{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "source": [ "This notebook processes a JSON file of N items into chunks of 1000 items. The items are stored as a JSON + Safetensor pair. The name of the safestensor file is written within the JSON file at index 1" ], "metadata": { "id": "T7pqzVAFcPoK" } }, { "cell_type": "code", "source": [ "\n", "import json\n", "import pandas as pd\n", "import os\n", "import shelve\n", "import torch\n", "from safetensors.torch import save_file\n", "import json\n", "\n", "# Determine if this notebook is running on Colab or Kaggle\n", "#Use https://www.kaggle.com/ if Google Colab GPU is busy\n", "home_directory = '/content/'\n", "using_Kaggle = os.environ.get('KAGGLE_URL_BASE','')\n", "if using_Kaggle : home_directory = '/kaggle/working/'\n", "%cd {home_directory}\n", "#-------#\n", "# Load the data if not already loaded\n", "try:\n", " loaded\n", "except:\n", " %cd {home_directory}\n", " !git clone https://huggingface.co/datasets/codeShare/text-to-image-prompts\n", " loaded = True\n", "#--------#" ], "metadata": { "id": "xow5kaB2SgPs", "outputId": "52f1e831-b1c6-4add-f008-d627792b43b8", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content\n", "/content\n", "Cloning into 'text-to-image-prompts'...\n", "remote: Enumerating objects: 14201, done.\u001b[K\n", "remote: Counting objects: 100% (14201/14201), done.\u001b[K\n", "remote: Compressing objects: 100% (11927/11927), done.\u001b[K\n", "remote: Total 14201 (delta 2194), reused 14109 (delta 2177), pack-reused 0 (from 0)\u001b[K\n", "Receiving objects: 100% (14201/14201), 157.57 MiB | 8.44 MiB/s, done.\n", "Resolving deltas: 100% (2194/2194), done.\n", "Updating files: 100% (4450/4450), done.\n", "Filtering content: 100% (1458/1458), 4.27 GiB | 37.03 MiB/s, done.\n" ] } ] }, { "cell_type": "code", "source": [ "# @title Make your own text_encodings .safetensor file for later use (using GPU is recommended to speed things up)\n", "\n", "# User input\n", "target = home_directory + 'text-to-image-prompts/fanfic/tags/'\n", "output_folder = home_directory + 'output/fanfic/tags/'\n", "root_filename = 'fanfic_tags'\n", "NUM_FILES = 1\n", "#--------#\n", "\n", "# Setup environment\n", "def my_mkdirs(folder):\n", " if os.path.exists(folder)==False:\n", " os.makedirs(folder)\n", "#--------#\n", "output_folder_text = output_folder + 'text/'\n", "output_folder_text = output_folder + 'text/'\n", "output_folder_text_encodings = output_folder + 'text_encodings/'\n", "target_raw = target + 'raw/'\n", "%cd {home_directory}\n", "my_mkdirs(output_folder)\n", "my_mkdirs(output_folder_text)\n", "my_mkdirs(output_folder_text_encodings)\n", "#-------#\n", "\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "from transformers import AutoTokenizer\n", "tokenizer = AutoTokenizer.from_pretrained(\"openai/clip-vit-large-patch14\", clean_up_tokenization_spaces = False)\n", "from transformers import CLIPProcessor, CLIPModel\n", "processor = CLIPProcessor.from_pretrained(\"openai/clip-vit-large-patch14\" , clean_up_tokenization_spaces = True)\n", "model = CLIPModel.from_pretrained(\"openai/clip-vit-large-patch14\").to(device)\n", "\n", "\n", "# Quick fix\n", "index = 0\n", "_prompts = {}\n", "for key in prompts:\n", " if type(prompts[key]) != type(''):continue\n", " _prompts[f'{index}'] = prompts[key]\n", " index = index +1\n", "#---------#\n", "prompts = {}\n", "index = 0\n", "for key in _prompts:\n", " prompts[f'{index}'] = _prompts[key]\n", " index = index +1\n", "#-----#" ], "metadata": { "id": "ONeh9AskM7a2", "outputId": "c27d82c2-153e-4315-d448-f652f8f56ad9", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1621972" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "cskYkw0zXHEm", "outputId": "a328d2d4-4d57-45fa-e6d5-8bc0a608cdea", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "outputs": [ { "output_type": "stream", 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fanfic_tags-233.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-233.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-234.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-234.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-235.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-235.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-236.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-236.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-237.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-237.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-238.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-238.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", 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"900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-250.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-250.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-251.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-251.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-252.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-252.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-253.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-253.