{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "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": "91971089040d6dac4da0f6b0a30eec8415a34544", "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": 903.684096, "max_global_vram": 841.781248, "max_process_vram": 42439.380992, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 6.94510302734375, "mean": 6.94510302734375, "stdev": 0.0, "p50": 6.94510302734375, "p90": 6.94510302734375, "p95": 6.94510302734375, "p99": 6.94510302734375, "values": [ 6.94510302734375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1017.368576, "max_global_vram": 897.101824, "max_process_vram": 215974.465536, "max_reserved": 555.74528, "max_allocated": 499.4432 }, "latency": { "unit": "s", "count": 143, "total": 0.9956697506904602, "mean": 0.006962725529303917, "stdev": 0.0005691437276907642, "p50": 0.006825791835784912, "p90": 0.007133793067932129, "p95": 0.007450834798812867, "p99": 0.009271700410842928, "values": [ 0.007263234138488769, 0.007284674167633056, 0.007477795124053955, 0.007529314994812012, 0.007733315944671631, 0.007474434852600098, 0.007459714889526368, 0.007299553871154785, 0.0072061138153076175, 0.01033796787261963, 0.007370913982391357, 0.006795072078704834, 0.0068067522048950195, 0.006819070816040039, 0.006791232109069824, 0.006789152145385742, 0.006847231864929199, 0.006804990768432617, 0.006829951763153076, 0.006844192028045654, 0.006804031848907471, 0.0068237118721008305, 0.006817630767822266, 0.006843871116638184, 0.006819392204284668, 0.006793791770935058, 0.006821792125701904, 0.00681619119644165, 0.006795711994171142, 0.0068067522048950195, 0.006810911178588867, 0.006802751064300537, 0.0068000321388244625, 0.0068384318351745604, 0.006817471981048584, 0.0067800312042236325, 0.006815392017364502, 0.006784512042999268, 0.006812191009521485, 0.006798751831054687, 0.006828351020812988, 0.012300698280334473, 0.00585858678817749, 0.00681139087677002, 0.006815071105957031, 0.006800191879272461, 0.006813792228698731, 0.006805631160736084, 0.006826910972595215, 0.006819231986999512, 0.006800352096557617, 0.0068403520584106444, 0.006820671081542969, 0.0067805109024047855, 0.0068169918060302735, 0.0068262720108032224, 0.006805631160736084, 0.006790911197662354, 0.006838111877441406, 0.0067926721572875975, 0.006790111064910889, 0.006803552150726319, 0.006820352077484131, 0.006834432125091553, 0.006825791835784912, 0.006863232135772705, 0.006853472232818603, 0.006810750961303711, 0.006805631160736084, 0.006793312072753906, 0.006808191776275635, 0.006797630786895752, 0.006819392204284668, 0.006824672222137451, 0.006814271926879883, 0.006804191112518311, 0.006807072162628174, 0.006785632133483887, 0.006789951801300049, 0.006791070938110351, 0.006801951885223389, 0.006780191898345948, 0.006794911861419678, 0.006817471027374267, 0.006817310810089111, 0.006805952072143555, 0.006846752166748047, 0.006830751895904541, 0.006832352161407471, 0.006830431938171387, 0.006833151817321777, 0.006809310913085937, 0.00682659101486206, 0.0068072319030761715, 0.006802432060241699, 0.007157153129577637, 0.0068310718536376954, 0.006820511817932129, 0.006810272216796875, 0.006804031848907471, 0.0068243517875671384, 0.0068203511238098145, 0.006812351226806641, 0.006810751914978028, 0.006836991786956787, 0.006825471878051758, 0.007799235820770264, 0.00734947395324707, 0.007005792140960693, 0.00698179292678833, 0.006966271877288818, 0.006968992233276367, 0.007033953189849854, 0.007008993148803711, 0.006975552082061767, 0.006969472885131836, 0.0070136327743530276, 0.006984992027282715, 0.006987873077392578, 0.006970592975616455, 0.006974112033843994, 0.006976033210754394, 0.006972511768341064, 0.006938752174377442, 0.006964032173156738, 0.006958111763000489, 0.006966753005981445, 0.006931871891021729, 0.00694707202911377, 0.0069269118309021, 0.006944032192230225, 0.006962112903594971, 0.006983551979064941, 0.0069222722053527835, 0.006962912082672119, 0.006923072814941407, 0.006936031818389893, 0.006936192035675049, 0.006969632148742676, 0.0069685130119323735, 0.006959392070770264, 0.006995713233947754, 0.007040352821350098 ] }, "throughput": { "unit": "samples/s", "value": 143.6219187143476 }, "energy": null, "efficiency": null } } }