{
"cells": [
{
"cell_type": "markdown",
"id": "761319ec-18e8-46c5-b7d6-bfdabc892e38",
"metadata": {
"id": "761319ec-18e8-46c5-b7d6-bfdabc892e38"
},
"source": [
"## Post-process a finetuned LLM\n",
"\n",
"Test and upload a finetuned language model"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "00e6173c-597b-4eb0-8275-bab2c62d4d48",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "00e6173c-597b-4eb0-8275-bab2c62d4d48",
"outputId": "290cab53-6854-41de-a1fa-e0d174adbf59"
},
"outputs": [],
"source": [
"!pip install -q -U huggingface_hub peft transformers torch accelerate bitsandbytes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7d9e47e4-3adf-4aa4-910c-9f75eb213420",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 145,
"referenced_widgets": [
"d27a99c9454a42669954005db152bcdb",
"1c8ae80c5e454e938d1010b62895f7a2",
"7415c2eaad4d484abec4cd71ec40d9a2",
"fe4580bf81f74921b18e4791509daa83",
"2f0e202a91c54fafabed7415d48fc73c",
"0dded06bf7f34c7f98ec3e848659d24f",
"74eaf6da011745e199f5f76d38b0c884",
"926085da23864493ad769225649e89ef",
"e63dfce513c2412caaf4cb285d60151b",
"dfae1a43351f42e2adf5a443a3c1e085",
"22bcf39d833d43f2a43e7464d4b2f0fb",
"78797db4dd51494db33a6603f2ecd060",
"5fd869d422004d758ec2e87779200829",
"20040b4fd7f84dd5bf3466ddaf66deea",
"e9752af013ef4468bb7d465574533242",
"a39961c5f9c3477b83eeb0a1f6c64d0a",
"9c9246e66c2c45b18b9c282ecc94e0bf",
"86128aadb59e4ca6a293000b9cf39f06",
"b4f8140c7a674bde9505db55f6541bfb",
"6c7de99ef7ff41d99228de2c2273eece",
"14751ec0d56d4125952134e35dda4b36",
"8e40dba2d99e4dbd88dba9085e10c36d",
"250db2cbdc3b4b15965aa1ec4d34dc24",
"d7faa7875fd24fdca89b38318b6624ef",
"6706a59598e042749e1f5e9916e81645",
"d4eff178b2374120ae54be3616a834af",
"f3333f764c9748238ea62f0febb0f7d3",
"789e961e93304d6285ed20f58bef4d58",
"969061586df34e1bb65cde513250f6a9",
"3f54505d762244ff8f0f77f122dacea8",
"defe50df284d484f98039fb37eee28d6",
"b643b3cfb364440c97f073e8377c19b5"
]
},
"id": "7d9e47e4-3adf-4aa4-910c-9f75eb213420",
"outputId": "8bb2c7e5-c0ee-4715-bba9-725a531d3ea5"
},
"outputs": [],
"source": [
"from huggingface_hub import notebook_login\n",
"\n",
"notebook_login()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "25376737-3af9-4382-9240-9e94050c8ae7",
"metadata": {
"id": "25376737-3af9-4382-9240-9e94050c8ae7"
},
"outputs": [],
"source": [
"!git config --global credential.helper store"
]
},
{
"cell_type": "markdown",
"id": "e24d7ddd-044f-4739-8b01-5a1b187150f5",
"metadata": {
"id": "e24d7ddd-044f-4739-8b01-5a1b187150f5"
},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bfeb06bd-96d9-4db0-81ee-1053104f915c",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bfeb06bd-96d9-4db0-81ee-1053104f915c",
"outputId": "bbba2467-7171-497f-e66e-2bcb6237c183"
},
"outputs": [],
"source": [
"!nvidia-smi"
]
},
{
"cell_type": "markdown",
"id": "c68a3bba-f374-4ed6-acb6-ebedeb6e29be",
"metadata": {
"id": "c68a3bba-f374-4ed6-acb6-ebedeb6e29be"
},
"source": [
"## Loss curve\n",
"\n",
"During training, the model converged nicely as follows:\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d6076740-c324-49a9-841e-30b4878d208b",
"metadata": {
"id": "d6076740-c324-49a9-841e-30b4878d208b"
},
"source": [
"## Basic usage\n",
"\n",
"With a supervised finetuned (sft) model in hand, we can test it on some basic prompts and then upload it to the Hugging Face hub either as a public or private model repo, depending on the use case."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "AsrAO-TL25pN",
"metadata": {
"id": "AsrAO-TL25pN"
},
"outputs": [],
"source": [
"import torch\n",
"from peft import PeftModel, PeftConfig\n",
"from transformers import (\n",
" AutoModelForCausalLM,\n",
" AutoTokenizer,\n",
" BitsAndBytesConfig,\n",
