stripped warnings
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Jonathan Taylor committed
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2610690352
8 files changed
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@@ -3550,16 +3550,7 @@
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},
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"lines_to_next_cell": 0
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_3787/1967952672.py:1: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n",
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" Auto = pd.read_csv('Auto.data', delim_whitespace=True)\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"Auto = pd.read_csv('Auto.data', delim_whitespace=True)\n"
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]
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@@ -3709,14 +3700,6 @@
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"lines_to_next_cell": 2
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_3787/134681464.py:1: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n",
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" Auto = pd.read_csv('Auto.data',\n"
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]
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},
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{
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"data": {
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"text/plain": [
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@@ -1485,16 +1485,6 @@
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"lines_to_next_cell": 0
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_846/1591428221.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
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" results.params[0],\n",
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"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_846/1591428221.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
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" results.params[1],\n"
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]
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},
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{
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"data": {
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truncated
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@@ -6147,14 +6147,6 @@
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"lines_to_next_cell": 0
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_857/3779905754.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
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" ax_hr.set_xticklabels(range(24)[::2], fontsize=20)\n"
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]
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},
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{
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"data": {
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"image/png": 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truncated
|
||||
|
||||
File diff suppressed because it is too large.
Load diff
@@ -1866,16 +1866,6 @@
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"<>:11: SyntaxWarning: invalid escape sequence '\\l'\n",
|
||||
"<>:11: SyntaxWarning: invalid escape sequence '\\l'\n",
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_883/1121239147.py:11: SyntaxWarning: invalid escape sequence '\\l'\n",
|
||||
" ax.legend(title='$\\lambda$');\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"image/png": 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truncated
|
||||
@@ -2775,20 +2765,6 @@
|
||||
" known smoothing parameters, but when smoothing parameters have been estimated, the p-values\n",
|
||||
" are typically lower than they should be, meaning that the tests reject the null too readily.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_883/2135516388.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. \n",
|
||||
" \n",
|
||||
"Please do not make inferences based on these values! \n",
|
||||
"\n",
|
||||
"Collaborate on a solution, and stay up to date at: \n",
|
||||
"github.com/dswah/pyGAM/issues/163 \n",
|
||||
"\n",
|
||||
" gam_full.summary()\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
|
||||
+1
-22
@@ -2208,16 +2208,6 @@
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"<>:9: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
"<>:9: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_904/3619777199.py:9: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
" name='Training $\\gamma=50$',\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"image/png": 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truncated
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@@ -2266,18 +2256,7 @@
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||||
"shell.execute_reply": "2024-06-04T23:19:52.757029Z"
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"<>:4: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
"<>:4: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_904/1317387791.py:4: SyntaxWarning: invalid escape sequence '\\g'\n",
|
||||
" name='Test $\\gamma=50$',\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"roc_curve(svm_flex,\n",
|
||||
" X_test,\n",
|
||||
|
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+319
-319
@@ -899,357 +899,357 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 0: 100%|█████████████████████████████████████████████████████████████████████████████| 6/6 [00:01<00:00, 4.23it/s, v_num=4]\n",
|
||||
"Epoch 0: 100%|█████████████████████████████████████████████████████████████████████████████| 6/6 [00:01<00:00, 4.36it/s, v_num=5]\n",
|
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"Epoch 1: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 212.93it/s, v_num=4]\u001b[A\n",
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"Epoch 1: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 220.32it/s, v_num=5]\u001b[A\n",
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"Epoch 2: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.13it/s, v_num=4]\u001b[A\n",
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"Epoch 2: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.66it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 561.06it/s]\u001b[A\n",
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"Epoch 3: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 122.40it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 744.60it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 547.95it/s]\u001b[A\n",
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"Epoch 4: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 240.57it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 728.30it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 553.56it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 552.58it/s]\u001b[A\n",
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"Epoch 5: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 239.62it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 660.10it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 551.74it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 546.87it/s]\u001b[A\n",
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"Epoch 6: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 242.95it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 766.78it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 568.18it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 578.13it/s]\u001b[A\n",
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"Epoch 7: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 243.68it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 694.88it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 554.14it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 552.27it/s]\u001b[A\n",
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"Epoch 8: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 230.89it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 802.58it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 635.50it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 571.64it/s]\u001b[A\n",
|
||||
"Epoch 9: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 234.76it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 172.47it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 229.02it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 281.93it/s]\u001b[A\n",
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"Epoch 10: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 218.17it/s, v_num=5]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 785.45it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 604.76it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 606.05it/s]\u001b[A\n",
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"Epoch 11: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 239.51it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 682.00it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 571.74it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 555.34it/s]\u001b[A\n",
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"Epoch 12: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.39it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 838.19it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 667.30it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 264.80it/s]\u001b[A\n",
