{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "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": 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": { "forward": { "memory": { "unit": "MB", "max_ram": 882.610176, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 363.85792 }, "latency": { "unit": "s", "count": 208, "total": 1.019195383548737, "mean": 0.004899977805522772, "stdev": 0.00011143150918812546, "p50": 0.004857855796813965, "p90": 0.005060812950134277, "p95": 0.005140121555328369, "p99": 0.005206988887786866, "values": [ 0.005469183921813964, 0.005148672103881836, 0.005087232112884522, 0.005190656185150146, 0.005192704200744629, 0.005153791904449463, 0.005161983966827393, 0.005208064079284668, 0.0051404800415039064, 0.005161983966827393, 0.005139455795288086, 0.005720064163208007, 0.004910079956054687, 0.004939775943756103, 0.0049500160217285155, 0.00486297607421875, 0.00486297607421875, 0.00486297607421875, 0.004868095874786377, 0.004859903812408447, 0.00487014389038086, 0.004859903812408447, 0.004869120121002197, 0.00486297607421875, 0.00486297607421875, 0.004858880043029785, 0.004865024089813232, 0.004850687980651855, 0.0048496642112731934, 0.004851712226867676, 0.004847616195678711, 0.004847616195678711, 0.0048527359962463375, 0.0048496642112731934, 0.004848639965057373, 0.004853759765625, 0.0048496642112731934, 0.004846591949462891, 0.0048496642112731934, 0.004851712226867676, 0.004847616195678711, 0.0048496642112731934, 0.004847616195678711, 0.004847616195678711, 0.0048496642112731934, 0.004848639965057373, 0.004851712226867676, 0.004846591949462891, 0.004853759765625, 0.004848639965057373, 0.004850687980651855, 0.004848639965057373, 0.004850687980651855, 0.00485478401184082, 0.004858880043029785, 0.004860928058624267, 0.004859903812408447, 0.0048568320274353025, 0.0048558077812194825, 0.004858880043029785, 0.0048568320274353025, 0.0048527359962463375, 0.0048568320274353025, 0.004860928058624267, 0.004857855796813965, 0.0048568320274353025, 0.004857855796813965, 0.004853759765625, 0.004858880043029785, 0.004857855796813965, 0.00485478401184082, 0.0048527359962463375, 0.004857855796813965, 0.004853759765625, 0.004857855796813965, 0.0048568320274353025, 0.004853759765625, 0.0048558077812194825, 0.0048568320274353025, 0.004858880043029785, 0.0048568320274353025, 0.0048568320274353025, 0.004858880043029785, 0.0048568320274353025, 0.004858880043029785, 0.004859903812408447, 0.004975615978240967, 0.004977663993835449, 0.005000192165374756, 0.0050165758132934574, 0.004965375900268554, 0.004985856056213379, 0.004999167919158935, 0.005119999885559082, 0.005105663776397705, 0.0051333122253417966, 0.0051363840103149415, 0.005101568222045898, 0.005059584140777588, 0.0051066880226135255, 0.0050503678321838375, 0.0050462718009948735, 0.0050462718009948735, 0.005063680171966553, 0.004974592208862305, 0.005158912181854248, 0.005105663776397705, 0.004967423915863037, 0.004902912139892578, 0.004899839878082276, 0.004858880043029785, 0.00485478401184082, 0.0048558077812194825, 0.004859903812408447, 0.004858880043029785, 0.004853759765625, 0.004859903812408447, 0.0048568320274353025, 0.00485478401184082, 0.0048568320274353025, 0.00485478401184082, 0.004853759765625, 0.004857855796813965, 0.0048558077812194825, 0.0048558077812194825, 0.004858880043029785, 0.004858880043029785, 0.0048568320274353025, 0.004857855796813965, 0.0048568320274353025, 0.004859903812408447, 0.0048568320274353025, 0.004857855796813965, 0.004858880043029785, 0.0048558077812194825, 0.00486297607421875, 0.004859903812408447, 0.004857855796813965, 0.004851712226867676, 0.004859903812408447, 0.0048558077812194825, 0.004859903812408447, 0.0048558077812194825, 0.004853759765625, 0.0048558077812194825, 0.004858880043029785, 0.004860928058624267, 0.0048527359962463375, 0.0048558077812194825, 0.0048568320274353025, 0.004857855796813965, 0.004857855796813965, 0.0048558077812194825, 0.004853759765625, 0.004857855796813965, 0.00485478401184082, 0.004858880043029785, 0.0048568320274353025, 0.0048558077812194825, 0.00485478401184082, 0.004857855796813965, 0.004853759765625, 0.004858880043029785, 0.004858880043029785, 0.004859903812408447, 0.0048558077812194825, 0.004858880043029785, 0.004853759765625, 0.004859903812408447, 0.00485478401184082, 0.00485478401184082, 0.004853759765625, 0.004860928058624267, 0.0048558077812194825, 0.0048558077812194825, 0.004860928058624267, 0.004858880043029785, 0.0048568320274353025, 0.0048568320274353025, 0.0048558077812194825, 0.004859903812408447, 0.0048558077812194825, 0.004860928058624267, 0.00485478401184082, 0.004857855796813965, 0.004857855796813965, 0.004851712226867676, 0.004857855796813965, 0.00485478401184082, 0.00485478401184082, 0.004858880043029785, 0.004858880043029785, 0.0048558077812194825, 0.0048527359962463375, 0.004858880043029785, 0.004858880043029785, 0.004859903812408447, 0.00485478401184082, 0.004857855796813965, 0.004859903812408447, 0.004857855796813965, 0.00485478401184082, 0.0048558077812194825, 0.00485478401184082, 0.0048568320274353025, 0.004853759765625, 0.0048558077812194825, 0.0048558077812194825 ] }, "throughput": { "unit": "samples/s", "value": 204.08255704197242 }, "energy": { "unit": "kWh", "cpu": 5.7676436086276016e-08, "ram": 3.1538078145945794e-08, "gpu": 3.3843365673920806e-07, "total": 4.2764817097142993e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2338370.810118132 } } } }