IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
58907eb
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.0+cu121", | |
| "_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": true, | |
| "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", | |
| "start_method": "spawn" | |
| }, | |
| "environment": { | |
| "cpu": " AMD EPYC 7R32", | |
| "cpu_count": 16, | |
| "cpu_ram_mb": 66697.29792, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", | |
| "processor": "x86_64", | |
| "python_version": "3.10.12", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.2.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.40.2", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.30.1", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.27.2", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.3", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 901.832704, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993536 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 144, | |
| "total": 1.0008746237754822, | |
| "mean": 0.00695051822066307, | |
| "stdev": 0.0002591267094599324, | |
| "p50": 0.006998016119003296, | |
| "p90": 0.00716828784942627, | |
| "p95": 0.00725775375366211, | |
| "p99": 0.007818035297393798, | |
| "values": [ | |
| 0.007631872177124023, | |
| 0.007879680156707763, | |
| 0.008176608085632324, | |
| 0.007300096035003662, | |
| 0.007359488010406494, | |
| 0.00773632001876831, | |
| 0.007214079856872559, | |
| 0.007111680030822754, | |
| 0.0071198720932006835, | |
| 0.007135231971740722, | |
| 0.007044095993041993, | |
| 0.007201791763305664, | |
| 0.00713318395614624, | |
| 0.0070891518592834475, | |
| 0.006988800048828125, | |
| 0.007017471790313721, | |
| 0.007079936027526855, | |
| 0.007103487968444824, | |
| 0.007107583999633789, | |
| 0.0070553598403930665, | |
| 0.007154623985290528, | |
| 0.0070522880554199216, | |
| 0.007076863765716553, | |
| 0.007090176105499267, | |
| 0.007091231822967529, | |
| 0.007223231792449951, | |
| 0.00713318395614624, | |
| 0.0071188478469848635, | |
| 0.007094240188598633, | |
| 0.006982656002044678, | |
| 0.007557119846343994, | |
| 0.007153664112091064, | |
| 0.007108575820922851, | |
| 0.007049215793609619, | |
| 0.007016448020935059, | |
| 0.006974463939666748, | |
| 0.007259136199951172, | |
| 0.007020544052124023, | |
| 0.0069816322326660156, | |
| 0.007014400005340577, | |
| 0.00708403205871582, | |
| 0.0070860800743103025, | |
| 0.007108607769012451, | |
| 0.007074816226959229, | |
| 0.007150591850280762, | |
| 0.00709935998916626, | |
| 0.0070266880989074704, | |
| 0.006993919849395752, | |
| 0.007121920108795166, | |
| 0.007151616096496582, | |
| 0.007095295906066895, | |
| 0.007118879795074463, | |
| 0.007053311824798584, | |
| 0.006988800048828125, | |
| 0.007050240039825439, | |
| 0.007070720195770264, | |
| 0.007013376235961914, | |
| 0.007090176105499267, | |
| 0.007073791980743408, | |
| 0.0070348801612854, | |
| 0.0070348801612854, | |
| 0.006996992111206054, | |
| 0.007009312152862549, | |
| 0.007122943878173828, | |
| 0.007018496036529541, | |
| 0.007079936027526855, | |
| 0.007041024208068848, | |
| 0.0072499198913574215, | |
| 0.007203839778900147, | |
| 0.007174143791198731, | |
| 0.007132160186767578, | |
| 0.007045119762420654, | |
| 0.007109632015228271, | |
| 0.007066624164581299, | |
| 0.006999040126800537, | |
| 0.007132160186767578, | |
| 0.006996992111206054, | |
| 0.0069928960800170895, | |
| 0.006818816184997558, | |
| 0.006903808116912841, | |
| 0.007060480117797851, | |
| 0.00682700777053833, | |
| 0.00667852783203125, | |
| 0.006748159885406494, | |
| 0.0068392958641052244, | |
| 0.006815743923187256, | |
| 0.006849535942077637, | |
| 0.006852640151977539, | |
| 0.0068689918518066405, | |
| 0.006944767951965332, | |
| 0.006952960014343262, | |
| 0.006806528091430664, | |
| 0.006702079772949219, | |
| 0.006635456085205078, | |
| 0.006686719894409179, | |
| 0.00669593620300293, | |
| 0.006631423950195312, | |
| 0.006716415882110595, | |
| 0.0067573761940002445, | |
| 0.007019519805908203, | |
| 0.006946815967559815, | |
| 0.0071976318359375, | |
| 0.0067717118263244626, | |
| 0.006648831844329834, | |
| 0.006714367866516113, | |
| 0.006707200050354004, | |
| 0.0066938881874084475, | |
| 0.0066375679969787596, | |
| 0.006698976039886475, | |
| 0.006647808074951172, | |
| 0.0067010560035705566, | |
| 0.00667955207824707, | |
| 0.006647808074951172, | |
| 0.006656000137329102, | |
| 0.006667263984680176, | |
| 0.006652927875518798, | |
| 0.006651904106140137, | |
| 0.006661119937896728, | |
| 0.006643712043762207, | |
| 0.006650879859924317, | |
| 0.006660096168518067, | |
| 0.006690815925598144, | |
| 0.006668288230895996, | |
| 0.006650879859924317, | |
| 0.006650879859924317, | |
| 0.006651904106140137, | |
| 0.006687744140625, | |
| 0.006642687797546387, | |
| 0.006666240215301514, | |
| 0.006672351837158203, | |
| 0.006749184131622315, | |
| 0.006635519981384277, | |
| 0.006665215969085693, | |
| 0.006706175804138184, | |
| 0.0066826238632202144, | |
| 0.006680575847625733, | |
| 0.006743040084838867, | |
| 0.006658048152923584, | |
| 0.006700032234191895, | |
| 0.006699967861175537, | |
| 0.006639616012573242, | |
| 0.0067041277885437015, | |
| 0.0066938881874084475, | |
| 0.006653952121734619 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 143.8741642352822 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.589248319466909e-08, | |
| "ram": 4.1488829608099945e-08, | |
| "gpu": 1.4275474383333722e-07, | |
| "total": 2.6013605663610627e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3844142.2266920083 | |
| } | |
| } | |
| } | |
| } |