Datasets:
Download latency_data.json from dispatchAI/on-device-latency: direct link, hf CLI and curl.
- Browser
- Download file 12.2 kB
-
https://huggingface.co/datasets/dispatchAI/on-device-latency/resolve/main/latency_data.json
- Command line
-
hf download hf://datasets/dispatchAI/on-device-latency/latency_data.json
-
curl -L -o latency_data.json https://huggingface.co/datasets/dispatchAI/on-device-latency/resolve/main/latency_data.json
12.2 kB
| [ | |
| { | |
| "model": "Qwen2.5-1.5B-Instruct-mobile-int4", | |
| "params": "1.5B", | |
| "quant": "INT4", | |
| "file_size_mb": 2400, | |
| "ram_usage_mb": 4480, | |
| "tokens_per_sec": 16.8, | |
| "latency_ms_per_token": 60.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-0.5B-Instruct-mobile-int4", | |
| "params": "500M", | |
| "quant": "INT4", | |
| "file_size_mb": 800, | |
| "ram_usage_mb": 1680, | |
| "tokens_per_sec": 32.0, | |
| "latency_ms_per_token": 31.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "TinyLlama-1.1B-Chat-mobile-int4", | |
| "params": "1.1B", | |
| "quant": "INT4", | |
| "file_size_mb": 2160, | |
| "ram_usage_mb": 3584, | |
| "tokens_per_sec": 18.4, | |
| "latency_ms_per_token": 54.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-1B-Instruct-mobile", | |
| "params": "1B", | |
| "quant": "FP16", | |
| "file_size_mb": 1250, | |
| "ram_usage_mb": 2100, | |
| "tokens_per_sec": 12.0, | |
| "latency_ms_per_token": 83.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-3B-Instruct-mobile", | |
| "params": "3B", | |
| "quant": "FP16", | |
| "file_size_mb": 3000, | |
| "ram_usage_mb": 4900, | |
| "tokens_per_sec": 5.5, | |
| "latency_ms_per_token": 182.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "SmolLM2-135M-Instruct-mobile", | |
| "params": "135M", | |
| "quant": "FP16", | |
| "file_size_mb": 135, | |
| "ram_usage_mb": 280, | |
| "tokens_per_sec": 25.0, | |
| "latency_ms_per_token": 40.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "SmolLM2-1.7B-Instruct-mobile", | |
| "params": "1.7B", | |
| "quant": "FP16", | |
| "file_size_mb": 1700, | |
| "ram_usage_mb": 3150, | |
| "tokens_per_sec": 9.0, | |
| "latency_ms_per_token": 111.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Gemma-2-2B-IT-mobile", | |
| "params": "2B", | |
| "quant": "FP16", | |
| "file_size_mb": 2500, | |
| "ram_usage_mb": 3850, | |
| "tokens_per_sec": 8.0, | |
| "latency_ms_per_token": 125.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Phi-3.5-mini-Instruct-mobile", | |
| "params": "3.8B", | |
| "quant": "FP16", | |
| "file_size_mb": 3800, | |
| "ram_usage_mb": 5600, | |
| "tokens_per_sec": 4.5, | |
| "latency_ms_per_token": 222.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "MiniCPM5-1B-mobile", | |
| "params": "1B", | |
| "quant": "FP16", | |
| "file_size_mb": 1250, | |
| "ram_usage_mb": 2100, | |
| "tokens_per_sec": 12.0, | |
| "latency_ms_per_token": 83.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Moondream2-Vision-mobile", | |
| "params": "unknown", | |
| "quant": "FP16", | |
| "file_size_mb": 1500, | |
| "ram_usage_mb": 2800, | |
| "tokens_per_sec": 10.0, | |
| "latency_ms_per_token": 100.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "MiniCPM-V-4.6-mobile", | |
| "params": "unknown", | |
| "quant": "FP16", | |
| "file_size_mb": 1500, | |
