{ "config": { "name": "cuda_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "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": 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": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.3.0", "optimum_benchmark_commit": "57f6495c03ea0fa48e157048c97add150dcd765c", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "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": 1010.05312, "max_global_vram": 938.921984, "max_process_vram": 204158.332928, "max_reserved": 589.299712, "max_allocated": 439.700992 }, "latency": { "unit": "s", "count": 139, "total": 1.0061081457138057, "mean": 0.007238188098660476, "stdev": 0.0003490205244483848, "p50": 0.007128942012786865, "p90": 0.00770756483078003, "p95": 0.007829532098770142, "p99": 0.007973198709487915, "values": [ 0.007386702060699463, 0.007032142162322998, 0.007072300910949707, 0.00699310302734375, 0.007176620960235596, 0.007074061870574951, 0.007242541790008545, 0.007318380832672119, 0.007119341850280762, 0.007108621120452881, 0.0070811018943786625, 0.007076461791992187, 0.007128942012786865, 0.007244941234588623, 0.007268142223358154, 0.0072062211036682125, 0.00725534200668335, 0.007013261795043945, 0.006956622123718261, 0.006945901870727539, 0.006968622207641602, 0.0069747018814086915, 0.007006062030792236, 0.00692542314529419, 0.007187981128692627, 0.007003982067108155, 0.007061741828918457, 0.006998702049255371, 0.006993581771850586, 0.007024141788482666, 0.0069775829315185545, 0.007031981945037842, 0.006966862201690674, 0.007107182025909424, 0.00713630199432373, 0.007048781871795654, 0.00701182222366333, 0.007256461143493652, 0.007285101890563965, 0.007008141994476318, 0.007064941883087158, 0.007212300777435302, 0.006974542140960693, 0.009907814979553222, 0.00803101921081543, 0.007436460971832275, 0.007085102081298828, 0.007409740924835205, 0.007378540992736817, 0.007372140884399414, 0.007829100131988525, 0.007802060127258301, 0.007767980098724365, 0.007366540908813476, 0.007465421199798584, 0.007501740932464599, 0.00748590087890625, 0.0073267011642456055, 0.006963982105255127, 0.007565741062164307, 0.007138542175292969, 0.007154541015625, 0.0075431809425354004, 0.007262701034545898, 0.007281102180480957, 0.007277740955352783, 0.007345261096954346, 0.007119502067565918, 0.0071142220497131346, 0.0069465417861938475, 0.006912621974945068, 0.006947662830352783, 0.006952463150024414, 0.007136140823364258, 0.007095982074737548, 0.007382221221923828, 0.007123181819915772, 0.007244622230529785, 0.007236300945281982, 0.007007341861724853, 0.0071265420913696285, 0.007045901775360107, 0.007058862209320068, 0.006945422172546387, 0.006953581809997559, 0.006917582035064697, 0.007767981052398682, 0.0069391832351684574, 0.006972142219543457, 0.007066862106323242, 0.007116462230682373, 0.007842379093170166, 0.007612781047821045, 0.007071822166442871, 0.007216940879821778, 0.007110702037811279, 0.007057581901550293, 0.00736846113204956, 0.007426701068878174, 0.0071638221740722655, 0.006951181888580322, 0.007136620998382568, 0.007029901981353759, 0.007267342090606689, 0.007078062057495118, 0.0071118221282958985, 0.0069129419326782226, 0.006938541889190674, 0.007075662136077881, 0.007088781833648682, 0.006938541889190674, 0.006948942184448242, 0.006936461925506592, 0.007156941890716553, 0.0069465417861938475, 0.007146381855010987, 0.00697310209274292, 0.007192461967468262, 0.007013102054595947, 0.007878859996795655, 0.007833419799804687, 0.007495339870452881, 0.007843979835510254, 0.007813419818878174, 0.007836939811706543, 0.007782380104064942, 0.007807340145111084, 0.007419180870056152, 0.007692461013793945, 0.0074313411712646485, 0.00767933988571167, 0.007526541233062744, 0.00736366081237793, 0.0074337410926818845, 0.007030221939086914, 0.007221739768981933, 0.007225741863250732, 0.00705662202835083, 0.007265261173248291 ] }, "throughput": { "unit": "samples/s", "value": 138.1561222738966 }, "energy": null, "efficiency": null } } }