{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 864.825344, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 8.225439453125, "mean": 8.225439453125, "stdev": 0.0, "p50": 8.225439453125, "p90": 8.225439453125, "p95": 8.225439453125, "p99": 8.225439453125, "values": [ 8.225439453125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.279847631944259e-06, "ram": 2.3296256451611724e-06, "gpu": 6.895838849999914e-06, "total": 1.3505312127105346e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1104.11776, "max_global_vram": 791.150592, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 137, "total": 0.9988762583732606, "mean": 0.007291067579366865, "stdev": 0.00018455166216730222, "p50": 0.007355391979217529, "p90": 0.007499161720275879, "p95": 0.007519846248626709, "p99": 0.007557365608215332, "values": [ 0.007546879768371582, 0.007506944179534912, 0.007488512039184571, 0.007443488121032715, 0.007455743789672851, 0.007516160011291504, 0.007513088226318359, 0.007508992195129394, 0.007464960098266602, 0.007396351814270019, 0.007426047801971435, 0.007452672004699707, 0.0074106879234313965, 0.007360511779785156, 0.007346176147460938, 0.007325695991516113, 0.007404543876647949, 0.007656447887420655, 0.007260159969329834, 0.0072130560874938965, 0.007188447952270508, 0.007123968124389648, 0.007200767993927002, 0.007147520065307617, 0.007170048236846924, 0.007456831932067871, 0.007486464023590088, 0.007434239864349365, 0.007475168228149414, 0.0074106879234313965, 0.00745472002029419, 0.007457791805267334, 0.007478271961212158, 0.007502848148345947, 0.007437312126159668, 0.007290880203247071, 0.007334911823272705, 0.007361536026000977, 0.007420928001403809, 0.007357439994812012, 0.007394303798675537, 0.007415808200836181, 0.007379968166351319, 0.007472127914428711, 0.007531519889831543, 0.007476223945617676, 0.0074967041015625, 0.0074926080703735356, 0.00744755220413208, 0.007333888053894043, 0.007437312126159668, 0.0074741759300231934, 0.007473152160644531, 0.007419904232025146, 0.007475200176239013, 0.007482367992401123, 0.007326720237731933, 0.007331840038299561, 0.007473152160644531, 0.007373824119567871, 0.007522304058074952, 0.007415808200836181, 0.007337920188903809, 0.007379007816314697, 0.0073697280883789065, 0.0074035201072692874, 0.007384064197540283, 0.007379968166351319, 0.007475200176239013, 0.0075632638931274416, 0.007535615921020508, 0.0075304961204528805, 0.007519231796264648, 0.007511040210723877, 0.0074700798988342285, 0.007205887794494629, 0.007288832187652588, 0.007480319976806641, 0.007493631839752197, 0.007459839820861816, 0.007386112213134765, 0.007367743968963623, 0.007250944137573242, 0.007211008071899414, 0.007420928001403809, 0.007228415966033935, 0.007035903930664063, 0.0070522880554199216, 0.007165952205657959, 0.007268352031707764, 0.007265247821807861, 0.007241727828979493, 0.007237631797790528, 0.007397408008575439, 0.007378943920135498, 0.007170048236846924, 0.00703385591506958, 0.007057407855987549, 0.007238656044006348, 0.007355391979217529, 0.007200767993927002, 0.00704307222366333, 0.007077888011932373, 0.007068640232086182, 0.007053311824798584, 0.007035903930664063, 0.007027711868286133, 0.007041024208068848, 0.007063551902770996, 0.007122943878173828, 0.007045119762420654, 0.007038976192474365, 0.007077888011932373, 0.007076863765716553, 0.007066624164581299, 0.007065599918365479, 0.00705836820602417, 0.007051296234130859, 0.0070594558715820314, 0.007017471790313721, 0.007048192024230957, 0.007020544052124023, 0.0070522880554199216, 0.006996992111206054, 0.006993919849395752, 0.007031807899475098, 0.0071198720932006835, 0.007007232189178467, 0.006994944095611572, 0.007048192024230957, 0.007031807899475098, 0.007018496036529541, 0.007046144008636474, 0.007007232189178467, 0.0070348801612854, 0.007017471790313721, 0.007027775764465332 ] }, "throughput": { "unit": "samples/s", "value": 137.15412580044102 }, "energy": { "unit": "kWh", "cpu": 8.270934239486995e-08, "ram": 4.5079764861770945e-08, "gpu": 1.8327175155555512e-07, "total": 3.11060858812196e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3214804.986453642 } } } }