{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model": "timm/resnet50.a1_in1k", "processor": "timm/resnet50.a1_in1k", "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": false, "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": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "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": 949.174272, "max_global_vram": 1047.003136, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 253.912576 }, "latency": { "unit": "s", "count": 183, "total": 0.9981143059730528, "mean": 0.005454176535371874, "stdev": 0.00020629565496538404, "p50": 0.005488639831542969, "p90": 0.005720883178710937, "p95": 0.005757705688476562, "p99": 0.005880319976806642, "values": [ 0.00602726411819458, 0.005764095783233642, 0.0057580161094665525, 0.005775392055511475, 0.00575491189956665, 0.0057415680885314945, 0.005848063945770264, 0.005787648200988769, 0.005785600185394287, 0.005646336078643799, 0.00568832015991211, 0.005635072231292724, 0.005608448028564453, 0.005628928184509278, 0.005599167823791504, 0.005618720054626465, 0.005684224128723145, 0.005518335819244385, 0.005431295871734619, 0.0055101442337036136, 0.0055285758972167965, 0.0055214080810546875, 0.00555622386932373, 0.00566476821899414, 0.00572108793258667, 0.005649407863616943, 0.00573747205734253, 0.005552127838134766, 0.005587967872619629, 0.005489664077758789, 0.005618624210357666, 0.00562278413772583, 0.005636096000671387, 0.005657599925994873, 0.005642240047454834, 0.00608358383178711, 0.00561356782913208, 0.005647359848022461, 0.005780479907989502, 0.005734399795532226, 0.005591040134429932, 0.0056442880630493165, 0.005612544059753418, 0.005481472015380859, 0.005471263885498047, 0.005547967910766602, 0.005474271774291992, 0.005553152084350586, 0.005501952171325684, 0.005488639831542969, 0.005540863990783691, 0.005511104106903076, 0.005619711875915527, 0.005617663860321045, 0.005764095783233642, 0.005720064163208007, 0.005734399795532226, 0.005701632022857666, 0.005639167785644531, 0.005654528141021729, 0.005501952171325684, 0.005569536209106446, 0.005710847854614258, 0.005650432109832764, 0.005659647941589355, 0.005593088150024414, 0.005676032066345215, 0.0055623679161071774, 0.005451712131500244, 0.005499904155731201, 0.005529600143432617, 0.005596159934997558, 0.00552243185043335, 0.005639167785644531, 0.005750783920288086, 0.0055101442337036136, 0.005484543800354004, 0.00548140811920166, 0.005517312049865723, 0.005553152084350586, 0.005488639831542969, 0.005587999820709229, 0.005563392162322998, 0.005554175853729248, 0.00563097620010376, 0.005549056053161621, 0.005727231979370117, 0.005666816234588623, 0.00566374397277832, 0.005653503894805908, 0.005628928184509278, 0.005661695957183838, 0.005569536209106446, 0.005738560199737549, 0.005525504112243652, 0.005560319900512695, 0.005679103851318359, 0.005422080039978027, 0.00530847978591919, 0.005275648117065429, 0.005202943801879883, 0.005286911964416504, 0.005277632236480713, 0.005303264141082764, 0.00520908784866333, 0.005156864166259765, 0.0051476478576660155, 0.0052111358642578124, 0.005395455837249756, 0.005280767917633057, 0.005242879867553711, 0.005368832111358642, 0.0052705278396606445, 0.005379072189331055, 0.00532480001449585, 0.005286911964416504, 0.005279744148254394, 0.005405663967132568, 0.005432320117950439, 0.005252096176147461, 0.0053043198585510255, 0.005224448204040527, 0.005231616020202637, 0.0053637118339538575, 0.005214208126068115, 0.005245952129364013, 0.005276671886444092, 0.005231616020202637, 0.005216256141662597, 0.005296127796173096, 0.00522547197341919, 0.0051998720169067385, 0.005258240222930908, 0.005227519989013672, 0.00537497615814209, 0.005246047973632813, 0.0052111358642578124, 0.0051968002319335935, 0.005259263992309571, 0.005234687805175781, 0.005193727970123291, 0.005193727970123291, 0.005220352172851562, 0.005190656185150146, 0.0052941122055053715, 0.005253119945526123, 0.0053606400489807126, 0.005193727970123291, 0.005288959980010987, 0.005200863838195801, 0.005210112094879151, 0.005220352172851562, 0.005223423957824707, 0.005205056190490723, 0.005279744148254394, 0.005221375942230225, 0.005510176181793213, 0.005656576156616211, 0.005216256141662597, 0.0052336640357971195, 0.005278719902038574, 0.005238783836364746, 0.005216256141662597, 0.005417984008789062, 0.005273600101470947, 0.005283840179443359, 0.0052295680046081545, 0.00520908784866333, 0.0052008957862854, 0.005216256141662597, 0.0052008957862854, 0.005274623870849609, 0.00522649621963501, 0.005204991817474365, 0.005179391860961914, 0.005277696132659912, 0.005228544235229492, 0.005190656185150146, 0.005182464122772217, 0.0052295680046081545, 0.005213183879852295, 0.0051773438453674315, 0.0052008957862854 ] }, "throughput": { "unit": "samples/s", "value": 183.3457339553859 }, "energy": { "unit": "kWh", "cpu": 6.269612938148144e-08, "ram": 3.427888321254166e-08, "gpu": 1.3419616849735498e-07, "total": 2.3117118109137807e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4325798.72317526 } } } }