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"Epoch 13: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 226.14it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 800.59it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 584.98it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.25it/s]\u001b[A\n",
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"Epoch 14: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 240.28it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 793.62it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 612.93it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 592.89it/s]\u001b[A\n",
|
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"Epoch 15: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 227.43it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 684.11it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 598.29it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 582.65it/s]\u001b[A\n",
|
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"Epoch 16: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 125.53it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 488.51it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 451.68it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 473.65it/s]\u001b[A\n",
|
||||
"Epoch 17: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 218.53it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 724.78it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 550.54it/s]\u001b[A\n",
|
||||
"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 528.65it/s]\u001b[A\n",
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"Epoch 18: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 234.04it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████▎ | 1/3 [00:00<00:00, 99.52it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 119.83it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 160.18it/s]\u001b[A\n",
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"Epoch 19: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 227.70it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 858.43it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 599.70it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.63it/s]\u001b[A\n",
|
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"Epoch 20: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 223.23it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 885.81it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 687.99it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 646.57it/s]\u001b[A\n",
|
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"Epoch 21: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 234.21it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 780.63it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 594.89it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 553.41it/s]\u001b[A\n",
|
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"Epoch 22: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 230.33it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 749.12it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 638.21it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 584.82it/s]\u001b[A\n",
|
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"Epoch 23: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 243.22it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 796.79it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 592.75it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 569.26it/s]\u001b[A\n",
|
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"Epoch 3: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 239.46it/s, v_num=4]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 642.26it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 575.82it/s]\u001b[A\n",
|
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"Epoch 24: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 116.96it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 702.80it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 526.36it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 535.83it/s]\u001b[A\n",
|
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"Epoch 4: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.87it/s, v_num=4]\u001b[A\n",
|
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 235.01it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 294.89it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 325.20it/s]\u001b[A\n",
|
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"Epoch 25: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 221.34it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 672.38it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 865.16it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 613.52it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 567.56it/s]\u001b[A\n",
|
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"Epoch 26: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 228.62it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 693.96it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 530.25it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 544.29it/s]\u001b[A\n",
|
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"Epoch 27: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 229.37it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 690.19it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 578.56it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.85it/s]\u001b[A\n",
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"Epoch 28: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.54it/s, v_num=5]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 744.60it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 538.94it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.73it/s]\u001b[A\n",
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"Epoch 5: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.98it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 658.76it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 554.77it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 526.48it/s]\u001b[A\n",
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"Epoch 6: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 217.83it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 771.01it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 619.18it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 584.54it/s]\u001b[A\n",
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"Epoch 7: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 234.52it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 723.16it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 595.06it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 589.28it/s]\u001b[A\n",
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"Epoch 8: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 239.80it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 756.96it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 564.02it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 557.51it/s]\u001b[A\n",
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"Epoch 9: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 248.40it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 147.51it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████▋ | 2/3 [00:00<00:00, 81.29it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 110.30it/s]\u001b[A\n",
|
||||
"Epoch 10: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 226.68it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 713.68it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 563.07it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 579.94it/s]\u001b[A\n",
|
||||
"Epoch 11: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 232.75it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 722.66it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 539.25it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 551.57it/s]\u001b[A\n",
|
||||
"Epoch 12: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 227.37it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 659.17it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 496.43it/s]\u001b[A\n",
|
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 496.21it/s]\u001b[A\n",
|
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"Epoch 13: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 238.17it/s, v_num=4]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 602.72it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 534.71it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 532.86it/s]\u001b[A\n",
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"Epoch 14: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 131.89it/s, v_num=4]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 558.72it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 453.51it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 500.33it/s]\u001b[A\n",
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"Epoch 15: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 231.68it/s, v_num=4]\u001b[A\n",
|
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 911.41it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 719.68it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 673.24it/s]\u001b[A\n",
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"Epoch 16: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.04it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 686.24it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 539.67it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 527.87it/s]\u001b[A\n",
