initial training

training/training.ipynb

@@ -460,7 +460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "9b76b385",
    "metadata": {},
    "outputs": [
@@ -490,7 +490,217 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Epoch 2/15:   4%|▍         | 12/274 [01:44<37:59,  8.70s/it, accuracy=71.6, loss=0.743]"
+      "Epoch 2/15: 100%|██████████| 274/274 [41:55<00:00,  9.18s/it, accuracy=73.7, loss=0.706]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 2/15\n",
+      "Train Loss: 0.7060 | Train Accuracy: 73.68%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 3/15: 100%|██████████| 274/274 [42:13<00:00,  9.25s/it, accuracy=75.8, loss=0.666]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 3/15\n",
+      "Train Loss: 0.6662 | Train Accuracy: 75.79%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 4/15: 100%|██████████| 274/274 [39:27<00:00,  8.64s/it, accuracy=76.9, loss=0.636]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 4/15\n",
+      "Train Loss: 0.6361 | Train Accuracy: 76.89%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 5/15: 100%|██████████| 274/274 [41:08<00:00,  9.01s/it, accuracy=77.7, loss=0.628]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 5/15\n",
+      "Train Loss: 0.6281 | Train Accuracy: 77.70%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 6/15: 100%|██████████| 274/274 [41:22<00:00,  9.06s/it, accuracy=80.3, loss=0.547]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 6/15\n",
+      "Train Loss: 0.5466 | Train Accuracy: 80.31%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 7/15: 100%|██████████| 274/274 [40:05<00:00,  8.78s/it, accuracy=81.5, loss=0.512]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 7/15\n",
+      "Train Loss: 0.5121 | Train Accuracy: 81.48%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 8/15: 100%|██████████| 274/274 [41:18<00:00,  9.05s/it, accuracy=82.5, loss=0.488]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 8/15\n",
+      "Train Loss: 0.4880 | Train Accuracy: 82.49%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 9/15: 100%|██████████| 274/274 [42:20<00:00,  9.27s/it, accuracy=82.7, loss=0.473]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 9/15\n",
+      "Train Loss: 0.4732 | Train Accuracy: 82.66%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 10/15: 100%|██████████| 274/274 [40:16<00:00,  8.82s/it, accuracy=83.2, loss=0.465]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 10/15\n",
+      "Train Loss: 0.4646 | Train Accuracy: 83.17%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 11/15: 100%|██████████| 274/274 [39:24<00:00,  8.63s/it, accuracy=85, loss=0.433]  \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 11/15\n",
+      "Train Loss: 0.4328 | Train Accuracy: 85.01%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 12/15: 100%|██████████| 274/274 [39:36<00:00,  8.67s/it, accuracy=84.3, loss=0.438]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 12/15\n",
+      "Train Loss: 0.4381 | Train Accuracy: 84.26%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 13/15: 100%|██████████| 274/274 [38:42<00:00,  8.48s/it, accuracy=84.9, loss=0.427]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 13/15\n",
+      "Train Loss: 0.4268 | Train Accuracy: 84.93%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 14/15: 100%|██████████| 274/274 [39:57<00:00,  8.75s/it, accuracy=84.5, loss=0.429]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 14/15\n",
+      "Train Loss: 0.4288 | Train Accuracy: 84.50%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Epoch 15/15: 100%|██████████| 274/274 [43:25<00:00,  9.51s/it, accuracy=84.6, loss=0.43] "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 15/15\n",
+      "Train Loss: 0.4299 | Train Accuracy: 84.61%\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
      ]
     }
    ],