From f05715618113db7f7e61a8994a32bbd980a9b384 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 15 Feb 2024 20:09:20 -0600 Subject: [PATCH] use smaller number of tokens to emphasize next token prediction goal --- ch04/01_main-chapter-code/ch04.ipynb | 152 ++++++++++-------- .../figures/gpt-in-out.webp | Bin 26886 -> 21476 bytes ch04/01_main-chapter-code/figures/gpt.webp | Bin 25254 -> 30564 bytes .../figures/mental-model-2.webp | Bin 19392 -> 15222 bytes .../figures/transformer-block.webp | Bin 28456 -> 26484 bytes 5 files changed, 85 insertions(+), 67 deletions(-) diff --git a/ch04/01_main-chapter-code/ch04.ipynb b/ch04/01_main-chapter-code/ch04.ipynb index f482dc5..2eaecee 100644 --- a/ch04/01_main-chapter-code/ch04.ipynb +++ b/ch04/01_main-chapter-code/ch04.ipynb @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 60, "id": "619c2eed-f8ea-4ff5-92c3-feda0f29b227", "metadata": {}, "outputs": [], @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 61, "id": "794b6b6c-d36f-411e-a7db-8ac566a87fee", "metadata": {}, "outputs": [ @@ -188,8 +188,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ 6109, 3626, 6100, 345, 2651, 13],\n", - " [ 6109, 1110, 6622, 257, 11483, 13]])\n" + "tensor([[6109, 3626, 6100, 345],\n", + " [6109, 1110, 6622, 257]])\n" ] } ], @@ -201,8 +201,8 @@ "\n", "batch = []\n", "\n", - "txt1 = \"Every effort moves you forward.\"\n", - "txt2 = \"Every day holds a lesson.\"\n", + "txt1 = \"Every effort moves you\"\n", + "txt2 = \"Every day holds a\"\n", "\n", "batch.append(torch.tensor(tokenizer.encode(txt1)))\n", "batch.append(torch.tensor(tokenizer.encode(txt2)))\n", @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 62, "id": "009238cd-0160-4834-979c-309710986bb0", "metadata": {}, "outputs": [ @@ -220,20 +220,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Output shape: torch.Size([2, 6, 50257])\n", + "Output shape: torch.Size([2, 4, 50257])\n", "tensor([[[-1.2034, 0.3201, -0.7130, ..., -1.5548, -0.2390, -0.4667],\n", " [-0.1192, 0.4539, -0.4432, ..., 0.2392, 1.3469, 1.2430],\n", " [ 0.5307, 1.6720, -0.4695, ..., 1.1966, 0.0111, 0.5835],\n", - " [ 0.0139, 1.6755, -0.3388, ..., 1.1586, -0.0435, -1.0400],\n", - " [ 0.0106, -1.6711, 0.7797, ..., 0.3561, -0.0867, -0.5452],\n", - " [ 0.1821, 1.1189, 0.1641, ..., 1.9012, 1.2240, 0.8853]],\n", + " [ 0.0139, 1.6755, -0.3388, ..., 1.1586, -0.0435, -1.0400]],\n", "\n", - " [[-1.0341, 0.2765, -1.1252, ..., -0.8381, 0.0773, 0.1147],\n", - " [-0.2632, 0.5427, -0.2828, ..., 0.1357, 0.3707, 1.3615],\n", - " [ 0.9695, 1.2466, -0.3515, ..., -0.0171, -0.3478, 0.2616],\n", - " [-0.0237, -0.7329, 0.3184, ..., 1.5946, -0.1334, -0.2981],\n", - " [-0.1876, -0.7909, 0.8811, ..., 1.1121, -0.3781, -1.4438],\n", - " [ 0.0405, 1.2000, 0.0702, ..., 1.4740, 1.1567, 1.2077]]],\n", + " [[-1.0908, 0.1798, -0.9484, ..., -1.6047, 0.2439, -0.4530],\n", + " [-0.7860, 0.5581, -0.0610, ..., 0.4835, -0.0077, 1.6621],\n", + " [ 0.3567, 1.2698, -0.6398, ..., -0.0162, -0.1296, 0.3717],\n", + " [-0.2407, -0.7349, -0.5102, ..., 2.0057, -0.3694, 0.1814]]],\n", " grad_fn=)\n" ] } @@ -283,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "id": "79e1b463-dc3f-44ac-9cdb-9d5b6f64eb9d", "metadata": {}, "outputs": [ @@ -318,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "id": "9888f79e-8e69-44aa-8a19-cd34292adbf5", "metadata": {}, "outputs": [ @@ -369,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "id": "9a1d1bb9-3341-4c9a-bc2a-d2489bf89cda", "metadata": {}, "outputs": [ @@ -382,8 +378,8 @@ " [-0.0189, 0.1121, -1.0876, 1.5173, 0.5647, -1.0876]],\n", " grad_fn=)\n", "Mean:\n", - " tensor([[2.9802e-08],\n", - " [3.9736e-08]], grad_fn=)\n", + " tensor([[ 