Instructions to use MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-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 MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-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 MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
# Run inference directly in the terminal:
llama cli -hf MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
# Run inference directly in the terminal:
llama cli -hf MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_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 MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
# Run inference directly in the terminal:
./llama-cli -hf MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_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 MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M

Use Docker

docker model run hf.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M

LM Studio
Jan

vLLM

How to use MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-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": "MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M

Ollama
How to use MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF with Ollama:
```
ollama run hf.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
```
Unsloth Desktop
Docker Model Runner
How to use MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF with Docker Model Runner:
```
docker model run hf.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M
```

Lemonade

How to use MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF:Q5_K_M

Run and chat with the model

lemonade run user.Ice0.101-20.03-RP-GRPO-2-GGUF-Q5_K_M

List all available models

lemonade list

Atomic Chat

MaziyarPanahi commited on Mar 23, 2025

Commit

8b75465

verified ·

1 Parent(s): 9a26fb6

Upload folder using huggingface_hub (#1)

Browse files

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+---
+base_model: icefog72/Ice0.101-20.03-RP-GRPO-2
+inference: false
+model_creator: icefog72
+model_name: Ice0.101-20.03-RP-GRPO-2-GGUF
+pipeline_tag: text-generation
+quantized_by: MaziyarPanahi
+tags:
+- quantized
+- 2-bit
+- 3-bit
+- 4-bit
+- 5-bit
+- 6-bit
+- 8-bit
+- GGUF
+- text-generation
+---
+# [MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF](https://huggingface.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF)
+- Model creator: [icefog72](https://huggingface.co/icefog72)
+- Original model: [icefog72/Ice0.101-20.03-RP-GRPO-2](https://huggingface.co/icefog72/Ice0.101-20.03-RP-GRPO-2)
+## Description
+[MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF](https://huggingface.co/MaziyarPanahi/Ice0.101-20.03-RP-GRPO-2-GGUF) contains GGUF format model files for [icefog72/Ice0.101-20.03-RP-GRPO-2](https://huggingface.co/icefog72/Ice0.101-20.03-RP-GRPO-2).
+### About GGUF
+GGUF is a new format introduced by the llama.cpp team on August 21st 2023. It is a replacement for GGML, which is no longer supported by llama.cpp.
+Here is an incomplete list of clients and libraries that are known to support GGUF:
+* [llama.cpp](https://github.com/ggerganov/llama.cpp). The source project for GGUF. Offers a CLI and a server option.
+* [llama-cpp-python](https://github.com/abetlen/llama-cpp-python), a Python library with GPU accel, LangChain support, and OpenAI-compatible API server.
+* [LM Studio](https://lmstudio.ai/), an easy-to-use and powerful local GUI for Windows and macOS (Silicon), with GPU acceleration. Linux available, in beta as of 27/11/2023.
+* [text-generation-webui](https://github.com/oobabooga/text-generation-webui), the most widely used web UI, with many features and powerful extensions. Supports GPU acceleration.
+* [KoboldCpp](https://github.com/LostRuins/koboldcpp), a fully featured web UI, with GPU accel across all platforms and GPU architectures. Especially good for story telling.
+* [GPT4All](https://gpt4all.io/index.html), a free and open source local running GUI, supporting Windows, Linux and macOS with full GPU accel.
+* [LoLLMS Web UI](https://github.com/ParisNeo/lollms-webui), a great web UI with many interesting and unique features, including a full model library for easy model selection.
+* [Faraday.dev](https://faraday.dev/), an attractive and easy to use character-based chat GUI for Windows and macOS (both Silicon and Intel), with GPU acceleration.
+* [candle](https://github.com/huggingface/candle), a Rust ML framework with a focus on performance, including GPU support, and ease of use.
+* [ctransformers](https://github.com/marella/ctransformers), a Python library with GPU accel, LangChain support, and OpenAI-compatible AI server. Note, as of time of writing (November 27th 2023), ctransformers has not been updated in a long time and does not support many recent models.
+## Special thanks
+🙏 Special thanks to [Georgi Gerganov](https://github.com/ggerganov) and the whole team working on [llama.cpp](https://github.com/ggerganov/llama.cpp/) for making all of this possible.