{ "config": { "name": "cuda_inference_transformers_token-classification_microsoft/deberta-v3-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "token-classification", "model": "microsoft/deberta-v3-base", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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", "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 975.36, "max_global_vram": 1434.976256, "max_process_vram": 0.0, "max_reserved": 794.820608, "max_allocated": 753.607168 }, "latency": { "unit": "s", "count": 72, "total": 1.0089079332351683, "mean": 0.014012610183821784, "stdev": 0.0002860015472250758, "p50": 0.013942319869995118, "p90": 0.014350130844116212, "p95": 0.014402969598770141, "p99": 0.015094637765884404, "values": [ 0.014397439956665039, 0.01554758358001709, 0.014909631729125976, 0.014367744445800782, 0.013990912437438965, 0.013880319595336914, 0.013815808296203613, 0.013830143928527832, 0.013735936164855958, 0.014005248069763183, 0.014096384048461913, 0.013790207862854004, 0.013981696128845214, 0.014025792121887207, 0.014141440391540527, 0.01396019172668457, 0.013847552299499511, 0.01385267162322998, 0.013780991554260253, 0.013757439613342285, 0.014121983528137207, 0.013889535903930664, 0.014091391563415528, 0.014026752471923828, 0.013969408035278321, 0.014095359802246094, 0.014002176284790039, 0.01406873607635498, 0.013717503547668456, 0.014034943580627441, 0.014368767738342286, 0.013854720115661622, 0.013891551971435547, 0.01398681640625, 0.01378713607788086, 0.014253055572509766, 0.014125056266784668, 0.014178112030029296, 0.013849599838256836, 0.013847552299499511, 0.013737983703613281, 0.01378713607788086, 0.013812735557556152, 0.013742079734802246, 0.014217215538024902, 0.014356479644775391, 0.014439328193664551, 0.014409728050231933, 0.014169088363647461, 0.014233599662780762, 0.014256128311157227, 0.014195712089538574, 0.01386780834197998, 0.01390988826751709, 0.013906847953796387, 0.013820927619934082, 0.014292991638183594, 0.013759488105773926, 0.013771776199340821, 0.013819775581359862, 0.013884415626525879, 0.0138504638671875, 0.013733887672424316, 0.013883392333984374, 0.01391312026977539, 0.01399500846862793, 0.01377184009552002, 0.013825984001159667, 0.013757439613342285, 0.013996031761169434, 0.013989888191223144, 0.013924448013305665 ] }, "throughput": { "unit": "samples/s", "value": 71.36429165456603 }, "energy": { "unit": "kWh", "cpu": 1.6502592666649527e-07, "ram": 9.013577984357349e-08, "gpu": 3.5299410955555003e-07, "total": 6.081558160656188e-07 }, "efficiency": { "unit": "samples/kWh", "value": 1644315.4428241167 } } } }