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@shaan-shah
Created May 22, 2020 09:12
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The gist for training a neural net on sound spectograms.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path, train=\".\", valid_pct=0.2,\n",
" ds_tfms=tfms, size=288, num_workers=4).normalize(imagenet_stats)\n",
"data.batch_size=25"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([3, 288, 288])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.data=data\n",
"data.train_ds[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['angry', 'calm', 'disgust', 'fearful', 'happy', 'neutral', 'sad', 'surprised']"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x576 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,8))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"learn.freeze()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='1' class='' max='2', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 50.00% [1/2 00:23<00:23]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.718903</td>\n",
" <td>#na#</td>\n",
" <td>00:23</td>\n",
" </tr>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='11' class='' max='75', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 14.67% [11/75 00:04<00:23 4.8228]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.733698</td>\n",
" <td>1.548947</td>\n",
" <td>0.509595</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1.545228</td>\n",
" <td>1.314952</td>\n",
" <td>0.552239</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>1.393959</td>\n",
" <td>1.246338</td>\n",
" <td>0.562900</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>1.367425</td>\n",
" <td>1.161287</td>\n",
" <td>0.575693</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>1.374092</td>\n",
" <td>1.163991</td>\n",
" <td>0.573561</td>\n",
" <td>00:27</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='1' class='' max='2', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 50.00% [1/2 00:34<00:34]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>2.015627</td>\n",
" <td>#na#</td>\n",
" <td>00:34</td>\n",
" </tr>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='9' class='' max='75', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 12.00% [9/75 00:04<00:33 3.9860]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.181798</td>\n",
" <td>0.849303</td>\n",
" <td>0.686567</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.953773</td>\n",
" <td>0.743032</td>\n",
" <td>0.724947</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.703774</td>\n",
" <td>0.635869</td>\n",
" <td>0.773987</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.546511</td>\n",
" <td>0.588481</td>\n",
" <td>0.782516</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.483718</td>\n",
" <td>0.588802</td>\n",
" <td>0.780384</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-5,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='2', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/2 00:00<00:00]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='64' class='' max='75', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 85.33% [64/75 00:28<00:04 1.2113]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.437672</td>\n",
" <td>0.582152</td>\n",
" <td>0.788913</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.447802</td>\n",
" <td>0.616804</td>\n",
" <td>0.761194</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.394805</td>\n",
" <td>0.564588</td>\n",
" <td>0.799574</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.372629</td>\n",
" <td>0.548097</td>\n",
" <td>0.808102</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.335876</td>\n",
" <td>0.554840</td>\n",
" <td>0.808102</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='2', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/2 00:00<00:00]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='64' class='' max='75', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 85.33% [64/75 00:28<00:04 1.0142]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.315683</td>\n",
" <td>0.556298</td>\n",
" <td>0.818763</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.291032</td>\n",
" <td>0.544751</td>\n",
" <td>0.820895</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.281995</td>\n",
" <td>0.544666</td>\n",
" <td>0.814499</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.280217</td>\n",
" <td>0.539143</td>\n",
" <td>0.816631</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.278927</td>\n",
" <td>0.552232</td>\n",
" <td>0.810235</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(5, slice(1e-5))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='0' class='' max='2', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 0.00% [0/2 00:00<00:00]\n",
" </div>\n",
" \n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table><p>\n",
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='57' class='' max='75', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 76.00% [57/75 00:25<00:08 0.7112]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>accuracy</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.318713</td>\n",
" <td>0.583562</td>\n",
" <td>0.784648</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.328193</td>\n",
" <td>0.561887</td>\n",
" <td>0.810235</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.246364</td>\n",
" <td>0.515104</td>\n",
" <td>0.831556</td>\n",
" <td>00:36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(3, slice(1e-5,1e-4))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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