Text Generation
PEFT
Safetensors
English
lora
unsloth
lfm2
code
pull-request
model-inversion
conversational
Instructions to use Codingstark/LFM2.5-350M-PR-Origin with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Codingstark/LFM2.5-350M-PR-Origin with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("LiquidAI/LFM2.5-350M") model = PeftModel.from_pretrained(base_model, "Codingstark/LFM2.5-350M-PR-Origin") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use Codingstark/LFM2.5-350M-PR-Origin 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 Codingstark/LFM2.5-350M-PR-Origin 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 Codingstark/LFM2.5-350M-PR-Origin to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Codingstark/LFM2.5-350M-PR-Origin to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="Codingstark/LFM2.5-350M-PR-Origin", max_seq_length=2048, )
| { | |
| "base_model": "LiquidAI/LFM2.5-350M", | |
| "base_revision": "b9d6e4e2d75f440b12a2b4d731c808004ecbbd89", | |
| "seed": 3407, | |
| "data_mode": "huggingface", | |
| "dataset": "OSAPRD/OSAPRD", | |
| "dataset_revision": "1c8ed7b6963ae31e4b601fdbfdbe83b8e8817c82", | |
| "samples_per_class": 500, | |
| "max_seq_length": 2048, | |
| "lora_r": 16, | |
| "lora_alpha": 16, | |
| "target_modules": [ | |
| "q_proj", | |
| "k_proj", | |
| "v_proj", | |
| "out_proj", | |
| "in_proj", | |
| "w1", | |
| "w2", | |
| "w3" | |
| ], | |
| "labels": [ | |
| "codex", | |
| "claude", | |
| "unknown" | |
| ], | |
| "confidence_threshold": 0.8, | |
| "margin_threshold": 0.15, | |
| "versions": { | |
| "torch": "2.11.0+cu128", | |
| "transformers": "5.5.0", | |
| "trl": "0.24.0", | |
| "datasets": "4.3.0", | |
| "unsloth": "2026.7.6" | |
| } | |
| } |