IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
f7eab41
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+rocm5.7", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"model_type": "gpt2", | |
"model": "openai-community/gpt2", | |
"processor": "openai-community/gpt2", | |
"device": "cuda", | |
"device_ids": "5", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"no_weights": true, | |
"device_map": null, | |
"torch_dtype": null, | |
"eval_mode": true, | |
"to_bettertransformer": false, | |
"low_cpu_mem_usage": null, | |
"attn_implementation": null, | |
"cache_implementation": null, | |
"autocast_enabled": false, | |
"autocast_dtype": null, | |
"torch_compile": false, | |
"torch_compile_target": "forward", | |
"torch_compile_config": {}, | |
"quantization_scheme": null, | |
"quantization_config": {}, | |
"deepspeed_inference": false, | |
"deepspeed_inference_config": {}, | |
"peft_type": null, | |
"peft_config": {} | |
}, | |
"scenario": { | |
"name": "inference", | |
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario", | |
"iterations": 1, | |
"duration": 1, | |
"warmup_runs": 1, | |
"input_shapes": { | |
"batch_size": 1, | |
"num_choices": 2, | |
"sequence_length": 2 | |
}, | |
"new_tokens": null, | |
"memory": true, | |
"latency": true, | |
"energy": false, | |
"forward_kwargs": {}, | |
"generate_kwargs": { | |
"max_new_tokens": 2, | |
"min_new_tokens": 2 | |
}, | |
"call_kwargs": { | |
"num_inference_steps": 2 | |
} | |
}, | |
"launcher": { | |
"name": "process", | |
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
"device_isolation": true, | |
"device_isolation_action": "warn", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.256576, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 8, | |
"gpu_vram_mb": 549621596160, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.12.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1079.25504, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 48629.94432, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 8.985650390625, | |
"mean": 8.985650390625, | |
"stdev": 0.0, | |
"p50": 8.985650390625, | |
"p90": 8.985650390625, | |
"p95": 8.985650390625, | |
"p99": 8.985650390625, | |
"values": [ | |
8.985650390625 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1248.54272, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 289989.414912, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.035264 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.5397475266456603, | |
"mean": 0.009813591393557461, | |
"stdev": 0.005982262514871044, | |
"p50": 0.008785411834716797, | |
"p90": 0.009617760848999023, | |
"p95": 0.012407240009307837, | |
"p99": 0.03535652080535891, | |
"values": [ | |
0.009599328994750977, | |
0.009737248420715333, | |
0.009630048751831054, | |
0.009332610130310058, | |
0.009157731056213378, | |
0.008943811416625976, | |
0.01863722038269043, | |
0.008467172622680664, | |
0.008347332954406738, | |
0.008428611755371095, | |
0.008277253150939941, | |
0.0082935733795166, | |
0.008703170776367187, | |
0.008824131011962891, | |
0.008402692794799804, | |
0.009716927528381348, | |
0.008814851760864257, | |
0.008784770965576172, | |
0.008785411834716797, | |
0.008771011352539063, | |
0.008806371688842773, | |
0.009265569686889649, | |
0.008806370735168456, | |
0.008832930564880371, | |
0.008794052124023437, | |
0.008840770721435546, | |
0.008787970542907714, | |
0.00881581211090088, | |
0.008801891326904296, | |
0.008379173278808594, | |
0.008283973693847656, | |
0.008119013786315918, | |
0.008371493339538575, | |
0.008011334419250489, | |
0.007986053943634034, | |
0.00885421085357666, | |
0.008836931228637695, | |
0.008802051544189454, | |
0.02261544609069824, | |
0.009013251304626465, | |
0.008162533760070801, | |
0.008199974060058594, | |
0.008076933860778809, | |
0.008060934066772461, | |
0.007862534046173096, | |
0.008240934371948241, | |
0.008128614425659179, | |
0.008225572586059571, | |
0.007815974235534668, | |
0.007840134143829346, | |