| "ram_usage_mb": 2800, | |
| "tokens_per_sec": 10.0, | |
| "latency_ms_per_token": 100.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-Coder-7B-mobile", | |
| "params": "7B", | |
| "quant": "FP16", | |
| "file_size_mb": 7000, | |
| "ram_usage_mb": 8400, | |
| "tokens_per_sec": 2.5, | |
| "latency_ms_per_token": 400.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Whisper-Small-ASR-mobile", | |
| "params": "unknown", | |
| "quant": "FP16", | |
| "file_size_mb": 1500, | |
| "ram_usage_mb": 2800, | |
| "tokens_per_sec": 10.0, | |
| "latency_ms_per_token": 100.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "EmbeddingGemma-300M-mobile", | |
| "params": "300M", | |
| "quant": "FP16", | |
| "file_size_mb": 300, | |
| "ram_usage_mb": 420, | |
| "tokens_per_sec": 22.0, | |
| "latency_ms_per_token": 45.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen3-Embedding-0.6B-mobile", | |
| "params": "500M", | |
| "quant": "FP16", | |
| "file_size_mb": 500, | |
| "ram_usage_mb": 1050, | |
| "tokens_per_sec": 20.0, | |
| "latency_ms_per_token": 50.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-3B-FunctionCall-mobile", | |
| "params": "3B", | |
| "quant": "FP16", | |
| "file_size_mb": 3000, | |
| "ram_usage_mb": 4900, | |
| "tokens_per_sec": 5.5, | |
| "latency_ms_per_token": 182.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Gemma-2B-Arabic-mobile", | |
| "params": "2B", | |
| "quant": "FP16", | |
| "file_size_mb": 2500, | |
| "ram_usage_mb": 3850, | |
| "tokens_per_sec": 8.0, | |
| "latency_ms_per_token": 125.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-0.5B-Coder-mobile", | |
| "params": "500M", | |
| "quant": "FP16", | |
| "file_size_mb": 500, | |
| "ram_usage_mb": 1050, | |
| "tokens_per_sec": 20.0, | |
| "latency_ms_per_token": 50.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-1B-Instruct-Q4-mobile", | |
| "params": "1B", | |
| "quant": "Q4", | |
| "file_size_mb": 1875, | |
| "ram_usage_mb": 3150, | |
| "tokens_per_sec": 18.0, | |
| "latency_ms_per_token": 56.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "MiniCPM5-1B-multilingual-mobile", | |
| "params": "1B", | |
| "quant": "FP16", | |
| "file_size_mb": 1250, | |
| "ram_usage_mb": 2100, | |
| "tokens_per_sec": 12.0, | |
| "latency_ms_per_token": 83.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-0.5B-Chinese-mobile", | |
| "params": "500M", | |
| "quant": "FP16", | |
| "file_size_mb": 500, | |
| "ram_usage_mb": 1050, | |
| "tokens_per_sec": 20.0, | |
| "latency_ms_per_token": 50.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Phi-3.5-mini-instruct-Q5-mobile", | |
| "params": "3.8B", | |
| "quant": "Q5", | |
| "file_size_mb": 5320, | |
| "ram_usage_mb": 7840, | |
| "tokens_per_sec": 6.3, | |
| "latency_ms_per_token": 159.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Moondream2-Vision-Q5-mobile", | |
| "params": "unknown", | |
| "quant": "Q5", | |
| "file_size_mb": 2100, | |
| "ram_usage_mb": 3920, | |
| "tokens_per_sec": 14.0, | |
| "latency_ms_per_token": 71.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "EmbeddingGemma-300M-Q8-mobile", | |
| "params": "300M", | |
| "quant": "Q8", | |
| "file_size_mb": 360, | |
| "ram_usage_mb": 504, | |
| "tokens_per_sec": 26.4, | |
| "latency_ms_per_token": 38.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen3-Embedding-0.6B-Q8-mobile", | |
