IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
c367513
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+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": 66697.25696, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.220-209.869.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": "4.44.0", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.0", | |
| "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": 788.922368, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.43946337890625, | |
| "mean": 7.43946337890625, | |
| "stdev": 0.0, | |
| "p50": 7.43946337890625, | |
| "p90": 7.43946337890625, | |
| "p95": 7.43946337890625, | |
| "p99": 7.43946337890625, | |
| "values": [ | |
| 7.43946337890625 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.1067237527777409e-06, | |
| "ram": 5.905076773714152e-07, | |
| "gpu": 1.723056933999531e-06, | |
| "total": 3.420288364148687e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1079.136256, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 152, | |
| "total": 1.0016156177520752, | |
| "mean": 0.006589576432579443, | |
| "stdev": 0.00024798172889596283, | |
| "p50": 0.006565888166427612, | |
| "p90": 0.006717747116088867, | |
| "p95": 0.007166873598098754, | |
| "p99": 0.007584931907653809, | |
| "values": [ | |
| 0.007806975841522217, | |
| 0.007357503890991211, | |
| 0.0071905279159545895, | |
| 0.0072468481063842774, | |
| 0.007216127872467041, | |
| 0.007147520065307617, | |
| 0.007542784214019775, | |
| 0.0065402560234069824, | |
| 0.006429696083068847, | |
| 0.0065669121742248536, | |
| 0.006482944011688232, | |
| 0.006495232105255127, | |
| 0.006348800182342529, | |
| 0.006313983917236328, | |
| 0.0063569917678833006, | |
| 0.006286399841308594, | |
| 0.006325247764587402, | |
| 0.0063272957801818845, | |
| 0.006385663986206055, | |
| 0.006389823913574219, | |
| 0.006471680164337158, | |
| 0.006599679946899414, | |
| 0.0064767999649047855, | |
| 0.00643993616104126, | |
| 0.006496255874633789, | |
| 0.006465536117553711, | |
| 0.00653004789352417, | |
| 0.0066109437942504885, | |
| 0.006564864158630371, | |
| 0.006666240215301514, | |
| 0.006583295822143555, | |
| 0.006567967891693115, | |
| 0.006586368083953857, | |
| 0.006622208118438721, | |
| 0.006551551818847656, | |
| 0.006586368083953857, | |
| 0.006591487884521485, | |
| 0.006575071811676025, | |
| 0.006609920024871826, | |
| 0.0066078720092773435, | |
| 0.006604800224304199, | |
| 0.00659660816192627, | |
| 0.0066304001808166506, | |
| 0.006672383785247803, | |
| 0.006982656002044678, | |
| 0.006889472007751465, | |
| 0.006646783828735352, | |
| 0.0066007041931152345, | |
| 0.006601727962493896, | |
| 0.006575104236602783, | |
| 0.007225344181060791, | |
| 0.007628799915313721, | |
| 0.0070522880554199216, | |
| 0.007130112171173096, | |
| 0.006618112087249756, | |
| 0.006635519981384277, | |
| 0.006631423950195312, | |
| 0.006598656177520752, | |
| 0.006651904106140137, | |
| 0.006646783828735352, | |
| 0.006602752208709717, | |
| 0.006661119937896728, | |
| 0.006673408031463623, | |
| 0.006472703933715821, | |
| 0.006508543968200684, | |
| 0.00633241605758667, | |
| 0.006270976066589356, | |
| 0.006377471923828125, | |
| 0.006253568172454834, | |
| 0.0062873601913452145, | |
| 0.006237184047698975, | |
| 0.006392831802368164, | |
| 0.006245376110076905, | |
| 0.006227968215942382, | |
| 0.006266880035400391, | |
| 0.006220799922943115, | |
| 0.006284287929534912, | |
| 0.0062638077735900875, | |
| 0.0063170561790466305, | |
| 0.0063272957801818845, | |
| 0.006308864116668702, | |
| 0.006436863899230957, | |
| 0.006526976108551025, | |
| 0.006585343837738037, | |
| 0.006559743881225586, | |
| 0.006504447937011719, | |
| 0.0065781760215759275, | |
| 0.006561791896820069, | |
| 0.006543360233306885, | |
| 0.006559743881225586, | |
| 0.0065669121742248536, | |
| 0.006533120155334473, | |
| 0.006590464115142822, | |
| 0.006617087841033936, | |
| 0.0065484800338745115, | |
| 0.006562816143035889, | |
| 0.006515711784362793, | |
| 0.006542335987091064, | |
| 0.006574079990386963, | |
| 0.006546432018280029, | |
| 0.006564864158630371, | |
| 0.006592512130737305, | |
| 0.006318079948425293, | |
| 0.006348800182342529, | |
| 0.006496255874633789, | |
| 0.00637440013885498, | |
| 0.006646783828735352, | |
| 0.006619135856628418, | |
| 0.006675456047058105, | |
| 0.00667852783203125, | |
| 0.0066344962120056155, | |
| 0.006692863941192627, | |
| 0.00672051191329956, | |
| 0.006690815925598144, | |
| 0.006647808074951172, | |
| 0.006681600093841553, | |
| 0.006729728221893311, | |
| 0.006639616012573242, | |
| 0.006722559928894043, | |
| 0.0066119680404663084, | |
| 0.006532095909118653, | |
| 0.006555647850036621, | |
| 0.006500351905822754, | |
| 0.006543360233306885, | |
| 0.0065372161865234375, | |
| 0.006511616230010986, | |
| 0.0065372161865234375, | |
| 0.006532095909118653, | |
| 0.006497280120849609, | |
| 0.006558720111846924, | |
| 0.006530079841613769, | |
| 0.006490111827850342, | |
| 0.0065669121742248536, | |
| 0.006535168170928955, | |
| 0.006550528049468994, | |
| 0.006561791896820069, | |
| 0.006524928092956543, | |
| 0.006569983959197998, | |
| 0.0065781760215759275, | |
| 0.006542335987091064, | |
| 0.006576128005981445, | |
| 0.006529024124145508, | |
| 0.006501376152038574, | |
| 0.006544415950775147, | |
| 0.0066007041931152345, | |
| 0.0066406397819519045, | |
| 0.006643712043762207, | |
| 0.006627327919006347, | |
| 0.006608895778656006, | |
| 0.006653952121734619, | |
| 0.006659071922302246, | |
| 0.006620192050933838 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 151.75482221526596 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.840039414550978e-08, | |
| "ram": 4.286214559912444e-08, | |
| "gpu": 1.4665574646357903e-07, | |
| "total": 2.6791828620821325e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3732481.325380112 | |
| } | |
| } | |
| } | |
| } |