" pipeline,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6b17e2d0-b482-4ebd-a830-325d98318f70",
"metadata": {
"id": "6b17e2d0-b482-4ebd-a830-325d98318f70"
},
"outputs": [],
"source": [
"peft_model_id = \"dfurman/llama-2-13b-dolphin-peft\"\n",
"config = PeftConfig.from_pretrained(peft_model_id)\n",
"\n",
"bnb_config = BitsAndBytesConfig(\n",
" load_in_4bit=True,\n",
" bnb_4bit_quant_type=\"nf4\",\n",
" bnb_4bit_compute_dtype=torch.bfloat16,\n",
")\n",
"\n",
"model = AutoModelForCausalLM.from_pretrained(\n",
" config.base_model_name_or_path,\n",
" quantization_config=bnb_config,\n",
" use_auth_token=True,\n",
" device_map=\"auto\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "FE_Tdkin3Whb",
"metadata": {
"id": "FE_Tdkin3Whb"
},
"outputs": [],
"source": [
"# Load the tokenizer\n",
"tokenizer = AutoTokenizer.from_pretrained(config.base_model_name_or_path, use_fast=True)\n",
"tokenizer.pad_token = tokenizer.eos_token\n",
"\n",
"# Load the Lora model\n",
"model = PeftModel.from_pretrained(model, peft_model_id)\n",
"\n",
"# Prompt formatter\n",
"format_template = \"You are a helpful assistant. {query}\\n\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b93b4abc-50e6-4308-8bfb-dfd164aef43f",
"metadata": {
"id": "b93b4abc-50e6-4308-8bfb-dfd164aef43f"
},
"outputs": [],
"source": [
"model"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "136794be-1cf3-4478-90df-61507179f076",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "136794be-1cf3-4478-90df-61507179f076",
"outputId": "786629c0-3f80-47bc-b853-a2beecf22c88"
},
"outputs": [],
"source": [
"free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3)\n",
"max_memory = f\"{free_in_GB-2}GB\"\n",
"n_gpus = torch.cuda.device_count()\n",
"max_memory = {i: max_memory for i in range(n_gpus)}\n",
"print(\"max memory: \", max_memory)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5g-JzwDH3NHi",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "5g-JzwDH3NHi",
"outputId": "de3d6611-7771-44d9-8dc4-5dfa72800bda"
},
"outputs": [],
"source": [
"# First, format the prompt\n",
"query = \"Tell me a recipe for vegan banana bread.\"\n",
"prompt = format_template.format(query=query)\n",
"prompt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "p-v89cpL7nyN",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p-v89cpL7nyN",
"outputId": "6874c921-ab46-4613-c26e-ce0e29f06f42"
},
"outputs": [],
"source": [
"# Inference can be done using model.generate\n",
"print(\"\\n\\n*** Generate:\")\n",
"\n",
"input_ids = tokenizer(prompt, return_tensors=\"pt\").input_ids.cuda()\n",
"with torch.autocast(\"cuda\", dtype=torch.bfloat16):\n",
" output = model.generate(\n",
" input_ids=input_ids,\n",
" max_new_tokens=512,\n",
" do_sample=True,\n",
" temperature=0.7,\n",
" return_dict_in_generate=True,\n",
" eos_token_id=tokenizer.eos_token_id,\n",
" pad_token_id=tokenizer.pad_token_id,\n",
" repetition_penalty=1.2,\n",
" )\n",
"\n",
"print(tokenizer.decode(output[\"sequences\"][0], skip_special_tokens=True))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1vPU1_9E93Fp",
"metadata": {
"id": "1vPU1_9E93Fp"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "GiuA0h8779pf",
"metadata": {
"id": "GiuA0h8779pf"
},
"outputs": [],
"source": []
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"gpuType": "A100",
"machine_shape": "hm",
"provenance": []
},
"interpreter": {
"hash": "301faebbd5cea7fd4466786a19f1bea9d8baf657aaca95ef39840c46b8697603"
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.10"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"0dded06bf7f34c7f98ec3e848659d24f": {
"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_a39961c5f9c3477b83eeb0a1f6c64d0a",
"placeholder": "",
"style": "IPY_MODEL_9c9246e66c2c45b18b9c282ecc94e0bf",
"value": "\nPro Tip: If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. "