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"Epoch 17: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 232.51it/s, v_num=4]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 745.12it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 571.39it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 561.36it/s]\u001b[A\n",
|
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"Epoch 18: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 231.37it/s, v_num=4]\u001b[A\n",
|
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 821.12it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 605.15it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 600.24it/s]\u001b[A\n",
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"Epoch 19: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 118.17it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 761.63it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 568.68it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 576.48it/s]\u001b[A\n",
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"Epoch 20: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 235.80it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 909.83it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 663.97it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 599.27it/s]\u001b[A\n",
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"Epoch 21: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 120.08it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 636.95it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 529.38it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 523.92it/s]\u001b[A\n",
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"Epoch 22: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 231.59it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 790.63it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 569.34it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 549.35it/s]\u001b[A\n",
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"Epoch 23: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 250.38it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 764.97it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 574.72it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 537.43it/s]\u001b[A\n",
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"Epoch 24: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 224.36it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 508.89it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████▋ | 2/3 [00:00<00:00, 64.37it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|██████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 86.19it/s]\u001b[A\n",
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"Epoch 25: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 208.13it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 843.42it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 612.58it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 586.18it/s]\u001b[A\n",
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"Epoch 26: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 224.28it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 738.56it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 554.62it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.73it/s]\u001b[A\n",
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"Epoch 27: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 229.33it/s, v_num=4]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 781.21it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 523.96it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 487.58it/s]\u001b[A\n",
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"Epoch 28: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 158.83it/s, v_num=4]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 589.34it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 519.77it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 509.62it/s]\u001b[A\n",
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"Epoch 29: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 226.07it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 938.95it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 658.55it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 626.33it/s]\u001b[A\n",
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"Epoch 30: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.06it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 779.47it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 618.81it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 590.47it/s]\u001b[A\n",
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"Epoch 31: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 235.79it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 716.85it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 569.11it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 555.54it/s]\u001b[A\n",
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"Epoch 32: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 235.95it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 767.63it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 601.33it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 577.73it/s]\u001b[A\n",
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"Epoch 33: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 116.79it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 683.22it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 528.98it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 523.94it/s]\u001b[A\n",
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"Epoch 34: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 205.11it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 719.93it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 618.40it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 598.19it/s]\u001b[A\n",
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"Epoch 35: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 228.92it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 758.74it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 649.57it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 609.02it/s]\u001b[A\n",
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"Epoch 36: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 231.79it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 803.04it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 670.61it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 629.96it/s]\u001b[A\n",
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"Epoch 37: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 232.50it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 683.11it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 596.12it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 560.44it/s]\u001b[A\n",
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"Epoch 38: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 111.57it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 743.01it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 561.49it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 539.00it/s]\u001b[A\n",
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"Epoch 39: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 247.52it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 710.66it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 521.91it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 548.54it/s]\u001b[A\n",
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"Epoch 40: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 236.49it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 642.71it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 519.35it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 539.00it/s]\u001b[A\n",
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"Epoch 41: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 208.79it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 698.82it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 575.71it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 567.87it/s]\u001b[A\n",
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"Epoch 42: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 251.65it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 793.02it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 587.36it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 562.42it/s]\u001b[A\n",
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"Epoch 43: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 255.68it/s, v_num=4]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 727.93it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 592.79it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 571.53it/s]\u001b[A\n",
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"Epoch 44: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 123.65it/s, v_num=4]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 307.12it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 329.77it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 383.10it/s]\u001b[A\n",
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"Epoch 45: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 238.98it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 528.80it/s]\u001b[A\n",
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"Epoch 29: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 111.20it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 745.26it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 562.77it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 558.37it/s]\u001b[A\n",