0.0000],\n", + " [ 0.0000]], grad_fn=)\n", "Variance:\n", " tensor([[1.],\n", " [1.]], grad_fn=)\n" @@ -410,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "id": "3e06c34b-c68a-4b36-afbe-b30eda4eca39", "metadata": {}, "outputs": [ @@ -444,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "id": "3333a305-aa3d-460a-bcce-b80662d464d9", "metadata": {}, "outputs": [], @@ -486,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "id": "23b1000a-e613-4b43-bd90-e54deed8d292", "metadata": {}, "outputs": [], @@ -497,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "id": "94c12de2-1cab-46e0-a099-e2e470353bff", "metadata": {}, "outputs": [ @@ -562,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "id": "f84694b7-95f3-4323-b6d6-0a73df278e82", "metadata": {}, "outputs": [], @@ -580,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 33, "id": "fc5487d2-2576-4118-80a7-56c4caac2e71", "metadata": {}, "outputs": [ @@ -630,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 34, "id": "9275c879-b148-4579-a107-86827ca14d4d", "metadata": {}, "outputs": [], @@ -651,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 35, "id": "7c4976e2-0261-418e-b042-c5be98c2ccaf", "metadata": {}, "outputs": [ @@ -677,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 36, "id": "928e7f7c-d0b1-499f-8d07-4cadb428a6f9", "metadata": {}, "outputs": [ @@ -738,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 37, "id": "05473938-799c-49fd-86d4-8ed65f94fee6", "metadata": {}, "outputs": [], @@ -796,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 38, "id": "c75f43cc-6923-4018-b980-26023086572c", "metadata": {}, "outputs": [ @@ -834,7 +830,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 39, "id": "11b7c0c2-f9dd-4dd5-b096-a05c48c5f6d6", "metadata": {}, "outputs": [ @@ -887,7 +883,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 40, "id": "0e1e8176-e5e3-4152-b1aa-0bbd7891dfd9", "metadata": {}, "outputs": [], @@ -947,7 +943,33 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 64, + "id": "3fb45a63-b1f3-4b08-b525-dafbc8228405", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input shape: torch.Size([2, 4, 768])\n", + "Output shape: torch.Size([2, 4, 768])\n" + ] + } + ], + "source": [ + "torch.manual_seed(123)\n", + "\n", + "x = torch.rand(2, 4, 768) # Shape: [batch_size, num_tokens, emb_dim]\n", + "block = TransformerBlock(GPT_CONFIG_124M)\n", + "output = block(x)\n", + "\n", + "print(\"Input shape:\", x.shape)\n", + "print(\"Output shape:\", output.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, "id": "01e737a6-fc99-42bb-9f7e-4da899168811", "metadata": {}, "outputs": [ @@ -955,15 +977,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Input shape: torch.Size([2, 6, 768])\n", - "Output shape: torch.Size([2, 6, 768])\n" + "Input shape: torch.Size([2, 4, 768])\n", + "Output shape: torch.Size([2, 4, 768])\n" ] } ], "source": [ "torch.manual_seed(123)\n", "\n", - "x = torch.rand(2, 6, 768) # Shape: [batch_size, num_tokens, emb_dim]\n", + "x = torch.rand(2, 4, 768) # Shape: [batch_size, num_tokens, emb_dim]\n", "block = TransformerBlock(GPT_CONFIG_124M)\n", "output = block(x)\n", "\n", @@ -1014,7 +1036,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 43, "id": "c61de39c-d03c-4a32-8b57-f49ac3834857", "metadata": {}, "outputs": [], @@ -1055,7 +1077,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 44, "id": "252b78c2-4404-483b-84fe-a412e55c16fc", "metadata": {}, "outputs": [ @@ -1064,23 +1086,19 @@ "output_type": "stream", "text": [ "Input batch:\n", - " tensor([[ 6109, 3626, 6100, 345, 2651, 13],\n", - " [ 6109, 1110, 6622, 257, 11483, 13]])\n", + " tensor([[6109, 3626, 6100, 