156 lines
252 KiB
Plaintext
156 lines
252 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "06229c81",
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"metadata": {
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"slideshow": {
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"slide_type": "slide"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"torch.Size([256, 256])\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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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import torch\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import Project_Model.Libs.Embedder as Embedder\n",
|
|
"\n",
|
|
"TOKENS = 256\n",
|
|
"DIMENSIONS = 256\n",
|
|
"\n",
|
|
"# Custom code made by Christian Risi and Giuseppe Gassi\n",
|
|
"TENSOR = Embedder.fixed_positional_encoding(TOKENS, DIMENSIONS)\n",
|
|
"# print(TENSOR)\n",
|
|
"\n",
|
|
"\n",
|
|
"# Code taken from\n",
|
|
"# https://github.com/jalammar/jalammar.github.io/blob/master/notebookes/transformer/transformer_positional_encoding_graph.ipynb\n",
|
|
"# to test for correctness of custom code\n",
|
|
"print (TENSOR.shape)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.pcolormesh(TENSOR, cmap='viridis')\n",
|
|
"plt.xlabel('Embedding Dimensions')\n",
|
|
"plt.xlim((0, DIMENSIONS))\n",
|
|
"plt.ylim((TOKENS,0))\n",
|
|
"plt.ylabel('Token Position')\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "c7ad6593",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[7706, 290, 756, 4270, 7357, 115, 351, 1507, 1213, 410, 3382, 317, 497, 4740, 2784, 7700]\n",
|
|
"16\n",
|
|
"torch.Size([16, 256])\n",
|
|
"tensor([[-0.4328, 0.2221, 0.0101, ..., 0.8186, -0.3063, 0.1974],\n",
|
|
" [ 0.1821, -0.0650, 2.6001, ..., 1.2106, -0.0669, 1.9826],\n",
|
|
" [ 2.0355, -0.6010, 1.0185, ..., 0.2779, -0.1062, 0.8631],\n",
|
|
" ...,\n",
|
|
" [ 1.3615, 0.0708, 0.2655, ..., -0.3767, -0.3460, 1.4408],\n",
|
|
" [-0.4671, -0.8220, 2.1557, ..., 1.6037, -1.0323, 0.8597],\n",
|
|
" [ 0.4647, -0.7747, 2.5598, ..., 0.6946, 0.4063, 2.0707]],\n",
|
|
" grad_fn=<AddBackward0>)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from pathlib import Path\n",
|
|
"import Project_Model.Libs.BPE as BPE\n",
|
|
"\n",
|
|
"TEXT = \"<ABS>The Dark Knight is a 2008 superhero film directed by Christopher Nolan,<SOTL>\"\n",
|
|
"\n",
|
|
"VOCABULARY_PATH = Path(\"Assets/Model/toy_10/toy_dictionary.json\")\n",
|
|
"SPECIAL_VOC = BPE.default_special_tokens()\n",
|
|
"\n",
|
|
"VOCABULARY = BPE.load_nanos_vocabulary(VOCABULARY_PATH)\n",
|
|
"TOKENANO = BPE.TokeNanoCore(\n",
|
|
" VOCABULARY,\n",
|
|
" SPECIAL_VOC\n",
|
|
")\n",
|
|
"\n",
|
|
"TOKENIZATION = TOKENANO.encode(TEXT)\n",
|
|
"print(TOKENIZATION)\n",
|
|
"\n",
|
|
"TOKEN_SPACE_SIZE = TOKENANO.vocabulary_size\n",
|
|
"EMBEDDED_SIZE = 256\n",
|
|
"\n",
|
|
"EMBEDDER = Embedder.NanoSocratesEmbedder(TOKEN_SPACE_SIZE, EMBEDDED_SIZE)\n",
|
|
"TENSOR: torch.Tensor = EMBEDDER(TOKENIZATION)\n",
|
|
"print(len(TOKENIZATION))\n",
|
|
"print(TENSOR.shape)\n",
|
|
"\n",
|
|
"print(TENSOR)\n",
|
|
"\n",
|
|
"TOKENS, DIMENSIONS = TENSOR.shape\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"plt.pcolormesh(TENSOR.detach().numpy(), cmap='viridis')\n",
|
|
"plt.xlabel('Embedding Dimensions')\n",
|
|
"plt.xlim((0, DIMENSIONS))\n",
|
|
"plt.ylim((TOKENS,0))\n",
|
|
"plt.ylabel('Token Position')\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "deep_learning",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|