Instructions to use HelloSun/Experiment_1 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 HelloSun/Experiment_1 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 HelloSun/Experiment_1:Q4_K_M # Run inference directly in the terminal: llama cli -hf HelloSun/Experiment_1:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf HelloSun/Experiment_1:Q4_K_M # Run inference directly in the terminal: llama cli -hf HelloSun/Experiment_1: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 HelloSun/Experiment_1:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf HelloSun/Experiment_1: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 HelloSun/Experiment_1:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf HelloSun/Experiment_1:Q4_K_M
Use Docker
docker model run hf.co/HelloSun/Experiment_1:Q4_K_M
- Llama new
- LM Studio
- Jan
- Ollama
How to use HelloSun/Experiment_1 with Ollama:
ollama run hf.co/HelloSun/Experiment_1:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use HelloSun/Experiment_1 with Docker Model Runner:
docker model run hf.co/HelloSun/Experiment_1:Q4_K_M
- Lemonade
How to use HelloSun/Experiment_1 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull HelloSun/Experiment_1:Q4_K_M
Run and chat with the model
lemonade run user.Experiment_1-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Download opt/verify2_ab.jsonl from HelloSun/Experiment_1: direct link, hf CLI and curl.
- Browser
- Download file 13 kB
-
https://huggingface.co/HelloSun/Experiment_1/resolve/main/opt/verify2_ab.jsonl
- Command line
-
hf download hf://HelloSun/Experiment_1/opt/verify2_ab.jsonl
-
curl -L -o verify2_ab.jsonl https://huggingface.co/HelloSun/Experiment_1/resolve/main/opt/verify2_ab.jsonl
13 kB
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| {"label":"stock_r1","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:54:29Z", "avg_ns": 8452155224, "stddev_ns": 108936643, "avg_ts": 15.145756, "stddev_ts": 0.196623, "samples_ns": [ 8505389346, 8524238662, 8326837664 ],"samples_ts": [ 15.0493, 15.016, 15.372 ]} | |
| {"label":"vnni_r1","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 512, "n_gen": 0, "n_depth": 0, "test_time": "2026-10-27T04:54:55Z", "avg_ns": 2262109527, "stddev_ns": 19988866, "avg_ts": 226.349243, "stddev_ts": 2.009611, "samples_ns": [ 2276111728, 2239218051, 2270998804 ],"samples_ts": [ 224.945, 228.651, 225.451 ]} | |
| {"label":"vnni_r1","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:55:04Z", "avg_ns": 5921683904, "stddev_ns": 308937725, "avg_ts": 21.653689, "stddev_ts": 1.098844, "samples_ns": [ 5708067725, 5781068049, 6275915939 ],"samples_ts": [ 22.4244, 22.1412, 20.3954 ]} | |
| {"label":"stock_r2","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 512, "n_gen": 0, "n_depth": 0, "test_time": "2026-10-27T04:55:22Z", "avg_ns": 2268893575, "stddev_ns": 43065975, "avg_ts": 225.715458, "stddev_ts": 4.331227, "samples_ns": [ 2219231945, 2291495016, 2295953764 ],"samples_ts": [ 230.71, 223.435, 223.001 ]} | |
| {"label":"stock_r2","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:55:31Z", "avg_ns": 8400335076, "stddev_ns": 188997177, "avg_ts": 15.242668, "stddev_ts": 0.345425, "samples_ns": [ 8194126352, 8441565334, 8565313542 ],"samples_ts": [ 15.6209, 15.1631, 14.944 ]} | |
| {"label":"vnni_r2","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 512, "n_gen": 0, "n_depth": 0, "test_time": "2026-10-27T04:55:57Z", "avg_ns": 2267069843, "stddev_ns": 33138473, "avg_ts": 225.874602, "stddev_ts": 3.326892, "samples_ns": [ 2280907655, 2291046571, 2229255305 ],"samples_ts": [ 224.472, 223.479, 229.673 ]} | |
| {"label":"vnni_r2","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:56:06Z", "avg_ns": 5691579525, "stddev_ns": 45728591, "avg_ts": 22.490332, "stddev_ts": 0.180861, "samples_ns": [ 5735545149, 5644271502, 5694921925 ],"samples_ts": [ 22.317, 22.6779, 22.4762 ]} | |
| {"label":"stock_r3","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 512, "n_gen": 0, "n_depth": 0, "test_time": "2026-10-27T04:56:23Z", "avg_ns": 2239697375, "stddev_ns": 23435243, "avg_ts": 228.619100, "stddev_ts": 2.406456, "samples_ns": [ 2251724366, 2254677313, 2212690446 ],"samples_ts": [ 227.381, 227.083, 231.393 ]} | |
| {"label":"stock_r3","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:56:32Z", "avg_ns": 8333136097, "stddev_ns": 91272023, "avg_ts": 15.361596, "stddev_ts": 0.168827, "samples_ns": [ 8233683318, 8413068985, 8352655989 ],"samples_ts": [ 15.5459, 15.2144, 15.3245 ]} | |
| {"label":"vnni_r3","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 512, "n_gen": 0, "n_depth": 0, "test_time": "2026-10-27T04:56:58Z", "avg_ns": 2268640794, "stddev_ns": 40390373, "avg_ts": 225.733282, "stddev_ts": 4.001125, "samples_ns": [ 2232293415, 2261505816, 2312123153 ],"samples_ts": [ 229.361, 226.398, 221.441 ]} | |
| {"label":"vnni_r3","build_commit": "1268edac5", "build_number": 1, "cpu_info": "Intel(R) Xeon(R) Platinum 8559C", "gpu_info": "", "backends": "CPU", "model_filename": "/root/app/verify2/openpangu-vl-artifacts/openPangu-VL-7B-Q4_K_M.gguf", "model_type": "pangu_vl 7B Q4_K - Medium", "model_size": 4929676288, "model_n_params": 8030887936, "n_batch": 2048, "n_ubatch": 512, "n_threads": 16, "cpu_mask": "0x0", "cpu_strict": false, "poll": 50, "type_k": "f16", "type_v": "f16", "n_gpu_layers": -1, "n_cpu_moe": 0, "split_mode": "layer", "main_gpu": 0, "no_kv_offload": false, "flash_attn": 1, "devices": "auto", "tensor_split": "0.00", "tensor_buft_overrides": "none", "load_mode": "auto", "lazy_mode": "auto", "embeddings": false, "no_op_offload": 0, "no_host": false, "repack": false, "fit_target": 0, "fit_min_ctx": 0, "n_prompt": 0, "n_gen": 128, "n_depth": 0, "test_time": "2026-10-27T04:57:07Z", "avg_ns": 5940173953, "stddev_ns": 95706391, "avg_ts": 21.551892, "stddev_ts": 0.344576, "samples_ns": [ 6048604774, 5904445549, 5867471538 ],"samples_ts": [ 21.1619, 21.6786, 21.8152 ]} | |