345],\n", + " [6109, 1110, 6622, 257]])\n", "\n", - "Output shape: torch.Size([2, 6, 50257])\n", - "tensor([[[ 0.2237, 0.1153, 0.1121, ..., 0.1412, -0.0542, -0.3782],\n", - " [ 0.5285, -0.0155, -0.5074, ..., -0.3225, 0.4875, -0.0612],\n", - " [ 0.8632, -0.1178, 0.0481, ..., 0.2388, 0.0922, -0.2874],\n", - " [-1.1907, 0.1292, -0.3071, ..., 1.0674, 0.4159, -0.5619],\n", - " [ 1.2322, 0.5499, -0.0272, ..., -0.6428, 0.1301, -0.0295],\n", - " [-0.4615, 0.1153, 0.2789, ..., -0.3424, 0.8622, -0.9750]],\n", + "Output shape: torch.Size([2, 4, 50257])\n", + "tensor([[[-0.0055, 0.3224, 0.2185, ..., 0.2539, 0.4578, -0.4747],\n", + " [ 0.2663, -0.2975, -0.5040, ..., -0.3903, 0.5328, -0.4224],\n", + " [ 1.1146, -0.0923, 0.1303, ..., 0.1521, -0.4494, 0.0276],\n", + " [-0.8239, 0.1174, -0.2566, ..., 1.1197, 0.1036, -0.3993]],\n", "\n", - " [[-0.0461, -0.0814, -0.2738, ..., 0.2012, 0.0063, -0.5720],\n", - " [ 0.1694, -0.2302, 0.0034, ..., 0.8972, 0.2430, -0.0116],\n", - " [ 0.9396, 0.9071, -0.2360, ..., 0.7185, 0.5044, -0.1897],\n", - " [-0.3008, -0.1149, 0.4390, ..., 1.2587, -0.1521, 0.1293],\n", - " [ 1.2862, 0.8138, -0.2298, ..., 0.4084, -0.3298, -0.6869],\n", - " [-0.5629, 0.4579, 0.1874, ..., -0.1453, 0.8834, -0.7628]]],\n", + " [[-0.1027, 0.1752, -0.1048, ..., 0.2258, 0.1559, -0.8747],\n", + " [ 0.2230, 0.1246, 0.0492, ..., 0.8573, -0.2933, 0.3036],\n", + " [ 0.9409, 1.3068, -0.1610, ..., 0.8244, 0.1763, 0.0811],\n", + " [ 0.4395, 0.2753, 0.1540, ..., 1.3410, -0.3709, 0.1643]]],\n", " grad_fn=)\n" ] } @@ -1106,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 45, "id": "84fb8be4-9d3b-402b-b3da-86b663aac33a", "metadata": {}, "outputs": [ @@ -1138,7 +1156,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 46, "id": "e3b43233-e9b8-4f5a-b72b-a263ec686982", "metadata": {}, "outputs": [ @@ -1167,7 +1185,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 47, "id": "95a22e02-50d3-48b3-a4e0-d9863343c164", "metadata": {}, "outputs": [ @@ -1196,7 +1214,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 48, "id": "5131a752-fab8-4d70-a600-e29870b33528", "metadata": {}, "outputs": [ @@ -1291,7 +1309,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 49, "id": "c9b428a9-8764-4b36-80cd-7d4e00595ba6", "metadata": {}, "outputs": [], @@ -1345,7 +1363,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 50, "id": "bb3ffc8e-f95f-4a24-a978-939b8953ea3e", "metadata": {}, "outputs": [ @@ -1359,11 +1377,11 @@ { "data": { "text/plain": [ - "tensor([ 0.0000, 0.0012, 0.0000, ..., 0.0001, 0.0000,\n", + "tensor([ 0.0000, 0.0012, 0.0000, ..., 0.0000, 0.0000,\n", " 0.0000], grad_fn=)" ] }, - "execution_count": 27, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -1380,7 +1398,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 51, "id": "3d7e3e94-df0f-4c0f-a6a1-423f500ac1d3", "metadata": {}, "outputs": [ @@ -1405,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 52, "id": "a72a9b60-de66-44cf-b2f9-1e638934ada4", "metadata": {}, "outputs": [ @@ -1442,7 +1460,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 53, "id": "053d99f6-5710-4446-8d52-117fb34ea9f6", "metadata": {}, "outputs": [ diff --git a/ch04/01_main-chapter-code/figures/gpt-in-out.webp b/ch04/01_main-chapter-code/figures/gpt-in-out.webp index fc8390e95344d5588c685366ac801e196bf306b8..9127f29d9d59a7b141233c1a377cff163ecb7bce 100644 GIT binary patch literal 21476 zcmb5UV{~Rg*DdMjoMXv zueIh}vuc#0q?p)-5&)nkDkQHe&p|Nrw~eR*oDD=(0-_1RpFXl~#>voAT5vB#e8UW7 zZu6nNDu}hy-K{+LhkIj+pX58@YkIHcY5I}hPAB!%^fmW7Cl-tQ@%q+l@+c>C`1s+wIj7t$=r=Nexn~<-wOWJ4s zJMuYmGs(>4|DOS$x101iM)J9^PRmrW$IqPG)hcWr{|HsBtE7^rrkAFvv#fMs+ 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