Instructions to use NataliaH/gpt2-finetuned-shakespeare with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use NataliaH/gpt2-finetuned-shakespeare with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="NataliaH/gpt2-finetuned-shakespeare")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("NataliaH/gpt2-finetuned-shakespeare") model = AutoModelForCausalLM.from_pretrained("NataliaH/gpt2-finetuned-shakespeare", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use NataliaH/gpt2-finetuned-shakespeare with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "NataliaH/gpt2-finetuned-shakespeare" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "NataliaH/gpt2-finetuned-shakespeare", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/NataliaH/gpt2-finetuned-shakespeare
- SGLang
How to use NataliaH/gpt2-finetuned-shakespeare 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 "NataliaH/gpt2-finetuned-shakespeare" \ --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": "NataliaH/gpt2-finetuned-shakespeare", "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 "NataliaH/gpt2-finetuned-shakespeare" \ --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": "NataliaH/gpt2-finetuned-shakespeare", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use NataliaH/gpt2-finetuned-shakespeare with Docker Model Runner:
docker model run hf.co/NataliaH/gpt2-finetuned-shakespeare
Initial upload of fine-tuned GPT-2 model
Browse files- checkpoint-1/config.json +39 -0
- checkpoint-1/generation_config.json +6 -0
- checkpoint-1/model.safetensors +3 -0
- checkpoint-1/optimizer.pt +3 -0
- checkpoint-1/rng_state.pth +3 -0
- checkpoint-1/scheduler.pt +3 -0
- checkpoint-1/trainer_state.json +33 -0
- checkpoint-1/training_args.bin +3 -0
- checkpoint-2/config.json +39 -0
- checkpoint-2/generation_config.json +6 -0
- checkpoint-2/model.safetensors +3 -0
- checkpoint-2/optimizer.pt +3 -0
- checkpoint-2/rng_state.pth +3 -0
- checkpoint-2/scheduler.pt +3 -0
- checkpoint-2/trainer_state.json +33 -0
- checkpoint-2/training_args.bin +3 -0
- checkpoint-3/config.json +39 -0
- checkpoint-3/generation_config.json +6 -0
- checkpoint-3/model.safetensors +3 -0
- checkpoint-3/optimizer.pt +3 -0
- checkpoint-3/rng_state.pth +3 -0
- checkpoint-3/scheduler.pt +3 -0
- checkpoint-3/trainer_state.json +33 -0
- checkpoint-3/training_args.bin +3 -0
- config.json +1 -39
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +24 -0
- tokenizer_config.json +23 -0
- vocab.json +0 -0
checkpoint-1/config.json
ADDED
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{
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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": 50256,
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"embd_pdrop": 0.1,
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| 9 |
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"eos_token_id": 50256,
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| 10 |
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"initializer_range": 0.02,
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| 11 |
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"layer_norm_epsilon": 1e-05,
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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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"n_positions": 1024,
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"pad_token_id": 50256,
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"reorder_and_upcast_attn": false,
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| 21 |
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"resid_pdrop": 0.1,
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| 22 |
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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| 24 |
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"summary_activation": null,
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| 25 |
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"summary_first_dropout": 0.1,
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| 26 |
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"summary_proj_to_labels": true,
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| 27 |
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"summary_type": "cls_index",
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| 28 |
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"summary_use_proj": true,
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| 29 |
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"task_specific_params": {
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| 30 |
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"text-generation": {
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| 31 |
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"do_sample": true,
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| 32 |
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"max_length": 50
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}
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| 34 |
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},
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| 35 |
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"torch_dtype": "float32",
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| 36 |
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"transformers_version": "4.51.3",
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| 37 |
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"use_cache": true,
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| 38 |
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"vocab_size": 50257
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| 39 |
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}
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checkpoint-1/generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 50256,
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"eos_token_id": 50256,
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"transformers_version": "4.51.3"
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}
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checkpoint-1/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:e8439aa7da1da5fbf83a244477ccedf53bcf71e3afe61f73e0d70cb0c63afe16
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size 497774208
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checkpoint-1/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 995638202
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checkpoint-1/rng_state.pth
ADDED
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version https://git-lfs.github.com/spec/v1
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size 13990
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checkpoint-1/scheduler.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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size 1064
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checkpoint-1/trainer_state.json
ADDED
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{
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"best_global_step": null,
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| 3 |
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"best_metric": null,
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| 4 |
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"best_model_checkpoint": null,
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| 5 |
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"epoch": 1.0,
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| 6 |
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"eval_steps": 500,
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| 7 |
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"global_step": 1,
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| 8 |
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"is_hyper_param_search": false,
