{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_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": true, "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 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.252864, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 791.216128, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.43414990234375, "mean": 7.43414990234375, "stdev": 0.0, "p50": 7.43414990234375, "p90": 7.43414990234375, "p95": 7.43414990234375, "p99": 7.43414990234375, "values": [ 7.43414990234375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.91937663194046e-07, "ram": 5.279014075337472e-07, "gpu": 1.6486124299998697e-06, "total": 3.1684515007276628e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1206.079488, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 70, "total": 0.4877619524002074, "mean": 0.006968027891431536, "stdev": 0.000354291044972093, "p50": 0.006954368114471436, "p90": 0.007479571342468262, "p95": 0.00754891505241394, "p99": 0.007680644311904908, "values": [ 0.0078063678741455075, 0.007538847923278809, 0.00741164779663086, 0.006999904155731201, 0.007256351947784424, 0.00717193603515625, 0.007011903762817383, 0.00707155179977417, 0.0075194559097290035, 0.007296800136566162, 0.007067359924316406, 0.007093376159667969, 0.00725216007232666, 0.00747814416885376, 0.007076511859893799, 0.006963776111602783, 0.00692742395401001, 0.006937888145446778, 0.00690396785736084, 0.007186592102050781, 0.0075649600028991695, 0.007365568161010742, 0.0076241598129272465, 0.007557151794433593, 0.00741318416595459, 0.00689846420288086, 0.006959136009216309, 0.00749241590499878, 0.007024256229400635, 0.006861343860626221, 0.006936736106872558, 0.00702950382232666, 0.007132256031036377, 0.007223296165466309, 0.007014463901519776, 0.0069762558937072755, 0.007203807830810547, 0.006884479999542236, 0.006731904029846191, 0.006797855854034424, 0.006471456050872803, 0.006939040184020996, 0.007273952007293701, 0.007350304126739502, 0.007282368183135986, 0.006929247856140137, 0.006949600219726563, 0.006886911869049072, 0.006781504154205322, 0.006409791946411133, 0.006302559852600097, 0.006380320072174072, 0.006415808200836181, 0.00630953598022461, 0.006612607955932617, 0.006803872108459473, 0.006704544067382813, 0.006721727848052979, 0.0066739521026611326, 0.006708352088928222, 0.006586080074310303, 0.006726367950439453, 0.006447199821472168, 0.0070722241401672365, 0.006435840129852295, 0.006323232173919678, 0.006711359977722168, 0.006470687866210937, 0.006777599811553955, 0.006640736103057861 ] }, "throughput": { "unit": "tokens/s", "value": 287.02525752793923 }, "energy": { "unit": "kWh", "cpu": 7.828141880025652e-08, "ram": 4.280023060154963e-08, "gpu": 1.5466934888157938e-07, "total": 2.757509982833855e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7252920.252149468 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1225.027584, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 70, "total": 0.5136302404403686, "mean": 0.0073375748634338395, "stdev": 0.0003633100153642234, "p50": 0.007302511930465699, "p90": 0.00781523518562317, "p95": 0.007908231949806215, "p99": 0.008087062320709229, "values": [ 0.007952256202697754, 0.008037759780883788, 0.0077331199645996095, 0.007511295795440674, 0.0076910400390625, 0.007728064060211181, 0.007361152172088623, 0.007667679786682129, 0.007879263877868652, 0.007803423881530762, 0.007428927898406983, 0.0074860482215881345, 0.007808640003204346, 0.007763552188873291, 0.00731657600402832, 0.0073036479949951175, 0.00740227222442627, 0.007330368041992188, 0.0073911681175231935, 0.00788649606704712, 0.007926015853881837, 0.008196800231933594, 0.007874591827392578, 0.007750783920288086, 0.007712607860565186, 0.007408160209655762, 0.0074019842147827145, 0.0072995200157165525, 0.0072646718025207516, 0.007241792201995849, 0.007270368099212646, 0.007506688117980957, 0.007335455894470215, 0.007493855953216552, 0.007777215957641602, 0.007220672130584717, 0.00731609582901001, 0.007079232215881348, 0.007301375865936279, 0.006801727771759033, 0.006650656223297119, 0.00755731201171875, 0.007582623958587647, 0.007725279808044433, 0.007228223800659179, 0.007208640098571777, 0.007182176113128662, 0.007238783836364746, 0.00706931209564209, 0.006755936145782471, 0.006626815795898438, 0.0066312642097473146, 0.006763967990875244, 0.006819392204284668, 0.007203360080718994, 0.007101439952850342, 0.007074592113494873, 0.007055776119232178, 0.007091263771057129, 0.007094751834869384, 0.007201727867126465, 0.007076191902160645, 0.0070044159889221195, 0.007137663841247558, 0.006772704124450683, 0.0070314879417419434, 0.006924384117126465, 0.007056320190429687, 0.00701577615737915, 0.007085631847381592 ] }, "throughput": { "unit": "tokens/s", "value": 136.28481052825944 }, "energy": { "unit": "kWh", "cpu": 7.327388635094159e-08, "ram": 3.9855491280703797e-08, "gpu": 1.4055943863740757e-07, "total": 2.5368881626905306e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3941837.1479940866 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 70, "total": 0.47974063968658437, "mean": 0.006853437709808349, "stdev": 0.00030874592503193525, "p50": 0.006809567928314209, "p90": 0.007269376182556153, "p95": 0.0073761359691619875, "p99": 0.0075038719177246095, "values": [ 0.007401472091674805, 0.0075038719177246095, 0.007175168037414551, 0.006994944095611572, 0.007185408115386963, 0.0071792640686035155, 0.00682700777053833, 0.007134208202362061, 0.007350175857543945, 0.007261184215545655, 0.006904831886291504, 0.006949888229370117, 0.007250944137573242, 0.007200767993927002, 0.00682700777053833, 0.006765567779541016, 0.006884352207183838, 0.006817791938781738, 0.006862847805023193, 0.007346176147460938, 0.00739737606048584, 0.0075038719177246095, 0.0073431038856506346, 0.007203839778900147, 0.007156735897064209, 0.006882304191589355, 0.006854656219482422, 0.006800384044647217, 0.006748159885406494, 0.006706175804138184, 0.006766592025756836, 0.0069621758460998535, 0.006819839954376221, 0.006958079814910889, 0.0072468481063842774, 0.0066979842185974124, 0.006831103801727295, 0.006643712043762207, 0.006778880119323731, 0.006400000095367431, 0.006248447895050049, 0.007064576148986816, 0.007070687770843506, 0.00717526388168335, 0.006801343917846679, 0.006778880119323731, 0.006726528167724609, 0.0068351998329162595, 0.006625279903411865, 0.006369279861450195, 0.006240255832672119, 0.006244351863861084, 0.0063640961647033695, 0.006412288188934326, 0.006725632190704346, 0.00669593620300293, 0.006673408031463623, 0.0066447358131408694, 0.006677504062652588, 0.006683648109436035, 0.0067717118263244626, 0.006639616012573242, 0.006595583915710449, 0.006702079772949219, 0.006385663986206055, 0.006633471965789795, 0.006505472183227539, 0.006635519981384277, 0.006616064071655273, 0.006673408031463623 ] }, "throughput": { "unit": "tokens/s", "value": 145.91217464030387 }, "energy": null, "efficiency": null } } }