}
},
"14751ec0d56d4125952134e35dda4b36": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "LabelModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "LabelModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "LabelView",
"description": "",
"description_tooltip": null,
"layout": "IPY_MODEL_6706a59598e042749e1f5e9916e81645",
"placeholder": "",
"style": "IPY_MODEL_d4eff178b2374120ae54be3616a834af",
"value": "Token is valid (permission: write)."
}
},
"1c8ae80c5e454e938d1010b62895f7a2": {
"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_926085da23864493ad769225649e89ef",
"placeholder": "",
"style": "IPY_MODEL_e63dfce513c2412caaf4cb285d60151b",
"value": "
Copy a token from your Hugging Face\ntokens page and paste it below.
Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. "
}
},
"20040b4fd7f84dd5bf3466ddaf66deea": {
"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
}
},
"22bcf39d833d43f2a43e7464d4b2f0fb": {
"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": ""
}
},
"250db2cbdc3b4b15965aa1ec4d34dc24": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "LabelModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "LabelModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "LabelView",
"description": "",
"description_tooltip": null,
"layout": "IPY_MODEL_969061586df34e1bb65cde513250f6a9",
"placeholder": "",
"style": "IPY_MODEL_3f54505d762244ff8f0f77f122dacea8",
"value": "Your token has been saved to /root/.cache/huggingface/token"
}
},
"2f0e202a91c54fafabed7415d48fc73c": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "ButtonModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "ButtonModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "ButtonView",
"button_style": "",
"description": "Login",
"disabled": false,
"icon": "",
"layout": "IPY_MODEL_20040b4fd7f84dd5bf3466ddaf66deea",
"style": "IPY_MODEL_e9752af013ef4468bb7d465574533242",
"tooltip": ""
}
},
"3f54505d762244ff8f0f77f122dacea8": {
"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": ""
}
},
"5fd869d422004d758ec2e87779200829": {
"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": ""
}
},
"6706a59598e042749e1f5e9916e81645": {
"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
}
},
"6c7de99ef7ff41d99228de2c2273eece": {
"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": ""
}
},
"7415c2eaad4d484abec4cd71ec40d9a2": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "PasswordModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "PasswordModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "PasswordView",
"continuous_update": true,
"description": "Token:",
"description_tooltip": null,
"disabled": false,
"layout": "IPY_MODEL_dfae1a43351f42e2adf5a443a3c1e085",
"placeholder": "",
"style": "IPY_MODEL_22bcf39d833d43f2a43e7464d4b2f0fb",
"value": ""
}
},
"74eaf6da011745e199f5f76d38b0c884": {
"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": "center",
"align_self": null,
"border": null,
"bottom": null,
"display": "flex",
"flex": null,
"flex_flow": "column",
"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": "50%"
}
},
"78797db4dd51494db33a6603f2ecd060": {
"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
}
},
"789e961e93304d6285ed20f58bef4d58": {
"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": ""
}
},
"86128aadb59e4ca6a293000b9cf39f06": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "LabelModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "LabelModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "LabelView",
"description": "",
"description_tooltip": null,
"layout": "IPY_MODEL_b4f8140c7a674bde9505db55f6541bfb",
"placeholder": "",
"style": "IPY_MODEL_6c7de99ef7ff41d99228de2c2273eece",
"value": "Connecting..."