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-254.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-254.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-255.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-255.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n", "900\n", "/content/output/fanfic/tags/text\n", "Saving segment fanfic_tags-256.json to /content/output/fanfic/tags/text/...\n", "/content/output/fanfic/tags/text_encodings\n", "Saving segment fanfic_tags-256.safetensors to /content/output/fanfic/tags/text_encodings/...\n", "0\n", "100\n", "200\n", "300\n", "400\n", "500\n", "600\n", "700\n", "800\n" ] }, { "output_type": "error", "ename": "KeyboardInterrupt", "evalue": "", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;31m#--------#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0minputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtokenizer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m''\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mprompts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34mf'{_index}'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpadding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreturn_tensors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"pt\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0mtext_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_text_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0mtext_features\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtext_features\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtext_features\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnorm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0mtext_encoding_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34mf'{index}'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtext_features\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cpu'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/clip/modeling_clip.py\u001b[0m in \u001b[0;36mget_text_features\u001b[0;34m(self, input_ids, attention_mask, position_ids, output_attentions, output_hidden_states, return_dict)\u001b[0m\n\u001b[1;32m 1184\u001b[0m \u001b[0mreturn_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mreturn_dict\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreturn_dict\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muse_return_dict\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1186\u001b[0;31m text_outputs = self.text_model(\n\u001b[0m\u001b[1;32m 1187\u001b[0m \u001b[0minput_ids\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_ids\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1188\u001b[0m \u001b[0mattention_mask\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mattention_mask\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1551\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compiled_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# type: ignore[misc]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1552\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1553\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1554\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1555\u001b[0m \u001b[0;32mdef\u001b[0m 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\u001b[0;36m_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1560\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_pre_hooks\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0m_global_backward_hooks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1561\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[0;32m-> 1562\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1563\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1564\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/clip/modeling_clip.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, hidden_states, attention_mask, causal_attention_mask, output_attentions)\u001b[0m\n\u001b[1;32m 478\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 479\u001b[0m \u001b[0;31m# CLIP text model uses both `causal_attention_mask` and `attention_mask` sequentially.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 480\u001b[0;31m attn_output = torch.nn.functional.scaled_dot_product_attention(\n\u001b[0m\u001b[1;32m 481\u001b[0m \u001b[0mquery_states\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 482\u001b[0m \u001b[0mkey_states\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "\n", "#---------#\n", "for file_index in range(NUM_FILES + 1):\n", " if (file_index < 1): continue\n", " filename = f'{root_filename}-{file_index}'\n", " if (NUM_FILES == 1) : filename = f'{root_filename}'\n", " for key in prompts:\n", " index = index + 1\n", " #----------#\n", " NUM_ITEMS = index\n", " #------#\n", "\n", " # Calculate text_encoding for .json file contents and results as .db file\n", " names_dict = {}\n", " text_encoding_dict = {}\n", " segments = {}\n", " index = 0;\n", " subby = 1;\n", " NUM_HEADERS = 2\n", " CHUNKS_SIZE = 1000\n", " _filename = ''\n", " for _index in range(NUM_ITEMS):\n", " if (index % 100 == 0) : print(index)\n", " if (index == 0 and _index>0) : index = index + 2 #make space for