Instructions to use cuongpp/clef-flash-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 cuongpp/clef-flash-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 cuongpp/clef-flash-gguf:Q8_0
# Run inference directly in the terminal:
llama cli -hf cuongpp/clef-flash-gguf:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf cuongpp/clef-flash-gguf:Q8_0
# Run inference directly in the terminal:
llama cli -hf cuongpp/clef-flash-gguf:Q8_0

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 cuongpp/clef-flash-gguf:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf cuongpp/clef-flash-gguf:Q8_0

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 cuongpp/clef-flash-gguf:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf cuongpp/clef-flash-gguf:Q8_0

Use Docker

docker model run hf.co/cuongpp/clef-flash-gguf:Q8_0

LM Studio
Jan
Ollama
How to use cuongpp/clef-flash-gguf with Ollama:
```
ollama run hf.co/cuongpp/clef-flash-gguf:Q8_0
```
Unsloth Desktop

How to use cuongpp/clef-flash-gguf with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf cuongpp/clef-flash-gguf:Q8_0

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": "cuongpp/clef-flash-gguf:Q8_0"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use cuongpp/clef-flash-gguf with Docker Model Runner:
```
docker model run hf.co/cuongpp/clef-flash-gguf:Q8_0
```

Lemonade

How to use cuongpp/clef-flash-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull cuongpp/clef-flash-gguf:Q8_0

Run and chat with the model

lemonade run user.clef-flash-gguf-Q8_0

List all available models

lemonade list

Hermes Agent

How to use cuongpp/clef-flash-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 cuongpp/clef-flash-gguf:Q8_0

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 cuongpp/clef-flash-gguf:Q8_0

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use cuongpp/clef-flash-gguf with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf cuongpp/clef-flash-gguf:Q8_0

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 "cuongpp/clef-flash-gguf:Q8_0" \
  --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"

clef-flash-gguf / upload.log

cuongpp

Add files using upload-large-folder tool

6c4e367 verified 16 days ago

Raw History Blame Contribute Delete

56.9 kB

<string>:5: FutureWarning: 
================================================================================
`upload_large_folder` is DEPRECATED and will be removed in a future release.

Use `upload_folder` instead:

    api.upload_folder(repo_id="cuongpp/clef-flash-gguf", repo_type="model", folder_path=".")
================================================================================

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Processing Files (0 / 1)      :  27%|##6       | 2.69GB / 10.0GB, 63.5MB/s  

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Processing Files (0 / 1)      :  27%|##7       | 2.73GB / 10.0GB, 65.8MB/s  

  ...load\clef-flash-Q8_0.gguf:  28%|##7       | 2.78GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  28%|##7       | 2.78GB / 10.0GB, 68.7MB/s  

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Processing Files (0 / 1)      :  28%|##7       | 2.80GB / 10.0GB, 69.9MB/s  

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Processing Files (0 / 1)      :  29%|##8       | 2.87GB / 10.0GB, 74.5MB/s  

  ...load\clef-flash-Q8_0.gguf:  29%|##9       | 2.95GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  29%|##9       | 2.95GB / 10.0GB, 79.6MB/s  

  ...load\clef-flash-Q8_0.gguf:  30%|###       | 3.02GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  30%|###       | 3.02GB / 10.0GB, 84.1MB/s  

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Processing Files (0 / 1)      :  31%|###       | 3.10GB / 10.0GB, 89.2MB/s  

  ...load\clef-flash-Q8_0.gguf:  32%|###1      | 3.18GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  32%|###1      | 3.18GB / 10.0GB, 94.2MB/s  

  ...load\clef-flash-Q8_0.gguf:  33%|###2      | 3.27GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  33%|###2      | 3.27GB / 10.0GB, 99.7MB/s  

  ...load\clef-flash-Q8_0.gguf:  34%|###3      | 3.37GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  34%|###3      | 3.37GB / 10.0GB,  106MB/s  

  ...load\clef-flash-Q8_0.gguf:  35%|###4      | 3.46GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  35%|###4      | 3.46GB / 10.0GB,  111MB/s  

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Processing Files (0 / 1)      :  36%|###5      | 3.56GB / 10.0GB,  118MB/s  

  ...load\clef-flash-Q8_0.gguf:  37%|###6      | 3.66GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  37%|###6      | 3.66GB / 10.0GB,  124MB/s  

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Processing Files (0 / 1)      :  37%|###7      | 3.74GB / 10.0GB,  128MB/s  

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Processing Files (0 / 1)      :  38%|###8      | 3.82GB / 10.0GB,  134MB/s  

