Instructions to use SC117/Ling-3.0-tiny-abliterated-APEX-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 SC117/Ling-3.0-tiny-abliterated-APEX-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 SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
# Run inference directly in the terminal:
llama cli -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
# Run inference directly in the terminal:
llama cli -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

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 SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
# Run inference directly in the terminal:
./llama-cli -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

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 SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Use Docker

docker model run hf.co/SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

LM Studio
Jan

vLLM

How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SC117/Ling-3.0-tiny-abliterated-APEX-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": "SC117/Ling-3.0-tiny-abliterated-APEX-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Ollama
How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with Ollama:
```
ollama run hf.co/SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
```
Unsloth Desktop

How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with Docker Model Runner:
```
docker model run hf.co/SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16
```

Lemonade

How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Run and chat with the model

lemonade run user.Ling-3.0-tiny-abliterated-APEX-GGUF-BF16

List all available models

lemonade list

Hermes Agent

How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

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 SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use SC117/Ling-3.0-tiny-abliterated-APEX-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "SC117/Ling-3.0-tiny-abliterated-APEX-GGUF:BF16" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

SC117 commited on 15 days ago

Commit

b923d16

verified ·

1 Parent(s): 1daffa0

Update bailingmoe3 support note (PR #26608 merged into master, first release b10470)

Browse files

Files changed (2) hide show

README.md +3 -2
README_zh.md +3 -2

README.md CHANGED Viewed

@@ -92,7 +92,7 @@ base_model:
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">llama.cpp</p>
 <p style="margin: 0 0 8px 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">hf download SC117/Ling-3.0-tiny-abliterated-APEX-GGUF --include "*.gguf" --local-dir ./models
 ./llama-server -m ./models/Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf -ngl 99 -c 32768 --flash-attn on --jinja</p>
-<p style="margin: 0 0 12px 0; padding: 10px 14px; background: #fef3c7; border: 1px solid #fcd34d; border-radius: 6px; font-size: 12px; color: #92400e;">⚠️ <b>bailingmoe3 architecture support:</b> these files require a llama.cpp build that includes <a href="https://github.com/ggml-org/llama.cpp/pull/26608" style="color: #c2410c;">PR #26608</a> (BailingMoE3). Standard releases may not load them yet — check your build version first.</p>
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">Ollama</p>
 <p style="margin: 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">echo 'FROM ./Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf' &gt; Modelfile
 ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny-abliterated</p>
@@ -116,7 +116,7 @@ ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny
 - **Original Model**: https://huggingface.co/inclusionAI/Ling-3.0-tiny
 - **APEX Quantization**: https://github.com/mudler/apex-quant
 - **abliterix**: https://github.com/wuwangzhang1216/abliterix
-- **BailingMoE3 GGUF support (llama.cpp)**: https://github.com/ggml-org/llama.cpp/pull/26608
 ## Citation
@@ -128,3 +128,4 @@ author = {{inclusionAI}},
 year = {2026}
 }
 ```

 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">llama.cpp</p>
 <p style="margin: 0 0 8px 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">hf download SC117/Ling-3.0-tiny-abliterated-APEX-GGUF --include "*.gguf" --local-dir ./models
 ./llama-server -m ./models/Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf -ngl 99 -c 32768 --flash-attn on --jinja</p>
+<p style="margin: 0 0 12px 0; padding: 10px 14px; background: #fef3c7; border: 1px solid #fcd34d; border-radius: 6px; font-size: 12px; color: #92400e;">⚠️ <b>bailingmoe3 architecture support:</b> BailingMoE3 (<a href="https://github.com/ggml-org/llama.cpp/pull/26608" style="color: #c2410c;">PR #26608</a>) was merged into llama.cpp master on 2026-08-17 — the first release containing it is <b>b10470</b>. Use llama.cpp <b>b10470 or newer</b>. If you see <code>unknown model architecture: 'bailingmoe3'</code>, your build is too old — update and it will load.</p>
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">Ollama</p>
 <p style="margin: 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">echo 'FROM ./Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf' &gt; Modelfile
 ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny-abliterated</p>
 - **Original Model**: https://huggingface.co/inclusionAI/Ling-3.0-tiny
 - **APEX Quantization**: https://github.com/mudler/apex-quant
 - **abliterix**: https://github.com/wuwangzhang1216/abliterix
+- **BailingMoE3 GGUF support (llama.cpp)**: https://github.com/ggml-org/llama.cpp/pull/26608 (merged 2026-08-17, first release b10470)
 ## Citation
 year = {2026}
 }
 ```

