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{
"cells": [
{
"cell_type": "markdown",
"id": "21111b1f-7cce-4e8b-8337-8f0cdab5804e",
"metadata": {},
"source": [
"# AutoTrain"
]
},
{
"cell_type": "markdown",
"id": "dd09a9fd-4b90-48f3-b61c-d2349eb7f43e",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "52543575-f92e-4038-ad13-30967f47eb7a",
"metadata": {
"jupyter": {
"is_executing": true
}
},
"outputs": [],
"source": [
"import os\n",
"import subprocess\n",
"\n",
"import yaml"
]
},
{
"cell_type": "markdown",
"id": "74987944-abfb-44f8-9331-ffbb2f7698bb",
"metadata": {},
"source": [
"## Config"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "6992324b-173c-4335-b557-cf78fbb2dd93",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b5b27c90c4e849e6aa04587d526e108f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from huggingface_hub import login, get_token, whoami\n",
"login()"
]
},
{
"cell_type": "markdown",
"id": "97c25070-775a-4fb1-9694-4579250686a6",
"metadata": {},
"source": [
"### Template\n",
"Im creating a template so we can iterate through each of our experiments.\n",
"\n",
"Here you can see a few design decisions:\n",
"- We leave `project_name` and `text_column` empty to overwrite later per experiment\n",
"- We log in tensorboard, you can use wandb, but you will need to install it in the AutoTrain env that is run on spaces, which gets complex\n",
"- I choose an `l4x1` from [these options](https://github.com/huggingface/autotrain-advanced/blob/2d787b2033414d06f1e9be2ea0caacad3097f5e8/src/autotrain/backends/base.py#L21)\n",
" - This is a [well priced](https://huggingface.co/pricing#spaces) way of training a 7B moodel \n",
" - It's very efficient as well at 24GB VRAM\n",
"- It's becoming less common to use a `valid_split` \n",
"- I run 2 epochs as the loss still decreases steadily, but some say for LoRAs you should just do 1\n",
"- Its a good idea use `all-linear` when using LoRA "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dc2a8514-51c1-404b-8cfa-6637cc810668",
"metadata": {},
"outputs": [],
"source": [
"# Base config\n",
"config_template = {\n",
" \"task\": \"llm-sft\",\n",
" \"base_model\": \"tiiuae/Falcon3-7B-Instruct\",\n",
" \"project_name\": \"\",\n",
" \"log\": \"tensorboard\",\n",
" \"backend\": \"spaces-a100-large\",\n",
" \"data\": {\n",
" \"path\": \"derek-thomas/labeled-multiple-choice-explained-falcon-tokenized\",\n",
" \"train_split\": \"train\",\n",
" \"valid_split\": None,\n",
" \"chat_template\": \"tokenizer\",\n",
" \"column_mapping\": {\n",
" \"text_column\": \"\"\n",
" },\n",
" },\n",
" \"params\": {\n",
" \"block_size\": 512,\n",
" \"model_max_length\": 1750,\n",
" \"epochs\": 4,\n",
" \"batch_size\": 8,\n",
" \"lr\": 5e-5,\n",
" \"peft\": True,\n",
" \"quantization\": \"int4\",\n",
" \"target_modules\": \"all-linear\",\n",
" \"padding\": \"right\",\n",
" \"optimizer\": \"adamw_torch\",\n",
" \"scheduler\": \"linear\",\n",
" \"gradient_accumulation\": 8,\n",
" \"mixed_precision\": \"bf16\",\n",
" },\n",
" \"hub\": {\n",
" \"username\": \"derek-thomas\",\n",
" \"token\": get_token(),\n",
" \"push_to_hub\": True,\n",
" },\n",
"}"
]
},
{
"cell_type": "markdown",
"id": "22eb3d3a-0ab0-4f79-98c2-513a34ce1b6d",
"metadata": {},
"source": [
"### Experiments\n",
"Here we choose the `project_name` and `text_column` for each experiment."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "957eb2b7-feec-422f-ba46-b293d9a77c1b",
"metadata": {},
"outputs": [],
"source": [
"project_suffixes = [\"RFA-gpt3-5\", \"RFA-falcon\", \"FAR-gpt3-5\", \"FAR-falcon\", \"FA\"]\n",
