learning-llm-finetune-with-lora.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/yaaangzhou/learning-llm-finetune-with-lora?scriptVersionId=142017144\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","id":"5ec7ff3b","metadata":{"papermill":{"duration":0.010688,"end_time":"2023-09-05T13:35:00.811484","exception":false,"start_time":"2023-09-05T13:35:00.800796","status":"completed"},"tags":[]},"source":["**Created by Yang Zhou**\n","\n","**[Learning LLM]Finetune with LoRA**\n","\n","**4 Sep 2023**"]},{"cell_type":"markdown","id":"fd36255b","metadata":{"papermill":{"duration":0.009651,"end_time":"2023-09-05T13:35:00.831275","exception":false,"start_time":"2023-09-05T13:35:00.821624","status":"completed"},"tags":[]},"source":["# <center style=\"font-family: consolas; font-size: 32px; font-weight: bold;\">[Learning LLM]Finetune LLMs with LoRA</center>\n","\n","This is a study note based on the public kernal. Thank you for all the support.\n","***"]},{"cell_type":"markdown","id":"3c021b9e","metadata":{"papermill":{"duration":0.009516,"end_time":"2023-09-05T13:35:00.850814","exception":false,"start_time":"2023-09-05T13:35:00.841298","status":"completed"},"tags":[]},"source":["# 1. What is LoRA？\n","\n","Large language models (LLM) are known for being expensive to train, fine-tune, and run. It was thought that it takes models with hundreds of billions of parameters trained with millions of dollars’ worth of compute to match the capabilities of GPT-3.5 and ChatGPT.\n","\n","However, recently released open-source LLMs have proven that you don’t need very large models to compete with the state of the art. Researchers have trained LLMs with a few billion parameters to perform at a level that is comparable to very large models. The success of open-source large language models has sparked interest and growing activity in the field.\n","\n","Some of these efforts focus on making the fine-tuning of LLMs more cost-efficient. One of the techniques that helps reduce the costs of fine-tuning enormously is “low-rank adaptation” (LoRA). With LoRA, you can fine-tune LLMs at a fraction of the cost it would normally take."]},{"cell_type":"code","execution_count":1,"id":"4820705e","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-09-05T13:35:00.872319Z","iopub.status.busy":"2023-09-05T13:35:00.871907Z","iopub.status.idle":"2023-09-05T13:35:16.719609Z","shell.execute_reply":"2023-09-05T13:35:16.717915Z"},"papermill":{"duration":15.861562,"end_time":"2023-09-05T13:35:16.722148","exception":false,"start_time":"2023-09-05T13:35:00.860586","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting peft==0.4.0\r\n","  Downloading peft-0.4.0-py3-none-any.whl (72 kB)\r\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m72.9/72.9 kB\u001b[0m \u001b[31m1.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n","\u001b[?25hRequirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (1.23.5)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (21.3)\r\n","Requirement already satisfied: psutil in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (5.9.3)\r\n","Requirement already satisfied: pyyaml in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (6.0)\r\n","Requirement already satisfied: torch>=1.13.0 in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (2.0.0+cpu)\r\n","Requirement already satisfied: transformers in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (4.32.1)\r\n","Requirement already satisfied: accelerate in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (0.22.0)\r\n","Requirement already satisfied: safetensors in /opt/conda/lib/python3.10/site-packages (from peft==0.4.0) (0.3.3)\r\n","Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging>=20.0->peft==0.4.0) (3.0.9)\r\n","Requirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from torch>=1.13.0->peft==0.4.0) (3.12.2)\r\n","Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.10/site-packages (from torch>=1.13.0->peft==0.4.0) (4.6.3)\r\n","Requirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch>=1.13.0->peft==0.4.0) (1.12)\r\n","Requirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch>=1.13.0->peft==0.4.0) (3.1)\r\n","Requirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch>=1.13.0->peft==0.4.0) (3.1.2)\r\n","Requirement already satisfied: huggingface-hub<1.0,>=0.15.1 in /opt/conda/lib/python3.10/site-packages (from transformers->peft==0.4.0) (0.16.4)\r\n","Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.10/site-packages (from