0.008011653900146484, | |
0.00835773277282715, | |
0.008826210975646972, | |
0.05031343460083008, | |
0.008944770812988282 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 203.79898854490548 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1248.632832, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 303762.993152, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.259008 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.45965243244171133, | |
"mean": 0.008357316953485662, | |
"stdev": 0.001748005596420481, | |
"p50": 0.008208133697509766, | |
"p90": 0.008617891693115234, | |
"p95": 0.008934307193756104, | |
"p99": 0.014567315654754649, | |
"values": [ | |
0.00902189064025879, | |
0.009188130378723144, | |
0.008896771430969239, | |
0.008706531524658202, | |
0.00848493194580078, | |
0.008352932929992675, | |
0.007400775909423828, | |
0.0077956547737121585, | |
0.007643495082855225, | |
0.0079602952003479, | |
0.007850374221801758, | |
0.008208133697509766, | |
0.00811677360534668, | |
0.007946855068206787, | |
0.008751651763916016, | |
0.008318532943725586, | |
0.00828557300567627, | |
0.008289572715759277, | |
0.008286052703857422, | |
0.00827437400817871, | |
0.02088201141357422, | |
0.008359172821044921, | |
0.00847325325012207, | |
0.00825117301940918, | |
0.008374853134155274, | |
0.008427332878112793, | |
0.00829597282409668, | |
0.007860933780670166, | |
0.00828701400756836, | |
0.007974693775177002, | |
0.007718534946441651, | |
0.007979494094848633, | |
0.007876454830169678, | |
0.00785501480102539, | |
0.007717255115509033, | |
0.008438853263854981, | |
0.008343333244323731, | |
0.008302053451538087, | |
0.008365893363952636, | |
0.00843149185180664, | |
0.007874534130096436, | |
0.007729255199432373, | |
0.007682694911956787, | |
0.00754477596282959, | |
0.007911654949188232, | |
0.007800454139709472, | |
0.007694055080413818, | |
0.0075386958122253414, | |
0.007660615921020508, | |
0.0075490961074829105, | |
0.007655334949493408, | |
0.008182212829589844, | |
0.008398053169250488, | |
0.008008773803710938, | |
0.008428132057189942 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 119.65562698719006 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.4294538111686705, | |
"mean": 0.007808251112157648, | |
"stdev": 0.0017490878420993192, | |
"p50": 0.007665894985198975, | |
"p90": 0.007969862365722656, | |
"p95": 0.008229620742797851, | |
"p99": 0.013975218791961681, | |
"values": [ | |
0.008201732635498046, | |
0.008518532752990722, | |
0.008294692993164062, | |
0.008145092964172363, | |
0.007972293853759766, | |
0.007856454849243164, | |
0.006906376838684082, | |
0.007265896797180176, | |
0.007145576000213623, | |
0.007472296237945556, | |
0.00733405590057373, | |
0.0076790151596069335, | |
0.007631976127624512, | |
0.007344137191772461, | |
0.007439335823059082, | |
0.007826694965362549, | |
0.007792774200439453, | |
0.007775175094604492, | |
0.007777094841003418, | |
0.007770695209503174, | |
0.02038089370727539, | |
0.007851974964141846, | |
0.007966215133666993, | |
0.007745894908905029, | |
0.007815975189208985, | |
0.007901413917541504, | |
0.007773415088653564, | |
0.007361256122589112, | |
0.007794374942779541, | |
0.007497576236724854, | |
0.007245736122131348, | |
0.007432456016540527, | |
0.0073558158874511715, | |
0.007311176776885986, | |
0.007161417007446289, | |
0.007931815147399903, | |
0.007838375091552734, | |
0.007790214061737061, | |
0.00781133508682251, | |
0.00786621379852295, | |
0.007332776069641113, | |
0.0071566162109375, | |
0.00712205696105957, | |
0.006987977981567383, | |
0.007361095905303955, | |
0.007242536067962647, | |
0.00715261697769165, | |
0.0070006179809570315, | |
0.007108457088470459, | |
0.0070217370986938475, | |
0.0070713372230529785, | |
0.007665894985198975, | |
0.00787901496887207, | |
0.007489895820617676, | |
0.007877734184265137 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 128.06965165899624 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |