Instructions to use Colby/starcoder-7b-agent-0.2-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Colby/starcoder-7b-agent-0.2-gguf with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="Colby/starcoder-7b-agent-0.2-gguf",
	filename="starcoder-7b-agent-0.2-f16.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 Colby/starcoder-7b-agent-0.2-gguf with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf Colby/starcoder-7b-agent-0.2-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 Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf Colby/starcoder-7b-agent-0.2-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 Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Colby/starcoder-7b-agent-0.2-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 Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M

Use Docker

docker model run hf.co/Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M

LM Studio
Jan
Ollama
How to use Colby/starcoder-7b-agent-0.2-gguf with Ollama:
```
ollama run hf.co/Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
```

Unsloth Studio

How to use Colby/starcoder-7b-agent-0.2-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 Colby/starcoder-7b-agent-0.2-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 Colby/starcoder-7b-agent-0.2-gguf to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Colby/starcoder-7b-agent-0.2-gguf to start chatting

Docker Model Runner
How to use Colby/starcoder-7b-agent-0.2-gguf with Docker Model Runner:
```
docker model run hf.co/Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M
```

Lemonade

How to use Colby/starcoder-7b-agent-0.2-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Colby/starcoder-7b-agent-0.2-gguf:Q4_K_M

Run and chat with the model

lemonade run user.starcoder-7b-agent-0.2-gguf-Q4_K_M

List all available models

lemonade list

starcoder-7b-agent-0.2-gguf

File size: 1,004 Bytes

0983d91

---
base_model: bigcode/starcoderbase-7b
tags:
- gguf
- starcoder
- agentic-coding
- tool-use
- sft
---

# starcoder-7b-agent-0.2-gguf

GGUF conversion of Colby/starcoder-7b-agent-0.2, round-2 LoRA fine-tune
built on Colby/starcoder-7b-agent-0.1-merged (flattened round 1).

Trained on Roman1111111/claude-opus-4.6-10000x, togethercomputer/CoderForge-Preview,
Crownelius/Opus-4.6-Reasoning-3300x, and Colby/starcoder-agent-format-sft.

Chat format: StarCoderChat with <think> and <tool_call>/<tool_response> blocks.

## Quantizations

| File | Format | Size |
|------|--------|------|
| starcoder-7b-agent-0.2-f16.gguf | FP16 | ~14 GB |
| starcoder-7b-agent-0.2-q8_0.gguf | Q8_0 | ~7 GB |
| starcoder-7b-agent-0.2-q5_k_m.gguf | Q5_K_M | ~5 GB |
| starcoder-7b-agent-0.2-q4_k_m.gguf | Q4_K_M | ~4 GB |

## Ollama usage

```bash
hf download Colby/starcoder-7b-agent-0.2-gguf starcoder-7b-agent-0.2-q4_k_m.gguf
ollama create starcoder-agent:7b -f Modelfile.starcoder-agent
ollama run starcoder-agent:7b
```