transformers->peft==0.4.0) (2023.6.3)\r\n","Requirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from transformers->peft==0.4.0) (2.31.0)\r\n","Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /opt/conda/lib/python3.10/site-packages (from transformers->peft==0.4.0) (0.13.3)\r\n","Requirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.10/site-packages (from transformers->peft==0.4.0) (4.66.1)\r\n","Requirement already satisfied: fsspec in /opt/conda/lib/python3.10/site-packages (from huggingface-hub<1.0,>=0.15.1->transformers->peft==0.4.0) (2023.6.0)\r\n","Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch>=1.13.0->peft==0.4.0) (2.1.3)\r\n","Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->transformers->peft==0.4.0) (3.1.0)\r\n","Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->transformers->peft==0.4.0) (3.4)\r\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->transformers->peft==0.4.0) (1.26.15)\r\n","Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->transformers->peft==0.4.0) (2023.7.22)\r\n","Requirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch>=1.13.0->peft==0.4.0) (1.3.0)\r\n","Installing collected packages: peft\r\n","Successfully installed peft-0.4.0\r\n","Note: you may need to restart the kernel to use updated packages.\n"]}],"source":["%pip install peft==0.4.0"]},{"cell_type":"code","execution_count":2,"id":"652c6a56","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:35:16.747012Z","iopub.status.busy":"2023-09-05T13:35:16.746301Z","iopub.status.idle":"2023-09-05T13:35:17.833719Z","shell.execute_reply":"2023-09-05T13:35:17.832164Z"},"papermill":{"duration":1.103363,"end_time":"2023-09-05T13:35:17.836665","exception":false,"start_time":"2023-09-05T13:35:16.733302","status":"completed"},"tags":[]},"outputs":[],"source":["mkdir cache"]},{"cell_type":"code","execution_count":3,"id":"6fe83589","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-09-05T13:35:17.861897Z","iopub.status.busy":"2023-09-05T13:35:17.861487Z","iopub.status.idle":"2023-09-05T13:36:08.920325Z","shell.execute_reply":"2023-09-05T13:36:08.918996Z"},"papermill":{"duration":51.077241,"end_time":"2023-09-05T13:36:08.92564","exception":false,"start_time":"2023-09-05T13:35:17.848399","status":"completed"},"tags":[]},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"49544aa341874104a589d762d85a5f21","version_major":2,"version_minor":0},"text/plain":["Downloading (…)okenizer_config.json:   0%|          | 0.00/222 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5082a265439a4695bbcff1f618643677","version_major":2,"version_minor":0},"text/plain":["Downloading tokenizer.json:   0%|          | 0.00/14.5M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ed14616d1bf942d288336aeae782b7e5","version_major":2,"version_minor":0},"text/plain":["Downloading (…)cial_tokens_map.json:   0%|          | 0.00/85.0 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b1b59267fb52436e9306024c82017716","version_major":2,"version_minor":0},"text/plain":["Downloading (…)lve/main/config.json:   0%|          | 0.00/715 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4a3f4ae519d4404d836745f070170150","version_major":2,"version_minor":0},"text/plain":["Downloading model.safetensors:   0%|          | 0.00/1.12G [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"}],"source":["from datasets import load_dataset\n","from transformers import AutoModelForCausalLM, AutoTokenizer\n","\n","model_name = \"bigscience/bloomz-560m\"\n","tokenizer = AutoTokenizer.from_pretrained(model_name)\n","foundation_model = AutoModelForCausalLM.from_pretrained(model_name)"]},{"cell_type":"code","execution_count":4,"id":"b3b140b9","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-09-05T13:36:08.956474Z","iopub.status.busy":"2023-09-05T13:36:08.9554Z","iopub.status.idle":"2023-09-05T13:36:10.546045Z","shell.execute_reply":"2023-09-05T13:36:10.545206Z"},"papermill":{"duration":1.608387,"end_time":"2023-09-05T13:36:10.548228","exception":false,"start_time":"2023-09-05T13:36:08.939841","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading and preparing dataset json/Abirate--english_quotes to ../working/cache/datasets/json/Abirate--english_quotes-7ef692ccb59fbf2a/0.0.0/ac0ca5f5289a6cf108e706efcf040422dbbfa8e658dee6a819f20d76bb84d26b...