Instructions to use Madhour/gpt2-eli5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Madhour/gpt2-eli5 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Madhour/gpt2-eli5")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("Madhour/gpt2-eli5") model = AutoModelForCausalLM.from_pretrained("Madhour/gpt2-eli5") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Madhour/gpt2-eli5 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Madhour/gpt2-eli5" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Madhour/gpt2-eli5", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/Madhour/gpt2-eli5
- SGLang
How to use Madhour/gpt2-eli5 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "Madhour/gpt2-eli5" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Madhour/gpt2-eli5", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "Madhour/gpt2-eli5" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Madhour/gpt2-eli5", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use Madhour/gpt2-eli5 with Docker Model Runner:
docker model run hf.co/Madhour/gpt2-eli5
Madhour commited on
Commit ·
036ffb3
1
Parent(s): ab857ea
add files
Browse files- .DS_Store +0 -0
- added_tokens.json +1 -0
- config.json +41 -0
- merges.txt +0 -0
- rng_state.pth +3 -0
- scaler.pt +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- trainer_state.json +32 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.DS_Store
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added_tokens.json
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{"<|UNK|>": 50259, "<|PAD|>": 50260, "<|EOS|>": 50258, "<|SEP|>": 50261, "<|BOS|>": 50257}
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config.json
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{
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"_name_or_path": "gpt2",
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"activation_function": "gelu_new",
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50257,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": null,
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"n_layer": 12,
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"pad_token_id": 50260,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"sep_token_id": 50261,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.15.0",
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"use_cache": true,
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"vocab_size": 50262
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}
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merges.txt
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rng_state.pth
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size 14503
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scaler.pt
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scheduler.pt
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special_tokens_map.json
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{"bos_token": "<|BOS|>", "eos_token": "<|EOS|>", "unk_token": "<|UNK|>", "sep_token": "<|SEP|>", "pad_token": "<|PAD|>"}
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tokenizer_config.json
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{"unk_token": "<|endoftext|>", "bos_token": "<|endoftext|>", "eos_token": "<|endoftext|>", "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "gpt2", "tokenizer_class": "GPT2Tokenizer"}
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trainer_state.json
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{
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"best_metric": 0.745124876499176,
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"best_model_checkpoint": "/content/checkpoint-250",
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"epoch": 2.0,
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"global_step": 250,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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"step": 125
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{
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"epoch": 2.0,
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"step": 250
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],
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"max_steps": 500,
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"num_train_epochs": 4,
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"trial_name": null,
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"trial_params": null
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 2927
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vocab.json
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