadata": {},
47
- "outputs": [
48
- {
49
- "data": {
50
- "image/png": "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",
51
- "text/plain": [
52
- "PILImage mode=RGB size=192x156"
53
- ]
54
- },
55
- "execution_count": 35,
56
- "metadata": {},
57
- "output_type": "execute_result"
58
- }
59
- ],
60
  "source": [
61
  "im = PILImage.create('dog.jpg')\n",
62
  "im.thumbnail((192,192))\n",
@@ -65,7 +62,7 @@
65
  },
66
  {
67
  "cell_type": "code",
68
- "execution_count": 36,
69
  "metadata": {},
70
  "outputs": [],
71
  "source": [
@@ -75,64 +72,16 @@
75
  },
76
  {
77
  "cell_type": "code",
78
- "execution_count": 37,
79
  "metadata": {},
80
- "outputs": [
81
- {
82
- "data": {
83
- "text/html": [
84
- "\n",
85
- "<style>\n",
86
- " /* Turns off some styling */\n",
87
- " progress {\n",
88
- " /* gets rid of default border in Firefox and Opera. */\n",
89
- " border: none;\n",
90
- " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
91
- " background-size: auto;\n",
92
- " }\n",
93
- " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
94
- " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
95
- " }\n",
96
- " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
97
- " background: #F44336;\n",
98
- " }\n",
99
- "</style>\n"
100
- ],
101
- "text/plain": [
102
- "<IPython.core.display.HTML object>"
103
- ]
104
- },
105
- "metadata": {},
106
- "output_type": "display_data"
107
- },
108
- {
109
- "data": {
110
- "text/html": [],
111
- "text/plain": [
112
- "<IPython.core.display.HTML object>"
113
- ]
114
- },
115
- "metadata": {},
116
- "output_type": "display_data"
117
- },
118
- {
119
- "data": {
120
- "text/plain": [
121
- "('False', TensorBase(0), TensorBase([9.9997e-01, 2.8640e-05]))"
122
- ]
123
- },
124
- "execution_count": 37,
125
- "metadata": {},
126
- "output_type": "execute_result"
127
- }
128
- ],
129
  "source": [
130
  "learn.predict(im)"
131
  ]
132
  },
133
  {
134
  "cell_type": "code",
135
- "execution_count": 38,
136
  "metadata": {},
137
  "outputs": [],
138
  "source": [
@@ -146,57 +95,9 @@
146
  },
147
  {
148
  "cell_type": "code",
149
- "execution_count": 39,
150
  "metadata": {},
151
- "outputs": [
152
- {
153
- "data": {
154
- "text/html": [
155
- "\n",
156
- "<style>\n",
157
- " /* Turns off some styling */\n",
158
- " progress {\n",
159
- " /* gets rid of default border in Firefox and Opera. */\n",
160
- " border: none;\n",
161
- " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
162
- " background-size: auto;\n",
163
- " }\n",
164
- " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
165
- " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
166
- " }\n",
167
- " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
168
- " background: #F44336;\n",
169
- " }\n",
170
- "</style>\n"
171
- ],
172
- "text/plain": [
173
- "<IPython.core.display.HTML object>"
174
- ]
175
- },
176
- "metadata": {},
177
- "output_type": "display_data"
178
- },
179
- {
180
- "data": {
181
- "text/html": [],
182
- "text/plain": [
183
- "<IPython.core.display.HTML object>"
184
- ]
185
- },
186
- "metadata": {},
187
- "output_type": "display_data"
188
- },
189
- {
190
- "data": {
191
- "text/plain": [
192
- "{'Dog': 0.9999713897705078, 'Cat': 2.8640477466979064e-05}"
193
- ]
194
- },
195
- "execution_count": 39,
196
- "metadata": {},
197
- "output_type": "execute_result"
198
- }
199
- ],
200
  "source": [
201
  "classify_image(im)"
202
  ]
@@ -213,7 +114,7 @@
213
  "examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']\n",
214
  "\n",
215
  "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
216
- "intf.launch(inline=False, share=True)"
217
  ]
218
  }
219
  ],
@@ -233,7 +134,7 @@
233
  "name": "python",
234
  "nbconvert_exporter": "python",
235
  "pygments_lexer": "ipython3",
236
- "version": "3.8.13"
237
  },
238
  "orig_nbformat": 4
239
  },
 
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
+ "execution_count": null,
6
  "metadata": {},
7
  "outputs": [],
8
  "source": [
 
11
  },
12
  {
13
  "cell_type": "code",
14
+ "execution_count": null,
15
  "metadata": {},
16
  "outputs": [],
17
  "source": [
 
20
  },
21
  {
22
  "cell_type": "code",
23
+ "execution_count": null,
24
  "metadata": {},
25
  "outputs": [],
26
  "source": [
 
29
  },
30
  {
31
  "cell_type": "code",
32
+ "execution_count": null,
33
+ "metadata": {},
34
+ "outputs": [],
35
+ "source": [
36
+ "os.chdir('./projects/minimal/')"
37
+ ]
38
+ },
39
+ {
40
+ "cell_type": "code",
41
+ "execution_count": null,
42
  "metadata": {},
43
  "outputs": [],
44
  "source": [
 
51
  },
52
  {
53
  "cell_type": "code",
54
+ "execution_count": null,
55
  "metadata": {},
56
+ "outputs": [],
 
 
 
 
 
 
 
 
 
 
 
 
57
  "source": [
58
  "im = PILImage.create('dog.jpg')\n",
59
  "im.thumbnail((192,192))\n",
 
62
  },
63
  {
64
  "cell_type": "code",
65
+ "execution_count": null,
66
  "metadata": {},
67
  "outputs": [],
68
  "source": [
 
72
  },
73
  {
74
  "cell_type": "code",
75
+ "execution_count": null,
76
  "metadata": {},
77
+ "outputs": [],
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
78
  "source": [
79
  "learn.predict(im)"
80
  ]
81
  },
82
  {
83
  "cell_type": "code",
84
+ "execution_count": null,
85
  "metadata": {},
86
  "outputs": [],
87
  "source": [
 
95
  },
96
  {
97
  "cell_type": "code",
98
+ "execution_count": null,
99
  "metadata": {},
100
+ "outputs": [],
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
101
  "source": [
102
  "classify_image(im)"
103
  ]
 
114
  "examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']\n",
115
  "\n",
116
  "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
117
+ "intf.launch(inline=False)"
118
  ]
119
  }
120
  ],
 
134
  "name": "python",
135
  "nbconvert_exporter": "python",
136
  "pygments_lexer": "ipython3",
137
+ "version": "3.10.4"
138
  },
139
  "orig_nbformat": 4
140
  },