Instructions to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M

Use Docker

docker model run hf.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M

Ollama
How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with Ollama:
```
ollama run hf.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
```
Unsloth Desktop

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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": "featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with Docker Model Runner:
```
docker model run hf.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M
```

Lemonade

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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 "featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-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"

m8than commited on Nov 8, 2024

Commit

948e157

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1 Parent(s): 21ce088

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.gitattributes +12 -0
README.md +47 -0
featherless-quants.png +3 -0
markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-IQ4_XS.gguf +3 -0
markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q2_K.gguf +3 -0
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README.md ADDED Viewed

	@@ -0,0 +1,47 @@

+---
+base_model: markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0
+pipeline_tag: text-generation
+quantized_by: featherless-ai-quants
+---
+# markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0 GGUF Quantizations 🚀
+![Featherless AI Quants](./featherless-quants.png)
+*Optimized GGUF quantization files for enhanced model performance*
+> Powered by [Featherless AI](https://featherless.ai) - run any model you'd like for a simple small fee.
+---
+## Available Quantizations 📊
+| Quantization Type | File | Size |
+|-------------------|------|------|
+| IQ4_XS | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-IQ4_XS.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-IQ4_XS.gguf) | 4276.63 MB |
+| Q2_K | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q2_K.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q2_K.gguf) | 3031.86 MB |
+| Q3_K_L | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_L.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_L.gguf) | 4121.74 MB |
+| Q3_K_M | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_M.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_M.gguf) | 3832.74 MB |
+| Q3_K_S | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_S.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q3_K_S.gguf) | 3494.74 MB |
+| Q4_K_M | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q4_K_M.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q4_K_M.gguf) | 4692.78 MB |
+| Q4_K_S | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q4_K_S.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q4_K_S.gguf) | 4475.28 MB |
+| Q5_K_M | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q5_K_M.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q5_K_M.gguf) | 5467.41 MB |
+| Q5_K_S | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q5_K_S.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q5_K_S.gguf) | 5339.91 MB |
+| Q6_K | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q6_K.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q6_K.gguf) | 6290.45 MB |
+| Q8_0 | [markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q8_0.gguf](https://huggingface.co/featherless-ai-quants/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-GGUF/blob/main/markrodrigo-Llama-3.1-8B-Instruct-Spatial-SQL-1.0-Q8_0.gguf) | 8145.12 MB |
+---
+## ⚡ Powered by [Featherless AI](https://featherless.ai)
+### Key Features
+- 🔥 **Instant Hosting** - Deploy any Llama model on HuggingFace instantly
+- 🛠️ **Zero Infrastructure** - No server setup or maintenance required
+- 📚 **Vast Compatibility** - Support for 2400+ models and counting
+- 💎 **Affordable Pricing** - Starting at just $10/month
+---
+**Links:**
+[Get Started](https://featherless.ai) | [Documentation](https://featherless.ai/docs) | [Models](https://featherless.ai/models)

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