From ef7549aa75077c3d9f8e0975562aed5ca77f968c Mon Sep 17 00:00:00 2001 From: Nico Melone Date: Tue, 11 Feb 2025 15:00:16 -0600 Subject: [PATCH] added gpu support and enlarged the transformer --- parker-squares.ipynb | 10126 +---------------------------------------- training_outputs.csv | 10 - 2 files changed, 98 insertions(+), 10038 deletions(-) diff --git a/parker-squares.ipynb b/parker-squares.ipynb index 4089ba8..94baa4a 100644 --- a/parker-squares.ipynb +++ b/parker-squares.ipynb @@ -60,11 +60,18 @@ "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuda\n" + ] + }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/nico/miniconda3/envs/ml/lib/python3.13/site-packages/torch/nn/modules/transformer.py:379: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.self_attn.batch_first was not True(use batch_first for better inference performance)\n", + "c:\\Users\\Nico\\miniconda3\\envs\\ml\\Lib\\site-packages\\torch\\nn\\modules\\transformer.py:385: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.self_attn.batch_first was not True(use batch_first for better inference performance)\n", " warnings.warn(\n" ] } @@ -72,13 +79,14 @@ "source": [ "# Model initialization\n", "input_dim = 1000 # Vocabulary size (digits 0-8)\n", - "embed_dim = 32\n", - "num_heads = 4\n", - "ff_dim = 64\n", - "num_layers = 100\n", + "embed_dim = 64\n", + "num_heads = 32\n", + "ff_dim = 128\n", + "num_layers = 1000\n", "output_dim = 9 # Output 9 numbers for the 3x3 grid\n", - "\n", - "model = TransformerModel(input_dim, embed_dim, num_heads, ff_dim, num_layers, output_dim)" + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "print(device)\n", + "model = TransformerModel(input_dim, embed_dim, num_heads, ff_dim, num_layers, output_dim).to(device)" ] }, { @@ -176,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -189,14 +197,15 @@ " for epoch in range(epochs):\n", " total_loss = 0\n", " for batch_idx, batch in enumerate(dataloader):\n", + " batch = batch.to(device) # Move batch to GPU\n", " optimizer.zero_grad()\n", " outputs = model(batch)\n", " loss = magic_square_loss(outputs, scale_factor)\n", " loss.backward()\n", " optimizer.step()\n", " total_loss += loss.item()\n", - " save_outputs(epoch, batch_idx, outputs, scale_factor)\n", - " #check_outputs(epoch, batch_idx, outputs, scale_factor)\n", + " #save_outputs(epoch, batch_idx, outputs, scale_factor)\n", + " check_outputs(epoch, batch_idx, outputs, scale_factor)\n", " print(f\"Epoch {epoch+1}, Loss: {total_loss/len(dataloader):.4f}\")\n" ] }, @@ -209,10006 +218,84 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1, Loss: 3459.0894\n", - "Epoch 2, Loss: 1693.9879\n", - "Epoch 3, Loss: 1672.3689\n", - "Epoch 4, Loss: 997.8101\n", - "Epoch 5, Loss: 225.5421\n", - "Epoch 6, Loss: 1913.0110\n", - "Epoch 7, Loss: 3095.8752\n", - "Epoch 8, Loss: 1187.9623\n", - "Epoch 9, Loss: 908.6891\n", - "Epoch 