{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "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": 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, "latency": true, "memory": 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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "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": "0.2.1", "optimum_benchmark_commit": "dc29eecfd7850e87154a5a92442eb64d237d0070", "transformers_version": "4.41.0", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1060.077568, "max_global_vram": 1758.093312, "max_process_vram": 164972.1344, "max_reserved": 406.847488, "max_allocated": 355.30752 }, "latency": { "unit": "s", "count": 145, "total": 0.9959135065078735, "mean": 0.006868369010399128, "stdev": 0.0008533978816832047, "p50": 0.006753283977508545, "p90": 0.007190853023529051, "p95": 0.008084133911132814, "p99": 0.01080827014923096, "values": [ 0.01123024845123291, 0.010271206855773925, 0.010187047004699707, 0.00936928653717041, 0.007608325004577637, 0.008077606201171875, 0.008085765838623048, 0.00799952507019043, 0.007471045970916748, 0.011788007736206054, 0.008156166076660157, 0.008046245574951172, 0.007404644966125488, 0.007052804946899414, 0.006763844966888428, 0.006811843872070312, 0.006985125064849854, 0.006795205116271972, 0.0068611249923706055, 0.00681552505493164, 0.006819845199584961, 0.006756965160369873, 0.006753283977508545, 0.006976964950561523, 0.0068257651329040525, 0.00677024507522583, 0.006772325038909912, 0.006802565097808838, 0.006783204078674316, 0.006789764881134033, 0.006760805130004883, 0.0067718448638916014, 0.006762245178222656, 0.006724324226379395, 0.006765285015106201, 0.0067974448204040526, 0.0067492852210998535, 0.006764803886413574, 0.0067902450561523435, 0.006779045104980469, 0.0066881651878356934, 0.006814245223999023, 0.006798884868621826, 0.006797284126281738, 0.006968645095825196, 0.00683360481262207, 0.00680896520614624, 0.006732164859771728, 0.006816005229949951, 0.00679888391494751, 0.0067937650680542, 0.006862724781036377, 0.0070390448570251465, 0.007013925075531006, 0.006923365116119385, 0.006891685009002686, 0.007018724918365479, 0.006828165054321289, 0.006988484859466553, 0.007021124839782715, 0.00693728494644165, 0.006916324138641358, 0.010239527702331544, 0.007282885074615478, 0.006795845031738281, 0.006751523971557617, 0.00675008487701416, 0.0067400050163269045, 0.006741284847259521, 0.006757925033569336, 0.00675792407989502, 0.006791685104370117, 0.006724965095520019, 0.0066441650390625, 0.006104484081268311, 0.006593124866485596, 0.0062612838745117185, 0.00626160478591919, 0.0063817639350891115, 0.006075203895568848, 0.006237764835357666, 0.006452323913574219, 0.0061406450271606445, 0.0064030442237854, 0.0065217652320861816, 0.006414083957672119, 0.006520645141601562, 0.006408965110778809, 0.006558884143829346, 0.006372324943542481, 0.006371203899383545, 0.006336965084075928, 0.006589283943176269, 0.006433285236358642, 0.006380323886871338, 0.006353925228118897, 0.006800004959106445, 0.00649040412902832, 0.006652005195617676, 0.006426084995269776, 0.006487204074859619, 0.006416965007781983, 0.006494403839111328, 0.006776645183563233, 0.006755845069885254, 0.006862884998321534, 0.006855364799499512, 0.00661088514328003, 0.00645504379272461, 0.006486565113067627, 0.00645168399810791, 0.006468325138092041, 0.006325764179229736, 0.006632005214691162, 0.006443844795227051, 0.00642112398147583, 0.006416325092315674, 0.006266404151916504, 0.006470564842224121, 0.006644323825836181, 0.006543525218963623, 0.006570405006408692, 0.0063060841560363765, 0.006436325073242187, 0.006546884059906006, 0.006783524990081787, 0.006779204845428466, 0.006809605121612549, 0.006283204078674317, 0.006430085182189941, 0.006338243961334229, 0.006459364891052246, 0.006456803798675537, 0.006423523902893066, 0.006353125095367431, 0.006441604137420654, 0.006274565219879151, 0.006698244094848633, 0.006324005126953125, 0.006280484199523925, 0.006812164783477783, 0.006620005130767822, 0.006571363925933838, 0.006700485229492187, 0.006620964050292969 ] }, "throughput": { "unit": "samples/s", "value": 145.5949729092801 }, "energy": null, "efficiency": null } } }