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Processing Files (0 / 1)      :  39%|###8      | 3.89GB / 10.0GB,  137MB/s  

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Processing Files (0 / 1)      :  39%|###9      | 3.95GB / 10.0GB,  141MB/s  

  ...load\clef-flash-Q8_0.gguf:  40%|####      | 4.04GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  40%|####      | 4.04GB / 10.0GB,  146MB/s  

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Processing Files (0 / 1)      :  41%|####1     | 4.14GB / 10.0GB,  151MB/s  

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Processing Files (0 / 1)      :  42%|####2     | 4.23GB / 10.0GB,  157MB/s  

  ...load\clef-flash-Q8_0.gguf:  43%|####3     | 4.32GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  43%|####3     | 4.32GB / 10.0GB,  162MB/s  

  ...load\clef-flash-Q8_0.gguf:  44%|####4     | 4.42GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  44%|####4     | 4.42GB / 10.0GB,  168MB/s  

  ...load\clef-flash-Q8_0.gguf:  45%|####4     | 4.50GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  45%|####4     | 4.50GB / 10.0GB,  172MB/s  
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---------- 2026-10-08 09:20:08 (0:01:00) ----------
Files:   hashed 5/5 (10.9G/10.9G) | pre-uploaded: 1/2 (918.2M/10.9G) | committed: 0/5 (0.0/10.9G) | ignored: 0
Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 1 | committing: 0 | waiting: 5
---------------------------------------------------
                             
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Processing Files (0 / 1)      :  46%|####6     | 4.66GB / 10.0GB,  181MB/s  

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Processing Files (0 / 1)      :  47%|####7     | 4.74GB / 10.0GB,  186MB/s  

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Processing Files (0 / 1)      :  48%|####8     | 4.84GB / 10.0GB,  191MB/s  

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Processing Files (0 / 1)      :  49%|####9     | 4.94GB / 10.0GB,  197MB/s  

  ...load\clef-flash-Q8_0.gguf:  50%|#####     | 5.03GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  50%|#####     | 5.03GB / 10.0GB,  202MB/s  

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Processing Files (0 / 1)      :  51%|#####     | 5.10GB / 10.0GB,  205MB/s  

  ...load\clef-flash-Q8_0.gguf:  52%|#####1    | 5.20GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  52%|#####1    | 5.20GB / 10.0GB,  210MB/s  

  ...load\clef-flash-Q8_0.gguf:  53%|#####2    | 5.30GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  53%|#####2    | 5.30GB / 10.0GB,  216MB/s  

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Processing Files (0 / 1)      :  54%|#####3    | 5.39GB / 10.0GB,  221MB/s  

  ...load\clef-flash-Q8_0.gguf:  55%|#####4    | 5.48GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  55%|#####4    | 5.48GB / 10.0GB,  225MB/s  

  ...load\clef-flash-Q8_0.gguf:  56%|#####5    | 5.57GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  56%|#####5    | 5.57GB / 10.0GB,  230MB/s  

  ...load\clef-flash-Q8_0.gguf:  56%|#####6    | 5.65GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  56%|#####6    | 5.65GB / 10.0GB,  233MB/s  

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Processing Files (0 / 1)      :  57%|#####7    | 5.74GB / 10.0GB,  238MB/s  

  ...load\clef-flash-Q8_0.gguf:  58%|#####8    | 5.82GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  58%|#####8    | 5.82GB / 10.0GB,  242MB/s  

  ...load\clef-flash-Q8_0.gguf:  59%|#####8    | 5.89GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  59%|#####8    | 5.89GB / 10.0GB,  245MB/s  

  ...load\clef-flash-Q8_0.gguf:  60%|#####9    | 5.97GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  60%|#####9    | 5.97GB / 10.0GB,  249MB/s  

  ...load\clef-flash-Q8_0.gguf:  60%|######    | 6.03GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  60%|######    | 6.03GB / 10.0GB,  251MB/s  

  ...load\clef-flash-Q8_0.gguf:  61%|######    | 6.06GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  61%|######    | 6.06GB / 10.0GB,  251MB/s  

  ...load\clef-flash-Q8_0.gguf:  61%|######    | 6.10GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  61%|######    | 6.10GB / 10.0GB,  252MB/s  

  ...load\clef-flash-Q8_0.gguf:  61%|######1   | 6.15GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  61%|######1   | 6.15GB / 10.0GB,  254MB/s  

  ...load\clef-flash-Q8_0.gguf:  62%|######1   | 6.19GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  62%|######1   | 6.19GB / 10.0GB,  255MB/s  

  ...load\clef-flash-Q8_0.gguf:  62%|######2   | 6.23GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  62%|######2   | 6.23GB / 10.0GB,  255MB/s  