\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f8077839002d4efab3e243043b38a88b","version_major":2,"version_minor":0},"text/plain":["Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ab96f12a396b4ae19eb0ce91fbe8cf61","version_major":2,"version_minor":0},"text/plain":["Downloading data:   0%|          | 0.00/647k [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0739f0a2b2944fcc8c0914ca8a62dc43","version_major":2,"version_minor":0},"text/plain":["Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Dataset json downloaded and prepared to ../working/cache/datasets/json/Abirate--english_quotes-7ef692ccb59fbf2a/0.0.0/ac0ca5f5289a6cf108e706efcf040422dbbfa8e658dee6a819f20d76bb84d26b. Subsequent calls will reuse this data.\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"199e7232e2e34073bf3a3cf34d2d760e","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/1 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e1789b73f480469fab71ac55c1f0ac0d","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/3 [00:00<?, ?ba/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["Dataset({\n","    features: ['quote', 'author', 'tags', 'input_ids', 'attention_mask'],\n","    num_rows: 50\n","})"]},"metadata":{},"output_type":"display_data"}],"source":["data = load_dataset(\"Abirate/english_quotes\", cache_dir=\"../working/cache\"+\"/datasets\")\n","data = data.map(lambda samples: tokenizer(samples[\"quote\"]), batched=True)\n","train_sample = data[\"train\"].select(range(50))\n","display(train_sample) "]},{"attachments":{"00affb3a-903a-4b96-897a-5f3852da1247.png":{"image/png":"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"}},"cell_type":"markdown","id":"e6eae773","metadata":{"papermill":{"duration":0.014166,"end_time":"2023-09-05T13:36:10.576378","exception":false,"start_time":"2023-09-05T13:36:10.562212","status":"completed"},"tags":[]},"source":["## What is the principle of LoRA?\n","\n","The core idea of LoRA is that the parameter updates of LLMs for specific downstream tasks are usually low-rank. Therefore, LoRA simulates the parameter updates by low-rank decomposition, which can achieve indirect training of large models with extremely small parameter sizes.\n","\n","![image.png](attachment:00affb3a-903a-4b96-897a-5f3852da1247.png)"]},{"cell_type":"markdown","id":"0e68eddd","metadata":{"papermill":{"duration":0.0136,"end_time":"2023-09-05T13:36:10.604104","exception":false,"start_time":"2023-09-05T13:36:10.590504","status":"completed"},"tags":[]},"source":["# 2. Train a PEFT Model\n","\n","This step consists of the following steps:\n","1. Set training parameters\n","2. Set up training model\n","3. Start training"]},{"cell_type":"code","execution_count":5,"id":"268d923d","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:36:10.633822Z","iopub.status.busy":"2023-09-05T13:36:10.633385Z","iopub.status.idle":"2023-09-05T13:36:12.006988Z","shell.execute_reply":"2023-09-05T13:36:12.005452Z"},"papermill":{"duration":1.391907,"end_time":"2023-09-05T13:36:12.009949","exception":false,"start_time":"2023-09-05T13:36:10.618042","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["trainable params: 393,216 || all params: 559,607,808 || trainable%: 0.07026635339584111\n","None\n"]}],"source":["import peft\n","from peft import LoraConfig, get_peft_model\n","\n","lora_config = LoraConfig(\n","    r=4, # rank of the matriz, 4-8 should be good\n","    lora_alpha=1, # a scaling factor that adjusts the magnitude of the weight matrix. Usually set to 1\n","    target_modules=[\"query_key_value\"], \n","    lora_dropout=0.05, \n","    bias=\"none\", # this specifies if the bias parameter should be trained. \n","    task_type=\"CAUSAL_LM\" # type of task\n",")\n","\n","peft_model = get_peft_model(foundation_model, lora_config)\n","print(peft_model.print_trainable_parameters())"]},{"cell_type":"code","execution_count":6,"id":"e45d1570","metadata":{"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-09-05T13:36:12.041348Z","iopub.status.busy":"2023-09-05T13:36:12.039965Z","iopub.status.idle":"2023-09-05T13:36:13.140619Z","shell.execute_reply":"2023-09-05T13:36:13.13943Z"},"papermill":{"duration":1.11917,"end_time":"2023-09-05T13:36:13.143612","exception":false,"start_time":"2023-09-05T13:36:12.024442","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/transformers/training_args.py:1252: FutureWarning: using `no_cuda` is deprecated and will be removed in version 5.0 of 🤗 Transformers. Use `use_cpu` instead\n","  warnings.warn(\n"]}],"source":["import transformers\n","from transformers import TrainingArguments, Trainer\n","import os\n","\n","output_directory = os.path.join(\"../cache/working\", \"peft_lab_outputs\")\n","training_args = TrainingArguments(\n","    report_to=\"none\",\n","    output_dir=output_directory,\n","    auto_find_batch_size=True,\n","    learning_rate= 3e-2, # Higher learning rate than full fine-tuning.