Instructions to use AlexWortega/lfm2-physics with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use AlexWortega/lfm2-physics with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
- Local Apps
- Unsloth Studio new
How to use AlexWortega/lfm2-physics with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for AlexWortega/lfm2-physics to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for AlexWortega/lfm2-physics to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for AlexWortega/lfm2-physics to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="AlexWortega/lfm2-physics", max_seq_length=2048, )
File size: 838 Bytes
7ea86e1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 | {
"stage": 3,
"timestamp": "2026-02-04T14:24:05.704295",
"config": {
"data_dir": "data/train",
"output_dir": "checkpoints/lfm2-physics",
"epochs_per_stage": 1,
"batch_size": 2,
"grad_accum": 8,
"lr": 0.0002,
"max_seq_length": 4096,
"curriculum_stages": 5,
"max_examples_per_stage": 1000,
"max_context_frames": 5,
"physics_loss_weight": 0.01,
"resume": null,
"wandb_project": "physics-llm",
"wandb_offline": false,
"lora_r": 32,
"lora_alpha": 64,
"model": "LiquidAI/LFM2-350M",
"timestamp": "2026-02-04T14:11:22.835795"
},
"metrics": {
"train_runtime": 148.7076,
"train_samples_per_second": 6.725,
"train_steps_per_second": 0.424,
"total_flos": 7086689746944000.0,
"train_loss": 1.0771233959803506,
"epoch": 1.0,
"step": 63
}
} |