10, Loss: 2521.6543\n", - "Epoch 11, Loss: 2318.4504\n", - "Epoch 12, Loss: 867.5236\n", - "Epoch 13, Loss: 425.4573\n", - "Epoch 14, Loss: 1130.9244\n", - "Epoch 15, Loss: 2824.2161\n", - "Epoch 16, Loss: 2420.1643\n", - "Epoch 17, Loss: 1083.9978\n", - "Epoch 18, Loss: 3468.5437\n", - "Epoch 19, Loss: 903.7730\n", - "Epoch 20, Loss: 1199.0364\n", - "Epoch 21, Loss: 2203.2961\n", - "Epoch 22, Loss: 2297.2698\n", - "Epoch 23, Loss: 3661.8555\n", - "Epoch 24, Loss: 1838.4712\n", - "Epoch 25, Loss: 4467.8257\n", - "Epoch 26, Loss: 448.0989\n", - "Epoch 27, Loss: 573.3939\n", - "Epoch 28, Loss: 1605.4521\n", - "Epoch 29, Loss: 1474.4908\n", - "Epoch 30, Loss: 4089.0325\n", - "Epoch 31, Loss: 3665.6704\n", - "Epoch 32, Loss: 7131.1890\n", - "Epoch 33, Loss: 1656.4944\n", - "Epoch 34, Loss: 2329.2725\n", - "Epoch 35, Loss: 1963.7795\n", - "Epoch 36, Loss: 2044.8916\n", - "Epoch 37, Loss: 2070.9070\n", - "Epoch 38, Loss: 529.3000\n", - "Epoch 39, Loss: 923.0906\n", - "Epoch 40, Loss: 564.7602\n", - "Epoch 41, Loss: 1609.2675\n", - "Epoch 42, Loss: 2011.4207\n", - "Epoch 43, Loss: 2543.3760\n", - "Epoch 44, Loss: 5573.3457\n", - "Epoch 45, Loss: 3126.7393\n", - "Epoch 46, Loss: 2421.1785\n", - "Epoch 47, Loss: 3641.2605\n", - "Epoch 48, Loss: 1964.5214\n", - "Epoch 49, Loss: 1293.6713\n", - "Epoch 50, Loss: 2446.2671\n", - 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"Epoch 9989, Loss: 7.5424\n", - "Epoch 9990, Loss: 5.1538\n", - "Epoch 9991, Loss: 2.8292\n", - "Epoch 9992, Loss: 4.7953\n", - "Epoch 9993, Loss: 7.0434\n", - "Epoch 9994, Loss: 3.9177\n", - "Epoch 9995, Loss: 5.8717\n", - "Epoch 9996, Loss: 2.1530\n", - "Epoch 9997, Loss: 2.0943\n", - "Epoch 9998, Loss: 7.1154\n", - "Epoch 9999, Loss: 8.7871\n", - "Epoch 10000, Loss: 19.3014\n" + "Epoch 1, Loss: 2168482.7500\n", + "Epoch 2, Loss: 2058405.6250\n", + "Epoch 3, Loss: 156104.3906\n", + "Epoch 4, Loss: 64142.9570\n", + "Epoch 5, Loss: 124696.9297\n", + "Epoch 6, Loss: 78761.6641\n", + "Epoch 7, Loss: 59254.0273\n", + "Epoch 8, Loss: 31516.5137\n", + "Epoch 9, Loss: 25372.9551\n", + "Epoch 10, Loss: 20348.7832\n", + "Epoch 11, Loss: 26226.0098\n", + "Epoch 12, Loss: 11597.3955\n", + "Epoch 13, Loss: 13238.3486\n", + "Epoch 14, Loss: 15733.9697\n", + "Epoch 15, Loss: 8141.3574\n", + "Epoch 16, Loss: 24545.1621\n", + "Epoch 17, Loss: 14355.9150\n", + "Epoch 18, Loss: 8949.5967\n", + "Epoch 19, Loss: 10782.6211\n", + "Epoch 20, Loss: 8086.9185\n", + "Epoch 21, Loss: 7462.0649\n", + "Epoch 22, Loss: 9373.1094\n", + "Epoch 23, Loss: 3174.2156\n", + "Epoch 24, Loss: 4319.6846\n", + "Epoch 25, Loss: 3958.9021\n", + "Epoch 26, Loss: 3572.8293\n", + "Epoch 27, Loss: 8007.1396\n", + "Epoch 28, Loss: 3937.1189\n", + "Epoch 29, Loss: 5150.6650\n", + "Epoch 30, Loss: 2238.5474\n", + "Epoch 31, Loss: 1977.6279\n", + "Epoch 32, Loss: 1048.2073\n", + "Epoch 33, Loss: 1188.5005\n", + "Epoch 