初始化项目,由ModelHub XC社区提供模型
Model: kojima-lab/molcrawl-genome-sequence-gpt2-small Source: Original Platform
This commit is contained in:
35
.gitattributes
vendored
Normal file
35
.gitattributes
vendored
Normal file
@@ -0,0 +1,35 @@
|
|||||||
|
*.7z filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.arrow filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.bin filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ftz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.gz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.h5 filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.joblib filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.model filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.npy filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.npz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.onnx filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.ot filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.parquet filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pb filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pickle filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pkl filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pt filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.pth filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.rar filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
||||||
|
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tar filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tflite filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.tgz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.wasm filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.xz filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.zip filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*.zst filter=lfs diff=lfs merge=lfs -text
|
||||||
|
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
||||||
71
README.md
Normal file
71
README.md
Normal file
@@ -0,0 +1,71 @@
|
|||||||
|
---
|
||||||
|
license: apache-2.0
|
||||||
|
tags:
|
||||||
|
- pytorch
|
||||||
|
- gpt2
|
||||||
|
- dna-genome
|
||||||
|
pipeline_tag: text-generation
|
||||||
|
---
|
||||||
|
|
||||||
|
# molcrawl-genome-sequence-gpt2-small
|
||||||
|
|
||||||
|
## Model Description
|
||||||
|
|
||||||
|
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.
|
||||||
|
|
||||||
|
## Datasets
|
||||||
|
|
||||||
|
- **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)
|
||||||
|
|
||||||
|
- **Model Type**: gpt2
|
||||||
|
- **Data Type**: DNA/Genome
|
||||||
|
- **Training Date**: 2026-04-24
|
||||||
|
|
||||||
|
## Usage
|
||||||
|
|
||||||
|
```python
|
||||||
|
from transformers import AutoModelForCausalLM, AutoTokenizer
|
||||||
|
import torch
|
||||||
|
|
||||||
|
model = AutoModelForCausalLM.from_pretrained("kojima-lab/molcrawl-genome-sequence-gpt2-small")
|
||||||
|
tokenizer = AutoTokenizer.from_pretrained("kojima-lab/molcrawl-genome-sequence-gpt2-small")
|
||||||
|
|
||||||
|
# Generate DNA/genome sequence
|
||||||
|
prompt = "ATCGATCGATCGATCGATCGATCGATCGATCG"
|
||||||
|
inputs = tokenizer(prompt, return_tensors="pt")
|
||||||
|
with torch.no_grad():
|
||||||
|
output_ids = model.generate(
|
||||||
|
**inputs,
|
||||||
|
max_new_tokens=50,
|
||||||
|
do_sample=True,
|
||||||
|
temperature=0.8,
|
||||||
|
eos_token_id=None, # HF config.json has legacy eos_token_id=0; disable early stop
|
||||||
|
pad_token_id=0,
|
||||||
|
)
|
||||||
|
print(tokenizer.decode(output_ids[0], skip_special_tokens=True))
|
||||||
|
|
||||||
|
```
|
||||||
|
|
||||||
|
## Source Code
|
||||||
|
|
||||||
|
Training pipeline, configuration files, and data preparation scripts are
|
||||||
|
available in the MolCrawl GitHub repository:
|
||||||
|
[https://github.com/mmai-framework-lab/MolCrawl](https://github.com/mmai-framework-lab/MolCrawl)
|
||||||
|
|
||||||
|
## License
|
||||||
|
|
||||||
|
This model is released under the APACHE-2.0 license.
