{ "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": 1082014.482432, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-122-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": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.1", "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": "0.13.0", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1094.49216, "max_global_vram": 68702.69952, "max_process_vram": 3901.50144, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "values": [ 0.0750770263671875 ], "count": 1, "total": 0.0750770263671875, "mean": 0.0750770263671875, "p50": 0.0750770263671875, "p90": 0.0750770263671875, "p95": 0.0750770263671875, "p99": 0.0750770263671875, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1224.167424, "max_global_vram": 68702.69952, "max_process_vram": 245149.835264, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "values": [ 0.007408295154571533, 0.007091976165771484, 0.007086855888366699, 0.007131015777587891, 0.007235176086425781, 0.0072623748779296875, 0.007155176162719727, 0.018510175704956056, 0.007489574909210205, 0.006829896926879883, 0.006820617198944091, 0.006774537086486817, 0.0068228569030761715, 0.006793736934661865, 0.006948777198791504, 0.006810536861419678, 0.006954535961151123, 0.006742218017578125, 0.006771656990051269, 0.0067798171043396, 0.006767336845397949, 0.006781897068023682, 0.006759336948394775, 0.006754217147827149, 0.006769577980041504, 0.00676013708114624, 0.006756937026977539, 0.006918696880340576, 0.006763337135314941, 0.006767977237701416, 0.006714217185974121, 0.00678365707397461, 0.006743337154388428, 0.0067470169067382815, 0.006764616966247559, 0.0067468581199645996, 0.00672301721572876, 0.006735177040100098, 0.006721897125244141, 0.006727337837219238, 0.006760937213897705, 0.006747817039489746, 0.006773097038269043, 0.006756937026977539, 0.00674573802947998, 0.00674541711807251, 0.007012775897979736, 0.006716777801513672, 0.006965897083282471, 0.006781096935272217, 0.006719017028808593, 0.006806217193603516, 0.006798536777496338, 0.006775177955627441, 0.0067732567787170414, 0.006838057041168213, 0.006746216773986817, 0.00675741720199585, 0.006771976947784424, 0.006738216876983643, 0.006925096988677978, 0.0067916569709777835, 0.0067426967620849605, 0.006739498138427735, 0.006712296962738037, 0.006730377197265625, 0.006767336845397949, 0.006931817054748535, 0.0067777371406555174, 0.007050695896148681, 0.007627655029296875, 0.007575493812561035, 0.007673893928527832, 0.007652133941650391, 0.007615814208984375, 0.007664134979248047, 0.007662213802337646, 0.007577414035797119, 0.007641734123229981, 0.007629895210266113, 0.007634853839874268, 0.0076494140625, 0.007620294094085694, 0.00764893388748169, 0.0076532549858093265, 0.007579174041748047, 0.007597253799438476, 0.007594214916229248, 0.007608294010162353, 0.007502055168151856, 0.0076748538017272945, 0.007379654884338379, 0.007403494834899903, 0.007441895008087158, 0.007471815109252929, 0.007477574825286866, 0.0074740548133850095, 0.007462055206298828, 0.00745069408416748, 0.007433255195617675, 0.007468935012817383, 0.007412614822387695, 0.007422214984893799, 0.007449735164642334, 0.007430854797363281, 0.007444455146789551, 0.007425574779510498, 0.007436133861541748, 0.007412934780120849, 0.007424135208129883, 0.007438214778900146, 0.007433414936065674, 0.0074374151229858396, 0.0074042949676513675, 0.007431175231933594, 0.006897896766662598, 0.006538057804107666, 0.0065409369468688965, 0.0065522980690002446, 0.006540617942810059, 0.006532457828521729, 0.006542218208312988, 0.006550057888031006, 0.006525897979736328, 0.006548297882080078, 0.006552137851715088, 0.006551817893981933, 0.006556296825408935, 0.006518537998199463, 0.006561898231506348, 0.006550858020782471, 0.006562057971954346, 0.006589898109436035, 0.006554057121276855, 0.006556938171386719, 0.006561576843261719, 0.00656397819519043, 0.006532137870788574, 0.006579977989196777, 0.0065578980445861815, 0.006554697990417481 ], "count": 141, "total": 0.9997492632865902, "mean": 0.007090420306997095, "p50": 0.006793736934661865, "p90": 0.007615814208984375, "p95": 0.0076494140625, "p99": 0.00767446985244751, "stdev": 0.001040946283908759, "stdev_": 14.681023674739194 }, "throughput": { "unit": "samples/s", "value": 141.0353627433288 }, "energy": null, "efficiency": null } } }