(SangYeop) commited on
Commit
e70fe46
·
1 Parent(s): 2f18476

LFS 파일 재추적 및 필요한 변경 사항 커밋

Browse files
Files changed (6) hide show
  1. .gitattributes +2 -0
  2. app.ipynb +253 -0
  3. cat.jpg +3 -0
  4. dog.jpg +3 -0
  5. dunno.jpg +3 -0
  6. model.pkl +3 -0
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ *.jpg filter=lfs diff=lfs merge=lfs -text
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+ model.pkl filter=lfs diff=lfs merge=lfs -text
app.ipynb ADDED
@@ -0,0 +1,253 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "#/export\n",
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+ "from fastai.vision.all import *\n",
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+ "import gradio as gr\n",
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+ "from fastbook import *\n",
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+ "def is_cat(x): return x[0].isupper()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "urls = search_images_ddg('dog photos', max_images=1)\n",
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+ "dest = Path('dog.jpg')\n",
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+ "if not dest.exists(): download_url(urls[0], dest, show_progress=False)"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "image/jpeg": 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",
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+ "image/png": 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36
+ "text/plain": [
37
+ "PILImage mode=RGB size=192x120"
38
+ ]
39
+ },
40
+ "execution_count": 3,
41
+ "metadata": {},
42
+ "output_type": "execute_result"
43
+ }
44
+ ],
45
+ "source": [
46
+ "im = PILImage.create('dog.jpg')\n",
47
+ "im.thumbnail((192,192))\n",
48
+ "im"
49
+ ]
50
+ },
51
+ {
52
+ "cell_type": "code",
53
+ "execution_count": 4,
54
+ "metadata": {},
55
+ "outputs": [],
56
+ "source": [
57
+ "#/export\n",
58
+ "learn = load_learner('model.pkl')"
59
+ ]
60
+ },
61
+ {
62
+ "cell_type": "code",
63
+ "execution_count": 5,
64
+ "metadata": {},
65
+ "outputs": [
66
+ {
67
+ "data": {
68
+ "text/html": [
69
+ "\n",
70
+ "<style>\n",
71
+ " /* Turns off some styling */\n",
72
+ " progress {\n",
73
+ " /* gets rid of default border in Firefox and Opera. */\n",
74
+ " border: none;\n",
75
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
76
+ " background-size: auto;\n",
77
+ " }\n",
78
+ " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
79
+ " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
80
+ " }\n",
81
+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
82
+ " background: #F44336;\n",
83
+ " }\n",
84
+ "</style>\n"
85
+ ],
86
+ "text/plain": [
87
+ "<IPython.core.display.HTML object>"
88
+ ]
89
+ },
90
+ "metadata": {},
91
+ "output_type": "display_data"
92
+ },
93
+ {
94
+ "data": {
95
+ "text/html": [],
96
+ "text/plain": [
97
+ "<IPython.core.display.HTML object>"
98
+ ]
99
+ },
100
+ "metadata": {},
101
+ "output_type": "display_data"
102
+ },
103
+ {
104
+ "data": {
105
+ "text/plain": [
106
+ "('False', tensor(0), tensor([1.0000e+00, 5.9419e-08]))"
107
+ ]
108
+ },
109
+ "execution_count": 5,
110
+ "metadata": {},
111
+ "output_type": "execute_result"
112
+ }
113
+ ],
114
+ "source": [
115
+ "learn.predict(im)"
116
+ ]
117
+ },
118
+ {
119
+ "cell_type": "code",
120
+ "execution_count": 6,
121
+ "metadata": {},
122
+ "outputs": [],
123
+ "source": [
124
+ "#/export\n",
125
+ "categories = ('Dog','Cat')\n",
126
+ "\n",
127
+ "def classify_image(img):\n",
128
+ " pred,idx,prob = learn.predict(img)\n",
129
+ " return dict(zip(categories,map(float,prob)))"
130
+ ]
131
+ },
132
+ {
133
+ "cell_type": "code",
134
+ "execution_count": 7,
135
+ "metadata": {},
136
+ "outputs": [
137
+ {
138
+ "data": {
139
+ "text/html": [
140
+ "\n",
141
+ "<style>\n",
142
+ " /* Turns off some styling */\n",
143
+ " progress {\n",
144
+ " /* gets rid of default border in Firefox and Opera. */\n",
145
+ " border: none;\n",
146
+ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
147
+ " background-size: auto;\n",
148
+ " }\n",
149
+ " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
150
+ " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
151
+ " }\n",
152
+ " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
153
+ " background: #F44336;\n",
154
+ " }\n",
155
+ "</style>\n"
156
+ ],
157
+ "text/plain": [
158
+ "<IPython.core.display.HTML object>"
159
+ ]
160
+ },
161
+ "metadata": {},
162
+ "output_type": "display_data"
163
+ },
164
+ {
165
+ "data": {
166
+ "text/html": [],
167
+ "text/plain": [
168
+ "<IPython.core.display.HTML object>"
169
+ ]
170
+ },
171
+ "metadata": {},
172
+ "output_type": "display_data"
173
+ },
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+ {
175
+ "data": {
176
+ "text/plain": [
177
+ "{'Dog': 1.0, 'Cat': 5.941916825236149e-08}"
178
+ ]
179
+ },
180
+ "execution_count": 7,
181
+ "metadata": {},
182
+ "output_type": "execute_result"
183
+ }
184
+ ],
185
+ "source": [
186
+ "classify_image(im)"
187
+ ]
188
+ },
189
+ {
190
+ "cell_type": "code",
191
+ "execution_count": 8,
192
+ "metadata": {},
193
+ "outputs": [
194
+ {
195
+ "name": "stdout",
196
+ "output_type": "stream",
197
+ "text": [
198
+ "Running on local URL: http://127.0.0.1:7861\n",
199
+ "\n",
200
+ "To create a public link, set `share=True` in `launch()`.\n"
201
+ ]
202
+ },
203
+ {
204
+ "data": {
205
+ "text/plain": []
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+ },
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+ "execution_count": 8,
208
+ "metadata": {},
209
+ "output_type": "execute_result"
210
+ }
211
+ ],
212
+ "source": [
213
+ "#/export\n",
214
+ "image = gr.Image()\n",
215
+ "label = gr.Label()\n",
216
+ "examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']\n",
217
+ "\n",
218
+ "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
219
+ "intf.launch(inline=False)"
220
+ ]
221
+ },
222
+ {
223
+ "cell_type": "code",
224
+ "execution_count": 9,
225
+ "metadata": {},
226
+ "outputs": [],
227
+ "source": [
228
+ "m = learn.model"
229
+ ]
230
+ }
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+ ],
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+ "metadata": {
233
+ "kernelspec": {
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+ "display_name": "base",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.11.5"
249
+ }
250
+ },
251
+ "nbformat": 4,
252
+ "nbformat_minor": 2
253
+ }
cat.jpg ADDED

Git LFS Details

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  • Pointer size: 132 Bytes
  • Size of remote file: 1.95 MB
dog.jpg ADDED

Git LFS Details

  • SHA256: 34c367faf8d83c2bc47e6d7a58987ca703dae432bcc87f6fcf5278573f6a992d
  • Pointer size: 132 Bytes
  • Size of remote file: 2.74 MB
dunno.jpg ADDED

Git LFS Details

  • SHA256: 8e700f1ac75600e9ed08b3340c0a3192c87f9ca2b7f891a7b52b42ba50377429
  • Pointer size: 130 Bytes
  • Size of remote file: 26 kB
model.pkl ADDED
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