Instructions to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive",
	filename="Gemma-4-E4B-Uncensored-HauhauCS-Aggressive-IQ3_M.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": [
				{
					"type": "text",
					"text": "Describe this image in one sentence."
				},
				{
					"type": "image_url",
					"image_url": {
						"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
					}
				}
			]
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive: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 HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive: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 HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

Use Docker

docker model run hf.co/HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

LM Studio
Jan

vLLM

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

Ollama
How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with Ollama:
```
ollama run hf.co/HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
```

Unsloth Studio

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive 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 HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive 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 HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive to start chatting

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive: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": "HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive: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 HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

Run Hermes

hermes

Atomic Chat new
Docker Model Runner
How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with Docker Model Runner:
```
docker model run hf.co/HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M
```

Lemonade

How to use HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull HauhauCS/Gemma-4-E4B-Uncensored-HauhauCS-Aggressive:Q4_K_M

Run and chat with the model

lemonade run user.Gemma-4-E4B-Uncensored-HauhauCS-Aggressive-Q4_K_M

List all available models

lemonade list

Any ETA on the bigger (31B, 26B) Gemma 4 models?

by roe2 - opened Apr 3

Discussion

roe2

Apr 3

Hey, just recently discovered your work and absolutely love it! Was just curious when you expect to upload the bigger Gemma 4 models (31B, 26B) :)

Awesome job!

roe2

Apr 3

•

edited Apr 3

Nvm, just saw your comment in a similar discussion!

To anyone else wondering, HauhauCS said the bigger models should be ready ~~tomorrow~~ today! :D

roe2 changed discussion status to closed Apr 3

HauhauCS changed discussion status to open Apr 3

HauhauCS

Owner Apr 3

•

edited Apr 3

Nvm, just saw your comment in a similar discussion!

To anyone else wondering, HauhauCS said the bigger models should be ready ~~tomorrow~~ today! :D

Hello - reopening this to offer an update (and so that others can see it as well) - E26B-A4B is done (if all goes well) within the next 9 hours (watching it as we speak). After that the dense model in another day or two :)

ninadob

Apr 3

This comment has been hidden (marked as Resolved)

HauhauCS

Owner Apr 4

•

edited Apr 4

Nvm, just saw your comment in a similar discussion!

To anyone else wondering, HauhauCS said the bigger models should be ready ~~tomorrow~~ today! :D

Hello - reopening this to offer an update (and so that others can see it as well) - E26B-A4B is done (if all goes well) within the next 9 hours (watching it as we speak). After that the dense model in another day or two :)

I won't be awake for 3 hours longer sadly, will upload it today (Saturday) :)

I did not like all the outputs so far so I want to make sure that the releases maintain the quality everyone has gotten used to.

KingyWolf

Apr 4

•

edited Apr 4

I'm also in favor of you setting up a Discord server for announcements, testing, and discussion. With so many followers, that would be really interesting, Of course, I get it if your schedule is too packed to manage it.
Thank you for all your hard work.

HauhauCS

Owner Apr 4

Hello, as an update - still working on them :-)

For a Discord server, I'll give it a good think. It'll be nice to be able to keep everyone updated so I might make one as soon as I clear up a lil' bit. Got a massive backlog now (the 2 Gemma4 models, upcoming Qwen3.6, upcoming Minimax M2.7 which I hope I'll fit in my VRAM, and my new project which I really really think it'll change the game for local models in specific use-cases, if I manage to nail the execution)

Sinaya

Apr 4

hello. can you use Unsloth's scripts to make a UD quant for the larger models? I would love to see a UD-IQ4_NL quantization if possible (it fits well on 16gb VRAM and has decent quality). Thank you.

emiralpk

Apr 5

Hey, thanks for the update. Just checking in, do you have a rough ETA for the E26B-A4B release? Even a broad estimate like today / tomorrow / this week would help a lot.

IgelCode

Apr 5

Hey, thanks for the update. Just checking in, do you have a rough ETA for the E26B-A4B release? Even a broad estimate like today / tomorrow / this week would help a lot.

Im also super excited for it. He mentioned somewhere he wasnt satisfied with some answers and continues working on it though.

HauhauCS

Owner Apr 5

Hello, Discord server is up :) https://discord.gg/SZ5vacTXYf

KoenS86

Apr 12

Any update on the bigger models? I think there's many of us eagerly waiting for these...

gungnirayu

Apr 15

Any update on the bigger models? I think there's many of us eagerly waiting for these...

Yep, I check in here daily.

HauhauCS

Owner Apr 15

Hello, updates on what I'm currently working on are given consistently on Discord :)

KoenS86

Apr 15

•

edited Apr 15

I guess I was an idiot, I failed to see that I had to reply with a checkmark to the rules there... now I can see the other channels...

HauhauCS

Owner Apr 15

•

edited Apr 15

Then I really wish there was more than a 'rules' channel on your Discord, but okay, I'll just keep being patient...

Glad to see you found it! =)

KingyWolf

May 4

Hello, as an update - still working on them :-)

For a Discord server, I'll give it a good think. It'll be nice to be able to keep everyone updated so I might make one as soon as I clear up a lil' bit. Got a massive backlog now (the 2 Gemma4 models, upcoming Qwen3.6, upcoming Minimax M2.7 which I hope I'll fit in my VRAM, and my new project which I really really think it'll change the game for local models in specific use-cases, if I manage to nail the execution)

Glad you took the request from us for a discord server at heart, congrats on such a big community on such a short time, keep up the good work and thanks for all the work you've allready done... it's appreciated.

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