Instructions to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF",
	filename="TroyDoesAI-Mermaid_PythonCoder-IQ4_XS.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-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/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-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/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M

Use Docker

docker model run hf.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-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/TroyDoesAI-Mermaid_PythonCoder-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M

Ollama
How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with Ollama:
```
ollama run hf.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
```

Unsloth Studio

How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-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 featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-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 featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF to start chatting

Docker Model Runner
How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with Docker Model Runner:
```
docker model run hf.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M
```

Lemonade

How to use featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.TroyDoesAI-Mermaid_PythonCoder-GGUF-Q4_K_M

List all available models

lemonade list

TroyDoesAI-Mermaid_PythonCoder-GGUF / README.md

m8than

Upload folder using huggingface_hub

4158236 verified over 1 year ago

preview code

raw

history blame contribute delete

3.27 kB

	---
	base_model: TroyDoesAI/Mermaid_PythonCoder
	pipeline_tag: text-generation
	quantized_by: featherless-ai-quants
	---

	# TroyDoesAI/Mermaid_PythonCoder 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 \|
	\|-------------------\|------\|------\|
	\| Q8_0 \| [TroyDoesAI-Mermaid_PythonCoder-Q8_0.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q8_0.gguf) \| 10875.85 MB \|
	\| Q4_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q4_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q4_K_S.gguf) \| 5835.08 MB \|
	\| Q2_K \| [TroyDoesAI-Mermaid_PythonCoder-Q2_K.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q2_K.gguf) \| 3817.78 MB \|
	\| Q6_K \| [TroyDoesAI-Mermaid_PythonCoder-Q6_K.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q6_K.gguf) \| 8397.30 MB \|
	\| Q3_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_M.gguf) \| 4954.97 MB \|
	\| Q3_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_S.gguf) \| 4448.47 MB \|
	\| Q3_K_L \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_L.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_L.gguf) \| 5388.97 MB \|
	\| Q4_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q4_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q4_K_M.gguf) \| 6162.33 MB \|
	\| Q5_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q5_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q5_K_S.gguf) \| 7054.70 MB \|
	\| Q5_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q5_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q5_K_M.gguf) \| 7245.95 MB \|
	\| IQ4_XS \| [TroyDoesAI-Mermaid_PythonCoder-IQ4_XS.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-IQ4_XS.gguf) \| 5557.67 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)

	---
	base_model: TroyDoesAI/Mermaid_PythonCoder
	pipeline_tag: text-generation
	quantized_by: featherless-ai-quants
	---

	# TroyDoesAI/Mermaid_PythonCoder 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 \|
	\|-------------------\|------\|------\|
	\| Q8_0 \| [TroyDoesAI-Mermaid_PythonCoder-Q8_0.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q8_0.gguf) \| 10875.85 MB \|
	\| Q4_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q4_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q4_K_S.gguf) \| 5835.08 MB \|
	\| Q2_K \| [TroyDoesAI-Mermaid_PythonCoder-Q2_K.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q2_K.gguf) \| 3817.78 MB \|
	\| Q6_K \| [TroyDoesAI-Mermaid_PythonCoder-Q6_K.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q6_K.gguf) \| 8397.30 MB \|
	\| Q3_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_M.gguf) \| 4954.97 MB \|
	\| Q3_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_S.gguf) \| 4448.47 MB \|
	\| Q3_K_L \| [TroyDoesAI-Mermaid_PythonCoder-Q3_K_L.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q3_K_L.gguf) \| 5388.97 MB \|
	\| Q4_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q4_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q4_K_M.gguf) \| 6162.33 MB \|
	\| Q5_K_S \| [TroyDoesAI-Mermaid_PythonCoder-Q5_K_S.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q5_K_S.gguf) \| 7054.70 MB \|
	\| Q5_K_M \| [TroyDoesAI-Mermaid_PythonCoder-Q5_K_M.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-Q5_K_M.gguf) \| 7245.95 MB \|
	\| IQ4_XS \| [TroyDoesAI-Mermaid_PythonCoder-IQ4_XS.gguf](https://huggingface.co/featherless-ai-quants/TroyDoesAI-Mermaid_PythonCoder-GGUF/blob/main/TroyDoesAI-Mermaid_PythonCoder-IQ4_XS.gguf) \| 5557.67 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)