  ...load\clef-flash-Q8_0.gguf:  63%|######2   | 6.26GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  63%|######2   | 6.26GB / 10.0GB,  256MB/s  

  ...load\clef-flash-Q8_0.gguf:  63%|######3   | 6.31GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  63%|######3   | 6.31GB / 10.0GB,  257MB/s  

  ...load\clef-flash-Q8_0.gguf:  63%|######3   | 6.35GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  63%|######3   | 6.35GB / 10.0GB,  258MB/s  

  ...load\clef-flash-Q8_0.gguf:  64%|######3   | 6.41GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  64%|######3   | 6.41GB / 10.0GB,  260MB/s  

  ...load\clef-flash-Q8_0.gguf:  64%|######4   | 6.45GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  64%|######4   | 6.45GB / 10.0GB,  261MB/s  

  ...load\clef-flash-Q8_0.gguf:  65%|######4   | 6.50GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  65%|######4   | 6.50GB / 10.0GB,  262MB/s  

  ...load\clef-flash-Q8_0.gguf:  65%|######5   | 6.54GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  65%|######5   | 6.54GB / 10.0GB,  263MB/s  

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Processing Files (0 / 1)      :  66%|######5   | 6.58GB / 10.0GB,  264MB/s  

  ...load\clef-flash-Q8_0.gguf:  66%|######6   | 6.62GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  66%|######6   | 6.62GB / 10.0GB,  265MB/s  

  ...load\clef-flash-Q8_0.gguf:  67%|######6   | 6.66GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  67%|######6   | 6.66GB / 10.0GB,  266MB/s  

  ...load\clef-flash-Q8_0.gguf:  67%|######6   | 6.70GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  67%|######6   | 6.70GB / 10.0GB,  266MB/s  

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Processing Files (0 / 1)      :  67%|######7   | 6.74GB / 10.0GB,  267MB/s  

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Processing Files (0 / 1)      :  68%|######7   | 6.79GB / 10.0GB,  268MB/s  

  ...load\clef-flash-Q8_0.gguf:  68%|######8   | 6.84GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  68%|######8   | 6.84GB / 10.0GB,  270MB/s  

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Processing Files (0 / 1)      :  69%|######8   | 6.89GB / 10.0GB,  271MB/s  

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Processing Files (0 / 1)      :  69%|######9   | 6.94GB / 10.0GB,  272MB/s  

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Processing Files (0 / 1)      :  70%|######9   | 6.98GB / 10.0GB,  273MB/s  

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Processing Files (0 / 1)      :  70%|#######   | 7.04GB / 10.0GB,  275MB/s  

  ...load\clef-flash-Q8_0.gguf:  71%|#######   | 7.09GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  71%|#######   | 7.09GB / 10.0GB,  277MB/s  

  ...load\clef-flash-Q8_0.gguf:  71%|#######1  | 7.14GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  71%|#######1  | 7.14GB / 10.0GB,  278MB/s  

  ...load\clef-flash-Q8_0.gguf:  72%|#######1  | 7.18GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  72%|#######1  | 7.18GB / 10.0GB,  279MB/s  

  ...load\clef-flash-Q8_0.gguf:  72%|#######2  | 7.23GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  72%|#######2  | 7.23GB / 10.0GB,  280MB/s  

  ...load\clef-flash-Q8_0.gguf:  73%|#######2  | 7.28GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  73%|#######2  | 7.28GB / 10.0GB,  281MB/s  

  ...load\clef-flash-Q8_0.gguf:  73%|#######3  | 7.33GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  73%|#######3  | 7.33GB / 10.0GB,  283MB/s  

  ...load\clef-flash-Q8_0.gguf:  74%|#######3  | 7.38GB / 10.0GB            [A[A
Processing Files (0 / 1)      :  74%|#######3  | 7.38GB / 10.0GB,  284MB/s  

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Processing Files (0 / 1)      :  74%|#######3  | 7.39GB / 10.0GB,  283MB/s  

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Processing Files (0 / 1)      :  74%|#######4  | 7.43GB / 10.0GB,  256MB/s  

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Processing Files (0 / 1)      :  75%|#######4  | 7.46GB / 10.0GB,  256MB/s  

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Processing Files (0 / 1)      :  76%|#######6  | 7.65GB / 10.0GB,  261MB/s  

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Processing Files (0 / 1)      :  77%|#######7  | 7.75GB / 10.0GB,  264MB/s  

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Processing Files (0 / 1)      :  79%|#######8  | 7.87GB / 10.0GB,  267MB/s  

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