README_zh.md CHANGED Viewed

@@ -80,7 +80,7 @@ base_model:
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">llama.cpp</p>
 <p style="margin: 0 0 8px 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">hf download SC117/Ling-3.0-tiny-abliterated-APEX-GGUF --include "*.gguf" --local-dir ./models
 ./llama-server -m ./models/Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf -ngl 99 -c 32768 --flash-attn on --jinja</p>
-<p style="margin: 0 0 12px 0; padding: 10px 14px; background: #fef3c7; border: 1px solid #fcd34d; border-radius: 6px; font-size: 12px; color: #92400e;">⚠️ <b>bailingmoe3 架构支持：</b>这些文件需要包含 <a href="https://github.com/ggml-org/llama.cpp/pull/26608" style="color: #c2410c;">PR #26608</a>（BailingMoE3）的 llama.cpp 构建版本。官方正式版本可能尚无法加载——请先确认你的构建版本。</p>
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">Ollama</p>
 <p style="margin: 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">echo 'FROM ./Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf' &gt; Modelfile
 ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny-abliterated</p>
@@ -104,7 +104,7 @@ ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny
 - **原始模型**：https://huggingface.co/inclusionAI/Ling-3.0-tiny
 - **APEX 量化**：https://github.com/mudler/apex-quant
 - **abliterix**：https://github.com/wuwangzhang1216/abliterix
-- **BailingMoE3 GGUF 支持（llama.cpp）**：https://github.com/ggml-org/llama.cpp/pull/26608
 ## 引用
@@ -116,3 +116,4 @@ author = {{inclusionAI}},
 year = {2026}
 }
 ```

 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">llama.cpp</p>
 <p style="margin: 0 0 8px 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">hf download SC117/Ling-3.0-tiny-abliterated-APEX-GGUF --include "*.gguf" --local-dir ./models
 ./llama-server -m ./models/Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf -ngl 99 -c 32768 --flash-attn on --jinja</p>
+<p style="margin: 0 0 12px 0; padding: 10px 14px; background: #fef3c7; border: 1px solid #fcd34d; border-radius: 6px; font-size: 12px; color: #92400e;">⚠️ <b>bailingmoe3 架构支持：</b>BailingMoE3（<a href="https://github.com/ggml-org/llama.cpp/pull/26608" style="color: #c2410c;">PR #26608</a>）已于 2026-08-17 合入 llama.cpp master，首个包含该支持的 release 是 <b>b10470</b>。请使用 llama.cpp <b>b10470 及以上版本</b>。如果报错 <code>unknown model architecture: 'bailingmoe3'</code>，说明构建太旧——升级后即可加载。</p>
 <p style="margin: 0 0 8px 0; font-weight: bold; color: #1e293b;">Ollama</p>
 <p style="margin: 0; font-family: monospace; background: #f8fafc; padding: 10px 14px; border-radius: 6px; border: 1px solid #e2e8f0; font-size: 12px; color: #1e293b; white-space: pre-wrap;">echo 'FROM ./Ling-3.0-tiny-abliterated-APEX-I-Balanced.gguf' &gt; Modelfile
 ollama create ling-tiny-abliterated -f Modelfile &amp;&amp; ollama run ling-tiny-abliterated</p>
 - **原始模型**：https://huggingface.co/inclusionAI/Ling-3.0-tiny
 - **APEX 量化**：https://github.com/mudler/apex-quant
 - **abliterix**：https://github.com/wuwangzhang1216/abliterix
+- **BailingMoE3 GGUF 支持（llama.cpp）**：https://github.com/ggml-org/llama.cpp/pull/26608（已于 2026-08-17 合入，首个 release 为 b10470）
 ## 引用
 year = {2026}
 }
 ```