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
Upload opt/verify3_ab.jsonl with huggingface_hub
Browse files- opt/verify3_ab.jsonl +12 -0
opt/verify3_ab.jsonl
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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/verify3/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": "2026-10-27T05:19:46Z", "avg_ns": 2328634847, "stddev_ns": 45959440, "avg_ts": 219.928168, "stddev_ts": 4.321344, "samples_ns": [ 2321258648, 2377836234, 2286809661 ],"samples_ts": [ 220.57, 215.322, 223.893 ]}
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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/verify3/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": "2026-10-27T05:19:55Z", "avg_ns": 8392770237, "stddev_ns": 139178238, "avg_ts": 15.254007, "stddev_ts": 0.251951, "samples_ns": [ 8542280637, 8266970329, 8369059745 ],"samples_ts": [ 14.9843, 15.4833, 15.2944 ]}
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{"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/verify3/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": "2026-10-27T05:20:21Z", "avg_ns": 2320215972, "stddev_ns": 98447488, "avg_ts": 220.928731, "stddev_ts": 9.178724, "samples_ns": [ 2432317654, 2280499546, 2247830718 ],"samples_ts": [ 210.499, 224.512, 227.775 ]}
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{"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/verify3/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": "2026-10-27T05:20:46Z", "avg_ns": 2295247601, "stddev_ns": 49248888, "avg_ts": 223.137298, "stddev_ts": 4.731548, "samples_ns": [ 2271490415, 2351871561, 2262380828 ],"samples_ts": [ 225.403, 217.699, 226.31 ]}
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{"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/verify3/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": "2026-10-27T05:20:55Z", "avg_ns": 8365571103, "stddev_ns": 86705659, "avg_ts": 15.301905, "stddev_ts": 0.158781, "samples_ns": [ 8449033911, 8275950858, 8371728540 ],"samples_ts": [ 15.1497, 15.4665, 15.2896 ]}
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{"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/verify3/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": "2026-10-27T05:21:21Z", "avg_ns": 2283059984, "stddev_ns": 27194669, "avg_ts": 224.281619, "stddev_ts": 2.669134, "samples_ns": [ 2310961780, 2281585669, 2256632504 ],"samples_ts": [ 221.553, 224.405, 226.887 ]}
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{"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/verify3/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": "2026-10-27T05:21:30Z", "avg_ns": 5237469625, "stddev_ns": 253740517, "avg_ts": 24.476541, "stddev_ts": 1.153590, "samples_ns": [ 5530428313, 5094947003, 5087033559 ],"samples_ts": [ 23.1447, 25.1229, 25.162 ]}
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{"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/verify3/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": "2026-10-27T05:21:46Z", "avg_ns": 2281740261, "stddev_ns": 18409164, "avg_ts": 224.399862, "stddev_ts": 1.808824, "samples_ns": [ 2264089225, 2280307819, 2300823740 ],"samples_ts": [ 226.139, 224.531, 222.529 ]}
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{"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/verify3/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": "2026-10-27T05:21:55Z", "avg_ns": 8326354091, "stddev_ns": 98708880, "avg_ts": 15.374308, "stddev_ts": 0.181361, "samples_ns": [ 8295593097, 8436780616, 8246688562 ],"samples_ts": [ 15.4299, 15.1717, 15.5214 ]}
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{"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/verify3/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": "2026-10-27T05:22:21Z", "avg_ns": 2256708569, "stddev_ns": 55200047, "avg_ts": 226.970907, "stddev_ts": 5.630173, "samples_ns": [ 2193075040, 2285343961, 2291706708 ],"samples_ts": [ 233.462, 224.036, 223.414 ]}
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{"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/verify3/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": "2026-10-27T05:22:30Z", "avg_ns": 5337899059, "stddev_ns": 138525492, "avg_ts": 23.990166, "stddev_ts": 0.618180, "samples_ns": [ 5488036230, 5310615716, 5215045232 ],"samples_ts": [ 23.3235, 24.1027, 24.5444 ]}
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