\n","    num_train_epochs=5,\n","    no_cuda=True\n",")"]},{"cell_type":"markdown","id":"a1e57a30","metadata":{"papermill":{"duration":0.013806,"end_time":"2023-09-05T13:36:13.172096","exception":false,"start_time":"2023-09-05T13:36:13.15829","status":"completed"},"tags":[]},"source":["PS:The **DataLoader** is responsible for reading batch data from the data set, and the **DataCollator** is responsible for organizing the batch data."]},{"cell_type":"code","execution_count":7,"id":"d100dc05","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:36:13.202746Z","iopub.status.busy":"2023-09-05T13:36:13.202303Z","iopub.status.idle":"2023-09-05T13:57:29.713842Z","shell.execute_reply":"2023-09-05T13:57:29.712193Z"},"papermill":{"duration":1276.530195,"end_time":"2023-09-05T13:57:29.716614","exception":false,"start_time":"2023-09-05T13:36:13.186419","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["You're using a BloomTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n"]},{"data":{"text/html":["\n","    <div>\n","      \n","      <progress value='35' max='35' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [35/35 20:54, Epoch 5/5]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Step</th>\n","      <th>Training Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","  </tbody>\n","</table><p>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["TrainOutput(global_step=35, training_loss=3.267395455496652, metrics={'train_runtime': 1275.8342, 'train_samples_per_second': 0.196, 'train_steps_per_second': 0.027, 'total_flos': 61919258443776.0, 'train_loss': 3.267395455496652, 'epoch': 5.0})"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["trainer = Trainer(\n","    model=peft_model,\n","    args=training_args,\n","    train_dataset=train_sample,\n","    data_collator=transformers.DataCollatorForLanguageModeling(tokenizer, mlm=False) \n",")\n","trainer.train()"]},{"cell_type":"markdown","id":"61f33f08","metadata":{"papermill":{"duration":0.014773,"end_time":"2023-09-05T13:57:29.746415","exception":false,"start_time":"2023-09-05T13:57:29.731642","status":"completed"},"tags":[]},"source":["# 3. Save Parameters"]},{"cell_type":"code","execution_count":8,"id":"3a805267","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:57:29.7789Z","iopub.status.busy":"2023-09-05T13:57:29.778396Z","iopub.status.idle":"2023-09-05T13:57:29.798989Z","shell.execute_reply":"2023-09-05T13:57:29.797951Z"},"papermill":{"duration":0.040133,"end_time":"2023-09-05T13:57:29.801651","exception":false,"start_time":"2023-09-05T13:57:29.761518","status":"completed"},"tags":[]},"outputs":[],"source":["import time\n","\n","time_now = time.time()\n","peft_model_path = os.path.join(output_directory, f\"peft_model_{time_now}\")\n","trainer.model.save_pretrained(peft_model_path)"]},{"cell_type":"markdown","id":"b76feec8","metadata":{"papermill":{"duration":0.014575,"end_time":"2023-09-05T13:57:29.831085","exception":false,"start_time":"2023-09-05T13:57:29.81651","status":"completed"},"tags":[]},"source":["# 4. Load Final Model\n","\n","Now we can load the foundation_model and weights that we just trainned."]},{"cell_type":"code","execution_count":9,"id":"7b74189b","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:57:29.862834Z","iopub.status.busy":"2023-09-05T13:57:29.862438Z","iopub.status.idle":"2023-09-05T13:57:29.910821Z","shell.execute_reply":"2023-09-05T13:57:29.909539Z"},"papermill":{"duration":0.067696,"end_time":"2023-09-05T13:57:29.913724","exception":false,"start_time":"2023-09-05T13:57:29.846028","status":"completed"},"tags":[]},"outputs":[],"source":["from peft import PeftModel, PeftConfig\n","\n","loaded_model = PeftModel.from_pretrained(foundation_model, peft_model_path, \n","                                        is_trainable=False)"]},{"cell_type":"markdown","id":"3a160afb","metadata":{"papermill":{"duration":0.014787,"end_time":"2023-09-05T13:57:29.943496","exception":false,"start_time":"2023-09-05T13:57:29.928709","status":"completed"},"tags":[]},"source":["# 5. Inference\n","\n","Now we can proceed to the inference task.\n","\n","The task of this inference is to generate a text related to the input text."]