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| 9 |
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"is_local_process_zero": true,
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| 10 |
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"is_world_process_zero": true,
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| 11 |
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"log_history": [],
|
| 12 |
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"logging_steps": 10,
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| 13 |
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"max_steps": 3,
|
| 14 |
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"num_input_tokens_seen": 0,
|
| 15 |
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"num_train_epochs": 3,
|
| 16 |
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"save_steps": 500,
|
| 17 |
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"stateful_callbacks": {
|
| 18 |
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"TrainerControl": {
|
| 19 |
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"args": {
|
| 20 |
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"should_epoch_stop": false,
|
| 21 |
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"should_evaluate": false,
|
| 22 |
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"should_log": false,
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| 23 |
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"should_save": true,
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| 24 |
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"should_training_stop": false
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| 25 |
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},
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| 26 |
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"attributes": {}
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| 27 |
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}
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},
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| 29 |
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"total_flos": 65323008000.0,
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| 30 |
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"train_batch_size": 2,
|
| 31 |
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"trial_name": null,
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| 32 |
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"trial_params": null
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}
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checkpoint-1/training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:b0d94ecde836a055ea3ad2481161f765fcafbe830e186832b6f525ae366564f7
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size 5368
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checkpoint-2/config.json
ADDED
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{
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| 2 |
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"activation_function": "gelu_new",
|
| 3 |
+
"architectures": [
|
| 4 |
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"GPT2LMHeadModel"
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| 5 |
+
],
|
| 6 |
+
"attn_pdrop": 0.1,
|
| 7 |
+
"bos_token_id": 50256,
|
| 8 |
+
"embd_pdrop": 0.1,
|
| 9 |
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"eos_token_id": 50256,
|
| 10 |
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"initializer_range": 0.02,
|
| 11 |
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"layer_norm_epsilon": 1e-05,
|
| 12 |
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"model_type": "gpt2",
|
| 13 |
+
"n_ctx": 1024,
|
| 14 |
+
"n_embd": 768,
|
| 15 |
+
"n_head": 12,
|
| 16 |
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"n_inner": null,
|
| 17 |
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"n_layer": 12,
|
| 18 |
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"n_positions": 1024,
|
| 19 |
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"pad_token_id": 50256,
|
| 20 |
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"reorder_and_upcast_attn": false,
|
| 21 |
+
"resid_pdrop": 0.1,
|
| 22 |
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"scale_attn_by_inverse_layer_idx": false,
|
| 23 |
+
"scale_attn_weights": true,
|
| 24 |
+
"summary_activation": null,
|
| 25 |
+
"summary_first_dropout": 0.1,
|
| 26 |
+
"summary_proj_to_labels": true,
|
| 27 |
+
"summary_type": "cls_index",
|
| 28 |
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"summary_use_proj": true,
|
| 29 |
+
"task_specific_params": {
|
| 30 |
+
"text-generation": {
|
| 31 |
+
"do_sample": true,
|
| 32 |
+
"max_length": 50
|
| 33 |
+
}
|
| 34 |
+
},
|
| 35 |
+
"torch_dtype": "float32",
|
| 36 |
+
"transformers_version": "4.51.3",
|
| 37 |
+
"use_cache": true,
|
| 38 |
+
"vocab_size": 50257
|
| 39 |
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}
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checkpoint-2/generation_config.json
ADDED
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{
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| 2 |
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"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 50256,
|
| 4 |
+
"eos_token_id": 50256,
|
| 5 |
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"transformers_version": "4.51.3"
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| 6 |
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}
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checkpoint-2/model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:414171288e52e8688971005657a62e480248153aa9677790121c24b4561beee1
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| 3 |
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size 497774208
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checkpoint-2/optimizer.pt
ADDED
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@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:4dc6a5165a61016d589591e1dd483ceae9bd332901ea59990161c4c93d82185b
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| 3 |
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size 995638202
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checkpoint-2/rng_state.pth
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:257767379e6285480edd6e1c884c6152eefff677bf9536caa4e2def5c2e7e640
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| 3 |
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size 13990
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checkpoint-2/scheduler.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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size 1064
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checkpoint-2/trainer_state.json
ADDED
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@@ -0,0 +1,33 @@
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{
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| 2 |
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"best_global_step": null,
|
| 3 |
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"best_metric": null,
|
| 4 |
+
"best_model_checkpoint": null,
|
| 5 |
+
"epoch": 2.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 2,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [],
|
| 12 |
+
"logging_steps": 10,
|
| 13 |
+
"max_steps": 3,
|
| 14 |
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"num_input_tokens_seen": 0,
|
| 15 |
+
"num_train_epochs": 3,
|
| 16 |
+
"save_steps": 500,
|
| 17 |
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"stateful_callbacks": {
|
| 18 |
+
"TrainerControl": {
|
| 19 |
+
"args": {
|
| 20 |
+
"should_epoch_stop": false,
|
| 21 |
+
"should_evaluate": false,
|
| 22 |
+
"should_log": false,
|
| 23 |
+
"should_save": true,
|
| 24 |
+