|
||||||
|
|
||||||
|
## Citation
|
||||||
|
|
||||||
|
If you use this model, please cite:
|
||||||
|
|
||||||
|
```bibtex
|
||||||
|
@misc{molcrawl_genome_sequence_gpt2_small,
|
||||||
|
title={molcrawl-genome-sequence-gpt2-small},
|
||||||
|
author={{RIKEN}},
|
||||||
|
year={2026},
|
||||||
|
publisher={{Hugging Face}},
|
||||||
|
url={{https://huggingface.co/kojima-lab/molcrawl-genome-sequence-gpt2-small}}
|
||||||
|
}
|
||||||
|
```
|
||||||
1
added_tokens.json
Normal file
1
added_tokens.json
Normal file
@@ -0,0 +1 @@
|
|||||||
|
{}
|
||||||
44
config.json
Normal file
44
config.json
Normal file
@@ -0,0 +1,44 @@
|
|||||||
|
{
|
||||||
|
"_name_or_path": "learning_source_20260316/genome_sequence/gpt2-output/genome_sequence-small/checkpoint-200000",
|
||||||
|
"_riken_bias": false,
|
||||||
|
"_riken_model_args": {
|
||||||
|
"bias": false,
|
||||||
|
"block_size": 1024,
|
||||||
|
"dropout": 0.0,
|
||||||
|
"n_embd": 768,
|
||||||
|
"n_head": 12,
|
||||||
|
"n_layer": 12,
|
||||||
|
"vocab_size": 4096
|
||||||
|
},
|
||||||
|
"activation_function": "gelu_new",
|
||||||
|
"architectures": [
|
||||||
|
"GPT2LMHeadModel"
|
||||||
|
],
|
||||||
|
"attn_pdrop": 0.0,
|
||||||
|
"bos_token_id": 1,
|
||||||
|
"embd_pdrop": 0.0,
|
||||||
|
"eos_token_id": 2,
|
||||||
|
"initializer_range": 0.02,
|
||||||
|
"layer_norm_epsilon": 1e-05,
|
||||||
|
"model_type": "gpt2",
|
||||||
|
"n_ctx": 1024,
|
||||||
|
"n_embd": 768,
|
||||||
|
"n_head": 12,
|
||||||
|
"n_inner": 3072,
|
||||||
|
"n_layer": 12,
|
||||||
|
"n_positions": 1024,
|
||||||
|
"reorder_and_upcast_attn": false,
|
||||||
|
"resid_pdrop": 0.0,
|
||||||
|
"scale_attn_by_inverse_layer_idx": false,
|
||||||
|
"scale_attn_weights": true,
|
||||||
|
"summary_activation": null,
|
||||||
|
"summary_first_dropout": 0.1,
|
||||||
|
"summary_proj_to_labels": true,
|
||||||
|
"summary_type": "cls_index",
|
||||||
|
"summary_use_proj": true,
|
||||||
|
"torch_dtype": "float32",
|
||||||
|
"transformers_version": "4.45.1",
|
||||||
|
"use_cache": true,
|
||||||
|
"vocab_size": 4096,
|
||||||
|
"pad_token_id": 0
|
||||||
|
}
|
||||||
6
generation_config.json
Normal file
6
generation_config.json
Normal file
@@ -0,0 +1,6 @@
|
|||||||
|
{
|
||||||
|
"_from_model_config": true,
|
||||||
|
"bos_token_id": 0,
|
||||||
|
"eos_token_id": 0,
|
||||||
|
"transformers_version": "4.45.1"
|
||||||
|
}
|
||||||
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:9961c3489f0f22d596d2c0507718405a204df601b2f7fb9cc3eb58b3252e9dc3
|
||||||
|
size 355967616
|
||||||
3
pytorch_model.bin
Normal file
3
pytorch_model.bin
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:090dc92af199373003ceca1fd1d69143dee16962162d045463c57530929ed883
|
||||||
|
size 355569384
|
||||||
5
special_tokens_map.json
Normal file
5
special_tokens_map.json
Normal file
@@ -0,0 +1,5 @@
|
|||||||
|
{
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"unk_token": "<unk>"
|
||||||
|
}
|
||||||
3
spiece.model
Normal file
3
spiece.model
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:6f6ffbcfbd4fcbccd53551b83eec5ccbf70bb09d5508826a481f5d0286e755d6
|
||||||
|
size 75663
|
||||||
54086
tokenizer.json
Normal file
54086
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:6f6ffbcfbd4fcbccd53551b83eec5ccbf70bb09d5508826a481f5d0286e755d6
|
||||||
|
size 75663
|
||||||
34
tokenizer_config.json
Normal file
34
tokenizer_config.json
Normal file
@@ -0,0 +1,34 @@
|
|||||||
|
{
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"0": {
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"1": {
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"2": {
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||||
|
"unk_token": "<unk>"
|
||||||
|
}
|
||||||
17
training_args.json
Normal file
17
training_args.json
Normal file
@@ -0,0 +1,17 @@
|
|||||||
|
{
|
||||||
|
"iteration": 200000,
|
||||||
|
"best_val_loss": 5.296863555908203,
|
||||||
|
"early_stopping_counter": 17,
|
||||||
|
"learning_rate": 6e-06,
|
||||||
|
"batch_size": 12,
|
||||||
|
"block_size": 1024,
|
||||||
|
"model_args": {
|
||||||
|
"n_layer": 12,
|
||||||
|
"n_head": 12,
|
||||||
|
"n_embd": 768,
|
||||||
|
"block_size": 1024,
|
||||||
|
"bias": false,
|
||||||
|
"vocab_size": 4096,
|
||||||
|
"dropout": 0.0
|
||||||
|
}
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user