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Model: kojima-lab/molcrawl-genome-sequence-gpt2-small Source: Original Platform
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README.md
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---
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license: apache-2.0
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tags:
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- pytorch
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- gpt2
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- dna-genome
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pipeline_tag: text-generation
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---
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# molcrawl-genome-sequence-gpt2-small
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## Model Description
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GPT-2 small (124M parameters) foundation model pre-trained on human genome DNA sequences from the [GRCh38](https://www.ncbi.nlm.nih.gov/assembly/GCF_000001405.26/) reference assembly.
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## Datasets
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- **GRCh38 human genome reference assembly**: [https://www.ncbi.nlm.nih.gov/assembly/GCF_000001405.26/](https://www.ncbi.nlm.nih.gov/assembly/GCF_000001405.26/) (Pre-training corpus)
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- **Model Type**: gpt2
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- **Data Type**: DNA/Genome
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- **Training Date**: 2026-04-24
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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model = AutoModelForCausalLM.from_pretrained("kojima-lab/molcrawl-genome-sequence-gpt2-small")
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tokenizer = AutoTokenizer.from_pretrained("kojima-lab/molcrawl-genome-sequence-gpt2-small")
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# Generate DNA/genome sequence
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prompt = "ATCGATCGATCGATCGATCGATCGATCGATCG"
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inputs = tokenizer(prompt, return_tensors="pt")
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with torch.no_grad():
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output_ids = model.generate(
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**inputs,
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max_new_tokens=50,
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do_sample=True,
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temperature=0.8,
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eos_token_id=None, # HF config.json has legacy eos_token_id=0; disable early stop
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pad_token_id=0,
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)
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print(tokenizer.decode(output_ids[0], skip_special_tokens=True))
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```
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## Source Code
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Training pipeline, configuration files, and data preparation scripts are
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available in the MolCrawl GitHub repository:
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[https://github.com/mmai-framework-lab/MolCrawl](https://github.com/mmai-framework-lab/MolCrawl)
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## License
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This model is released under the APACHE-2.0 license.
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## Citation
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If you use this model, please cite:
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```bibtex
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@misc{molcrawl_genome_sequence_gpt2_small,
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title={molcrawl-genome-sequence-gpt2-small},
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author={{RIKEN}},
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year={2026},
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publisher={{Hugging Face}},
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url={{https://huggingface.co/kojima-lab/molcrawl-genome-sequence-gpt2-small}}
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}
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```
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{}
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config.json
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config.json
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{
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"_name_or_path": "learning_source_20260316/genome_sequence/gpt2-output/genome_sequence-small/checkpoint-200000",
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"_riken_bias": false,
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"_riken_model_args": {
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"bias": false,
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"block_size": 1024,
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"dropout": 0.0,
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"n_embd": 768,
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"n_head": 12,
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"n_layer": 12,
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"vocab_size": 4096
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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": 0.0,
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"bos_token_id": 1,
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"embd_pdrop": 0.0,
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"eos_token_id": 2,
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"initializer_range": 0.02,
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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": 3072,
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"n_layer": 12,
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"n_positions": 1024,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.0,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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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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"torch_dtype": "float32",
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"transformers_version": "4.45.1",
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"use_cache": true,
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"vocab_size": 4096,
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"pad_token_id": 0
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}
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generation_config.json
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"_from_model_config": true,
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}
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special_tokens_map.json
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tokenizer.json
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tokenizer_config.json
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"added_tokens_decoder": {
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"0": {
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"unk_token": "<unk>"
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training_args.json
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{
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"iteration": 200000,
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"best_val_loss": 5.296863555908203,
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"early_stopping_counter": 17,
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"learning_rate": 6e-06,
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"batch_size": 12,
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"dropout": 0.0
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}
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}
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