IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
171de6e
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.1+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-classification", | |
| "library": "transformers", | |
| "model_type": "roberta", | |
| "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": {}, | |
| "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": 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", | |
| "numactl": false, | |
| "numactl_kwargs": {}, | |
| "start_method": "spawn" | |
| }, | |
| "environment": { | |
| "cpu": " AMD EPYC 7R32", | |
| "cpu_count": 16, | |
| "cpu_ram_mb": 66697.293824, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.219-208.866.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": "0.4.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.43.3", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.29.2", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.8", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 719.896576, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.232169921875, | |
| "mean": 7.232169921875, | |
| "stdev": 0.0, | |
| "p50": 7.232169921875, | |
| "p90": 7.232169921875, | |
| "p95": 7.232169921875, | |
| "p99": 7.232169921875, | |
| "values": [ | |
| 7.232169921875 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.0497935944133336e-06, | |
| "ram": 5.593620883066327e-07, | |
| "gpu": 1.698612469999694e-06, | |
| "total": 3.30776815271966e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 912.502784, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 154, | |
| "total": 0.996740000724793, | |
| "mean": 0.0064723376670441065, | |
| "stdev": 0.0003445348652115507, | |
| "p50": 0.0064711680412292485, | |
| "p90": 0.0069145599365234385, | |
| "p95": 0.007028838348388672, | |
| "p99": 0.007641579546928406, | |
| "values": [ | |
| 0.007012351989746094, | |
| 0.006962111949920654, | |
| 0.006945792198181152, | |
| 0.0070594558715820314, | |
| 0.006972415924072266, | |
| 0.006982656002044678, | |
| 0.0067686400413513184, | |
| 0.006490111827850342, | |
| 0.006500351905822754, | |
| 0.006510591983795166, | |
| 0.006509600162506103, | |
| 0.006598624229431152, | |
| 0.006477759838104248, | |
| 0.006464511871337891, | |
| 0.006376448154449463, | |
| 0.006403071880340576, | |
| 0.006472703933715821, | |
| 0.00648089599609375, | |
| 0.006504447937011719, | |
| 0.006534143924713135, | |
| 0.00652288007736206, | |
| 0.006470655918121338, | |
| 0.006460480213165283, | |
| 0.00659660816192627, | |
| 0.006565887928009034, | |
| 0.0065136637687683106, | |
| 0.006490111827850342, | |
| 0.0065382399559021, | |
| 0.006511616230010986, | |
| 0.006448128223419189, | |
| 0.006489088058471679, | |
| 0.006497280120849609, | |
| 0.006498303890228272, | |
| 0.0065443840026855465, | |
| 0.006429728031158447, | |
| 0.006360064029693604, | |
| 0.006418432235717773, | |
| 0.0064143362045288085, | |
| 0.006456319808959961, | |
| 0.006406144142150879, | |
| 0.0064430079460144046, | |
| 0.006456319808959961, | |
| 0.006471680164337158, | |
| 0.006546432018280029, | |
| 0.006543360233306885, | |
| 0.006525951862335205, | |
| 0.006675456047058105, | |
| 0.0067502717971801756, | |
| 0.0067010560035705566, | |
| 0.00672051191329956, | |
| 0.0068239040374755856, | |
| 0.006512639999389648, | |
| 0.00652185583114624, | |
| 0.0065136637687683106, | |
| 0.006464511871337891, | |
| 0.0064133119583129885, | |
| 0.006403071880340576, | |
| 0.006418432235717773, | |
| 0.00648089599609375, | |
| 0.0064849920272827145, | |
| 0.0064849920272827145, | |
| 0.006433792114257812, | |
| 0.006543360233306885, | |
| 0.006738944053649902, | |
| 0.00693452787399292, | |
| 0.006665247917175293, | |
| 0.0069918718338012695, | |
| 0.006785024166107178, | |
| 0.006867968082427979, | |
| 0.006748159885406494, | |
| 0.0069632000923156735, | |
| 0.006818816184997558, | |
| 0.006783999919891357, | |
| 0.006743040084838867, | |
| 0.0067983360290527345, | |
| 0.006649856090545654, | |
| 0.006711296081542969, | |
| 0.006676479816436768, | |
| 0.006642687797546387, | |
| 0.006589407920837402, | |
| 0.0064542717933654785, | |
| 0.006565887928009034, | |
| 0.006626304149627686, | |
| 0.006536191940307618, | |
| 0.006351871967315674, | |
| 0.0063528637886047365, | |
| 0.006406144142150879, | |
| 0.006355967998504639, | |
| 0.0066109437942504885, | |
| 0.00648089599609375, | |
| 0.006475776195526123, | |
| 0.006535168170928955, | |
| 0.0064839677810668945, | |
| 0.00719155216217041, | |
| 0.007794688224792481, | |
| 0.0076871681213378906, | |
| 0.007584767818450928, | |
| 0.007601151943206787, | |
| 0.007461887836456299, | |
| 0.006253568172454834, | |
| 0.007072768211364746, | |
| 0.0063201279640197755, | |
| 0.006278143882751465, | |
| 0.006188032150268555, | |
| 0.006105088233947754, | |
| 0.006087679862976075, | |
| 0.006049759864807129, | |
| 0.006060031890869141, | |
| 0.006051839828491211, | |
| 0.006088704109191895, | |
| 0.006039552211761475, | |
| 0.006227968215942382, | |
| 0.006118400096893311, | |
| 0.006146048069000244, | |
| 0.0067338237762451176, | |
| 0.006281216144561768, | |
| 0.006441984176635742, | |
| 0.0064471039772033695, | |
| 0.00628326416015625, | |
| 0.006337535858154297, | |
| 0.006320191860198975, | |
| 0.0061521921157836916, | |
| 0.006112256050109863, | |
| 0.006127615928649902, | |
| 0.006124544143676758, | |
| 0.006055935859680176, | |
| 0.006213632106781006, | |
| 0.006174623966217041, | |
| 0.006227968215942382, | |
| 0.006248447895050049, | |
| 0.006148096084594727, | |
| 0.006007808208465576, | |
| 0.006049791812896729, | |
| 0.0060067839622497555, | |
| 0.006054912090301514, | |
| 0.005981184005737304, | |
| 0.006061056137084961, | |
| 0.006032383918762207, | |
| 0.006098944187164307, | |
| 0.006115327835083008, | |
| 0.006082560062408447, | |
| 0.00608358383178711, | |
| 0.0060999679565429685, | |
| 0.006103040218353272, | |
| 0.0060928001403808595, | |
| 0.006239232063293457, | |
| 0.00608460807800293, | |
| 0.00608460807800293, | |
| 0.006106112003326416, | |
| 0.006020095825195313, | |
| 0.00607539176940918, | |
| 0.006038527965545654, | |
| 0.005992447853088379, | |
| 0.006051839828491211 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 154.5036818909815 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.490530183147002e-08, | |
| "ram": 4.0955225666361866e-08, | |
| "gpu": 1.421751661509413e-07, | |
| "total": 2.580356936487732e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3875432.835897331 | |
| } | |
| } | |
| } | |
| } |