"text_columns = [\"conversation_RFA_gpt3_5\", \"conversation_RFA_falcon\", \"conversation_FAR_gpt3_5\",\n",
" \"conversation_FAR_falcon\", \"conversation_FA\"]"
]
},
{
"cell_type": "markdown",
"id": "a5913085-83c9-4133-a90d-318fd13cc14e",
"metadata": {},
"source": [
"Directory to store generated configs"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b86702bf-f494-4951-863e-be5b8462fbd1",
"metadata": {},
"outputs": [],
"source": [
"output_dir = \"./autotrain_configs\"\n",
"os.makedirs(output_dir, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"id": "3053d1e1-ca40-460c-8999-0787a1751d00",
"metadata": {},
"source": [
"## AutoTrain for each Experiment"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "025ccd2f-de54-4ac2-9f36-f606876dcd3c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running autotrain with config: ./autotrain_configs/conversation_RFA_gpt3_5.yml\n",
"INFO | 2025-01-10 13:45:51 | autotrain.cli.autotrain:main:58 - Using AutoTrain configuration: ./autotrain_configs/conversation_RFA_gpt3_5.yml\n",
"INFO | 2025-01-10 13:45:51 | autotrain.parser:__post_init__:165 - Running task: lm_training\n",
"INFO | 2025-01-10 13:45:51 | autotrain.parser:__post_init__:166 - Using backend: spaces-a100-large\n",
"INFO | 2025-01-10 13:45:51 | autotrain.parser:run:224 - {'model': 'tiiuae/Falcon3-7B-Instruct', 'project_name': 'falcon-v03-poe-RFA-gpt3-5', 'data_path': 'derek-thomas/labeled-multiple-choice-explained-falcon-tokenized', 'train_split': 'train', 'valid_split': None, 'add_eos_token': True, 'block_size': 512, 'model_max_length': 1750, 'padding': 'right', 'trainer': 'sft', 'use_flash_attention_2': False, 'log': 'tensorboard', 'disable_gradient_checkpointing': False, 'logging_steps': -1, 'eval_strategy': 'epoch', 'save_total_limit': 1, 'auto_find_batch_size': False, 'mixed_precision': 'bf16', 'lr': 5e-05, 'epochs': 4, 'batch_size': 8, 'warmup_ratio': 0.1, 'gradient_accumulation': 8, 'optimizer': 'adamw_torch', 'scheduler': 'linear', 'weight_decay': 0.0, 'max_grad_norm': 1.0, 'seed': 42, 'chat_template': 'tokenizer', 'quantization': 'int4', 'target_modules': 'all-linear', 'merge_adapter': False, 'peft': True, 'lora_r': 16, 'lora_alpha': 32, 'lora_dropout': 0.05, 'model_ref': None, 'dpo_beta': 0.1, 'max_prompt_length': 128, 'max_completion_length': None, 'prompt_text_column': None, 'text_column': 'conversation_RFA_gpt3_5', 'rejected_text_column': None, 'push_to_hub': True, 'username': 'derek-thomas', 'token': '*****', 'unsloth': False, 'distributed_backend': None}\n",
"INFO | 2025-01-10 13:45:54 | autotrain.parser:run:229 - Job ID: derek-thomas/autotrain-falcon-v03-poe-RFA-gpt3-5\n",
"\n",
"---\n",
"https://huggingface.co/spaces/derek-thomas/autotrain-falcon-v03-poe-RFA-gpt3-5\n",
"---\n",
"\n",
"Running autotrain with config: ./autotrain_configs/conversation_RFA_falcon.yml\n",
"INFO | 2025-01-10 13:45:58 | autotrain.cli.autotrain:main:58 - Using AutoTrain configuration: ./autotrain_configs/conversation_RFA_falcon.yml\n",
"INFO | 2025-01-10 13:45:58 | autotrain.parser:__post_init__:165 - Running task: lm_training\n",
"INFO | 2025-01-10 13:45:58 | autotrain.parser:__post_init__:166 - Using backend: spaces-a100-large\n",
