{ "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": "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", "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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 953.044992, "max_global_vram": 1047.003136, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 253.912576 }, "latency": { "unit": "s", "count": 190, "total": 0.9980964503288272, "mean": 0.005253139212256984, "stdev": 0.00019157397428242983, "p50": 0.005165056228637695, "p90": 0.005382041549682618, "p95": 0.005691955280303955, "p99": 0.006011862936019896, "values": [ 0.0062576642036437985, 0.005907423973083496, 0.005803008079528809, 0.005776415824890137, 0.00572211217880249, 0.0057118721008300784, 0.005647359848022461, 0.005832704067230224, 0.005692416191101074, 0.005682176113128662, 0.0056514558792114256, 0.005691391944885254, 0.006135807991027832, 0.005643263816833496, 0.005370880126953125, 0.005431359767913819, 0.005996543884277344, 0.005399551868438721, 0.005337088108062744, 0.005380095958709717, 0.0051773438453674315, 0.005142560005187988, 0.005232639789581299, 0.0051773438453674315, 0.005146624088287354, 0.0051701760292053225, 0.00515993595123291, 0.0051281280517578125, 0.005125120162963868, 0.005148672103881836, 0.005234687805175781, 0.005126143932342529, 0.005152768135070801, 0.005140543937683106, 0.0053012480735778805, 0.0051803522109985355, 0.00516096019744873, 0.005144576072692871, 0.005138432025909424, 0.005169151782989502, 0.005150720119476319, 0.005134335994720459, 0.0051701760292053225, 0.005195839881896973, 0.005131264209747314, 0.00517632007598877, 0.005125120162963868, 0.00516812801361084, 0.005149695873260498, 0.005173247814178467, 0.005156864166259765, 0.005174272060394287, 0.0051701760292053225, 0.005149759769439697, 0.005128191947937012, 0.00531660795211792, 0.005127168178558349, 0.00515993595123291, 0.0052111358642578124, 0.005171199798583984, 0.0051701760292053225, 0.005148672103881836, 0.005163008213043213, 0.005150752067565918, 0.005193727970123291, 0.00520908784866333, 0.005144576072692871, 0.005158912181854248, 0.0051435518264770505, 0.00515993595123291, 0.00515993595123291, 0.00515993595123291, 0.005192704200744629, 0.0051333122253417966, 0.005134335994720459, 0.005132287979125977, 0.0051404800415039064, 0.0051404800415039064, 0.005134335994720459, 0.005146624088287354, 0.005146592140197754, 0.005130239963531494, 0.00515993595123291, 0.005214272022247314, 0.005134335994720459, 0.005141503810882568, 0.005154816150665284, 0.00548038387298584, 0.00522547197341919, 0.005164031982421875, 0.005142528057098389, 0.005125120162963868, 0.005144576072692871, 0.0051333122253417966, 0.005148672103881836, 0.005138432025909424, 0.005156864166259765, 0.005149727821350098, 0.005122047901153564, 0.005138432025909424, 0.005132287979125977, 0.005236703872680664, 0.005150720119476319, 0.005121024131774903, 0.005129216194152832, 0.005120063781738281, 0.005337088108062744, 0.005538879871368408, 0.005320703983306885, 0.005364799976348877, 0.005320703983306885, 0.005313536167144775, 0.005349376201629639, 0.0053524160385131836, 0.005323775768280029, 0.005362688064575195, 0.005337088108062744, 0.005345280170440674, 0.0053350400924682614, 0.005346303939819336, 0.005355519771575928, 0.005339136123657226, 0.005315584182739258, 0.005338111877441406, 0.005341184139251709, 0.0053043198585510255, 0.005324895858764648, 0.005325727939605713, 0.0053268160820007324, 0.005343232154846191, 0.00531660795211792, 0.0053350400924682614, 0.005325823783874512, 0.005194752216339111, 0.00515180778503418, 0.005149695873260498, 0.005174272060394287, 0.005145599842071533, 0.005135359764099121, 0.005165056228637695, 0.005158912181854248, 0.005154816150665284, 0.005166016101837158, 0.005142528057098389, 0.005144576072692871, 0.005163008213043213, 0.005165056228637695, 0.005144576072692871, 0.00516096019744873, 0.005161983966827393, 0.00517632007598877, 0.00521830415725708, 0.005154816150665284, 0.00515174388885498, 0.005148672103881836, 0.005130239963531494, 0.0051660799980163576, 0.005146624088287354, 0.005121088027954102, 0.005169151782989502, 0.005138432025909424, 0.005128191947937012, 0.005146687984466553, 0.0051660799980163576, 0.005197824001312256, 0.005137407779693603, 0.0051660799980163576, 0.005135424137115478, 0.005106719970703125, 0.005122047901153564, 0.005142528057098389, 0.005141503810882568, 0.005135359764099121, 0.0051456642150878905, 0.005137407779693603, 0.00515174388885498, 0.005156864166259765, 0.0051363840103149415, 0.0051363520622253415, 0.005348351955413819, 0.005322751998901368, 0.005320703983306885, 0.005315584182739258, 0.005362688064575195, 0.0053350400924682614, 0.005368832111358642, 0.00531660795211792, 0.005339168071746826, 0.005352447986602784, 0.00535756778717041 ] }, "throughput": { "unit": "samples/s", "value": 190.3623642158067 }, "energy": { "unit": "kWh", "cpu": 6.25782272620508e-08, "ram": 3.421471130445503e-08, "gpu": 1.307939642842104e-07, "total": 2.275869028507162e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4393925.957399851 } } } }