{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model_type": "resnet50", "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": {}, "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, "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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 789.245952, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.45445556640625, "mean": 7.45445556640625, "stdev": 0.0, "p50": 7.45445556640625, "p90": 7.45445556640625, "p95": 7.45445556640625, "p99": 7.45445556640625, "values": [ 7.45445556640625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.318594932556153e-06, "ram": 2.3511997609966787e-06, "gpu": 6.799727661999273e-06, "total": 1.3469522355552106e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 976.744448, "max_global_vram": 1040.71168, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 245.323264 }, "latency": { "unit": "s", "count": 148, "total": 0.9967222080230714, "mean": 0.0067346095136694, "stdev": 0.00022174438474408008, "p50": 0.006716943979263305, "p90": 0.007009167909622193, "p95": 0.007053260779380798, "p99": 0.00716996606349945, "values": [ 0.007200767993927002, 0.007054336071014404, 0.007086143970489502, 0.007357408046722412, 0.007096320152282715, 0.007067647933959961, 0.006909952163696289, 0.006994944095611572, 0.006921279907226563, 0.006906847953796386, 0.006907904148101806, 0.006917215824127197, 0.006846303939819336, 0.006751232147216797, 0.006838272094726563, 0.006880383968353271, 0.006930367946624756, 0.006952960014343262, 0.0070256638526916505, 0.0069816322326660156, 0.006849535942077637, 0.006806528091430664, 0.006949888229370117, 0.006948863983154297, 0.006978559970855713, 0.006919167995452881, 0.00695091199874878, 0.006947840213775635, 0.006879231929779053, 0.006976511955261231, 0.006686719894409179, 0.0067041277885437015, 0.006552671909332276, 0.0065484800338745115, 0.006913023948669434, 0.00688643217086792, 0.006854464054107666, 0.006913023948669434, 0.00693555212020874, 0.0068782720565795895, 0.006979584217071533, 0.0069918718338012695, 0.006982687950134277, 0.007008255958557129, 0.007135231971740722, 0.0069415678977966305, 0.006919167995452881, 0.006918144226074219, 0.006953983783721924, 0.007039999961853028, 0.006933504104614257, 0.006930431842803955, 0.006883327960968018, 0.006860799789428711, 0.0069324798583984375, 0.006945792198181152, 0.007011295795440674, 0.006875135898590088, 0.00687718391418457, 0.007051263809204102, 0.006875135898590088, 0.006929408073425293, 0.006916096210479736, 0.0068577280044555666, 0.007038976192474365, 0.007058432102203369, 0.007031807899475098, 0.006934463977813721, 0.0067051520347595215, 0.006658048152923584, 0.006670335769653321, 0.00669593620300293, 0.00666534423828125, 0.006626368045806885, 0.0065710082054138185, 0.006539455890655518, 0.0064245758056640625, 0.006323200225830078, 0.006486015796661377, 0.006804480075836182, 0.006663167953491211, 0.006560832023620605, 0.006428671836853027, 0.006557695865631104, 0.006503424167633057, 0.006798367977142334, 0.0068310718536376954, 0.006875135898590088, 0.006856704235076904, 0.007016448020935059, 0.006840320110321045, 0.0067164478302001954, 0.006666240215301514, 0.0065781760215759275, 0.006569983959197998, 0.006730751991271973, 0.006746111869812011, 0.006452223777770996, 0.006532095909118653, 0.00653107213973999, 0.006603775978088379, 0.006553631782531738, 0.00658022403717041, 0.006471712112426758, 0.006518784046173095, 0.006584415912628174, 0.006491136074066162, 0.006508543968200684, 0.00648089599609375, 0.006503424167633057, 0.006491136074066162, 0.006690815925598144, 0.0064869441986083985, 0.006475776195526123, 0.006416543960571289, 0.006486015796661377, 0.006456319808959961, 0.0064204797744750975, 0.006542335987091064, 0.006466559886932373, 0.006511712074279785, 0.006500351905822754, 0.006466559886932373, 0.006518784046173095, 0.0065669121742248536, 0.006404096126556396, 0.006516736030578613, 0.006565887928009034, 0.006717440128326416, 0.006520832061767578, 0.006501535892486573, 0.00649513578414917, 0.006508543968200684, 0.006498303890228272, 0.006471680164337158, 0.006523808002471924, 0.006461440086364746, 0.006518784046173095, 0.006466559886932373, 0.006510496139526367, 0.0065136637687683106, 0.006518784046173095, 0.006458367824554443, 0.006687744140625, 0.006508543968200684, 0.006467584133148193, 0.006518784046173095, 0.006427648067474365 ] }, "throughput": { "unit": "samples/s", "value": 148.48670854193932 }, "energy": { "unit": "kWh", "cpu": 7.594033247894712e-08, "ram": 4.1519037971224095e-08, "gpu": 1.6566964820513057e-07, "total": 2.8312901865530175e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3531958.697661648 } } } }