"INFO | 2025-01-10 13:45:58 | autotrain.parser:run:224 - {'model': 'tiiuae/Falcon3-7B-Instruct', 'project_name': 'falcon-v03-poe-RFA-falcon', 'data_path': 'derek-thomas/labeled-multiple-choice-explained-falcon-tokenized', 'train_split': 'train', 'valid_split': None, 'add_eos_token': True, 'block_size': 512, 'model_max_length': 1750, 'padding': 'right', 'trainer': 'sft', 'use_flash_attention_2': False, 'log': 'tensorboard', 'disable_gradient_checkpointing': False, 'logging_steps': -1, 'eval_strategy': 'epoch', 'save_total_limit': 1, 'auto_find_batch_size': False, 'mixed_precision': 'bf16', 'lr': 5e-05, 'epochs': 4, 'batch_size': 8, 'warmup_ratio': 0.1, 'gradient_accumulation': 8, 'optimizer': 'adamw_torch', 'scheduler': 'linear', 'weight_decay': 0.0, 'max_grad_norm': 1.0, 'seed': 42, 'chat_template': 'tokenizer', 'quantization': 'int4', 'target_modules': 'all-linear', 'merge_adapter': False, 'peft': True, 'lora_r': 16, 'lora_alpha': 32, 'lora_dropout': 0.05, 'model_ref': None, 'dpo_beta': 0.1, 'max_prompt_length': 128, 'max_completion_length': None, 'prompt_text_column': None, 'text_column': 'conversation_RFA_falcon', 'rejected_text_column': None, 'push_to_hub': True, 'username': 'derek-thomas', 'token': '*****', 'unsloth': False, 'distributed_backend': None}\n",
"INFO | 2025-01-10 13:46:01 | autotrain.parser:run:229 - Job ID: derek-thomas/autotrain-falcon-v03-poe-RFA-falcon\n",
"\n",
"---\n",
"https://huggingface.co/spaces/derek-thomas/autotrain-falcon-v03-poe-RFA-falcon\n",
"---\n",
"\n",
"Running autotrain with config: ./autotrain_configs/conversation_FAR_gpt3_5.yml\n",
"INFO | 2025-01-10 13:46:05 | autotrain.cli.autotrain:main:58 - Using AutoTrain configuration: ./autotrain_configs/conversation_FAR_gpt3_5.yml\n",
"INFO | 2025-01-10 13:46:05 | autotrain.parser:__post_init__:165 - Running task: lm_training\n",
"INFO | 2025-01-10 13:46:05 | autotrain.parser:__post_init__:166 - Using backend: spaces-a100-large\n",
"INFO | 2025-01-10 13:46:05 | autotrain.parser:run:224 - {'model': 'tiiuae/Falcon3-7B-Instruct', 'project_name': 'falcon-v03-poe-FAR-gpt3-5', 'data_path': 'derek-thomas/labeled-multiple-choice-explained-falcon-tokenized', 'train_split': 'train', 'valid_split': None, 'add_eos_token': True, 'block_size': 512, 'model_max_length': 1750, 'padding': 'right', 'trainer': 'sft', 'use_flash_attention_2': False, 'log': 'tensorboard', 'disable_gradient_checkpointing': False, 'logging_steps': -1, 'eval_strategy': 'epoch', 'save_total_limit': 1, 'auto_find_batch_size': False, 'mixed_precision': 'bf16', 'lr': 5e-05, 'epochs': 4, 'batch_size': 8, 'warmup_ratio': 0.1, 'gradient_accumulation': 8, 'optimizer': 'adamw_torch', 'scheduler': 'linear', 'weight_decay': 0.0, 'max_grad_norm': 1.0, 'seed': 42, 'chat_template': 'tokenizer', 'quantization': 'int4', 'target_modules': 'all-linear', 'merge_adapter': False, 'peft': True, 'lora_r': 16, 'lora_alpha': 32, 'lora_dropout': 0.05, 'model_ref': None, 'dpo_beta': 0.1, 'max_prompt_length': 128, 'max_completion_length': None, 'prompt_text_column': None, 'text_column': 'conversation_FAR_gpt3_5', 'rejected_text_column': None, 'push_to_hub': True, 'username': 'derek-thomas', 'token': '*****', 'unsloth': False, 'distributed_backend': None}\n",
"INFO | 2025-01-10 13:46:08 | autotrain.parser:run:229 - Job ID: derek-thomas/autotrain-falcon-v03-poe-FAR-gpt3-5\n",
"\n",
"---\n",
"https://huggingface.co/spaces/derek-thomas/autotrain-falcon-v03-poe-FAR-gpt3-5\n",
"---\n",
"\n",
"Running autotrain with config: ./autotrain_configs/conversation_FAR_falcon.yml\n",
"INFO | 2025-01-10 13:46:13 | autotrain.cli.autotrain:main:58 - Using AutoTrain configuration: ./autotrain_configs/conversation_FAR_falcon.yml\n",
"INFO | 2025-01-10 13:46:13 | autotrain.parser:__post_init__:165 - Running task: lm_training\n",
"INFO | 2025-01-10 13:46:13 | autotrain.parser:__post_init__:166 - Using backend: spaces-a100-large\n",
