IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
e1147d5
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.1+cu124", | |
| "_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": 66697.261056, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.224-212.876.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": "4.44.2", | |
| "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": 799.739904, | |
| "max_global_vram": 1192.7552, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.99680712890625, | |
| "mean": 7.99680712890625, | |
| "stdev": 0.0, | |
| "p50": 7.99680712890625, | |
| "p90": 7.99680712890625, | |
| "p95": 7.99680712890625, | |
| "p99": 7.99680712890625, | |
| "values": [ | |
| 7.99680712890625 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 2.459180722916838e-06, | |
| "ram": 1.3286509064281483e-06, | |
| "gpu": 3.4438916440004963e-06, | |
| "total": 7.2317232733454825e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1090.260992, | |
| "max_global_vram": 1203.24096, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 143, | |
| "total": 1.0014459843635561, | |
| "mean": 0.0070031187717731185, | |
| "stdev": 0.00019346014122903967, | |
| "p50": 0.0070830078125, | |
| "p90": 0.007183769702911377, | |
| "p95": 0.007235231924057007, | |
| "p99": 0.0073424825191497805, | |
| "values": [ | |
| 0.0073471999168395995, | |
| 0.007335968017578125, | |
| 0.007363584041595459, | |
| 0.007326720237731933, | |
| 0.00728985595703125, | |
| 0.00729702377319336, | |
| 0.007222271919250488, | |
| 0.0071157760620117185, | |
| 0.007147520065307617, | |
| 0.007156735897064209, | |
| 0.007139328002929687, | |
| 0.007127039909362793, | |
| 0.007105535984039306, | |
| 0.0071198720932006835, | |
| 0.007070720195770264, | |
| 0.007032735824584961, | |
| 0.007061503887176514, | |
| 0.007074816226959229, | |
| 0.0071485438346862796, | |
| 0.007145472049713135, | |
| 0.007132160186767578, | |
| 0.007087103843688965, | |
| 0.007109600067138672, | |
| 0.007098368167877197, | |
| 0.00714137601852417, | |
| 0.007156735897064209, | |
| 0.007112703800201416, | |
| 0.007159743785858154, | |
| 0.007119967937469483, | |
| 0.007124991893768311, | |
| 0.007160831928253173, | |
| 0.007044095993041993, | |
| 0.0071157760620117185, | |
| 0.0070891518592834475, | |
| 0.007108607769012451, | |
| 0.007072768211364746, | |
| 0.0070348801612854, | |
| 0.007020512104034424, | |
| 0.007095295906066895, | |
| 0.007073791980743408, | |
| 0.007021567821502686, | |
| 0.007069695949554444, | |
| 0.007089087963104248, | |
| 0.007070720195770264, | |
| 0.0070830078125, | |
| 0.007163904190063477, | |
| 0.007193600177764893, | |
| 0.007193535804748535, | |
| 0.007168000221252442, | |
| 0.007137311935424805, | |
| 0.007106560230255127, | |
| 0.007074816226959229, | |
| 0.007094272136688232, | |
| 0.007159808158874512, | |
| 0.007067647933959961, | |
| 0.0070830078125, | |
| 0.007114751815795899, | |
| 0.007143424034118652, | |
| 0.007018496036529541, | |
| 0.006997983932495117, | |
| 0.00710041618347168, | |
| 0.007096255779266357, | |
| 0.007144383907318115, | |
| 0.007147520065307617, | |
| 0.007048192024230957, | |
| 0.007093247890472412, | |
| 0.007112703800201416, | |
| 0.0070685758590698245, | |
| 0.007050240039825439, | |
| 0.007097343921661377, | |
| 0.0071055998802185055, | |
| 0.007145472049713135, | |
| 0.007121920108795166, | |
| 0.007222271919250488, | |
| 0.007185408115386963, | |
| 0.007195648193359375, | |
| 0.007214079856872559, | |
| 0.007109632015228271, | |
| 0.00713318395614624, | |
| 0.007154687881469727, | |
| 0.007105535984039306, | |
| 0.007044095993041993, | |
| 0.007136256217956543, | |
| 0.0070830078125, | |
| 0.007041024208068848, | |
| 0.0069928960800170895, | |
| 0.006871039867401123, | |
| 0.007038976192474365, | |
| 0.0070358400344848636, | |
| 0.007090176105499267, | |
| 0.00677785587310791, | |
| 0.0067358717918396, | |
| 0.007007232189178467, | |
| 0.007177216053009033, | |
| 0.007236671924591064, | |
| 0.007048192024230957, | |
| 0.007142399787902832, | |
| 0.007136256217956543, | |
| 0.007256063938140869, | |
| 0.007088128089904785, | |
| 0.007160831928253173, | |
| 0.006970367908477783, | |
| 0.007090176105499267, | |
| 0.006933504104614257, | |
| 0.006804480075836182, | |
| 0.006822912216186523, | |
| 0.00675328016281128, | |
| 0.006689792156219483, | |
| 0.006747136116027832, | |
| 0.006729728221893311, | |
| 0.006683648109436035, | |
| 0.00672873592376709, | |
| 0.006756351947784424, | |
| 0.006711264133453369, | |
| 0.0067420158386230465, | |
| 0.006739967823028564, | |
| 0.0067358717918396, | |
| 0.006769599914550781, | |
| 0.006711296081542969, | |
| 0.006717440128326416, | |
| 0.006668288230895996, | |
| 0.0067051520347595215, | |
| 0.006717440128326416, | |
| 0.006687744140625, | |
| 0.0067257280349731444, | |
| 0.006707200050354004, | |
| 0.006677504062652588, | |
| 0.00667955207824707, | |
| 0.0067276802062988285, | |
| 0.006670335769653321, | |
| 0.0067051520347595215, | |
| 0.006712287902832031, | |
| 0.006694911956787109, | |
| 0.006711296081542969, | |
| 0.006710271835327148, | |
| 0.006709248065948486, | |
| 0.006684671878814697, | |
| 0.006709248065948486, | |
| 0.006708223819732666, | |
| 0.006670335769653321, | |
| 0.0067337918281555175, | |
| 0.006718463897705078, | |
| 0.006683648109436035 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 142.79352279881584 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.657752038082922e-08, | |
| "ram": 4.18421330369845e-08, | |
| "gpu": 1.4470441683869885e-07, | |
| "total": 2.631240702565126e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3800488.488282835 | |
| } | |
| } | |
| } | |
| } |