},{"cell_type":"code","execution_count":10,"id":"96301608","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:57:29.974687Z","iopub.status.busy":"2023-09-05T13:57:29.974283Z","iopub.status.idle":"2023-09-05T13:57:29.98072Z","shell.execute_reply":"2023-09-05T13:57:29.979696Z"},"papermill":{"duration":0.024961,"end_time":"2023-09-05T13:57:29.98302","exception":false,"start_time":"2023-09-05T13:57:29.958059","status":"completed"},"tags":[]},"outputs":[],"source":["inputs = tokenizer(\"Be or not to be, \", return_tensors=\"pt\")"]},{"cell_type":"code","execution_count":11,"id":"6e9f0936","metadata":{"execution":{"iopub.execute_input":"2023-09-05T13:57:30.014365Z","iopub.status.busy":"2023-09-05T13:57:30.013917Z","iopub.status.idle":"2023-09-05T13:57:31.473522Z","shell.execute_reply":"2023-09-05T13:57:31.4721Z"},"papermill":{"duration":1.478501,"end_time":"2023-09-05T13:57:31.476357","exception":false,"start_time":"2023-09-05T13:57:29.997856","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["['Be or not to be,  but to be loved, to be loved by those']\n"]}],"source":["outputs = peft_model.generate(\n","    input_ids=inputs[\"input_ids\"], \n","    attention_mask=inputs[\"attention_mask\"],\n","    max_new_tokens=10,\n","    eos_token_id=tokenizer.eos_token_id\n","    )\n","\n","print(tokenizer.batch_decode(outputs, skip_special_tokens=True))"]}],"kernelspec":{"display_name":"Python 3","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":"3.6.4"},"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.10.12"},"papermill":{"default_parameters":{},"duration":1358.464269,"end_time":"2023-09-05T13:57:35.491846","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-09-05T13:34:57.027577","version":"2.4.0"},"widgets":{"application/vnd.jupyter.widget-state+json":{"state":{"0263ca2caebf4b58860a7a46062303bd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_21c072a501114b21bcfa44925819c4ac","placeholder":"​","style":"IPY_MODEL_704377f30fe5445facec1af74d016759","value":"Downloading data files: 100%"}},"03fc43d7f7be4374ae25cb0ec737c926":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"041bd1889ead462fa57449bb4543bad0":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"043a08b39d144f2196c56380fe2e4ee0":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"0739f0a2b2944fcc8c0914ca8a62dc43":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_8a20d4e58475436bbb7d60f8c82dd1fb","IPY_MODEL_e4064d76a24b495fba60e4143852ef6b","IPY_MODEL_425bc3059a944c8c9b2ccaa29f9fe336"],"layout":"IPY_MODEL_2def7a9cf06f486b9b4e059d69814a45"}},"081e8f8f3d8844d5acbcda9a50d18b83":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_236f9e8c09e34307b85edf84d1a5ba2a","placeholder":"​","style":"IPY_MODEL_041bd1889ead462fa57449bb4543bad0","value":"Downloading tokenizer.json: 100%"}},"0adae132a19b43a09136111653dacfed":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"1128e50778324c0fa481465c393591f1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"134c5e318d744d82b35d2726afd81658":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"13f30fe835644ac0889f8f94fa1b847e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"1511ee2601354b6887bd0ad6518112fe":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_48f5ebb0110c42c9a17ec62d80a08575","placeholder":"​","style":"IPY_MODEL_13f30fe835644ac0889f8f94fa1b847e","value":"100%"}},"167fdbdd46e1472ba6886599b01a2a10":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"183ad0fb516f402d96d1cc8e6cb6867f":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"18ab9b919824494ebb008e02f4fcfb45":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"18bb2fabda4f47b8a66789add551e7ba":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f3274f358df42529f9bcc4b8e2a07d8","max":1.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_c0d522ce663d41d4a9c10d8d68ced7a5","value":1.0}},"1944199e7b6b441b980ed2f5afbc5e96":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_692d0ecb27924b09a72d4b45880939aa","placeholder":"​","style":"IPY_MODEL_03fc43d7f7be4374ae25cb0ec737c926","value":"Downloading data: 100%"}},"199e7232e2e34073bf3a3cf34d2d760e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_79b83cfa322d40fb890df1c3f418fb89","IPY_MODEL_70363e18679f421288ca371c77f0353c","IPY_MODEL_90277340c99348eea7162bade9ff9714"],"layout":"IPY_MODEL_8eb2ec1e3547466daf68e69289754f9d"}},"1d540b579b9444e487befba21ae0c371":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_dc545092848c49e190d25a25daa38d6d","placeholder":"​","style":"IPY_MODEL_ca1a41ff4c7341089904c3be720bedca","value":"Downloading (…)okenizer_config.json: 100%"}},"1deaa622be7b4dcd8168dc963095963f":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"21c072a501114b21bcfa44925819c4ac":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"22e2222c5d114fa49c1c8cf1727de548":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"236f9e8c09e34307b85edf84d1a5ba2a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"24b0e1ebe4a041f4b6202100c532029e":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_e7853e66271e4affb6931e4b9e50ed6b","max":1118459450.