IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
a055823
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": 1082014.482432, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-122-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": "0.5.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.45.2", | |
"transformers_commit": null, | |
"accelerate_version": "1.0.0", | |
"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": "0.13.0", | |
"peft_commit": null | |
}, | |
"print_report": true, | |
"log_report": true | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1105.334272, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 3300.12672, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.07505658721923827 | |
], | |
"count": 1, | |
"total": 0.07505658721923827, | |
"mean": 0.07505658721923827, | |
"p50": 0.07505658721923827, | |
"p90": 0.07505658721923827, | |
"p95": 0.07505658721923827, | |
"p99": 0.07505658721923827, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1271.6032, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 278123.470848, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.235456 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.00857437515258789, | |
0.0090433349609375, | |
0.009058053970336915, | |
0.009124134063720703, | |
0.009080453872680664, | |
0.009051653861999511, | |
0.008994053840637208, | |
0.009030694961547852, | |
0.008757414817810059, | |
0.008675015449523926, | |
0.00856541633605957, | |
0.008548934936523438, | |
0.00855021572113037, | |
0.009197093963623048, | |
0.009068293571472168, | |
0.009137093544006348, | |
0.00909325408935547, | |
0.009110855102539063, | |
0.009141094207763672, | |
0.009103653907775879, | |
0.00915373420715332, | |
0.00914173412322998, | |
0.009123173713684082, | |
0.00932861328125, | |
0.009013733863830566, | |
0.008473094940185546, | |
0.008789734840393066, | |
0.009271332740783692, | |
0.00915805435180664, | |
0.009109414100646973, | |
0.009177574157714844, | |
0.009306214332580566, | |
0.008905734062194824, | |
0.008912295341491698, | |
0.008882855415344238, | |
0.008887813568115235, | |
0.008882373809814452, | |
0.008889095306396484, | |
0.009113574028015136, | |
0.008901095390319825, | |
0.008935334205627442, | |
0.008226536750793456, | |
0.0088654146194458, | |
0.008867815017700195, | |
0.008890214920043946, | |
0.009021253585815429, | |
0.008902533531188965, | |
0.008897575378417968, | |
0.008911174774169922, | |
0.008901735305786133, | |
0.008937414169311524, | |
0.008917574882507323, | |
0.008917095184326172, | |
0.008930693626403809, | |
0.00890237522125244, | |
0.008914374351501464, | |
0.008889414787292481, | |
0.008904934883117676 | |
], | |
"count": 58, | |
"total": 0.5190598011016844, | |
"mean": 0.008949306915546285, | |
"p50": 0.008924134254455566, | |
"p90": 0.009155030250549317, | |
"p95": 0.009208229780197145, | |
"p99": 0.009315845880508423, | |
"stdev": 0.00020765420193343602, | |
"stdev_": 2.3203383669042528 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 223.4809934304187 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1271.6032, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 297849.585664, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.257984 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007996458053588867, | |
0.008355015754699708, | |
0.008644294738769532, | |
0.008464936256408692, | |
0.008498536109924317, | |
0.00845533561706543, | |
0.008313096046447754, | |
0.008332136154174805, | |
0.007927337169647216, | |
0.007859978199005127, | |
0.007979337215423585, | |
0.008036136627197266, | |
0.007959657192230225, | |
0.008403016090393066, | |
0.008399496078491211, | |
0.008490376472473145, | |
0.008520135879516602, | |
0.008558534622192382, | |
0.008499655723571777, | |
0.00853405475616455, | |
0.00850877571105957, | |
0.008507975578308105, | |
0.00863261604309082, | |
0.00849469566345215, | |
0.00792541790008545, | |
0.008143177032470703, | |
0.008493736267089843, | |
0.00848093605041504, | |
0.008651494979858398, | |
0.008406696319580078, | |
0.01142764663696289, | |
0.008050057411193847, | |
0.008072457313537597, | |
0.007981417179107666, | |
0.008043017387390137, | |
0.007990218162536622, | |
0.00801341724395752, | |
0.008008776664733886, | |
0.008072297096252441, | |
0.008021257400512695, | |
0.00799165678024292, | |
0.008153257369995117, | |
0.008030217170715332, | |
0.008030536651611329, | |
0.008024617195129395, | |
0.008030217170715332, | |
0.008055977821350098, | |
0.008008296966552735, | |
0.007975976943969726, | |
0.008006696701049804, | |
0.007994536876678466, | |
0.008011016845703125, | |
0.008015497207641602, | |
0.008008136749267578, | |
0.008113256454467773, | |
0.008004937171936035, | |
0.008018536567687988, | |
0.008002376556396485 | |
], | |
"count": 58, | |
"total": 0.4786293540000916, | |
"mean": 0.008252230241380889, | |
"p50": 0.008053017616271974, | |
"p90": 0.008524311542510987, | |
"p95": 0.008634367847442627, | |
"p99": 0.00984524019241333, | |
"stdev": 0.00048247988735494534, | |
"stdev_": 5.846660517729441 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 121.17936251772161 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007491979122161865, | |
0.007834376811981202, | |
0.008032297134399414, | |
0.00787949800491333, | |
0.007923818111419678, | |
0.007910057067871094, | |
0.007820938110351562, | |
0.007810536861419678, | |
0.007414699077606201, | |
0.007331339836120605, | |
0.007483818054199219, | |
0.007569738864898682, | |
0.0074390192031860355, | |
0.007867018222808837, | |
0.007835497856140137, | |
0.007918057918548584, | |
0.007924296855926515, | |
0.007882216930389404, | |
0.007881897926330567, | |
0.007934057235717773, | |
0.00793021821975708, | |
0.007927977085113525, | |
0.008039338111877441, | |
0.007974057197570801, | |
0.007435819149017334, | |
0.007563498973846436, | |
0.00789485788345337, | |
0.007902857780456542, | |
0.008047977447509765, | |
0.007904458045959472, | |
0.0108273286819458, | |
0.007599977970123291, | |
0.007644299030303955, | |
0.007575498104095459, | |
0.007599818229675293, | |
0.007561419010162353, | |
0.0075918188095092775, | |
0.0075908579826354985, | |
0.007610538005828857, | |
0.007602377891540528, | |
0.007561899185180664, | |
0.007738378047943115, | |
0.007589259147644043, | |
0.007582218170166016, | |
0.007574538230895996, | |
0.007592778205871582, | |
0.007608619213104248, | |
0.007581577777862549, | |
0.007556777954101562, | |
0.007579018115997314, | |
0.007564458847045898, | |
0.007590377807617187, | |
0.00758637809753418, | |
0.007581418991088868, | |
0.007703978061676026, | |
0.00757853889465332, | |
0.007592778205871582, | |
0.007585097789764404 | |
], | |
"count": 58, | |
"total": 0.4497582435607908, | |
"mean": 0.007754452475186052, | |
"p50": 0.007601177930831909, | |
"p90": 0.007931369924545288, | |
"p95": 0.008033353281021118, | |
"p99": 0.009243098478317259, | |
"stdev": 0.00044529116414161203, | |
"stdev_": 5.742393361317598 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 128.95816992881979 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |