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{"metadata":{"colab":{"provenance":[],"gpuType":"T4"},"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"accelerator":"GPU","kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[],"dockerImageVersionId":30787,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"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":"\nimport json\nimport pandas as pd\nimport os\nimport shelve\nimport torch\nfrom safetensors.torch import save_file\nimport 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\nhome_directory = '/content/'\nusing_Kaggle = os.environ.get('KAGGLE_URL_BASE','')\nif using_Kaggle : home_directory = '/kaggle/working/'\n%cd {home_directory}\n#-------#\n# Load the data if not already loaded\ntry:\n loaded\nexcept:\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":{"iopub.status.busy":"2024-10-07T19:42:48.561557Z","iopub.execute_input":"2024-10-07T19:42:48.561978Z","iopub.status.idle":"2024-10-07T19:43:59.131236Z","shell.execute_reply.started":"2024-10-07T19:42:48.561939Z","shell.execute_reply":"2024-10-07T19:43:59.130109Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/working\n/kaggle/working\nCloning into 'text-to-image-prompts'...\nremote: Enumerating objects: 14733, done.\u001b[K\nremote: Counting objects: 100% (14733/14733), done.\u001b[K\nremote: Compressing objects: 100% (12461/12461), done.\u001b[K\nremote: Total 14733 (delta 2198), reused 14108 (delta 2172), pack-reused 0 (from 0)\u001b[K\nReceiving objects: 100% (14733/14733), 160.80 MiB | 23.51 MiB/s, done.\nResolving deltas: 100% (2198/2198), done.\nUpdating files: 100% (4962/4962), done.\nFiltering content: 100% (1714/1714), 5.02 GiB | 106.60 MiB/s, done.\n","output_type":"stream"}]},{"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\ntarget = home_directory + 'text-to-image-prompts/fanfic/tags/'\noutput_folder = home_directory + 'output/fanfic/tags/'\nroot_filename = 'fanfic_tags'\nNUM_FILES = 1\n#--------#\n\n# Setup environment\ndef my_mkdirs(folder):\n if os.path.exists(folder)==False:\n os.makedirs(folder)\n#--------#\noutput_folder_text = output_folder + 'text/'\noutput_folder_text = output_folder + 'text/'\noutput_folder_text_encodings = output_folder + 'text_encodings/'\ntarget_raw = target + 'raw/'\n%cd {home_directory}\nmy_mkdirs(output_folder)\nmy_mkdirs(output_folder_text)\nmy_mkdirs(output_folder_text_encodings)\n#-------#\n\ndevice = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\nfrom transformers import AutoTokenizer\ntokenizer = AutoTokenizer.from_pretrained(\"openai/clip-vit-large-patch14\", clean_up_tokenization_spaces = False)\nfrom transformers import CLIPProcessor, CLIPModel\nprocessor = CLIPProcessor.from_pretrained(\"openai/clip-vit-large-patch14\" , clean_up_tokenization_spaces = True)\nmodel = CLIPModel.from_pretrained(\"openai/clip-vit-large-patch14\").to(device)\n\n\n\n%cd {target_raw}\n\nfilename = 'fanfic_tags.json'\nwith open(f'{root_filename}.json', 'r') as f:\n data = json.load(f)\n#------#\n_df = pd.DataFrame({'count': data})['count']\nprompts = {\n key : value for key, value in _df.items()\n}\n\n\n# Quick fix\nindex = 0\n_prompts = {}\nfor key in prompts:\n if type(prompts[key]) != type(''):continue\n _prompts[f'{index}'] = prompts[key]\n index = index +1\n#---------#\nindex = 0\nprompts = {}\nfor 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":{"iopub.status.busy":"2024-10-07T19:49:09.552413Z","iopub.execute_input":"2024-10-07T19:49:09.553277Z","iopub.status.idle":"2024-10-07T19:49:55.154779Z","shell.execute_reply.started":"2024-10-07T19:49:09.553236Z","shell.execute_reply":"2024-10-07T19:49:55.153660Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"/kaggle/working\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"tokenizer_config.json: 0%| | 0.00/905 [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ffbb430c0e6b4481ab3b9bcf71abb0e1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"vocab.json: 0%| | 0.00/961k [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"36aabd2af35248a3858952cf656ab7ed"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"merges.txt: 0%| | 0.00/525k [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ae06f2ba0b7f470a99143756a569a0b1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"tokenizer.json: 0%| | 0.00/2.22M [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3a7bfb16a83b49b7abb7bfeb72cb9076"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"special_tokens_map.json: 0%| | 0.00/389 [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dc9190f977da4a06944ba65a9888cc0a"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"preprocessor_config.json: 0%| | 0.00/316 [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fd97faf9beb5404a8c50d5a1143fd8c5"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"config.json: 0%| | 0.00/4.52k [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"265c4a6f2ae44b89861fb2373e06cd70"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"model.safetensors: 0%| | 0.00/1.71G [00:00<?, ?B/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"af309d1d700348e69a21755813dc4ab5"}},"metadata":{}},{"name":"stdout","text":"/kaggle/working/text-to-image-prompts/fanfic/tags/raw\n","output_type":"stream"}]},{"cell_type":"code","source":"\n#---------#\nfor 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 subby_offset = 256\n subby = _subby + subby_offset\n offset = subby_offset*998\n for __index in range(NUM_ITEMS-offset):\n _index = __index + offset\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 #----#","metadata":{"id":"cskYkw0zXHEm","outputId":"a328d2d4-4d57-45fa-e6d5-8bc0a608cdea","colab":{"base_uri":"https://localhost:8080/","height":1000},"execution":{"iopub.status.busy":"2024-10-07T19:50:19.252326Z","iopub.execute_input":"2024-10-07T19:50:19.253269Z"},"trusted":true},"execution_count":null,"outputs":[{"name":"stdout","text":"0\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-257.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-257.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-258.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-258.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-259.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-259.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-260.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-260.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-261.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-261.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-262.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-262.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-263.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-263.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-264.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-264.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-265.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-265.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-266.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-266.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-267.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-267.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-268.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-268.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-269.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-269.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-270.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-270.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-271.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-271.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-272.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-272.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-273.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-273.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-274.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-274.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-275.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-275.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-276.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-276.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n0\n100\n200\n300\n400\n500\n600\n700\n800\n900\n/kaggle/working/output/fanfic/tags/text\nSaving segment fanfic_tags-277.json to /kaggle/working/output/fanfic/tags/text/...\n/kaggle/working/output/fanfic/tags/text_encodings\nSaving segment fanfic_tags-277.safetensors to /kaggle/working/output/fanfic/tags/text_encodings/...\n","output_type":"stream"}]},{"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\nimport os\n%cd {home_directory}\noutput_folder = '/content/output'\n#os.remove(f'{home_directory}results.zip')\nzip_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/"},"collapsed":true,"jupyter":{"outputs_hidden":true}},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":"/content\n\n adding: content/output/ (stored 0%)\n\n adding: content/output/fanfic/ (stored 0%)\n\n adding: content/output/fanfic/tags/ (stored 0%)\n\n adding: content/output/fanfic/tags/text_encodings/ (stored 0%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-28.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-103.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-218.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-123.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-167.safetensors (deflated 9%)\n\n adding: 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/content/drive\n"}]},{"cell_type":"code","source":"\nzip_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/"},"collapsed":true,"jupyter":{"outputs_hidden":true}},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":" adding: content/output/ (stored 0%)\n\n adding: content/output/fanfic/ (stored 0%)\n\n adding: content/output/fanfic/tags/ (stored 0%)\n\n adding: content/output/fanfic/tags/text_encodings/ (stored 0%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-28.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-103.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-218.safetensors (deflated 9%)\n\n adding: content/output/fanfic/tags/text_encodings/fanfic_tags-123.safetensors (deflated 9%)\n\n adding: 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