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_8e3536c467ea4babae862628175ef23d","value":1118459450.0}},"25124e9f3aaa440997b354896877f512":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_134c5e318d744d82b35d2726afd81658","placeholder":"​","style":"IPY_MODEL_18ab9b919824494ebb008e02f4fcfb45","value":" 1/1 [00:00&lt;00:00,  1.39it/s]"}},"2698bc54817546ea84581f0934231df7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2ce14c0dcc5f4dfe86fd86a02456f074":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_a3af0f490fda4c76b057fb40e8fdbdd7","placeholder":"​","style":"IPY_MODEL_48313c5b5ac64d3dbd92e8b7f10e38a6","value":" 3/3 [00:00&lt;00:00,  6.84ba/s]"}},"2def7a9cf06f486b9b4e059d69814a45":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2f61a623e3f44f2f96f9ec80a5c7fd14":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"30d105bb0ba14d12b9c0120bf2ca5220":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"378ba00d700d46f39cd5e0a58f9db790":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"3cbddd6a7f954fa185e5be6cfeed87fd":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_1deaa622be7b4dcd8168dc963095963f","placeholder":"​","style":"IPY_MODEL_b054422ab3aa414086f02a00b88aaa95","value":" 85.0/85.0 [00:00&lt;00:00, 5.42kB/s]"}},"3f11f1a27a20480aae2e32abed41a5cd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"425bc3059a944c8c9b2ccaa29f9fe336":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f5743b4e80bc41a0985905ec468849aa","placeholder":"​","style":"IPY_MODEL_378ba00d700d46f39cd5e0a58f9db790","value":" 1/1 [00:00&lt;00:00, 58.63it/s]"}},"4400fbe64b2c428ca83b22e81e13a026":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_8d7049946acb43cfb4e7391d6d91e496","placeholder":"​","style":"IPY_MODEL_befcbd286f98448880d93cafa5f360e1","value":"Downloading model.safetensors: 100%"}},"48313c5b5ac64d3dbd92e8b7f10e38a6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"48f5ebb0110c42c9a17ec62d80a08575":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"49544aa341874104a589d762d85a5f21":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1d540b579b9444e487befba21ae0c371","IPY_MODEL_4be2877ffb31465c82c5cf7e99b88a32","IPY_MODEL_6d2eeb1f190d4ee189405968efd05ec8"],"layout":"IPY_MODEL_3f11f1a27a20480aae2e32abed41a5cd"}},"4a3f4ae519d4404d836745f070170150":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_4400fbe64b2c428ca83b22e81e13a026","IPY_MODEL_24b0e1ebe4a041f4b6202100c532029e","IPY_MODEL_ecc73ecf336b4c34ab32f96f6376c572"],"layout":"IPY_MODEL_5c7a104029d64d3d982bceadb7ac89e7"}},"4bdf5733b5d9489a9c602062ce8d231a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"4be2877ffb31465c82c5cf7e99b88a32":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6715e89269f6493dbb0a56a7496fb444","max":222.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_183ad0fb516f402d96d1cc8e6cb6867f","value":222.0}},"4e2e9f39f19046f2a99fdc713a2659ed":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f9435ca83a74b878a4491e7e1f097a1","max":3.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_7abec0382eeb4395b27301219a7806a2","value":3.0}},"5082a265439a4695bbcff1f618643677":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_081e8f8f3d8844d5acbcda9a50d18b83","IPY_MODEL_a7b13104b2b44858af67eadfd5f39bf6","IPY_MODEL_d51572983c5044028d1b634db3881b3a"],"layout":"IPY_MODEL_b790c91ad8444fafa089277dffcf2a38"}},"55899a83c08b444989ad54f79389933d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"586f9f30c7764535b4956d8e12626951":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"58f5facffe904d488f60fa14dcdaf4c2":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5ac7852985b54920aa7cd5a2b81dbce1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"5c7a104029d64d3d982bceadb7ac89e7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f3274f358df42529f9bcc4b8e2a07d8":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"5f9435ca83a74b878a4491e7e1f097a1":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6060a6d24513469aabc3cdb15ebe829c":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"624e3872ad1b45028453ea08a9e34ea3":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6715e89269f6493dbb0a56a7496fb444":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"68f3292710074e32a7ec1eafb38a20f5":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"692d0ecb27924b09a72d4b45880939aa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6abee65b8536489990f46e8620c8f016":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6d2eeb1f190d4ee189405968efd05ec8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e23b455dd502454c9d4abc32fe48c4a6","placeholder":"​","style":"IPY_MODEL_ca99eb4aa7b74051aa03d3d0cd6fdf90","value":" 222/222 [00:00&lt;00:00, 12.1kB/s]"}},"6de302818ab8496487fc935df889c9af":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"6f38368f479c440aad1e23ff8ba37c55":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6060a6d24513469aabc3cdb15ebe829c","placeholder":"​","style":"IPY_MODEL_e6c9f1d801864a88a988f437e4e1cb93","value":"Downloading (…)cial_tokens_map.json: 100%"}},"70363e18679f421288ca371c77f0353c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fe66b48befa84773bacd36f6ce1d1750","max":1.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_e3857b0d473145648c079bdb3aebffc4","value":1.0}},"704377f30fe5445facec1af74d016759":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"713d8861ec884645b825c1e0bbd34d75":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"74f2480457644ba5b84c2a5f98243be4":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"79b83cfa322d40fb890df1c3f418fb89":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_713d8861ec884645b825c1e0bbd34d75","placeholder":"​","style":"IPY_MODEL_d2437b9e4f7042f6b4d745342b99e7e7","value":"100%"}},"7abec0382eeb4395b27301219a7806a2":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8a20d4e58475436bbb7d60f8c82dd1fb":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_586f9f30c7764535b4956d8e12626951","placeholder":"​","style":"IPY_MODEL_99f1262f7e0548cc8818c0e967112583","value":"Extracting data files: 100%"}},"8d7049946acb43cfb4e7391d6d91e496":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8e3536c467ea4babae862628175ef23d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"8eb2ec1e3547466daf68e69289754f9d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"90277340c99348eea7162bade9ff9714":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_cef2adae6aab441199faf1eede32c66b","placeholder":"​","style":"IPY_MODEL_22e2222c5d114fa49c1c8cf1727de548","value":" 1/1 [00:00&lt;00:00, 49.75it/s]"}},"99f1262f7e0548cc8818c0e967112583":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"9a96868ebdca433f98fbf902068d43ae":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9cd523adaf3047bc8eac120a6062b325":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a302527604f14e57ba6f5cc072f36cb8":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_f723689c77a44bc883b1418698a5fbcd","placeholder":"​","style":"IPY_MODEL_55899a83c08b444989ad54f79389933d","value":" 715/715 [00:00&lt;00:00, 47.7kB/s]"}},"a3af0f490fda4c76b057fb40e8fdbdd7":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"a5376fc16b1742238e3afa10261a2894":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"a7b13104b2b44858af67eadfd5f39bf6":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_b66082a8b08c4dc9a3a3330674d64428","max":14500438.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_9cd523adaf3047bc8eac120a6062b325","value":14500438.0}},"a9bd360669864106adcd9906db20c536":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ab96f12a396b4ae19eb0ce91fbe8cf61":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1944199e7b6b441b980ed2f5afbc5e96","IPY_MODEL_d0c3a20a6bb94f4fb8f4445d79bc744c","IPY_MODEL_dc9ee28a20b54b6db09783bf5482c6ea"],"layout":"IPY_MODEL_68f3292710074e32a7ec1eafb38a20f5"}},"b054422ab3aa414086f02a00b88aaa95":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b1b59267fb52436e9306024c82017716":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_c006644f7d494f449f8ee7a853cb69f7","IPY_MODEL_e45eec350893402db33aeee842570252","IPY_MODEL_a302527604f14e57ba6f5cc072f36cb8"],"layout":"IPY_MODEL_fb8b5a73c8a44400aa4692f901e36373"}},"b66082a8b08c4dc9a3a3330674d64428":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"b790c91ad8444fafa089277dffcf2a38":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"befcbd286f98448880d93cafa5f360e1":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"c006644f7d494f449f8ee7a853cb69f7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_eea8343e72274311b88dcc89873b0f4a","placeholder":"​","style":"IPY_MODEL_167fdbdd46e1472ba6886599b01a2a10","value":"Downloading (…)lve/main/config.json: 100%"}},"c0d522ce663d41d4a9c10d8d68ced7a5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c3b77dc0eedd4d27a527eb41f2edd56c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"c456885b219f40338b2166cfc9290edf":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_74f2480457644ba5b84c2a5f98243be4","max":85.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_c3b77dc0eedd4d27a527eb41f2edd56c","value":85.0}},"ca1a41ff4c7341089904c3be720bedca":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ca99eb4aa7b74051aa03d3d0cd6fdf90":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"cef2adae6aab441199faf1eede32c66b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d0c3a20a6bb94f4fb8f4445d79bc744c":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_a9bd360669864106adcd9906db20c536","max":646739.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_5ac7852985b54920aa7cd5a2b81dbce1","value":646739.0}},"d2437b9e4f7042f6b4d745342b99e7e7":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"d51572983c5044028d1b634db3881b3a":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_58f5facffe904d488f60fa14dcdaf4c2","placeholder":"​","style":"IPY_MODEL_30d105bb0ba14d12b9c0120bf2ca5220","value":" 14.5M/14.5M [00:00&lt;00:00, 67.8MB/s]"}},"dc545092848c49e190d25a25daa38d6d":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"dc9ee28a20b54b6db09783bf5482c6ea":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_4bdf5733b5d9489a9c602062ce8d231a","placeholder":"​","style":"IPY_MODEL_624e3872ad1b45028453ea08a9e34ea3","value":" 647k/647k [00:00&lt;00:00, 8.06MB/s]"}},"e1789b73f480469fab71ac55c1f0ac0d":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_1511ee2601354b6887bd0ad6518112fe","IPY_MODEL_4e2e9f39f19046f2a99fdc713a2659ed","IPY_MODEL_2ce14c0dcc5f4dfe86fd86a02456f074"],"layout":"IPY_MODEL_9a96868ebdca433f98fbf902068d43ae"}},"e23b455dd502454c9d4abc32fe48c4a6":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"e3857b0d473145648c079bdb3aebffc4":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"ProgressStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"e4064d76a24b495fba60e4143852ef6b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_6abee65b8536489990f46e8620c8f016","max":1.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_1128e50778324c0fa481465c393591f1","value":1.0}},"e45eec350893402db33aeee842570252":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"FloatProgressModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_043a08b39d144f2196c56380fe2e4ee0","max":715.0,"min":0.0,"orientation":"horizontal","style":"IPY_MODEL_a5376fc16b1742238e3afa10261a2894","value":715.0}},"e6c9f1d801864a88a988f437e4e1cb93":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"DescriptionStyleModel","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"e7853e66271e4affb6931e4b9e50ed6b":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"ecc73ecf336b4c34ab32f96f6376c572":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HTMLModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6de302818ab8496487fc935df889c9af","placeholder":"​","style":"IPY_MODEL_2698bc54817546ea84581f0934231df7","value":" 1.12G/1.12G [00:19&lt;00:00, 44.7MB/s]"}},"ed14616d1bf942d288336aeae782b7e5":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_6f38368f479c440aad1e23ff8ba37c55","IPY_MODEL_c456885b219f40338b2166cfc9290edf","IPY_MODEL_3cbddd6a7f954fa185e5be6cfeed87fd"],"layout":"IPY_MODEL_0adae132a19b43a09136111653dacfed"}},"eea8343e72274311b88dcc89873b0f4a":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f5743b4e80bc41a0985905ec468849aa":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f723689c77a44bc883b1418698a5fbcd":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f8077839002d4efab3e243043b38a88b":{"model_module":"@jupyter-widgets/controls","model_module_version":"1.5.0","model_name":"HBoxModel","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_0263ca2caebf4b58860a7a46062303bd","IPY_MODEL_18bb2fabda4f47b8a66789add551e7ba","IPY_MODEL_25124e9f3aaa440997b354896877f512"],"layout":"IPY_MODEL_2f61a623e3f44f2f96f9ec80a5c7fd14"}},"fb8b5a73c8a44400aa4692f901e36373":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"fe66b48befa84773bacd36f6ce1d1750":{"model_module":"@jupyter-widgets/base","model_module_version":"1.2.0","model_name":"LayoutModel","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}}},"version_major":2,"version_minor":0}}},"nbformat":4,"nbformat_minor":5}