"should_training_stop": false
|
| 25 |
+
},
|
| 26 |
+
"attributes": {}
|
| 27 |
+
}
|
| 28 |
+
},
|
| 29 |
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"total_flos": 130646016000.0,
|
| 30 |
+
"train_batch_size": 2,
|
| 31 |
+
"trial_name": null,
|
| 32 |
+
"trial_params": null
|
| 33 |
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}
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checkpoint-2/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:b0d94ecde836a055ea3ad2481161f765fcafbe830e186832b6f525ae366564f7
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size 5368
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checkpoint-3/config.json
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|
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|
| 1 |
+
{
|
| 2 |
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"activation_function": "gelu_new",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
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|
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|
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|
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|
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|
| 15 |
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|
| 16 |
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|
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|
| 20 |
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|
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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"vocab_size": 50257
|
| 39 |
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|
checkpoint-3/generation_config.json
ADDED
|
@@ -0,0 +1,6 @@
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|
| 1 |
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{
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| 2 |
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"_from_model_config": true,
|
| 3 |
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"bos_token_id": 50256,
|
| 4 |
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|
| 5 |
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"transformers_version": "4.51.3"
|
| 6 |
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|
checkpoint-3/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 497774208
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checkpoint-3/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 995638202
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checkpoint-3/rng_state.pth
ADDED
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@@ -0,0 +1,3 @@
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size 13990
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checkpoint-3/scheduler.pt
ADDED
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@@ -0,0 +1,3 @@
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size 1064
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checkpoint-3/trainer_state.json
ADDED
|
@@ -0,0 +1,33 @@
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|
| 1 |
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| 3 |
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| 4 |
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| 5 |
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|
| 6 |
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|
| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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"args": {
|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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"should_save": true,
|
| 24 |
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|
| 25 |
+
},
|
| 26 |
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"attributes": {}
|
| 27 |
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}
|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
checkpoint-3/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 5368
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config.json
CHANGED
|
@@ -1,39 +1 @@
|
|
| 1 |
-
{
|
| 2 |
-
"activation_function": "gelu_new",
|
| 3 |
-
"architectures": [
|
| 4 |
-
"GPT2LMHeadModel"
|
| 5 |
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],
|
| 6 |
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|
| 7 |
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"bos_token_id": 50256,
|
| 8 |
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|
| 9 |
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|
| 10 |
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"initializer_range": 0.02,
|
| 11 |
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"layer_norm_epsilon": 1e-05,
|
| 12 |
-
"model_type": "gpt2",
|
| 13 |
-
"n_ctx": 1024,
|
| 14 |
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"n_embd": 768,
|
| 15 |
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|
| 16 |
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| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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"task_specific_params": {
|
| 30 |
-
"text-generation": {
|
| 31 |
-
"do_sample": true,
|
| 32 |
-
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|
| 33 |
-
}
|
| 34 |
-
},
|
| 35 |
-
"torch_dtype": "float32",
|
| 36 |
-
"transformers_version": "4.51.3",
|
| 37 |
-
"use_cache": true,
|
| 38 |
-
"vocab_size": 50257
|
| 39 |
-
}
|
|
|
|
| 1 |
+
{"architectures": ["GPT2LMHeadModel"], "vocab_size": 50257}
|
|
|
|
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|
merges.txt
ADDED
|
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|
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 497813466
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special_tokens_map.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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"content": "<|endoftext|>",
|
| 11 |
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|
| 12 |
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"normalized": true,
|
| 13 |
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|
| 14 |
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"single_word": false
|
| 15 |
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},
|
| 16 |
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"pad_token": "<|endoftext|>",
|
| 17 |
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"unk_token": {
|
| 18 |
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"content": "<|endoftext|>",
|
| 19 |
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"lstrip": false,
|
| 20 |
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"normalized": true,
|
| 21 |
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"rstrip": false,
|
| 22 |
+
"single_word": false
|
| 23 |
+
}
|
| 24 |
+
}
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"add_bos_token": false,
|
| 3 |
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"add_prefix_space": false,
|
| 4 |
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"added_tokens_decoder": {
|
| 5 |
+
"50256": {
|
| 6 |
+
"content": "<|endoftext|>",
|
| 7 |
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"lstrip": false,
|
| 8 |
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"normalized": true,
|
| 9 |
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"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
}
|
| 13 |
+
},
|
| 14 |
+
"bos_token": "<|endoftext|>",
|
| 15 |
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"clean_up_tokenization_spaces": false,
|
| 16 |
+
"eos_token": "<|endoftext|>",
|
| 17 |
+
"errors": "replace",
|
| 18 |
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"extra_special_tokens": {},
|
| 19 |
+
"model_max_length": 1024,
|
| 20 |
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"pad_token": "<|endoftext|>",
|
| 21 |
+
"tokenizer_class": "GPT2Tokenizer",
|
| 22 |
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"unk_token": "<|endoftext|>"
|
| 23 |
+
}
|
vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|