{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "device": "cuda", "device_ids": "5", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_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, "memory": true, "latency": true, "energy": false, "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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": 1034.399744, "max_global_vram": 68702.69952, "max_process_vram": 44947.423232, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.1447783203125, "mean": 8.1447783203125, "stdev": 0.0, "p50": 8.1447783203125, "p90": 8.1447783203125, "p95": 8.1447783203125, "p99": 8.1447783203125, "values": [ 8.1447783203125 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1164.197888, "max_global_vram": 68702.69952, "max_process_vram": 225674.031104, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 133, "total": 1.0039466438293458, "mean": 0.007548471006235681, "stdev": 0.0015299985621818849, "p50": 0.0075959739685058595, "p90": 0.007701221942901611, "p95": 0.007799845504760742, "p99": 0.014211061820983901, "values": [ 0.007720452785491943, 0.007671974182128906, 0.007859333038330078, 0.007679014205932617, 0.007774373054504394, 0.007655014038085937, 0.007681253910064697, 0.007644773960113526, 0.007890052795410156, 0.007679654121398926, 0.007702534198760986, 0.007703972816467285, 0.007672294139862061, 0.0076724538803100584, 0.007660614013671875, 0.007695972919464111, 0.007727014064788818, 0.007329734802246093, 0.007442214012145996, 0.007626853942871094, 0.007566693782806396, 0.00751005506515503, 0.007329574108123779, 0.007838054180145264, 0.007270215034484863, 0.007506534099578858, 0.0076724538803100584, 0.007668774127960205, 0.007631653785705566, 0.0076154937744140625, 0.00762973403930664, 0.0076154937744140625, 0.007652453899383545, 0.007616773128509522, 0.0076572542190551755, 0.0076460537910461425, 0.007645733833312988, 0.014887309074401856, 0.007743173122406006, 0.007675494194030762, 0.007645413875579834, 0.0076455740928649905, 0.007639974117279053, 0.0075959739685058595, 0.007656453132629394, 0.007647493839263916, 0.007611653804779053, 0.007625574111938476, 0.00762317419052124, 0.007669573783874512, 0.007641893863677978, 0.0076433329582214354, 0.007661573886871338, 0.007643814086914062, 0.0076081337928771975, 0.007668454170227051, 0.007643972873687744, 0.007654533863067627, 0.007647654056549072, 0.0076284542083740236, 0.007663814067840577, 0.007670053005218506, 0.007670534133911133, 0.00767997407913208, 0.012774036407470704, 0.0076154937744140625, 0.0076388540267944335, 0.007662213802337646, 0.007636134147644043, 0.007420293807983399, 0.007280294895172119, 0.007115015983581543, 0.007062215805053711, 0.006970536231994629, 0.0070658960342407226, 0.007170215129852295, 0.007293894767761231, 0.007220294952392578, 0.007059336185455322, 0.007167816162109375, 0.007138694763183594, 0.007119815826416015, 0.006989416122436524, 0.007128614902496338, 0.007118216037750244, 0.007131976127624512, 0.007019336223602295, 0.007042215824127197, 0.007117414951324463, 0.00675741720199585, 0.0067727770805358885, 0.006748136997222901, 0.006700296878814697, 0.011966038703918457, 0.0066943769454956056, 0.0067110171318054196, 0.006693737030029297, 0.006752457141876221, 0.00672957706451416, 0.006779496192932129, 0.006751817226409912, 0.006746216773986817, 0.006955656051635742, 0.006740616798400879, 0.006810216903686523, 0.006742856979370117, 0.00679069709777832, 0.006767816066741943, 0.006730377197265625, 0.006733256816864014, 0.006739017009735108, 0.006819177150726319, 0.0069974160194396975, 0.00680877685546875, 0.0068414158821105955, 0.006712296962738037, 0.006774217128753662, 0.006783017158508301, 0.00676013708114624, 0.0067679758071899415, 0.006782697200775146, 0.00673181676864624, 0.006772936820983887, 0.006762217044830323, 0.006781257152557373, 0.00677069616317749, 0.007255015850067138, 0.0077034921646118165, 0.007631814002990723, 0.0076810941696166994, 0.007327014923095703, 0.00725949478149414, 0.021094968795776367 ] }, "throughput": { "unit": "samples/s", "value": 132.4771598346095 }, "energy": null, "efficiency": null } } }