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": 2,
|
|
"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([[ 0.9070, 0.6699, 0.2960, ..., 0.3870, 0.8941, 1.3026],\n",
|
|
" [-0.9618, -1.9069, 1.6814, ..., 0.0977, 0.0829, 2.6063],\n",
|
|
" [ 0.8923, 0.2553, 1.9925, ..., 1.8682, -0.1530, 0.7194],\n",
|
|
" ...,\n",
|
|
" [ 0.7546, 1.0222, -0.7065, ..., 4.0476, 0.5369, 1.5168],\n",
|
|
" [ 1.4984, 0.9595, 0.5984, ..., 0.7721, -0.6914, 1.1631],\n",
|
|
" [ 1.2913, -1.0850, 2.0208, ..., 0.1654, 0.9178, 0.5116]],\n",
|
|
" grad_fn=<AddBackward0>)\n"
|
|
]
|
|
},
|
|
{
|
|
"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": [
|
|
"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
|
|
}
|