{ "config": { "name": "pytorch_generate", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model": "google/gemma-2b", "processor": "google/gemma-2b", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_kwargs": {}, "no_weights": true, "device_map": null, "torch_dtype": "float16", "eval_mode": true, "to_bettertransformer": false, "low_cpu_mem_usage": null, "attn_implementation": null, "cache_implementation": "static", "autocast_enabled": false, "autocast_dtype": null, "torch_compile": false, "torch_compile_target": "forward", "torch_compile_config": { "backend": "inductor", "mode": "reduce-overhead", "fullgraph": true }, "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": 2, "duration": 0, "warmup_runs": 10, "input_shapes": { "batch_size": 1, "num_choices": 2, "sequence_length": 7 }, "new_tokens": null, "latency": true, "memory": true, "energy": false, "forward_kwargs": {}, "generate_kwargs": { "max_new_tokens": 128, "min_new_tokens": 128, "do_sample": false }, "call_kwargs": {} }, "launcher": { "name": "process", "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", "device_isolation": true, "device_isolation_action": "warn", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29", "processor": "x86_64", "python_version": "3.8.10", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.0.dev0", "transformers_commit": "9ba9369a2557e53a01378199a9839ec6e82d8bc7", "accelerate_version": "0.32.0.dev0", "accelerate_commit": null, "diffusers_version": null, "diffusers_commit": null, "optimum_version": "1.21.0.dev0", "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": "0.11.2.dev0", "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1751.093248, "max_global_vram": 6793.199616, "max_process_vram": 0.0, "max_reserved": 6146.752512, "max_allocated": 5036.936192 }, "latency": { "unit": "s", "count": 2, "total": 0.044326559066772464, "mean": 0.022163279533386232, "stdev": 0.000232848167419435, "p50": 0.022163279533386232, "p90": 0.02234955806732178, "p95": 0.022372842884063722, "p99": 0.022391470737457276, "values": [ 0.022396127700805665, 0.021930431365966795 ] }, "throughput": { "unit": "tokens/s", "value": 315.8377346391976 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1751.109632, "max_global_vram": 6793.199616, "max_process_vram": 0.0, "max_reserved": 6146.752512, "max_allocated": 5036.936704 }, "latency": { "unit": "s", "count": 2, "total": 5.20942333984375, "mean": 2.604711669921875, "stdev": 0.030142333984374936, "p50": 2.604711669921875, "p90": 2.6288255371093747, "p95": 2.6318397705078125, "p99": 2.6342511572265623, "values": [ 2.63485400390625, 2.5745693359375 ] }, "throughput": { "unit": "tokens/s", "value": 48.75779590752523 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 253, "total": 5.2104417285919205, "mean": 0.020594631338307978, "stdev": 0.001470644962648931, "p50": 0.020199424743652345, "p90": 0.02118328399658203, "p95": 0.021293465042114258, "p99": 0.02269499359130859, "values": [ 0.02190336036682129, 0.022136831283569337, 0.02243891143798828, 0.020356096267700196, 0.020159488677978517, 0.020214784622192384, 0.02019327926635742, 0.022972415924072266, 0.021515264511108398, 0.021219327926635743, 0.021132287979125978, 0.021127231597900392, 0.02116294479370117, 0.021133312225341795, 0.021123071670532227, 0.02106982421875, 0.02119987106323242, 0.02021990394592285, 0.02023526382446289, 0.020152320861816408, 0.020156415939331054, 0.020139007568359374, 0.020171775817871093, 0.020161535263061522, 0.02020147132873535, 0.020170751571655272, 0.020190208435058594, 0.02011238479614258, 0.020115455627441405, 0.020075519561767577, 0.020718591690063477, 0.02105548858642578, 0.021086208343505858, 0.020133888244628906, 0.020918272018432618, 0.020231168746948244, 0.020100095748901366, 0.02010419273376465, 0.020137983322143553, 0.02012057685852051, 0.020212736129760742, 0.020747264862060546, 0.02017791938781738, 0.020229120254516602, 0.020779008865356444, 0.020563968658447264, 0.020758527755737305, 0.021117952346801756, 0.021744640350341796, 0.02167500877380371, 0.020385791778564453, 0.020195327758789062, 0.020146175384521483, 0.020092927932739257, 0.0200949764251709, 0.021133312225341795, 0.021090303421020508, 0.02108006477355957, 0.02126540756225586, 0.021144575119018554, 0.02023628807067871, 