TRAIN.md

# Train

## Environment

```bash
cd scripts
python -m venv venv
source venv/bin/activate
pip install -U -r requirements.in
```

## Train Tokenizer

```bash
time python -B train_tokenizer.py
```

## Pretrain

```bash
python -B prepare_pretrain_datasets.py
```

```bash
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-0.yaml
litgpt convert_pretrained_checkpoint ../out/pretrain-0/final/ ../out/pretrain-0-final-checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-1.yaml
litgpt convert_pretrained_checkpoint ../out/pretrain-1/final/ ../out/pretrain-1-final-checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-2.yaml
litgpt convert_pretrained_checkpoint ../out/pretrain-2/final/ ../out/pretrain-2-final-checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-3.yaml
litgpt convert_pretrained_checkpoint ../out/pretrain-3/final/ ../out/pretrain-3-final-checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-4.yaml
litgpt convert_pretrained_checkpoint ../out/pretrain-4/final/ ../out/pretrain-4-final-checkpoint

# NOTE: unused
#   CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config pretrain-model-5.yaml
#   litgpt convert_pretrained_checkpoint ../out/pretrain-5/final/ ../out/pretrain-5-final-checkpoint
```

### Continued Pretraining

```bash
python -B prepare_contrain_datasets.py
```

```bash
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config contrain-model-0.yaml
litgpt convert_pretrained_checkpoint ../out/contrain-0/final/ ../out/contrain-0-final-checkpoint

CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt pretrain --config contrain-model-1.yaml
litgpt convert_pretrained_checkpoint ../out/contrain-1/final/ ../out/contrain-1-final-checkpoint
```

## Chat with Pretrained model

```bash
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-0/final/
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-1/final/
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-2/final/
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-3/final/
CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-4/final/
# CUDA_VISIBLE_DEVICES=0 CUDA_LAUNCH_BLOCKING=0 PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True litgpt chat out/pretrain-5/final/
```

<!-- OLD -->

## Model

### Pretraining

```bash
litgpt pretrain --config ./pretrain-model.yaml
litgpt convert_from_litgpt out/pretrain/final/ out/converted_pretrain
cp config.json out/pretrain/final/
cp config.json out/converted_pretrain/
```

```python
import torch
from safetensors.torch import save_file

state_dict = torch.load('out/converted_pretrain/model.pth', map_location='cpu')
save_file(state_dict, 'out/converted_pretrain/model.safetensors')
```

### Continued Pretraining

```bash
litgpt convert_pretrained_checkpoint out/pretrain/final/ out/pretrain_checkpoint/final/
cp config.json out/pretrain_checkpoint/final/

litgpt pretrain --config ./contrain-model.yaml
litgpt convert_from_litgpt out/contrain/final/ out/converted_contrain
cp config.json out/converted_contrain/
```

```python
import torch
from safetensors.torch import save_file

state_dict = torch.load('out/converted_contrain/model.pth', map_location='cpu')
save_file(state_dict, 'out/converted_contrain/model.safetensors')
```

```bash
cp out/converted_contrain/model.pth ./
cp out/converted_contrain/model.safetensors ./
```