Instructions to use mradermacher/mxbai-rerank-base-v2-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mradermacher/mxbai-rerank-base-v2-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("mradermacher/mxbai-rerank-base-v2-GGUF", device_map="auto")

sentence-transformers

How to use mradermacher/mxbai-rerank-base-v2-GGUF with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("mradermacher/mxbai-rerank-base-v2-GGUF")

sentences = [
    "The weather is lovely today.",
    "It's so sunny outside!",
    "He drove to the stadium."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf mradermacher/mxbai-rerank-base-v2-GGUF:Q4_K_M

Use Docker

docker model run hf.co/mradermacher/mxbai-rerank-base-v2-GGUF:Q4_K_M

LM Studio
Jan
Ollama
How to use mradermacher/mxbai-rerank-base-v2-GGUF with Ollama:
```
ollama run hf.co/mradermacher/mxbai-rerank-base-v2-GGUF:Q4_K_M
```
Unsloth Desktop

How to use mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/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/mxbai-rerank-base-v2-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use mradermacher/mxbai-rerank-base-v2-GGUF with Docker Model Runner:
```
docker model run hf.co/mradermacher/mxbai-rerank-base-v2-GGUF:Q4_K_M
```

Lemonade

How to use mradermacher/mxbai-rerank-base-v2-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull mradermacher/mxbai-rerank-base-v2-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.mxbai-rerank-base-v2-GGUF-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use mradermacher/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-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/mxbai-rerank-base-v2-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use mradermacher/mxbai-rerank-base-v2-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf mradermacher/mxbai-rerank-base-v2-GGUF: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 "mradermacher/mxbai-rerank-base-v2-GGUF: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"

mradermacher commited on Mar 11, 2025

Commit

560f88d

verified ·

1 Parent(s): 7e3659f

uploaded from rich1

Browse files

Files changed (13) hide show

.gitattributes +12 -0
mxbai-rerank-base-v2.IQ4_XS.gguf +3 -0
mxbai-rerank-base-v2.Q2_K.gguf +3 -0
mxbai-rerank-base-v2.Q3_K_L.gguf +3 -0
mxbai-rerank-base-v2.Q3_K_M.gguf +3 -0
mxbai-rerank-base-v2.Q3_K_S.gguf +3 -0
mxbai-rerank-base-v2.Q4_K_M.gguf +3 -0
mxbai-rerank-base-v2.Q4_K_S.gguf +3 -0
mxbai-rerank-base-v2.Q5_K_M.gguf +3 -0
mxbai-rerank-base-v2.Q5_K_S.gguf +3 -0
mxbai-rerank-base-v2.Q6_K.gguf +3 -0
mxbai-rerank-base-v2.Q8_0.gguf +3 -0
mxbai-rerank-base-v2.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
+mxbai-rerank-base-v2.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+mxbai-rerank-base-v2.f16.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:383481493e53c17f5ccd6fa0ebade0a15bb681fb3f569669539a61d50824e1e4
+size 351445376

+version https://git-lfs.github.com/spec/v1
+oid sha256:ce7fc63098032a15812e41d74c04cc9b89d37b3ccde7fdab29d15ac129b60b01
+size 338607488

+version https://git-lfs.github.com/spec/v1
+oid sha256:21e7f19cf82eeeb66f53a003ceb7ea83da91ed859688700187222244944f5078
+size 369358208

+version https://git-lfs.github.com/spec/v1
+oid sha256:72deebe92d0cade017a21b58bff19c3c32a4a621ae6db67ee3437d38e72d193d
+size 355466624

+version https://git-lfs.github.com/spec/v1
+oid sha256:46e39a9f640a95a4d016dfe1285be4da0afc403bee16d1ff1386fa9474dd9139
+size 338263424

+version https://git-lfs.github.com/spec/v1
+oid sha256:74908c1867d9db5ac8875acf3edf7393f505c4a5d6f0b56c1f4d384bab3f9c88
+size 397808000

+version https://git-lfs.github.com/spec/v1
+oid sha256:18e03fe38fccfb2bf2318bd2c28756a9ddb8fe5b0e5a3d537cdff30ba05be425
+size 385471872

+version https://git-lfs.github.com/spec/v1
+oid sha256:b567207f7f2482aa32d957d1f11ebc9bd04a7ee4076de80a43d88ca66dbc0550
+size 420086144

+version https://git-lfs.github.com/spec/v1
+oid sha256:7c5bf648e8087a362f3b2fdb27e84c1d7e8753503453052521b64e9c5888b139
+size 412710272

+version https://git-lfs.github.com/spec/v1
+oid sha256:1946b3bfe30a7d6efefe2d9dbcae7e8246b86c01dc2ac0da50a58fb13fb6fd66
+size 505736576

	@@ -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 sha256:103642d56c6d1cb39c52d8a4f466c5fb3e51b46785135d3123cd237aa14d3186
+size 531068288

+version https://git-lfs.github.com/spec/v1
+oid sha256:4e1d426f9ca6364176484082d4adc9d2a57597535781b49cb6914298acdb8300
+size 994156928