headers\n", " if (_index % (CHUNKS_SIZE-NUM_HEADERS) == 0 and _index > 0) :\n", "\n", " # Write headers in the .json\n", " names_dict[f'{0}'] = f'{_index}'\n", " names_dict[f'{1}'] = f'{filename}-{subby}'\n", "\n", " # Encode the headers into text_encoding\n", " inputs = tokenizer(text = '' + names_dict[f'{0}'], padding=True, return_tensors=\"pt\").to(device)\n", " text_features = model.get_text_features(**inputs).to(device)\n", " text_features = text_features/text_features.norm(p=2, dim=-1, keepdim=True)\n", " text_encoding_dict[f'{0}'] = text_features.to(torch.device('cpu'))\n", " inputs = tokenizer(text = '' + names_dict[f'{1}'], padding=True, return_tensors=\"pt\").to(device)\n", " text_features = model.get_text_features(**inputs).to(device)\n", " text_features = text_features/text_features.norm(p=2, dim=-1, keepdim=True)\n", " text_encoding_dict[f'{1}'] = text_features.to(torch.device('cpu'))\n", " #-------#\n", "\n", " # Write .json\n", " _filename = f'{filename}-{subby}.json'\n", " %cd {output_folder_text}\n", " print(f'Saving segment {_filename} to {output_folder_text}...')\n", " with open(_filename, 'w') as f:\n", " json.dump(names_dict, f)\n", " #-------#\n", "\n", " # Write .safetensors\n", " _filename = f'{filename}-{subby}.safetensors'\n", " %cd {output_folder_text_encodings}\n", " print(f'Saving segment {_filename} to {output_folder_text_encodings}...')\n", " save_file(text_encoding_dict, _filename)\n", " #--------#\n", "\n", " #Iterate\n", " subby = subby + 1\n", " segments[f'{subby}'] = _filename\n", " text_encoding_dict = {}\n", " names_dict = {}\n", " index = 0\n", " #------#\n", " #------#\n", " else: index = index + 1\n", " #--------#\n", " inputs = tokenizer(text = '' + prompts[f'{_index}'], padding=True, return_tensors=\"pt\").to(device)\n", " text_features = model.get_text_features(**inputs).to(device)\n", " text_features = text_features/text_features.norm(p=2, dim=-1, keepdim=True)\n", " text_encoding_dict[f'{index}'] = text_features.to(torch.device('cpu'))\n", " names_dict[f'{index}'] = prompts[f'{_index}']\n", " continue\n", " #-----#\n", " #-----#\n", " # Write headers in the .json\n", " names_dict[f'{0}'] = f'{_index}'\n", " names_dict[f'{1}'] = f'{filename}-{subby}'\n", "\n", " # Encode the headers into text_encoding\n", " inputs = tokenizer(text = '' + names_dict[f'{0}'], padding=True, return_tensors=\"pt\").to(device)\n", " text_features = model.get_text_features(**inputs).to(device)\n", " text_features = text_features/text_features.norm(p=2, dim=-1, keepdim=True)\n", " text_encoding_dict[f'{0}'] = text_features.to(torch.device('cpu'))\n", " inputs = tokenizer(text = '' + names_dict[f'{1}'], padding=True, return_tensors=\"pt\").to(device)\n", " text_features = model.get_text_features(**inputs).to(device)\n", " text_features = text_features/text_features.norm(p=2, dim=-1, keepdim=True)\n", " text_encoding_dict[f'{1}'] = text_features.to(torch.device('cpu'))\n", " #-------#\n", "\n", " # Write .json\n", " _filename = f'{filename}-{subby}.json'\n", " %cd {output_folder_text}\n", " print(f'Saving segment {_filename} to {output_folder_text}...')\n", " with open(_filename, 'w') as f:\n", " json.dump(names_dict, f)\n", " #-------#\n", "\n", " # Write .safetensors\n", " _filename = f'{filename}-{subby}.safetensors'\n", " %cd {output_folder_text_encodings}\n", " print(f'Saving segment {_filename} to {output_folder_text_encodings}...')\n", " save_file(text_encoding_dict, _filename)\n", " #--------#\n", "\n", " #Iterate\n", " subby = subby + 1\n", " segments[f'{subby}'] = _filename\n", " text_encoding_dict = {}\n", " names_dict = {}\n", " index = 0\n", " #------#\n", " #----#" ] }, { "cell_type": "code", "source": [ "# @title Download the text_encodings as .zip\n", "# UP TO FILE INDEX 250 FOR fanfic tags out of a total 1622\n", "import os\n", "%cd {home_directory}\n", "output_folder = '/content/output'\n", "#os.remove(f'{home_directory}results.zip')\n", "zip_dest = f'{home_directory}results.zip'\n", "!zip -r {zip_dest} '/content/output'" ], "metadata": { "id": "cR-ed0CGhekk", "outputId": "b31b0ea1-6839-4160-8b64-43be686bd794", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content\n", " adding: content/output/ (stored 0%)\n", " adding: content/output/fanfic/ (stored 0%)\n", " adding: 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content/output/fanfic/tags/text/fanfic_tags-10.json (deflated 57%)\n" ] } ] }, { "cell_type": "code", "source": [ "# @title Download the text_encodings to google drive as .zip\n", "from google.colab import drive\n", "\n", "output_folder = '/content/output'\n", "#-----#\n", "try: mounted\n", "except:\n", " mounted = True\n", " drive.mount('/content/drive')\n", "#------#\n" ], "metadata": { "id": "zTRmgabymGI1", "outputId": "0071e88d-c55b-43d8-bf51-9055ef59ce7f", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "code", "source": [ "\n", "zip_dest = '/content/drive/MyDrive/fanfic1.zip'\n", "!zip -r {zip_dest} {output_folder}" ], "metadata": { "id": "wk3KETWdZv1h", "outputId": "25550824-7600-4ca7-952c-edcdfec2e9bc", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": 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