"INFO | 2025-01-10 13:46:13 | autotrain.parser:run:224 - {'model': 'tiiuae/Falcon3-7B-Instruct', 'project_name': 'falcon-v03-poe-FAR-falcon', 'data_path': 'derek-thomas/labeled-multiple-choice-explained-falcon-tokenized', 'train_split': 'train', 'valid_split': None, 'add_eos_token': True, 'block_size': 512, 'model_max_length': 1750, 'padding': 'right', 'trainer': 'sft', 'use_flash_attention_2': False, 'log': 'tensorboard', 'disable_gradient_checkpointing': False, 'logging_steps': -1, 'eval_strategy': 'epoch', 'save_total_limit': 1, 'auto_find_batch_size': False, 'mixed_precision': 'bf16', 'lr': 5e-05, 'epochs': 4, 'batch_size': 8, 'warmup_ratio': 0.1, 'gradient_accumulation': 8, 'optimizer': 'adamw_torch', 'scheduler': 'linear', 'weight_decay': 0.0, 'max_grad_norm': 1.0, 'seed': 42, 'chat_template': 'tokenizer', 'quantization': 'int4', 'target_modules': 'all-linear', 'merge_adapter': False, 'peft': True, 'lora_r': 16, 'lora_alpha': 32, 'lora_dropout': 0.05, 'model_ref': None, 'dpo_beta': 0.1, 'max_prompt_length': 128, 'max_completion_length': None, 'prompt_text_column': None, 'text_column': 'conversation_FAR_falcon', 'rejected_text_column': None, 'push_to_hub': True, 'username': 'derek-thomas', 'token': '*****', 'unsloth': False, 'distributed_backend': None}\n",
"INFO | 2025-01-10 13:46:16 | autotrain.parser:run:229 - Job ID: derek-thomas/autotrain-falcon-v03-poe-FAR-falcon\n",
"\n",
"---\n",
"https://huggingface.co/spaces/derek-thomas/autotrain-falcon-v03-poe-FAR-falcon\n",
"---\n",
"\n",
"Running autotrain with config: ./autotrain_configs/conversation_FA.yml\n",
"INFO | 2025-01-10 13:46:20 | autotrain.cli.autotrain:main:58 - Using AutoTrain configuration: ./autotrain_configs/conversation_FA.yml\n",
"INFO | 2025-01-10 13:46:20 | autotrain.parser:__post_init__:165 - Running task: lm_training\n",
"INFO | 2025-01-10 13:46:20 | autotrain.parser:__post_init__:166 - Using backend: spaces-a100-large\n",
"INFO | 2025-01-10 13:46:20 | autotrain.parser:run:224 - {'model': 'tiiuae/Falcon3-7B-Instruct', 'project_name': 'falcon-v03-poe-FA', 'data_path': 'derek-thomas/labeled-multiple-choice-explained-falcon-tokenized', 'train_split': 'train', 'valid_split': None, 'add_eos_token': True, 'block_size': 512, 'model_max_length': 1750, 'padding': 'right', 'trainer': 'sft', 'use_flash_attention_2': False, 'log': 'tensorboard', 'disable_gradient_checkpointing': False, 'logging_steps': -1, 'eval_strategy': 'epoch', 'save_total_limit': 1, 'auto_find_batch_size': False, 'mixed_precision': 'bf16', 'lr': 5e-05, 'epochs': 4, 'batch_size': 8, 'warmup_ratio': 0.1, 'gradient_accumulation': 8, 'optimizer': 'adamw_torch', 'scheduler': 'linear', 'weight_decay': 0.0, 'max_grad_norm': 1.0, 'seed': 42, 'chat_template': 'tokenizer', 'quantization': 'int4', 'target_modules': 'all-linear', 'merge_adapter': False, 'peft': True, 'lora_r': 16, 'lora_alpha': 32, 'lora_dropout': 0.05, 'model_ref': None, 'dpo_beta': 0.1, 'max_prompt_length': 128, 'max_completion_length': None, 'prompt_text_column': None, 'text_column': 'conversation_FA', 'rejected_text_column': None, 'push_to_hub': True, 'username': 'derek-thomas', 'token': '*****', 'unsloth': False, 'distributed_backend': None}\n",
"INFO | 2025-01-10 13:46:23 | autotrain.parser:run:229 - Job ID: derek-thomas/autotrain-falcon-v03-poe-FA\n",
"\n",
"---\n",
"https://huggingface.co/spaces/derek-thomas/autotrain-falcon-v03-poe-FA\n",
"---\n",
"\n"
]
}
],
"source": [
"# Generate configs and run commands\n",
"autotrain_spaces = []\n",
"autotrain_models = []\n",
"for project_suffix, text_column in zip(project_suffixes, text_columns):\n",
" # Modify the config\n",
" config = config_template.copy()\n",
" config[\"project_name\"] = f\"falcon-v03-poe-{project_suffix}\"\n",
" config[\"data\"][\"column_mapping\"][\"text_column\"] = text_column\n",
"\n",
