Instructions to use StarsMakeGalaxy/PII-q4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use StarsMakeGalaxy/PII-q4 with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="StarsMakeGalaxy/PII-q4",
	filename="Qwen3.5-2B.F16-mmproj.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use StarsMakeGalaxy/PII-q4 with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf StarsMakeGalaxy/PII-q4:F16
# Run inference directly in the terminal:
llama-cli -hf StarsMakeGalaxy/PII-q4:F16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf StarsMakeGalaxy/PII-q4:F16
# Run inference directly in the terminal:
llama-cli -hf StarsMakeGalaxy/PII-q4:F16

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 StarsMakeGalaxy/PII-q4:F16
# Run inference directly in the terminal:
./llama-cli -hf StarsMakeGalaxy/PII-q4:F16

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 StarsMakeGalaxy/PII-q4:F16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf StarsMakeGalaxy/PII-q4:F16

Use Docker

docker model run hf.co/StarsMakeGalaxy/PII-q4:F16

LM Studio
Jan
Ollama
How to use StarsMakeGalaxy/PII-q4 with Ollama:
```
ollama run hf.co/StarsMakeGalaxy/PII-q4:F16
```

Unsloth Studio new

How to use StarsMakeGalaxy/PII-q4 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 StarsMakeGalaxy/PII-q4 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 StarsMakeGalaxy/PII-q4 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for StarsMakeGalaxy/PII-q4 to start chatting

Pi new

How to use StarsMakeGalaxy/PII-q4 with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf StarsMakeGalaxy/PII-q4:F16

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": "StarsMakeGalaxy/PII-q4:F16"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use StarsMakeGalaxy/PII-q4 with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama-server -hf StarsMakeGalaxy/PII-q4:F16

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 StarsMakeGalaxy/PII-q4:F16

Run Hermes

hermes

Docker Model Runner
How to use StarsMakeGalaxy/PII-q4 with Docker Model Runner:
```
docker model run hf.co/StarsMakeGalaxy/PII-q4:F16
```

Lemonade

How to use StarsMakeGalaxy/PII-q4 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull StarsMakeGalaxy/PII-q4:F16

Run and chat with the model

lemonade run user.PII-q4-F16

List all available models

lemonade list

PII-q4 / config.json

StarsMakeGalaxy

Trained with Unsloth - config

bb71242 verified 7 days ago

raw

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3.16 kB

	{
	"architectures": [
	"Qwen3_5ForConditionalGeneration"
	],
	"torch_dtype": "float16",
	"image_token_id": 248056,
	"model_name": "unsloth/Qwen3.5-2B",
	"model_type": "qwen3_5",
	"pad_token_id": 248055,
	"text_config": {
	"attention_bias": false,
	"attention_dropout": 0.0,
	"attn_output_gate": true,
	"bos_token_id": null,
	"torch_dtype": "float16",
	"eos_token_id": 248044,
	"full_attention_interval": 4,
	"head_dim": 256,
	"hidden_act": "silu",
	"hidden_size": 2048,
	"initializer_range": 0.02,
	"intermediate_size": 6144,
	"layer_types": [
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention",
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention",
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention",
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention",
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention",
	"linear_attention",
	"linear_attention",
	"linear_attention",
	"full_attention"
	],
	"linear_conv_kernel_dim": 4,
	"linear_key_head_dim": 128,
	"linear_num_key_heads": 16,
	"linear_num_value_heads": 16,
	"linear_value_head_dim": 128,
	"mamba_ssm_dtype": "float32",
	"max_position_embeddings": 262144,
	"mlp_only_layers": [],
	"model_type": "qwen3_5_text",
	"mtp_num_hidden_layers": 1,
	"mtp_use_dedicated_embeddings": false,
	"num_attention_heads": 8,
	"num_hidden_layers": 24,
	"num_key_value_heads": 2,
	"pad_token_id": null,
	"partial_rotary_factor": 0.25,
	"rms_norm_eps": 1e-06,
	"rope_parameters": {
	"mrope_interleaved": true,
	"mrope_section": [
	11,
	11,
	10
	],
	"partial_rotary_factor": 0.25,
	"rope_theta": 10000000,
	"rope_type": "default"
	},
	"tie_word_embeddings": true,
	"use_cache": true,
	"vocab_size": 248320
	},
	"tie_word_embeddings": true,
	"unsloth_fixed": true,
	"unsloth_version": "2026.5.2",
	"video_token_id": 248057,
	"vision_config": {
	"deepstack_visual_indexes": [],
	"depth": 24,
	"torch_dtype": "float16",
	"hidden_act": "gelu_pytorch_tanh",
	"hidden_size": 1024,
	"in_channels": 3,
	"initializer_range": 0.02,
	"intermediate_size": 4096,
	"model_type": "qwen3_5",
	"num_heads": 16,
	"num_position_embeddings": 2304,
	"out_hidden_size": 2048,
	"patch_size": 16,
	"spatial_merge_size": 2,
	"temporal_patch_size": 2
	},
	"vision_end_token_id": 248054,
	"vision_start_token_id": 248053
	}