Text Generation
Transformers
Safetensors
GGUF
English
lfm2
cybersecurity
conversational
unsloth
4-bit precision
bitsandbytes
Instructions to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="reaperdoesntknow/LFM2.5-2.6B-CyberSec") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("reaperdoesntknow/LFM2.5-2.6B-CyberSec") model = AutoModelForCausalLM.from_pretrained("reaperdoesntknow/LFM2.5-2.6B-CyberSec", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M # Run inference directly in the terminal: llama cli -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M # Run inference directly in the terminal: llama cli -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Use Docker
docker model run hf.co/reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "reaperdoesntknow/LFM2.5-2.6B-CyberSec" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "reaperdoesntknow/LFM2.5-2.6B-CyberSec", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
- SGLang
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "reaperdoesntknow/LFM2.5-2.6B-CyberSec" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "reaperdoesntknow/LFM2.5-2.6B-CyberSec", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "reaperdoesntknow/LFM2.5-2.6B-CyberSec" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "reaperdoesntknow/LFM2.5-2.6B-CyberSec", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Ollama
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Ollama:
ollama run hf.co/reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
- Unsloth Studio
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec 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 reaperdoesntknow/LFM2.5-2.6B-CyberSec 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 reaperdoesntknow/LFM2.5-2.6B-CyberSec to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for reaperdoesntknow/LFM2.5-2.6B-CyberSec to start chatting
- Pi
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- OpenClaw new
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
- Docker Model Runner
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Docker Model Runner:
docker model run hf.co/reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
- Lemonade
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Run and chat with the model
lemonade run user.LFM2.5-2.6B-CyberSec-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use reaperdoesntknow/LFM2.5-2.6B-CyberSec with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default reaperdoesntknow/LFM2.5-2.6B-CyberSec:Q4_K_M
Run Hermes
hermes
- Atomic Chat
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| "content": "<|img_row_5_col_3|>", | |
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| "124952": { | |
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| "content": "<|img_row_5_col_6|>", | |
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| "content": "<|img_row_10_col_5|>", | |
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| "content": "<|img_row_10_col_6|>", | |
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| "content": "<|img_row_10_col_7|>", | |
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| "125005": { | |
| "content": "<|img_row_10_col_8|>", | |
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| "content": "<|img_row_10_col_9|>", | |
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| }, | |
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| "content": "<|img_row_10_col_10|>", | |
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| "special": true | |
| }, | |
| "125008": { | |
| "content": "<|img_thumbnail|>", | |
| "single_word": false, | |
| "lstrip": false, | |
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| "normalized": false, | |
| "special": true | |
| }, | |
| "125009": { | |
| "content": "<|image_start|>", | |
| "single_word": false, | |
| "lstrip": false, | |
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| "normalized": false, | |
| "special": true | |
| }, | |
| "125010": { | |
| "content": "<|image_end|>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": true | |
| }, | |
| "125011": { | |
| "content": "<|image_split|>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": true | |
| }, | |
| "125012": { | |
| "content": "<|audio_start|>", | |
| "single_word": false, | |
| "lstrip": false, | |
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| "normalized": false, | |
| "special": true | |
| }, | |
| "125013": { | |
| "content": "<|text_start|>", | |
| "single_word": false, | |
| "lstrip": false, | |
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| "normalized": false, | |
| "special": true | |
| }, | |
| "125014": { | |
| "content": "<|text_end|>", | |
| "single_word": false, | |
| "lstrip": false, | |
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| "normalized": false, | |
| "special": true | |
| }, | |
| "125015": { | |
| "content": "<|mixed_start|>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": true | |
| }, | |
| "125016": { | |
| "content": "<|mixed_end|>", | |
| "single_word": false, | |
| "lstrip": false, | |
| "rstrip": false, | |
| "normalized": false, | |
| "special": true | |
| } | |
| } | |
| } | |