0.020165632247924805, 0.020172800064086914, 0.020136959075927736, 0.020199424743652345, 0.020134912490844727, 0.020129791259765627, 0.020185087203979494, 0.020168703079223634, 0.020611072540283205, 0.021169151306152344, 0.021113855361938477, 0.021154815673828126, 0.021195775985717775, 0.021341184616088867, 0.021196800231933592, 0.021148672103881837, 0.02106470489501953, 0.023657472610473632, 0.021312511444091797, 0.021132287979125978, 0.021182464599609374, 0.021155839920043946, 0.020144128799438478, 0.02017791938781738, 0.020134912490844727, 0.020206592559814454, 0.020166656494140626, 0.02022604751586914, 0.02025984001159668, 0.02070425605773926, 0.02021785545349121, 0.020189184188842774, 0.020170751571655272, 0.020183040618896485, 0.020200447082519533, 0.02021990394592285, 0.02023628807067871, 0.0202608642578125, 0.020587520599365236, 0.02123161506652832, 0.021122047424316406, 0.021168127059936523, 0.021163007736206055, 0.021212160110473634, 0.02105548858642578, 0.02145280075073242, 0.021188608169555666, 0.021193727493286133, 0.0212807674407959, 0.021168127059936523, 0.02106879997253418, 0.021176319122314453, 0.02022809600830078, 0.020205568313598633, 0.020204544067382812, 0.020745216369628908, 0.021185535430908203, 0.021147647857666017, 0.021143552780151367, 0.021133312225341795, 0.021152767181396484, 0.021197824478149413, 0.021106687545776368, 0.021183488845825195, 0.021114879608154297, 0.042308609008789064, 0.020166656494140626, 0.020166656494140626, 0.020159488677978517, 0.020160512924194338, 0.020184064865112306, 0.020154367446899413, 0.020136959075927736, 0.020213760375976563, 0.020221952438354493, 0.02022400093078613, 0.020745216369628908, 0.019955711364746095, 0.020165632247924805, 0.020137983322143553, 0.020155391693115234, 0.020161535263061522, 0.020166656494140626, 0.020114431381225584, 0.020143104553222657, 0.020160512924194338, 0.02016972732543945, 0.020187135696411132, 0.020151296615600587, 0.020139007568359374, 0.020154367446899413, 0.020117504119873047, 0.02024038314819336, 0.02011955261230469, 0.020172800064086914, 0.02042163276672363, 0.021320703506469727, 0.02109337615966797, 0.021008384704589843, 0.020975616455078124, 0.020195327758789062, 0.020137983322143553, 0.02023321533203125, 0.020133888244628906, 0.020371456146240235, 0.020212736129760742, 0.020149248123168945, 0.020378623962402344, 0.020157440185546875, 0.020157440185546875, 0.020147199630737304, 0.020174848556518556, 0.020178943634033202, 0.020172800064086914, 0.020137983322143553, 0.020147199630737304, 0.020159488677978517, 0.020122623443603514, 0.020185087203979494, 0.020182016372680665, 0.020163583755493163, 0.020156415939331054, 0.02079641532897949, 0.021130239486694336, 0.020938751220703124, 0.02106265640258789, 0.020156415939331054, 0.020164608001708984, 0.020123647689819335, 0.019969024658203126, 0.019974143981933593, 0.02007347106933594, 0.020118528366088868, 0.020144128799438478, 0.020152320861816408, 0.020137983322143553, 0.020189184188842774, 0.02070425605773926, 0.020960256576538085, 0.020940799713134766, 0.020916223526000977, 0.02089472007751465, 0.021094400405883788, 0.02021887969970703, 0.020191232681274415, 0.020178943634033202, 0.02016972732543945, 0.020231168746948244, 0.02020351982116699, 0.020287488937377928, 0.020165632247924805, 0.020146175384521483, 0.020141056060791016, 0.020116479873657226, 0.020165632247924805, 0.020139007568359374, 0.020184064865112306, 0.02020351982116699, 0.020151296615600587, 0.020170751571655272, 0.02011955261230469, 0.020135936737060548, 0.020136959075927736, 0.020123647689819335, 0.020585472106933594, 0.020979711532592774, 0.020192256927490236, 0.020200447082519533, 0.02019430351257324, 0.020182016372680665, 0.02021171188354492, 0.020187135696411132, 0.02023628807067871, 0.02017791938781738, 0.020274175643920898, 0.020179967880249023, 0.020150272369384766, 0.020178943634033202, 0.020144128799438478, 0.019984384536743165, 0.020179967880249023, 0.020162559509277343, 0.02024345588684082, 0.020176895141601564, 0.020160512924194338, 0.020091903686523437, 0.020168703079223634, 0.020164608001708984, 0.020187135696411132, 0.020144128799438478, 0.020139007568359374, 0.020125696182250977 ] }, "throughput": { "unit": "tokens/s", "value": 48.556343814705954 }, "energy": null, "efficiency": null } } }