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, )
| {{- bos_token -}} | |
| {%- set keep_past_thinking = keep_past_thinking | default(false) -%} | |
| {%- set ns = namespace(system_prompt="") -%} | |
| {%- if messages[0]["role"] == "system" -%} | |
| {%- set sys_content = messages[0]["content"] -%} | |
| {%- if sys_content is not string -%} | |
| {%- for item in sys_content -%} | |
| {%- if item["type"] == "text" -%} | |
| {%- set ns.system_prompt = ns.system_prompt + item["text"] -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- else -%} | |
| {%- set ns.system_prompt = sys_content -%} | |
| {%- endif -%} | |
| {%- set messages = messages[1:] -%} | |
| {%- endif -%} | |
| {%- if tools -%} | |
| {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%} | |
| {%- for tool in tools -%} | |
| {%- if tool is not string -%} | |
| {%- set tool = tool | tojson -%} | |
| {%- endif -%} | |
| {%- set ns.system_prompt = ns.system_prompt + tool -%} | |
| {%- if not loop.last -%} | |
| {%- set ns.system_prompt = ns.system_prompt + ", " -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- set ns.system_prompt = ns.system_prompt + "]" -%} | |
| {%- endif -%} | |
| {%- if ns.system_prompt -%} | |
| {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}} | |
| {%- endif -%} | |
| {%- set ns.last_assistant_index = -1 -%} | |
| {%- for message in messages -%} | |
| {%- if message["role"] == "assistant" -%} | |
| {%- set ns.last_assistant_index = loop.index0 -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- for message in messages -%} | |
| {{- "<|im_start|>" + message["role"] + "\n" -}} | |
| {%- set content = message["content"] -%} | |
| {%- if content is not string -%} | |
| {%- set ns.content = "" -%} | |
| {%- for item in content -%} | |
| {%- if item["type"] == "image" -%} | |
| {%- set ns.content = ns.content + "<image>" -%} | |
| {%- elif item["type"] == "text" -%} | |
| {%- set ns.content = ns.content + item["text"] -%} | |
| {%- else -%} | |
| {%- set ns.content = ns.content + item | tojson -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- set content = ns.content -%} | |
| {%- endif -%} | |
| {%- if message["role"] == "assistant" and not keep_past_thinking and loop.index0 != ns.last_assistant_index -%} | |
| {%- if "</think>" in content -%} | |
| {%- set content = content.split("</think>")[-1] | trim -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {{- content + "<|im_end|>\n" -}} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {{- "<|im_start|>assistant\n" -}} | |
| {%- endif -%} |