" # Save the config to a YAML file\n",
" config_path = os.path.join(output_dir, f\"{text_column}.yml\")\n",
" with open(config_path, \"w\") as f:\n",
" yaml.dump(config, f)\n",
"\n",
" # # Run the command\n",
" print(f\"Running autotrain with config: {config_path}\")\n",
" subprocess.run([\"autotrain\", \"--config\", config_path])\n",
"\n",
" space_name = f\"{whoami()['name']}/autotrain-{config['project_name']}\"\n",
" model_name = f\"{whoami()['name']}/{config['project_name']}\"\n",
" autotrain_spaces.append(space_name)\n",
" autotrain_models.append(model_name)\n",
" print(f'\\n---\\nhttps://huggingface.co/spaces/{space_name}\\n---\\n')"
]
},
{
"cell_type": "markdown",
"id": "bf3d3324-202b-45df-8897-58cf89931c45",
"metadata": {},
"source": [
"# Cleanup"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "adf09687-ab1e-4f1e-8bf9-317cc928467a",
"metadata": {},
"outputs": [],
"source": [
"from huggingface_hub import HfApi\n",
"api = HfApi()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "19d80d26-cda4-41fb-a125-06060c3f90ce",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['derek-thomas/autotrain-falcon-v03-poe-RFA-gpt3-5',\n",
" 'derek-thomas/autotrain-falcon-v03-poe-RFA-falcon',\n",
" 'derek-thomas/autotrain-falcon-v03-poe-FAR-gpt3-5',\n",
" 'derek-thomas/autotrain-falcon-v03-poe-FAR-falcon',\n",
" 'derek-thomas/autotrain-falcon-v03-poe-FA']\n",
"\n",
"['derek-thomas/falcon-v03-poe-RFA-gpt3-5',\n",
" 'derek-thomas/falcon-v03-poe-RFA-falcon',\n",
" 'derek-thomas/falcon-v03-poe-FAR-gpt3-5',\n",
" 'derek-thomas/falcon-v03-poe-FAR-falcon',\n",
" 'derek-thomas/falcon-v03-poe-FA']\n"
]
}
],
"source": [
"from pprint import pprint\n",
"pprint(autotrain_spaces)\n",
"print()\n",
"pprint(autotrain_models)"
]
},
{
"cell_type": "markdown",
"id": "0040e05b-39c2-4aff-a40e-01577a388eff",
"metadata": {},
"source": [
"<span style=\"color:red; font-size:20px; font-weight:bold;\">\n",
"WAIT TO RUN THIS UNTIL YOUR SPACES ARE FINISHED TRAINING!\n",
"</span>"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "de150f086f1c72fa",
"metadata": {},
"outputs": [
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the space 'derek-thomas/autotrain-falcon-v03-poe-RFA-gpt3-5'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/autotrain-falcon-v03-poe-RFA-gpt3-5\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the space 'derek-thomas/autotrain-falcon-v03-poe-RFA-falcon'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/autotrain-falcon-v03-poe-RFA-falcon\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the space 'derek-thomas/autotrain-falcon-v03-poe-FAR-gpt3-5'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/autotrain-falcon-v03-poe-FAR-gpt3-5\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the space 'derek-thomas/autotrain-falcon-v03-poe-FAR-falcon'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/autotrain-falcon-v03-poe-FAR-falcon\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the space 'derek-thomas/autotrain-falcon-v03-poe-FA'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/autotrain-falcon-v03-poe-FA\n"
]
}
],
"source": [
"for space in autotrain_spaces:\n",
" confirm = input(f\"Are you sure you want to delete the space '{space}'? (y/n): \")\n",
" if confirm.lower() == 'y':\n",
" api.delete_repo(space, repo_type='space')\n",
" print(f\"Deleted {space}\")\n",
" else:\n",
" print(f\"Skipped {space}\")\n"
]
},
{
"cell_type": "markdown",
"id": "e6aa4788fe8b0297",
"metadata": {},
"source": [
"<span style=\"color:red; font-size:20px; font-weight:bold;\">\n",
"ONLY RUN THIS IF YOU NEED TO RESTART FROM SCRATCH\n",
"THIS WILL DELETE YOUR MODELS\n",
