{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "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": "0.2.1", "optimum_benchmark_commit": "0d561969d04a7091baf8691bc894eb753a189d4f", "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": 1010.225152, "max_global_vram": 897.130496, "max_process_vram": 192743.665664, "max_reserved": 555.74528, "max_allocated": 499.443712 }, "latency": { "unit": "s", "count": 132, "total": 0.9973882236480713, "mean": 0.007555971391273268, "stdev": 0.0005203442910328864, "p50": 0.00755397629737854, "p90": 0.00802848606109619, "p95": 0.008038270330429077, "p99": 0.008286185541152954, "values": [ 0.007580296993255615, 0.007772136211395264, 0.007873414993286133, 0.008037095069885253, 0.00829997444152832, 0.007769576072692871, 0.007927975177764893, 0.007867175102233887, 0.007757894992828369, 0.007756135940551758, 0.00785501480102539, 0.00758957576751709, 0.007477575778961181, 0.007381737232208252, 0.007401576995849609, 0.007413576126098633, 0.00737149715423584, 0.007399816989898681, 0.00736461591720581, 0.007401257038116455, 0.00749021577835083, 0.007447176933288574, 0.007524456024169922, 0.007584936141967773, 0.007585576057434082, 0.007673895835876464, 0.007817255020141602, 0.007771174907684326, 0.007670375823974609, 0.007440617084503174, 0.00771613597869873, 0.007879815101623534, 0.0077540559768676754, 0.007571656227111817, 0.007868774890899658, 0.007982375144958496, 0.007948454856872558, 0.007749896049499511, 0.011377723693847656, 0.008255494117736817, 0.00794349479675293, 0.008010375022888183, 0.007988295078277589, 0.00803037452697754, 0.008038054466247559, 0.008009414672851562, 0.008017094612121582, 0.008028614044189452, 0.00803405475616455, 0.008033414840698243, 0.008027334213256836, 0.008029254913330078, 0.007980134963989258, 0.00798493480682373, 0.008010214805603027, 0.008003814697265625, 0.007978694915771484, 0.00803853416442871, 0.008005894660949708, 0.008017575263977051, 0.008009895324707032, 0.008039335250854492, 0.007979175090789796, 0.008055014610290527, 0.00808045482635498, 0.00801229476928711, 0.00734365701675415, 0.00742877721786499, 0.007309096813201904, 0.007096138000488281, 0.006887817859649658, 0.007074697971343994, 0.00714557695388794, 0.007283337116241455, 0.007280457019805908, 0.007534215927124024, 0.007556615829467773, 0.007551336765289306, 0.007549416065216064, 0.007061418056488037, 0.007239977836608887, 0.006955018043518066, 0.007376296997070313, 0.007093418121337891, 0.007086058139801025, 0.0070926170349121095, 0.006972137928009033, 0.007157577991485596, 0.007130376815795899, 0.0069726181030273435, 0.006716458797454834, 0.007082697868347168, 0.00691005802154541, 0.007302377223968506, 0.0075919761657714845, 0.007592135906219482, 0.007510056018829345, 0.0070863780975341795, 0.007387977123260498, 0.007687496185302734, 0.007276937961578369, 0.007273258209228516, 0.007453735828399658, 0.007546855926513672, 0.007631175994873047, 0.00753277587890625, 0.007460297107696533, 0.007287977218627929, 0.0075386958122253414, 0.007529736042022705, 0.0075868558883667, 0.007565896034240723, 0.00759165620803833, 0.0075783758163452146, 0.007570857048034668, 0.00746589708328247, 0.006710379123687744, 0.006839818000793457, 0.007002058029174804, 0.007624775886535645, 0.007594215869903565, 0.007396137237548828, 0.007285417079925537, 0.007118056774139405, 0.00705197811126709, 0.006867018222808838, 0.006653738975524902, 0.006651179790496826, 0.006898378849029541, 0.006656939029693603, 0.0066697378158569335, 0.0066374192237854 ] }, "throughput": { "unit": "samples/s", "value": 132.34565725790665 }, "energy": null, "efficiency": null } } }