Instructions to use mradermacher/BioMatrix-4B-SFT-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/BioMatrix-4B-SFT-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/BioMatrix-4B-SFT-GGUF", dtype="auto")

llama-cpp-python

How to use mradermacher/BioMatrix-4B-SFT-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="mradermacher/BioMatrix-4B-SFT-GGUF",
	filename="BioMatrix-4B-SFT.IQ4_XS.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/BioMatrix-4B-SFT-GGUF 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 mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/BioMatrix-4B-SFT-GGUF: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 mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/BioMatrix-4B-SFT-GGUF: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 mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/BioMatrix-4B-SFT-GGUF with Ollama:
```
ollama run hf.co/mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
```

Unsloth Studio

How to use mradermacher/BioMatrix-4B-SFT-GGUF 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 mradermacher/BioMatrix-4B-SFT-GGUF 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 mradermacher/BioMatrix-4B-SFT-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for mradermacher/BioMatrix-4B-SFT-GGUF to start chatting

How to use mradermacher/BioMatrix-4B-SFT-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/BioMatrix-4B-SFT-GGUF: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": "mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use mradermacher/BioMatrix-4B-SFT-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/BioMatrix-4B-SFT-GGUF: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 mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat new
Docker Model Runner
How to use mradermacher/BioMatrix-4B-SFT-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/BioMatrix-4B-SFT-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/BioMatrix-4B-SFT-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.BioMatrix-4B-SFT-GGUF-Q4_K_M

List all available models

lemonade list

mradermacher commited on May 5

Commit

67b9aa4

verified ·

1 Parent(s): 837b60e

uploaded from leia

Browse files

Files changed (13) hide show

.gitattributes +12 -0
BioMatrix-4B-SFT.IQ4_XS.gguf +3 -0
BioMatrix-4B-SFT.Q2_K.gguf +3 -0
BioMatrix-4B-SFT.Q3_K_L.gguf +3 -0
BioMatrix-4B-SFT.Q3_K_M.gguf +3 -0
BioMatrix-4B-SFT.Q3_K_S.gguf +3 -0
BioMatrix-4B-SFT.Q4_K_M.gguf +3 -0
BioMatrix-4B-SFT.Q4_K_S.gguf +3 -0
BioMatrix-4B-SFT.Q5_K_M.gguf +3 -0
BioMatrix-4B-SFT.Q5_K_S.gguf +3 -0
BioMatrix-4B-SFT.Q6_K.gguf +3 -0
BioMatrix-4B-SFT.Q8_0.gguf +3 -0
BioMatrix-4B-SFT.f16.gguf +3 -0

@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+BioMatrix-4B-SFT.f16.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:4e403235ab9657c99d4ede9ff4c9aa4ae05042d08d26957c22369ad798140090
+size 2549067616

+version https://git-lfs.github.com/spec/v1
+oid sha256:55d65c5c924ca28071642898fe2aa6ba04c5dc8cd3f34168700f6d78581b6111
+size 1844857696

+version https://git-lfs.github.com/spec/v1
+oid sha256:f1bb6ddc5d557f36f4d69d6a1c998adf9abe62dfd5a2a0661c1a87039ec6fbc1
+size 2458840416

+version https://git-lfs.github.com/spec/v1
+oid sha256:1283f489a0cd6c6ceae7afc338ccf27e15d619c5429cb53d4702ff24f91f1849
+size 2294672736

+version https://git-lfs.github.com/spec/v1
+oid sha256:3d526951e4531d4c13bcf583daa1f311a586c659765af0ed4f96180e262bdad9
+size 2106051936

+version https://git-lfs.github.com/spec/v1
+oid sha256:6bc820e41dad121cd1e8c61e408bbde04f00388563268305d5741d81e1d947e3
+size 2773477216

+version https://git-lfs.github.com/spec/v1
+oid sha256:88dde019c6d9f029b770ba5a4ae979127e113849f04c73de95b9792381800d7a
+size 2659506016

+version https://git-lfs.github.com/spec/v1
+oid sha256:f5299283f1c1878bd8355770beae8594dd89c1552983da156924070fbe63cf4b
+size 3219490656

+version https://git-lfs.github.com/spec/v1
+oid sha256:e19276d0d34bf4a427766b893efae4735f291b7c5d9995e5e097afe2db9ebe2c
+size 3153688416

+version https://git-lfs.github.com/spec/v1
+oid sha256:9858fe262e0c5ef52e33dbb2d530a2d6a25fd6276afe656316acc76f6752b6e7
+size 3693379936

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9543d33e97e76cf65dc41158f6dfb9af625c7645ab019e40cd314e7df836ea7c
+size 4781722976

+version https://git-lfs.github.com/spec/v1
+oid sha256:aa0b2ce895b61966ed3c50c4567a124e39ae29e9cc37538c5d5c18520fb2aa68
+size 8994663776