Instructions to use Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M

Use Docker

docker model run hf.co/Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M

LM Studio
Jan

vLLM

How to use Mikrodev/stcoder-gemma4-12b-gguf with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Mikrodev/stcoder-gemma4-12b-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": "Mikrodev/stcoder-gemma4-12b-gguf",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M

Ollama
How to use Mikrodev/stcoder-gemma4-12b-gguf with Ollama:
```
ollama run hf.co/Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
```

Unsloth Studio

How to use Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-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 Mikrodev/stcoder-gemma4-12b-gguf to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Mikrodev/stcoder-gemma4-12b-gguf to start chatting

Docker Model Runner
How to use Mikrodev/stcoder-gemma4-12b-gguf with Docker Model Runner:
```
docker model run hf.co/Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M
```

Lemonade

How to use Mikrodev/stcoder-gemma4-12b-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Mikrodev/stcoder-gemma4-12b-gguf:Q4_K_M

Run and chat with the model

lemonade run user.stcoder-gemma4-12b-gguf-Q4_K_M

List all available models

lemonade list

Atomic Chat

Mikrodev commited on 23 days ago

Commit

09dbacd

verified ·

1 Parent(s): 504d2f2

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@@ -317,7 +317,7 @@ ollama pull gemma4:12b                             # base arm, library default q
         all 9 rules it broke</div>
       <div class="legend" style="margin-bottom:10px"><span style="color:var(--dim)">bar length = share
         of delivered replies that broke the rule, full width = 100%</span></div>
-      <div class="frow"><div class="flab"><code>no_TIME_literal</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:46.7%"></i><b>7/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_named_param</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:46.7%"></i><b>7/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_pou_program</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:40.0%"></i><b>6/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_power_op</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:20.0%"></i><b>3/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_pou_fb</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:20.0%"></i><b>3/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_based_literal</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:8.3%"></i><b>1/12</b></div></div></div><div class="frow"><div class="flab"><code>no_cast_function</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:13.3%"></i><b>2/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_struct</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_output_arrow</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div>
     </div>
     <p class="note">For comparison, this fine-tune's violations across its 15 delivered
     replies in the same condition: <code>no_based_literal</code>&times;1, <code>no_cast_function</code>&times;1.</p>

         all 9 rules it broke</div>
       <div class="legend" style="margin-bottom:10px"><span style="color:var(--dim)">bar length = share
         of delivered replies that broke the rule, full width = 100%</span></div>
+      <div class="frow"><div class="flab"><code>no_named_param</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:46.7%"></i><b>7/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_TIME_literal</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:46.7%"></i><b>7/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_pou_program</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:40.0%"></i><b>6/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_power_op</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:20.0%"></i><b>3/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_pou_fb</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:20.0%"></i><b>3/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_based_literal</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:8.3%"></i><b>1/12</b></div></div></div><div class="frow"><div class="flab"><code>no_cast_function</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:13.3%"></i><b>2/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_output_arrow</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div><div class="frow"><div class="flab"><code>no_struct</code><small>minimal &middot; full rules</small></div><div class="fbars"><div class="bar base"><i style="width:6.7%"></i><b>1/15</b></div><div class="bar base2"><i style="width:0.7%"></i><b>0/12</b></div></div></div>
     </div>
     <p class="note">For comparison, this fine-tune's violations across its 15 delivered
     replies in the same condition: <code>no_based_literal</code>&times;1, <code>no_cast_function</code>&times;1.</p>