| { | |
| "title": "dispatchAI Per-Chip Benchmark Matrix", | |
| "description": "On-device inference benchmarks for mobile LLMs across chipsets", | |
| "hardware": { | |
| "snapdragon_865": { | |
| "chipset": "Qualcomm Snapdragon 865", | |
| "cpu": "Kryo 585 (1x2.84GHz + 3x2.42GHz + 4x1.80GHz)", | |
| "gpu": "Adreno 650", | |
| "npu": "Hexagon Tensor Accelerator (HTP)", | |
| "process_nm": 7, | |
| "devices": [ | |
| "Samsung Galaxy S20 FE 5G" | |
| ] | |
| }, | |
| "snapdragon_8_gen_2": { | |
| "chipset": "Qualcomm Snapdragon 8 Gen 2", | |
| "cpu": "Kryo CPU (1x3.2GHz + 2x2.8GHz + 2x3.0GHz + 3x2.0GHz)", | |
| "gpu": "Adreno 740", | |
| "npu": "Hexagon NPU ( Qualcomm AI Engine)", | |
| "process_nm": 4, | |
| "devices": [ | |
| "Samsung Galaxy S23", | |
| "OnePlus 11" | |
| ] | |
| }, | |
| "apple_a17_pro": { | |
| "chipset": "Apple A17 Pro", | |
| "cpu": "2x3.78GHz + 4x2.11GHz", | |
| "gpu": "Apple GPU 6-core", | |
| "npu": "Neural Engine 16-core (35 TOPS)", | |
| "process_nm": 3, | |
| "devices": [ | |
| "iPhone 15 Pro" | |
| ] | |
| }, | |
| "mediatek_dimensity_9200": { | |
| "chipset": "MediaTek Dimensity 9200", | |
| "cpu": "1x3.05GHz + 3x2.85GHz + 4x1.8GHz", | |
| "gpu": "Immortalis-G715", | |
| "npu": "APU 690", | |
| "process_nm": 4, | |
| "devices": [ | |
| "Various 2023 flagships" | |
| ] | |
| } | |
| }, | |
| "models": [ | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-0.5B-Instruct-mobile-int4", | |
| "base_model": "Qwen/Qwen2.5-0.5B-Instruct", | |
| "params_m": 500, | |
| "quant": "int4", | |
| "size_mb": 350, | |
| "architecture": "Qwen2.5", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Llama-3.2-1B-Instruct-mobile", | |
| "base_model": "meta-llama/Llama-3.2-1B-Instruct", | |
| "params_m": 1000, | |
| "quant": "fp16", | |
| "size_mb": 2000, | |
| "architecture": "Llama-3.2", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-360M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-360M-Instruct", | |
| "params_m": 360, | |
| "quant": "fp16", | |
| "size_mb": 720, | |
| "architecture": "SmolLM2", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-135M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-135M-Instruct", | |
| "params_m": 135, | |
| "quant": "fp16", | |
| "size_mb": 270, | |
| "architecture": "SmolLM2", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/TinyLlama-1.1B-Chat-Q5-mobile", | |
| "base_model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0", | |
| "params_m": 1100, | |
| "quant": "Q5_K_M", | |
| "size_mb": 450, | |
| "architecture": "Llama-2", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-1.5B-Instruct-Q5-mobile", | |
| "base_model": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "params_m": 1500, | |
| "quant": "Q5_K_M", | |
| "size_mb": 900, | |
| "architecture": "Qwen2.5", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Gemma-2-2B-IT-Q5-mobile", | |
| "base_model": "google/gemma-2-2b-it", | |
| "params_m": 2000, | |
| "quant": "Q5_K_M", | |
| "size_mb": 1300, | |
| "architecture": "Gemma-2", | |
| "task": "text-generation" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Phi-3.5-mini-instruct-Q5-mobile", | |
| "base_model": "microsoft/Phi-3.5-mini-instruct", | |
| "params_m": 2000, | |
| "quant": "Q5_K_M", | |
| "size_mb": 1300, | |
| "architecture": "Phi-3.5", | |
| "task": "text-generation" | |
| } | |
| ], | |
| "results": [ | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-0.5B-Instruct-mobile-int4", | |
| "base_model": "Qwen/Qwen2.5-0.5B-Instruct", | |
| "architecture": "Qwen2.5", | |
| "params_m": 500, | |
| "quantization": "int4", | |
| "size_mb": 350, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 47.5, | |
| "generation_tps": 9.8, | |
| "tokens_per_second": 9.8, | |
| "notes": "Stable, good quality" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-0.5B-Instruct-mobile-int4", | |
| "base_model": "Qwen/Qwen2.5-0.5B-Instruct", | |
| "architecture": "Qwen2.5", | |
| "params_m": 500, | |
| "quantization": "int4", | |
| "size_mb": 350, | |
| "task": "text-generation", | |
| "device_serial": "R3CN50A0HSV", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 45.2, | |
| "generation_tps": 9.5, | |
| "tokens_per_second": 9.5, | |
| "notes": "Stable" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-0.5B-Instruct-mobile-int4", | |
| "base_model": "Qwen/Qwen2.5-0.5B-Instruct", | |
| "architecture": "Qwen2.5", | |
| "params_m": 500, | |
| "quantization": "int4", | |
| "size_mb": 350, | |
| "task": "text-generation", | |
| "device_serial": "R3CN50AXHWE", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 43.8, | |
| "generation_tps": 9.2, | |
| "tokens_per_second": 9.2, | |
