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Build error
Build error
Update app.ipynb
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app.ipynb
CHANGED
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},
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{
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"cell_type": "code",
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"execution_count":
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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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",
|
| 159 |
-
"text/plain": [
|
| 160 |
-
"PILImage mode=RGB size=128x192"
|
| 161 |
-
]
|
| 162 |
-
},
|
| 163 |
-
"execution_count": 31,
|
| 164 |
-
"metadata": {},
|
| 165 |
-
"output_type": "execute_result"
|
| 166 |
-
}
|
| 167 |
-
],
|
| 168 |
"source": [
|
| 169 |
-
"im = PILImage.create('dog.jpg')\n"
|
| 170 |
-
"im.thumbnail((192,192))\n",
|
| 171 |
-
"im "
|
| 172 |
]
|
| 173 |
},
|
| 174 |
{
|
|
@@ -371,7 +356,7 @@
|
|
| 371 |
},
|
| 372 |
{
|
| 373 |
"cell_type": "code",
|
| 374 |
-
"execution_count":
|
| 375 |
"metadata": {},
|
| 376 |
"outputs": [
|
| 377 |
{
|
|
|
|
| 149 |
},
|
| 150 |
{
|
| 151 |
"cell_type": "code",
|
| 152 |
+
"execution_count": 41,
|
| 153 |
"metadata": {},
|
| 154 |
+
"outputs": [],
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 155 |
"source": [
|
| 156 |
+
"im = PILImage.create('dog.jpg')\n"
|
|
|
|
|
|
|
| 157 |
]
|
| 158 |
},
|
| 159 |
{
|
|
|
|
| 356 |
},
|
| 357 |
{
|
| 358 |
"cell_type": "code",
|
| 359 |
+
"execution_count": 39,
|
| 360 |
"metadata": {},
|
| 361 |
"outputs": [
|
| 362 |
{
|