{ "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": 1069.34272, "max_global_vram": 68702.69952, "max_process_vram": 48107.1104, "max_reserved": 589.299712, "max_allocated": 533.571072 }, "latency": { "unit": "s", "count": 1, "total": 8.2121484375, "mean": 8.2121484375, "stdev": 0.0, "p50": 8.2121484375, "p90": 8.2121484375, "p95": 8.2121484375, "p99": 8.2121484375, "values": [ 8.2121484375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1198.997504, "max_global_vram": 68702.69952, "max_process_vram": 248649.732096, "max_reserved": 589.299712, "max_allocated": 439.456768 }, "latency": { "unit": "s", "count": 142, "total": 1.0013956079483028, "mean": 0.007052081746114812, "stdev": 0.0003631341979516649, "p50": 0.006855982780456543, "p90": 0.007691229057312012, "p95": 0.007713141131401062, "p99": 0.007795569357872009, "values": [ 0.007226861953735351, 0.007011982917785644, 0.007453261852264404, 0.007654541015625, 0.007671501159667969, 0.007683021068572998, 0.0076465411186218265, 0.007698861122131348, 0.008606538772583008, 0.0077721400260925295, 0.007706861019134522, 0.007706380844116211, 0.007617421150207519, 0.006948143005371094, 0.006760623931884766, 0.00679582405090332, 0.006792782783508301, 0.0067782230377197265, 0.006791343212127685, 0.006837742805480957, 0.006814544200897217, 0.006779502868652343, 0.006803983211517334, 0.0067812628746032715, 0.006817583084106445, 0.006809904098510742, 0.006819343090057373, 0.006831023216247558, 0.006774862766265869, 0.006784623146057129, 0.006770864009857178, 0.006781424045562744, 0.006811502933502197, 0.006819502830505371, 0.006862543106079102, 0.0068113431930541994, 0.006838222980499267, 0.006833103179931641, 0.006817583084106445, 0.006834383964538574, 0.006846542835235596, 0.006835503101348877, 0.0068191828727722165, 0.006822863101959229, 0.0068735828399658205, 0.0068307027816772465, 0.006852622985839844, 0.006813262939453125, 0.00682718276977539, 0.006806064128875733, 0.00684414291381836, 0.006855982780456543, 0.0068631830215454106, 0.006844462871551514, 0.006881583213806153, 0.006838703155517578, 0.0068780632019042965, 0.006843183040618896, 0.006847183227539063, 0.006859982967376709, 0.006853743076324463, 0.0068235030174255374, 0.006873743057250976, 0.006861103057861328, 0.00721902322769165, 0.007207022190093994, 0.007314702033996582, 0.007271821975708008, 0.007371661186218262, 0.0070694231986999515, 0.006879182815551757, 0.006882223129272461, 0.006855342864990234, 0.006855342864990234, 0.006860463142395019, 0.006855982780456543, 0.006823022842407226, 0.006847503185272216, 0.006895503044128418, 0.006789743900299072, 0.006855982780456543, 0.006859823226928711, 0.006853423118591309, 0.0068492631912231445, 0.006855183124542237, 0.006843983173370361, 0.006857263088226318, 0.006834702968597412, 0.006845263004302979, 0.006815662860870361, 0.00687086296081543, 0.006850223064422608, 0.006833743095397949, 0.006830863952636719, 0.006872303009033203, 0.0068196640014648435, 0.006831023216247558, 0.0068731031417846675, 0.00685886287689209, 0.006809263229370117, 0.006836782932281494, 0.006867662906646728, 0.006847023010253906, 0.006863983154296875, 0.006866063117980957, 0.006885103225708008, 0.006848622798919677, 0.006834543228149414, 0.006807182788848877, 0.0068025441169738765, 0.006832942962646484, 0.006893103122711182, 0.006849903106689453, 0.006822382926940918, 0.006801103115081787, 0.006796782970428467, 0.006859023094177246, 0.007081742763519287, 0.007764620780944824, 0.007670540809631348, 0.007778860092163086, 0.007472301959991455, 0.007134861946105957, 0.007388301849365234, 0.0077462210655212405, 0.0077132611274719235, 0.007663500785827637, 0.007670860767364502, 0.007680621147155762, 0.007680621147155762, 0.0076993408203125, 0.00761854076385498, 0.007236621856689453, 0.0077108612060546875, 0.0077084598541259765, 0.007692141056060791, 0.007748940944671631, 0.007807180881500244, 0.007480461120605469, 0.007239342212677002, 0.0072537422180175785, 0.006866703033447266 ] }, "throughput": { "unit": "samples/s", "value": 141.802099862346 }, "energy": null, "efficiency": null } } }