IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
69703dc
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", | |
| "numactl": false, | |
| "numactl_kwargs": {}, | |
| "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": "0.2.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.41.0", | |
| "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": 901.369856, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993536 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 149, | |
| "total": 1.0005983362197879, | |
| "mean": 0.006715425075300588, | |
| "stdev": 0.00031006355787222033, | |
| "p50": 0.006694911956787109, | |
| "p90": 0.007109017753601074, | |
| "p95": 0.007189708805084228, | |
| "p99": 0.0075840717124938985, | |
| "values": [ | |
| 0.00749567985534668, | |
| 0.007151616096496582, | |
| 0.007247871875762939, | |
| 0.007299071788787842, | |
| 0.0072130560874938965, | |
| 0.007150591850280762, | |
| 0.006775743961334228, | |
| 0.006739967823028564, | |
| 0.006859776020050049, | |
| 0.0066938881874084475, | |
| 0.006694911956787109, | |
| 0.006666240215301514, | |
| 0.0065781760215759275, | |
| 0.006586368083953857, | |
| 0.006689792156219483, | |
| 0.0067338237762451176, | |
| 0.006739967823028564, | |
| 0.0067348480224609375, | |
| 0.006699007987976074, | |
| 0.0066375679969787596, | |
| 0.007093247890472412, | |
| 0.007665664196014404, | |
| 0.007127039909362793, | |
| 0.007070720195770264, | |
| 0.007053343772888183, | |
| 0.007002111911773682, | |
| 0.007045119762420654, | |
| 0.007047167778015137, | |
| 0.007001088142395019, | |
| 0.006973440170288086, | |
| 0.006944767951965332, | |
| 0.007134208202362061, | |
| 0.00693452787399292, | |
| 0.006999040126800537, | |
| 0.007009312152862549, | |
| 0.007047167778015137, | |
| 0.007104512214660645, | |
| 0.007067647933959961, | |
| 0.007143424034118652, | |
| 0.007072768211364746, | |
| 0.006986752033233643, | |
| 0.007023615837097168, | |
| 0.007024640083312988, | |
| 0.007746560096740723, | |
| 0.007027711868286133, | |
| 0.007144447803497315, | |
| 0.006650879859924317, | |
| 0.006651904106140137, | |
| 0.00677785587310791, | |
| 0.006594560146331787, | |
| 0.006626304149627686, | |
| 0.006643712043762207, | |
| 0.00678604793548584, | |
| 0.0066344962120056155, | |
| 0.00659660816192627, | |
| 0.006563839912414551, | |
| 0.0066979842185974124, | |
| 0.0067604160308837894, | |
| 0.0067358717918396, | |
| 0.006723584175109864, | |
| 0.006724607944488525, | |
| 0.006726655960083008, | |
| 0.0066416640281677245, | |
| 0.006772736072540283, | |
| 0.006638591766357422, | |
| 0.0069928960800170895, | |
| 0.006894591808319092, | |
| 0.0069621758460998535, | |
| 0.006959104061126709, | |
| 0.006933504104614257, | |
| 0.006779903888702392, | |
| 0.006645760059356689, | |
| 0.006649856090545654, | |
| 0.006696959972381592, | |
| 0.006913023948669434, | |
| 0.006959104061126709, | |
| 0.00698367977142334, | |
| 0.0069847040176391605, | |
| 0.007154687881469727, | |
| 0.007245823860168457, | |
| 0.006862847805023193, | |
| 0.006757311820983887, | |
| 0.007258111953735351, | |
| 0.006573056221008301, | |
| 0.00637440013885498, | |
| 0.00639792013168335, | |
| 0.006342656135559082, | |
| 0.006408192157745361, | |
| 0.0062740478515625, | |
| 0.006295551776885986, | |
| 0.006378496170043945, | |
| 0.006377439975738525, | |
| 0.00637337589263916, | |
| 0.006309887886047363, | |
| 0.0062975997924804685, | |
| 0.006323200225830078, | |
| 0.006312960147857666, | |
| 0.006340608119964599, | |
| 0.006346752166748047, | |
| 0.006316031932830811, | |
| 0.006302720069885254, | |
| 0.0062904319763183595, | |
| 0.006296576023101807, | |
| 0.0062576642036437985, | |
| 0.006304768085479737, | |
| 0.0062791681289672855, | |
| 0.0062791681289672855, | |
| 0.0062904319763183595, | |
| 0.006291456222534179, | |
| 0.006255616188049316, | |
| 0.006200319766998291, | |
| 0.006248447895050049, | |
| 0.006311935901641846, | |
| 0.0064471039772033695, | |
| 0.0063211522102355954, | |
| 0.006303743839263916, | |
| 0.006316031932830811, | |
| 0.006271008014678955, | |
| 0.0063129281997680664, | |
| 0.0062679038047790524, | |
| 0.006852608203887939, | |
| 0.006711296081542969, | |
| 0.006709248065948486, | |
| 0.0066304001808166506, | |
| 0.0066447358131408694, | |
| 0.006558720111846924, | |
| 0.006558720111846924, | |
| 0.00658022403717041, | |
| 0.0065474557876586915, | |
| 0.006694911956787109, | |
| 0.006545407772064209, | |
| 0.006535168170928955, | |
| 0.00652185583114624, | |
| 0.006560768127441406, | |
| 0.006724607944488525, | |
| 0.0066344962120056155, | |
| 0.0066928319931030275, | |
| 0.007017471790313721, | |
| 0.006799359798431396, | |
| 0.006789120197296142, | |
| 0.006660096168518067, | |
| 0.006676479816436768, | |
| 0.006702079772949219, | |
| 0.0067348480224609375, | |
| 0.006654975891113281, | |
| 0.006657023906707763, | |
| 0.006694911956787109, | |
| 0.0065710082054138185, | |
| 0.006586368083953857 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 148.91090121428226 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.876799310981746e-08, | |
| "ram": 4.30652446759015e-08, | |
| "gpu": 1.5105604431788146e-07, | |
| "total": 2.7288928210360043e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3664489.833720759 | |
| } | |
| } | |
| } | |
| } |