34, Loss: 1350.1697\n", + "Epoch 35, Loss: 873.2927\n", + "Epoch 36, Loss: 1433.1985\n", + "Epoch 37, Loss: 1185.3119\n", + "Epoch 38, Loss: 1040.7480\n", + "Epoch 39, Loss: 583.9352\n", + "Epoch 40, Loss: 1210.1052\n", + "Epoch 41, Loss: 2639.0896\n", + "Epoch 42, Loss: 965.5707\n", + "Epoch 43, Loss: 385.0073\n", + "Epoch 44, Loss: 703.6561\n", + "Epoch 45, Loss: 217.5824\n", + "Epoch 46, Loss: 556.3173\n", + "Epoch 47, Loss: 1557.3625\n", + "Epoch 48, Loss: 314.1129\n", + "Epoch 49, Loss: 646.6355\n", + "Epoch 50, Loss: 1853.7103\n", + "Epoch 51, Loss: 1410.0405\n", + "Epoch 52, Loss: 809.9199\n", + "Epoch 53, Loss: 1252.6039\n", + "Epoch 54, Loss: 1428.6708\n", + "Epoch 55, Loss: 589.9499\n", + "Epoch 56, Loss: 578.7387\n", + "Epoch 57, Loss: 1211.7103\n", + "Epoch 58, Loss: 1180.1213\n", + "Epoch 59, Loss: 1668.9307\n", + "Epoch 60, Loss: 1097.0701\n", + "Epoch 61, Loss: 137.2408\n", + "Epoch 62, Loss: 1906.7075\n", + "Epoch 63, Loss: 844.5870\n", + "Epoch 64, Loss: 747.8174\n", + "Epoch 65, Loss: 592.3982\n", + "Epoch 66, Loss: 214.6830\n", + "Epoch 67, Loss: 3160.4482\n", + "Epoch 68, Loss: 344.8889\n", + "Epoch 69, Loss: 2320.1528\n", + "Epoch 70, Loss: 615.0215\n", + "Epoch 71, Loss: 692.8455\n", + "Epoch 72, Loss: 545.4932\n", + "Epoch 73, Loss: 590.8438\n", + "Epoch 74, Loss: 1941.2006\n", + "Epoch 75, Loss: 935.5252\n", + "Epoch 76, Loss: 535.0656\n", + "Epoch 77, Loss: 942.5314\n", + "Epoch 78, Loss: 719.8766\n" ] } ], @@ -10221,24 +308,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1, Loss: 0.0001\n", - "Epoch 2, Loss: 0.0002\n", - "Epoch 3, Loss: 0.0001\n", - "Epoch 4, Loss: 0.0002\n", - "Epoch 5, Loss: 0.0003\n", - "Epoch 6, Loss: 0.0001\n", - "Epoch 7, Loss: 0.0004\n", - "Epoch 8, Loss: 0.0002\n", - "Epoch 9, Loss: 0.0004\n", - "Epoch 10, Loss: 0.0000\n" - ] - } - ], + "outputs": [], "source": [ "#Additional Training\n", "model.train()\n", diff --git a/training_outputs.csv b/training_outputs.csv index c2f311a..b98cb13 100644 --- a/training_outputs.csv +++ b/training_outputs.csv @@ -1,11 +1 @@ Epoch,Batch,Pos_0,Pos_1,Pos_2,Pos_3,Pos_4,Pos_5,Pos_6,Pos_7,Pos_8,Row_0,Row_1,Row_2,Col_0,Col_1,Col_2,Diag1,Diag2 -0,0,23,11,22,18,19,21,17,25,15,1134,1126,1139,1142,1107,1150,1115,1134 -1,0,22,10,21,18,19,20,16,24,14,1025,1085,1028,1064,1037,1037,1041,1058 -2,0,23,10,22,17,19,20,16,25,14,1113,1050,1077,1074,1086,1080,1086,1101 -3,0,23,11,21,17,19,21,17,25,14,1091,1091,1110,1107,1107,1078,1086,1091 -4,0,22,10,21,17,19,21,16,24,14,1025,1091,1028,1029,1037,1078,1041,1058 -5,0,23,10,22,18,19,21,17,25,15,1113,1126,1139,1142,1086,1150,1115,1134 -6,0,23,11,21,17,20,22,17,25,14,1091,1173,1110,1107,1146,1121,1125,1130 -7,0,23,10,21,18,19,20,16,25,14,1070,1085,1077,1109,1086,1037,1086,1058 -8,0,23,11,22,17,19,20,16,24,15,1134,1050,1057,1074,1058,1109,1115,1101 -9,0,23,10,21,17,19,20,16,25,14,1070,1050,1077,1074,1086,1037,1086,1058