| "notes": "Stable" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Llama-3.2-1B-Instruct-mobile", | |
| "base_model": "meta-llama/Llama-3.2-1B-Instruct", | |
| "architecture": "Llama-3.2", | |
| "params_m": 1000, | |
| "quantization": "fp16", | |
| "size_mb": 2000, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 28.0, | |
| "generation_tps": 6.5, | |
| "tokens_per_second": 6.5, | |
| "notes": "Usable, moderate speed" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Llama-3.2-1B-Instruct-mobile", | |
| "base_model": "meta-llama/Llama-3.2-1B-Instruct", | |
| "architecture": "Llama-3.2", | |
| "params_m": 1000, | |
| "quantization": "fp16", | |
| "size_mb": 2000, | |
| "task": "text-generation", | |
| "device_serial": "R3CN50A0HSV", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 27.5, | |
| "generation_tps": 6.3, | |
| "tokens_per_second": 6.3, | |
| "notes": "Usable" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-360M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-360M-Instruct", | |
| "architecture": "SmolLM2", | |
| "params_m": 360, | |
| "quantization": "fp16", | |
| "size_mb": 720, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 55.0, | |
| "generation_tps": 12.1, | |
| "tokens_per_second": 12.1, | |
| "notes": "Good speed/quality balance" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-360M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-360M-Instruct", | |
| "architecture": "SmolLM2", | |
| "params_m": 360, | |
| "quantization": "fp16", | |
| "size_mb": 720, | |
| "task": "text-generation", | |
| "device_serial": "R3CN50A0HSV", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 53.2, | |
| "generation_tps": 11.8, | |
| "tokens_per_second": 11.8, | |
| "notes": "Good balance" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-135M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-135M-Instruct", | |
| "architecture": "SmolLM2", | |
| "params_m": 135, | |
| "quantization": "fp16", | |
| "size_mb": 270, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 85.0, | |
| "generation_tps": 18.3, | |
| "tokens_per_second": 18.3, | |
| "notes": "Very fast, limited quality" | |
| }, | |
| { | |
| "model_id": "dispatchAI/SmolLM2-135M-Instruct-mobile", | |
| "base_model": "HuggingFaceTB/SmolLM2-135M-Instruct", | |
| "architecture": "SmolLM2", | |
| "params_m": 135, | |
| "quantization": "fp16", | |
| "size_mb": 270, | |
| "task": "text-generation", | |
| "device_serial": "R3CN50A0HSV", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 82.5, | |
| "generation_tps": 17.8, | |
| "tokens_per_second": 17.8, | |
| "notes": "Very fast" | |
| }, | |
| { | |
| "model_id": "dispatchAI/TinyLlama-1.1B-Chat-Q5-mobile", | |
| "base_model": "TinyLlama/TinyLlama-1.1B-Chat-v1.0", | |
| "architecture": "Llama-2", | |
| "params_m": 1100, | |
| "quantization": "Q5_K_M", | |
| "size_mb": 450, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 26.5, | |
| "generation_tps": 6.2, | |
| "tokens_per_second": 6.2, | |
| "notes": "Q5 quant, stable" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Qwen2.5-1.5B-Instruct-Q5-mobile", | |
| "base_model": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "architecture": "Qwen2.5", | |
| "params_m": 1500, | |
| "quantization": "Q5_K_M", | |
| "size_mb": 900, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 18.0, | |
| "generation_tps": 4.2, | |
| "tokens_per_second": 4.2, | |
| "notes": "Slower but higher quality" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Gemma-2-2B-IT-Q5-mobile", | |
| "base_model": "google/gemma-2-2b-it", | |
| "architecture": "Gemma-2", | |
| "params_m": 2000, | |
| "quantization": "Q5_K_M", | |
| "size_mb": 1300, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 12.5, | |
| "generation_tps": 3.0, | |
| "tokens_per_second": 3.0, | |
| "notes": "Slow but best quality" | |
| }, | |
| { | |
| "model_id": "dispatchAI/Phi-3.5-mini-instruct-Q5-mobile", | |
| "base_model": "microsoft/Phi-3.5-mini-instruct", | |
| "architecture": "Phi-3.5", | |
| "params_m": 2000, | |
| "quantization": "Q5_K_M", | |
| "size_mb": 1300, | |
| "task": "text-generation", | |
| "device_serial": "R3CN509PLHA", | |
| "device_model": "SM-G981V", | |
| "chipset": "Snapdragon 865", | |
| "chipset_family": "Qualcomm", | |
| "cpu_cores": 8, | |
| "ram_gb": 8, | |
| "android_version": 13, | |
| "prompt_tps": 13.0, | |
| "generation_tps": 3.1, | |
| "tokens_per_second": 3.1, | |
| "notes": "Comparable to Gemma" | |
| } | |
| ], | |
| "methodology": "Models run via llama-cli on Samsung S20 FE 5G (Snapdragon 865, 8GB RAM, Android 13). Prompt: 'The capital of France is', max_tokens=20, threads=4, context=512.", | |
| "cost": "$0", | |
| "date": "2026-06-26" | |
| } |