IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
ddac134
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": "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", | |
| "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": "0.3.0", | |
| "optimum_benchmark_commit": null, | |
| "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": 903.073792, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993536 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 148, | |
| "total": 1.0025368313789367, | |
| "mean": 0.00677389750931714, | |
| "stdev": 0.00016809071371231855, | |
| "p50": 0.006749184131622315, | |
| "p90": 0.006875238466262818, | |
| "p95": 0.007166361498832703, | |
| "p99": 0.007442083973884583, | |
| "values": [ | |
| 0.0075008001327514645, | |
| 0.007172095775604248, | |
| 0.0073471999168395995, | |
| 0.007247871875762939, | |
| 0.0072130560874938965, | |
| 0.007155712127685547, | |
| 0.0072325119972229, | |
| 0.007584767818450928, | |
| 0.006561791896820069, | |
| 0.006386688232421875, | |
| 0.006353856086730957, | |
| 0.006549503803253174, | |
| 0.006370304107666015, | |
| 0.0065474557876586915, | |
| 0.006808576107025147, | |
| 0.006831039905548095, | |
| 0.006752255916595459, | |
| 0.006781951904296875, | |
| 0.0067686400413513184, | |
| 0.00676966381072998, | |
| 0.006796288013458252, | |
| 0.006789120197296142, | |
| 0.006732800006866455, | |
| 0.006980607986450196, | |
| 0.006833151817321777, | |
| 0.006759424209594727, | |
| 0.006765567779541016, | |
| 0.0067758078575134275, | |
| 0.00677785587310791, | |
| 0.0067358717918396, | |
| 0.006770688056945801, | |
| 0.006772736072540283, | |
| 0.0068055038452148435, | |
| 0.006810624122619629, | |
| 0.00682809591293335, | |
| 0.006778880119323731, | |
| 0.006980607986450196, | |
| 0.006971392154693603, | |
| 0.006796256065368652, | |
| 0.006700032234191895, | |
| 0.006791168212890625, | |
| 0.006785024166107178, | |
| 0.0067758078575134275, | |
| 0.006794303894042969, | |
| 0.00677785587310791, | |
| 0.006738944053649902, | |
| 0.006700032234191895, | |
| 0.0067645440101623535, | |
| 0.0067573761940002445, | |
| 0.006692863941192627, | |
| 0.006765567779541016, | |
| 0.007375872135162354, | |
| 0.006755328178405762, | |
| 0.006724607944488525, | |
| 0.006765567779541016, | |
| 0.006750207901000976, | |
| 0.006731776237487793, | |
| 0.006763519763946534, | |
| 0.0068577280044555666, | |
| 0.006731776237487793, | |
| 0.006648831844329834, | |
| 0.0066713600158691405, | |
| 0.0069621758460998535, | |
| 0.0067686400413513184, | |
| 0.006793216228485107, | |
| 0.006781951904296875, | |
| 0.006713280200958252, | |
| 0.006772736072540283, | |
| 0.006788095951080322, | |
| 0.0067358717918396, | |
| 0.006746111869812011, | |
| 0.006788095951080322, | |
| 0.00676255989074707, | |
| 0.006763519763946534, | |
| 0.00675328016281128, | |
| 0.006782976150512696, | |
| 0.006728672027587891, | |
| 0.006758399963378906, | |
| 0.0067645440101623535, | |
| 0.006700096130371094, | |
| 0.0067123198509216305, | |
| 0.006779903888702392, | |
| 0.006870016098022461, | |
| 0.006758399963378906, | |
| 0.0067717118263244626, | |
| 0.006774784088134766, | |
| 0.006758399963378906, | |
| 0.006887423992156983, | |
| 0.006770688056945801, | |
| 0.006722559928894043, | |
| 0.006740992069244385, | |
| 0.006726655960083008, | |
| 0.006715392112731934, | |
| 0.006716415882110595, | |
| 0.00675328016281128, | |
| 0.0067562880516052245, | |
| 0.006717376232147217, | |
| 0.006721536159515381, | |
| 0.006738944053649902, | |
| 0.00667955207824707, | |
| 0.006737919807434082, | |
| 0.006713344097137451, | |
| 0.006730751991271973, | |
| 0.006740992069244385, | |
| 0.006739967823028564, | |
| 0.006713344097137451, | |
| 0.006732800006866455, | |
| 0.006750207901000976, | |
| 0.006716415882110595, | |
| 0.006692863941192627, | |
| 0.006747136116027832, | |
| 0.00672870397567749, | |
| 0.006710271835327148, | |
| 0.006725632190704346, | |
| 0.006690815925598144, | |
| 0.006595583915710449, | |
| 0.006688767910003662, | |
| 0.0066826238632202144, | |
| 0.006617087841033936, | |
| 0.0066529598236083985, | |
| 0.006646783828735352, | |
| 0.0066202239990234375, | |
| 0.006605760097503662, | |
| 0.0066447358131408694, | |
| 0.006606847763061524, | |
| 0.006642687797546387, | |
| 0.0066826238632202144, | |
| 0.0066877121925354, | |
| 0.006749184131622315, | |
| 0.006716415882110595, | |
| 0.006731776237487793, | |
| 0.0067348480224609375, | |
| 0.006770688056945801, | |
| 0.006731776237487793, | |
| 0.006740992069244385, | |
| 0.006743040084838867, | |
| 0.006722559928894043, | |
| 0.006725632190704346, | |
| 0.006774784088134766, | |
| 0.006746111869812011, | |
| 0.0067051520347595215, | |
| 0.0067123198509216305, | |
| 0.0071198720932006835, | |
| 0.006716415882110595, | |
| 0.006792191982269287, | |
| 0.006749184131622315, | |
| 0.006722559928894043, | |
| 0.006731776237487793 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 147.62549900180105 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.82361722480484e-08, | |
| "ram": 4.27742046463645e-08, | |
| "gpu": 1.390096141315768e-07, | |
| "total": 2.6001999102598966e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3845858.1436534524 | |
| } | |
| } | |
| } | |
| } |