{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.2.2+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": "0", "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": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7643 48-Core Processor", "cpu_count": 96, "cpu_ram_mb": 1082028.982272, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "aa06eb5e1bf688ecb03b7568e9e816d4af962b61", "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 903.02464, "max_global_vram": 1011.744768, "max_process_vram": 41603.596288, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 6.7672119140625, "mean": 6.7672119140625, "stdev": 0.0, "p50": 6.7672119140625, "p90": 6.7672119140625, "p95": 6.7672119140625, "p99": 6.7672119140625, "values": [ 6.7672119140625 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1057.312768, "max_global_vram": 1104.449536, "max_process_vram": 275401.736192, "max_reserved": 725.614592, "max_allocated": 513.035264 }, "latency": { "unit": "s", "count": 68, "total": 0.5140261607170105, "mean": 0.007559208245838389, "stdev": 0.00019603857747250652, "p50": 0.007535520792007446, "p90": 0.007786849355697632, "p95": 0.007948473715782165, "p99": 0.008259626665115356, "values": [ 0.008270561218261719, 0.008254240989685059, 0.008142240524291992, 0.008022562026977539, 0.007806721210479736, 0.0077987217903137205, 0.0076222410202026365, 0.0074656009674072266, 0.007486240863800049, 0.007478561878204346, 0.0075041608810424805, 0.007634881019592285, 0.007496641159057617, 0.007723202228546142, 0.0075849609375, 0.007563361167907715, 0.007604640960693359, 0.007547521114349366, 0.007539521217346192, 0.007555040836334228, 0.007580801963806152, 0.00750960111618042, 0.007521760940551758, 0.007519521236419678, 0.007497762203216553, 0.007537920951843261, 0.007507521152496338, 0.007547201156616211, 0.007531362056732178, 0.007519200801849365, 0.0075059208869934085, 0.007534561157226563, 0.00753632116317749, 0.007535680770874024, 0.007542561054229737, 0.007540320873260498, 0.007573121070861817, 0.00752544116973877, 0.007511041164398193, 0.007544641971588135, 0.007537920951843261, 0.007554080963134766, 0.007535360813140869, 0.007538082122802735, 0.007520960807800293, 0.007650721073150635, 0.0075329608917236324, 0.0078108811378479, 0.007522400856018067, 0.007781761169433594, 0.007690882205963135, 0.007680800914764405, 0.007635520935058594, 0.0075414409637451175, 0.007465921878814698, 0.007387041091918945, 0.007305760860443115, 0.007350241184234619, 0.007345440864562988, 0.007342401027679443, 0.0073120021820068356, 0.007313120841979981, 0.007293601036071778, 0.007301121234893799, 0.00733168077468872, 0.007339041233062744, 0.007317440986633301, 0.007363680839538574 ] }, "throughput": { "unit": "tokens/s", "value": 264.5779736391137 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1057.312768, "max_global_vram": 1107.525632, "max_process_vram": 267505.967104, "max_reserved": 725.614592, "max_allocated": 513.259008 }, "latency": { "unit": "s", "count": 68, "total": 0.4846800689697266, "mean": 0.007127648073084213, "stdev": 0.0004418411599644515, "p50": 0.007151680946350098, "p90": 0.0073134569644927976, "p95": 0.007391776943206787, "p99": 0.008547670321464534, "values": [ 0.007733441829681396, 0.00764336109161377, 0.007405440807342529, 0.007339520931243897, 0.010200800895690918, 0.006982720851898193, 0.007069760799407959, 0.0070915207862854, 0.007010400772094727, 0.007103200912475586, 0.007040960788726807, 0.007085600852966309, 0.007212000846862793, 0.007109120845794677, 0.007205280780792236, 0.007128641128540039, 0.007182241916656494, 0.0071360011100769045, 0.007078721046447754, 0.007160480976104736, 0.007139841079711914, 0.007149120807647705, 0.007152801036834717, 0.007133601188659668, 0.007275681018829346, 0.007162080764770508, 0.007181921005249023, 0.007226720809936523, 0.007229920864105225, 0.007182880878448487, 0.007175681114196778, 0.007209121227264404, 0.0071505608558654786, 0.007325440883636475, 0.007156321048736572, 0.007206881999969482, 0.0071929612159729005, 0.007170880794525146, 0.0072643208503723146, 0.007208160877227783, 0.007225601196289062, 0.007217761039733887, 0.007308320999145508, 0.0071843209266662595, 0.007186400890350342, 0.0072168011665344235, 0.00722064208984375, 0.007366401195526123, 0.006986880779266357, 0.007266561031341553, 0.006971041202545166, 0.007048000812530517, 0.006930881023406983, 0.006871840953826904, 0.006858241081237793, 0.0066747207641601565, 0.006670880794525147, 0.006660480976104736, 0.006747520923614502, 0.0066361608505249026, 0.006730720996856689, 0.006784640789031983, 0.006663520812988281, 0.006660321235656738, 0.006659360885620117, 0.0067947211265563965, 0.006657441139221191, 0.006665760993957519 ] }, "throughput": { "unit": "tokens/s", "value": 140.29873385251034 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 68, "total": 0.45316294908523563, "mean": 0.006664161015959348, "stdev": 0.0004020699734908561, "p50": 0.00664936089515686, "p90": 0.006771984958648682, "p95": 0.006900049138069153, "p99": 0.007971997876167293, "values": [ 0.007137441158294678, 0.007052000999450684, 0.006881121158599853, 0.006842081069946289, 0.009666400909423828, 0.006535360813140869, 0.006639680862426758, 0.006638401031494141, 0.006583520889282227, 0.006632801055908203, 0.00660128116607666, 0.006617600917816162, 0.0067622408866882325, 0.006629920959472656, 0.006750561237335205, 0.0066792011260986325, 0.00669440221786499, 0.006690401077270508, 0.00660128116607666, 0.006677121162414551, 0.006682721138000489, 0.006630560874938965, 0.006628800868988037, 0.006644320964813232, 0.006731040954589844, 0.006665760993957519, 0.0066571211814880375, 0.006699521064758301, 0.006676480770111084, 0.006647360801696777, 0.006632960796356201, 0.006644960880279541, 0.006639680862426758, 0.00674928092956543, 0.006655041217803955, 0.006660961151123047, 0.006677441120147705, 0.006668160915374756, 0.006669120788574219, 0.006674080848693848, 0.006675361156463623, 0.006661760807037354, 0.006755041122436523, 0.0066436810493469235, 0.006661760807037354, 0.006651360988616944, 0.006660961151123047, 0.0067947211265563965, 0.0066577610969543455, 0.00691024112701416, 0.006610240936279297, 0.006699841022491455, 0.006540960788726806, 0.006522881031036377, 0.00648560094833374, 0.006326560974121094, 0.006332641124725342, 0.006327520847320556, 0.0063873610496520995, 0.006305760860443115, 0.006398561000823974, 0.0064491209983825685, 0.0063212809562683105, 0.006327361106872559, 0.0063164811134338375, 0.006450241088867188, 0.0063139209747314455, 0.006325760841369629 ] }, "throughput": { "unit": "tokens/s", "value": 150.05639833809505 }, "energy": null, "efficiency": null } } }