}
},
"8e40dba2d99e4dbd88dba9085e10c36d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "LabelModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "LabelModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "LabelView",
"description": "",
"description_tooltip": null,
"layout": "IPY_MODEL_f3333f764c9748238ea62f0febb0f7d3",
"placeholder": "",
"style": "IPY_MODEL_789e961e93304d6285ed20f58bef4d58",
"value": "Your token has been saved in your configured git credential helpers (store)."
}
},
"926085da23864493ad769225649e89ef": {
"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
}
},
"969061586df34e1bb65cde513250f6a9": {
"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
}
},
"9c9246e66c2c45b18b9c282ecc94e0bf": {
"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": ""
}
},
"a39961c5f9c3477b83eeb0a1f6c64d0a": {
"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
}
},
"b4f8140c7a674bde9505db55f6541bfb": {
"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
}
},
"b643b3cfb364440c97f073e8377c19b5": {
"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": ""
}
},
"d27a99c9454a42669954005db152bcdb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "VBoxModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "VBoxView",
"box_style": "",
"children": [
"IPY_MODEL_14751ec0d56d4125952134e35dda4b36",
"IPY_MODEL_8e40dba2d99e4dbd88dba9085e10c36d",
"IPY_MODEL_250db2cbdc3b4b15965aa1ec4d34dc24",
"IPY_MODEL_d7faa7875fd24fdca89b38318b6624ef"
],
"layout": "IPY_MODEL_74eaf6da011745e199f5f76d38b0c884"
}
},
"d4eff178b2374120ae54be3616a834af": {
"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": ""
}
},
"d7faa7875fd24fdca89b38318b6624ef": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "LabelModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "LabelModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "LabelView",
"description": "",
"description_tooltip": null,
"layout": "IPY_MODEL_defe50df284d484f98039fb37eee28d6",
"placeholder": "",
"style": "IPY_MODEL_b643b3cfb364440c97f073e8377c19b5",
"value": "Login successful"
}
},
"defe50df284d484f98039fb37eee28d6": {
"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
}
},
"dfae1a43351f42e2adf5a443a3c1e085": {
"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
}
},
"e63dfce513c2412caaf4cb285d60151b": {
"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": ""
}
},
"e9752af013ef4468bb7d465574533242": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "ButtonStyleModel",
"state": {
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "ButtonStyleModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/base",
"_view_module_version": "1.2.0",
"_view_name": "StyleView",
"button_color": null,
"font_weight": ""
}
},
"f3333f764c9748238ea62f0febb0f7d3": {
"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
}
},
"fe4580bf81f74921b18e4791509daa83": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.5.0",
"model_name": "CheckboxModel",
"state": {
"_dom_classes": [],
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "CheckboxModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/controls",
"_view_module_version": "1.5.0",
"_view_name": "CheckboxView",
"description": "Add token as git credential?",
"description_tooltip": null,
"disabled": false,
"indent": true,
"layout": "IPY_MODEL_78797db4dd51494db33a6603f2ecd060",
"style": "IPY_MODEL_5fd869d422004d758ec2e87779200829",
"value": true
}
}
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}