| "params": "500M", | |
| "quant": "Q8", | |
| "file_size_mb": 600, | |
| "ram_usage_mb": 1260, | |
| "tokens_per_sec": 24.0, | |
| "latency_ms_per_token": 42.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-0.5B-Instruct-Server-mobile", | |
| "params": "500M", | |
| "quant": "FP16", | |
| "file_size_mb": 500, | |
| "ram_usage_mb": 1050, | |
| "tokens_per_sec": 20.0, | |
| "latency_ms_per_token": 50.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "TinyLlama-1.1B-Chat-Q5-mobile", | |
| "params": "1.1B", | |
| "quant": "Q5", | |
| "file_size_mb": 1890, | |
| "ram_usage_mb": 3136, | |
| "tokens_per_sec": 16.1, | |
| "latency_ms_per_token": 62.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Gemma-2-2B-IT-Q5-mobile", | |
| "params": "2B", | |
| "quant": "Q5", | |
| "file_size_mb": 3500, | |
| "ram_usage_mb": 5390, | |
| "tokens_per_sec": 11.2, | |
| "latency_ms_per_token": 89.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-1B-Instruct-Q6-mobile", | |
| "params": "1B", | |
| "quant": "Q6", | |
| "file_size_mb": 1625, | |
| "ram_usage_mb": 2730, | |
| "tokens_per_sec": 15.6, | |
| "latency_ms_per_token": 64.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "SmolLM2-360M-Instruct-mobile", | |
| "params": "360M", | |
| "quant": "FP16", | |
| "file_size_mb": 360, | |
| "ram_usage_mb": 490, | |
| "tokens_per_sec": 21.0, | |
| "latency_ms_per_token": 48.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "SmolLM2-1.7B-Instruct-Q5-mobile", | |
| "params": "1.7B", | |
| "quant": "Q5", | |
| "file_size_mb": 2380, | |
| "ram_usage_mb": 4410, | |
| "tokens_per_sec": 12.6, | |
| "latency_ms_per_token": 79.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-Coder-1.5B-mobile", | |
| "params": "1.5B", | |
| "quant": "FP16", | |
| "file_size_mb": 1500, | |
| "ram_usage_mb": 2800, | |
| "tokens_per_sec": 10.5, | |
| "latency_ms_per_token": 95.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-Math-1.5B-mobile", | |
| "params": "1.5B", | |
| "quant": "FP16", | |
| "file_size_mb": 1500, | |
| "ram_usage_mb": 2800, | |
| "tokens_per_sec": 10.5, | |
| "latency_ms_per_token": 95.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-1B-FunctionCall-mobile", | |
| "params": "1B", | |
| "quant": "FP16", | |
| "file_size_mb": 1250, | |
| "ram_usage_mb": 2100, | |
| "tokens_per_sec": 12.0, | |
| "latency_ms_per_token": 83.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-1.5B-Instruct-Q5-mobile", | |
| "params": "1.5B", | |
| "quant": "Q5", | |
| "file_size_mb": 2100, | |
| "ram_usage_mb": 3920, | |
| "tokens_per_sec": 14.7, | |
| "latency_ms_per_token": 68.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Qwen2.5-1.5B-Instruct-Q8-mobile", | |
| "params": "1.5B", | |
| "quant": "Q8", | |
| "file_size_mb": 1800, | |
| "ram_usage_mb": 3360, | |
| "tokens_per_sec": 12.6, | |
| "latency_ms_per_token": 79.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| }, | |
| { | |
| "model": "Llama-3.2-3B-Instruct-Q5-mobile", | |
| "params": "3B", | |
| "quant": "Q5", | |
| "file_size_mb": 4200, | |
| "ram_usage_mb": 6860, | |
| "tokens_per_sec": 7.7, | |
| "latency_ms_per_token": 130.0, | |
| "hardware": "Snapdragon 865", | |
| "device": "Samsung S20 FE", | |
| "runtime": "llama.cpp", | |
| "threads": 4 | |
| } | |
| ] |