"</span>\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c887e61558785e69",
"metadata": {},
"outputs": [
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the model 'derek-thomas/falcon-v03-poe-RFA-gpt3-5'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/falcon-v03-poe-RFA-gpt3-5\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the model 'derek-thomas/falcon-v03-poe-RFA-falcon'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/falcon-v03-poe-RFA-falcon\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the model 'derek-thomas/falcon-v03-poe-FAR-gpt3-5'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/falcon-v03-poe-FAR-gpt3-5\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the model 'derek-thomas/falcon-v03-poe-FAR-falcon'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/falcon-v03-poe-FAR-falcon\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to delete the model 'derek-thomas/falcon-v03-poe-FA'? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Deleted derek-thomas/falcon-v03-poe-FA\n"
]
}
],
"source": [
"for model in autotrain_models:\n",
" confirm = input(f\"Are you sure you want to delete the model '{model}'? (y/n): \")\n",
" if confirm.lower() == 'y':\n",
" api.delete_repo(model, repo_type='model')\n",
" print(f\"Deleted {model}\")\n",
" else:\n",
" print(f\"Skipped {model}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a8a8d4c2-0fb5-438c-9fbf-436144d05543",
"metadata": {},
"outputs": [
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to move the model from 'derek-thomas/falcon-v03-poe-RFA-gpt3-5' to derek-thomas/falcon-v03-poe-RFA-gpt3-5_backup? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moved derek-thomas/falcon-v03-poe-RFA-gpt3-5 to derek-thomas/falcon-v03-poe-RFA-gpt3-5_backup\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to move the model from 'derek-thomas/falcon-v03-poe-RFA-falcon' to derek-thomas/falcon-v03-poe-RFA-falcon_backup? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moved derek-thomas/falcon-v03-poe-RFA-falcon to derek-thomas/falcon-v03-poe-RFA-falcon_backup\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to move the model from 'derek-thomas/falcon-v03-poe-FAR-gpt3-5' to derek-thomas/falcon-v03-poe-FAR-gpt3-5_backup? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moved derek-thomas/falcon-v03-poe-FAR-gpt3-5 to derek-thomas/falcon-v03-poe-FAR-gpt3-5_backup\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to move the model from 'derek-thomas/falcon-v03-poe-FAR-falcon' to derek-thomas/falcon-v03-poe-FAR-falcon_backup? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moved derek-thomas/falcon-v03-poe-FAR-falcon to derek-thomas/falcon-v03-poe-FAR-falcon_backup\n"
]
},
{
"name": "stdin",
"output_type": "stream",
"text": [
"Are you sure you want to move the model from 'derek-thomas/falcon-v03-poe-FA' to derek-thomas/falcon-v03-poe-FA_backup? (y/n): y\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Moved derek-thomas/falcon-v03-poe-FA to derek-thomas/falcon-v03-poe-FA_backup\n"
]
}
],
"source": [
"from huggingface_hub import move_repo\n",
"\n",
"for model in autotrain_models:\n",
" user, model_tag = model.split('/')\n",
" to = f\"{user}/{model_tag}_backup\"\n",
" confirm = input(f\"Are you sure you want to move the model from '{model}' to {to}? (y/n): \")\n",
" if confirm.lower() == 'y':\n",
" move_repo(from_id=model, to_id=to)\n",
" print(f\"Moved {model} to {to}\")\n",
" else:\n",
" print(f\"Skipped {model}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c2a2c864-2082-4be9-8e28-92fd01833e38",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|