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"Epoch 46: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.44it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 645.63it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 602.05it/s]\u001b[A\n",
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"Epoch 30: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 231.35it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 807.84it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 634.54it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 605.59it/s]\u001b[A\n",
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"Epoch 47: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 238.24it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 784.28it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 641.48it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 599.53it/s]\u001b[A\n",
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"Epoch 31: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 230.82it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 772.72it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 548.96it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 539.07it/s]\u001b[A\n",
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"Epoch 48: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 238.45it/s, v_num=4]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 738.04it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 599.91it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 554.46it/s]\u001b[A\n",
|
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"Epoch 32: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 221.98it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 740.26it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 614.28it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 684.11it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 539.70it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 540.16it/s]\u001b[A\n",
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"Epoch 33: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 229.83it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 772.15it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 540.96it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 547.04it/s]\u001b[A\n",
|
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"Epoch 34: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 109.46it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 771.58it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 572.87it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 570.03it/s]\u001b[A\n",
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"Epoch 35: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 228.10it/s, v_num=5]\u001b[A\n",
|
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 823.87it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 576.70it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 564.86it/s]\u001b[A\n",
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"Epoch 36: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 243.33it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 829.90it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 652.76it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 612.13it/s]\u001b[A\n",
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"Epoch 37: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.57it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 799.98it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 598.42it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 550.84it/s]\u001b[A\n",
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"Epoch 38: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 232.75it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████▎ | 1/3 [00:00<00:00, 41.24it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████▋ | 2/3 [00:00<00:00, 70.34it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|██████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 98.42it/s]\u001b[A\n",
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"Epoch 39: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 226.21it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 761.08it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 576.89it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 582.08it/s]\u001b[A\n",
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"Epoch 40: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 232.51it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 810.34it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 597.35it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 598.56it/s]\u001b[A\n",
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"Epoch 49: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 114.04it/s, v_num=4]\u001b[A\n",
|
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"Epoch 41: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 226.77it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation: 0%| | 0/3 [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 766.22it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 561.98it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 563.60it/s]\u001b[A\n",
|
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"Epoch 49: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 89.61it/s, v_num=4]\u001b[A"
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 791.23it/s]\u001b[A\n",
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"Validation DataLoader 0: 67%|██████████████████████████████████████████████ | 2/3 [00:00<00:00, 640.65it/s]\u001b[A\n",
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"Validation DataLoader 0: 100%|█████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 601.59it/s]\u001b[A\n",
|
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"Epoch 42: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 237.22it/s, v_num=5]\u001b[A\n",
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"Validation: | | 0/? [00:00<?, ?it/s]\u001b[A\n",
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"Validation DataLoader 0: 33%|███████████████████████ | 1/3 [00:00<00:00, 874.91it/s]\u001b[A\n",
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"Epoch 49: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 217.71it/s, v_num=5]\u001b[A\n",
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"Epoch 49: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 145.86it/s, v_num=5]\u001b[A"
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{
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@@ -1263,7 +1263,7 @@
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"output_type": "stream",
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"text": [
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"Epoch 49: 100%|████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 83.46it/s, v_num=4]\n"
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"Epoch 49: 100%|███████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 129.66it/s, v_num=5]\n"
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@@ -1303,7 +1303,7 @@
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"text": [
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"Testing DataLoader 0: 100%|████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 298.15it/s]\n"
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"Testing DataLoader 0: 100%|████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 329.17it/s]\n"
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{
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@@ -340,14 +340,6 @@
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}
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},
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"outputs": [
|
||||
{
|
||||
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"text": [
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_910/380004221.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
|
||||
" for sex, df in BrainCancer.groupby('sex'):\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"image/png": 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truncated
|
||||
@@ -2071,14 +2063,6 @@
|
||||
}
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
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|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_910/1365832640.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
|
||||
" for center, df in D.groupby('Center'):\n"
|
||||
]
|
||||
},
|
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{
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"data": {
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"text/plain": [
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@@ -2131,14 +2115,6 @@
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|
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"outputs": [
|
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|
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|
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|
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"text": [
|
||||
"/var/folders/dm/pr1j360n4_9g03p0vy7zfpmr0000gq/T/ipykernel_910/957073325.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
|
||||
" for time, df in D.groupby('Time'):\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
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|
||||
Reference in new issue
Block a user