Instructions to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use apus-ailab/APUS-OpenJev-v1-4B-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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf apus-ailab/APUS-OpenJev-v1-4B-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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf apus-ailab/APUS-OpenJev-v1-4B-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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf apus-ailab/APUS-OpenJev-v1-4B-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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
Use Docker
docker model run hf.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "apus-ailab/APUS-OpenJev-v1-4B-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": "apus-ailab/APUS-OpenJev-v1-4B-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
- Ollama
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with Ollama:
ollama run hf.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
- Unsloth Desktop
- Pi
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
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": "apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with Docker Model Runner:
docker model run hf.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
- Lemonade
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.APUS-OpenJev-v1-4B-GGUF-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use apus-ailab/APUS-OpenJev-v1-4B-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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
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 apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use apus-ailab/APUS-OpenJev-v1-4B-GGUF with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M
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 "apus-ailab/APUS-OpenJev-v1-4B-GGUF:Q4_K_M" \ --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"
Download evaluation/per-question/ollama-Q8_0-mac.jsonl from apus-ailab/APUS-OpenJev-v1-4B-GGUF: direct link, hf CLI and curl.
- Browser
- Download file 54.6 kB
-
https://huggingface.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF/resolve/main/evaluation/per-question/ollama-Q8_0-mac.jsonl
- Command line
-
hf download hf://apus-ailab/APUS-OpenJev-v1-4B-GGUF/evaluation/per-question/ollama-Q8_0-mac.jsonl
-
curl -L -o ollama-Q8_0-mac.jsonl https://huggingface.co/apus-ailab/APUS-OpenJev-v1-4B-GGUF/resolve/main/evaluation/per-question/ollama-Q8_0-mac.jsonl
54.6 kB
| {"panel_index": 0, "llamacpp_label": "E", "raw": {"label": "E", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2635, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "E", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2635, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "E", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2633, "candidates_in_top20": 4, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2635} | |
| {"panel_index": 1, "llamacpp_label": "I", "raw": {"label": "I", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2793, "candidates_in_top20": 15, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "I", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2793, "candidates_in_top20": 15, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "I", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2791, "candidates_in_top20": 4, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2793} | |
| {"panel_index": 2, "llamacpp_label": "F", "raw": {"label": "F", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2573, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "F", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2573, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "F", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2571, "candidates_in_top20": 7, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2573} | |
| {"panel_index": 3, "llamacpp_label": "G", "raw": {"label": "G", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3855, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "G", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3855, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "G", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3853, "candidates_in_top20": 8, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3855} | |
| {"panel_index": 4, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3071, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3071, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3069, "candidates_in_top20": 5, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3071} | |
| {"panel_index": 5, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2693, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2693, "candidates_in_top20": 14, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2691, "candidates_in_top20": 5, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2693} | |
| {"panel_index": 6, "llamacpp_label": "K", "raw": {"label": "K", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4565, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "K", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4565, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "K", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4563, "candidates_in_top20": 10, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 4565} | |
| {"panel_index": 7, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3311, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3311, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3309, "candidates_in_top20": 3, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3311} | |
| {"panel_index": 8, "llamacpp_label": "C", "raw": {"label": "C", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3787, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "C", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3787, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "C", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3785, "candidates_in_top20": 6, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3787} | |
| {"panel_index": 9, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2821, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2821, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 2819, "candidates_in_top20": 5, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2821} | |
| {"panel_index": 10, "llamacpp_label": "L", "raw": {"label": "L", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4634, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "L", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4634, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "L", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 4632, "candidates_in_top20": 11, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 4634} | |
| {"panel_index": 11, "llamacpp_label": "N", "raw": {"label": "N", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3329, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "N", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3329, "candidates_in_top20": 12, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "The", "matches_llamacpp": false, "correct": false, "prompt_eval_count": 3327, "candidates_in_top20": 6, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3329} | |
| {"panel_index": 12, "llamacpp_label": "P", "raw": {"label": "P", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3505, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "P", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3505, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "P", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3503, "candidates_in_top20": 8, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3505} | |
| {"panel_index": 13, "llamacpp_label": "K", "raw": {"label": "K", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 4875, "candidates_in_top20": 11, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "K", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 4875, "candidates_in_top20": 11, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "The", "matches_llamacpp": false, "correct": false, "prompt_eval_count": 4873, "candidates_in_top20": 8, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 4875} | |
| {"panel_index": 14, "llamacpp_label": "B", "raw": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3224, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3224, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 3222, "candidates_in_top20": 4, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 3224} | |
| {"panel_index": 15, "llamacpp_label": "D", "raw": {"label": "D", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 2854, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "chat_nothink": {"label": "D", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 2854, "candidates_in_top20": 13, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "default": {"label": "The", "matches_llamacpp": false, "correct": false, "prompt_eval_count": 2852, "candidates_in_top20": 9, "complete_distribution": false, "max_abs_delta_vs_llamacpp": null}, "prompt_tokens_reference": 2854} | |
| {"panel_index": 16, "llamacpp_label": "B", "raw": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 1824, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 4.48144679450202e-05}, "chat_nothink": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 1824, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 4.48144679450202e-05}, "default": {"label": "The", "matches_llamacpp": false, "correct": false, "prompt_eval_count": 1822, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.2076535582865316}, "prompt_tokens_reference": 1824} | |
| {"panel_index": 17, "llamacpp_label": "B", "raw": {"label": "B", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 4059, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 3.6196628638851536e-05}, "chat_nothink": {"label": "B", "matches_llamacpp": true, "correct": false, "prompt_eval_count": 4059, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 3.6196628638851536e-05}, "default": {"label": "The", "matches_llamacpp": false, "correct": false, "prompt_eval_count": 4057, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.15421974842754538}, "prompt_tokens_reference": 4059} | |
| {"panel_index": 18, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 225, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 3.133522938669753e-05}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 225, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 3.133522938669753e-05}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 223, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.01367741846704984}, "prompt_tokens_reference": 225} | |
| {"panel_index": 19, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 1747, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 1.3397937606400567e-07}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 1747, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 1.3397937606400567e-07}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 1745, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.00013774715469072607}, "prompt_tokens_reference": 1747} | |
| {"panel_index": 20, "llamacpp_label": "A", "raw": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 629, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 6.92196746370985e-08}, "chat_nothink": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 629, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 6.92196746370985e-08}, "default": {"label": "A", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 627, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.0002926491916372207}, "prompt_tokens_reference": 629} | |
| {"panel_index": 21, "llamacpp_label": "B", "raw": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 686, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 6.967303709968717e-08}, "chat_nothink": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 686, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 6.967303709968717e-08}, "default": {"label": "B", "matches_llamacpp": true, "correct": true, "prompt_eval_count": 684, "candidates_in_top20": 2, "complete_distribution": true, "max_abs_delta_vs_llamacpp": 0.0022364785825425004}, "prompt_tokens_reference": 686} | |
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