{ "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": "4.41.1", "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": 902.086656, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 154, "total": 0.9996312637329106, "mean": 0.006491112102161754, "stdev": 0.00024105997339047294, "p50": 0.0065075201988220215, "p90": 0.006588825464248657, "p95": 0.006657075262069702, "p99": 0.0075615436029434204, "values": [ 0.007646207809448242, 0.007228415966033935, 0.00743833589553833, 0.007486464023590088, 0.00791756820678711, 0.0069324798583984375, 0.006340608119964599, 0.006339583873748779, 0.0062494721412658695, 0.006336512088775635, 0.006512639999389648, 0.006516736030578613, 0.006482944011688232, 0.006432767868041992, 0.006474751949310303, 0.006477791786193848, 0.006464511871337891, 0.0065064959526062015, 0.006718463897705078, 0.006518784046173095, 0.0065771517753601075, 0.0065372161865234375, 0.006584320068359375, 0.0066416640281677245, 0.00658739185333252, 0.006520832061767578, 0.006542335987091064, 0.006492159843444824, 0.0064839677810668945, 0.006475679874420166, 0.00658739185333252, 0.00658739185333252, 0.006558720111846924, 0.00653004789352417, 0.006582272052764892, 0.006536191940307618, 0.006483039855957031, 0.0064982080459594724, 0.006475776195526123, 0.00658739185333252, 0.006604800224304199, 0.006558720111846924, 0.0065474557876586915, 0.006519807815551758, 0.0065064959526062015, 0.006486015796661377, 0.006492224216461182, 0.0065372161865234375, 0.0065669121742248536, 0.0064951682090759275, 0.0065075201988220215, 0.006504447937011719, 0.006474751949310303, 0.006508543968200684, 0.006566783905029297, 0.0064440321922302245, 0.006467584133148193, 0.006498303890228272, 0.006475840091705322, 0.00652288007736206, 0.006554624080657959, 0.00653107213973999, 0.006299647808074951, 0.006341631889343262, 0.0063129281997680664, 0.006210559844970703, 0.0062494721412658695, 0.006302720069885254, 0.006302720069885254, 0.006242303848266601, 0.006223743915557862, 0.006275072097778321, 0.00623308801651001, 0.006333439826965332, 0.006252543926239014, 0.00625545597076416, 0.006299647808074951, 0.006281216144561768, 0.006308864116668702, 0.006270976066589356, 0.006284287929534912, 0.006331391811370849, 0.006232063770294189, 0.0062566399574279785, 0.006205440044403076, 0.006220767974853516, 0.006202367782592774, 0.006214655876159668, 0.006210495948791504, 0.006196224212646485, 0.006195199966430664, 0.006207488059997559, 0.0062791681289672855, 0.006260735988616943, 0.006293504238128662, 0.0062791681289672855, 0.006190080165863037, 0.006188032150268555, 0.006201344013214111, 0.0062791681289672855, 0.006244351863861084, 0.00620851182937622, 0.006280191898345947, 0.006561791896820069, 0.006559743881225586, 0.006467584133148193, 0.006546432018280029, 0.006542335987091064, 0.006549503803253174, 0.006560768127441406, 0.006609920024871826, 0.006493184089660644, 0.006616064071655273, 0.006564864158630371, 0.006584320068359375, 0.006685696125030518, 0.0065075201988220215, 0.006474912166595459, 0.0065443840026855465, 0.006527999877929688, 0.0065781760215759275, 0.006545472145080567, 0.006486911773681641, 0.006597631931304931, 0.006511648178100586, 0.006467584133148193, 0.0065771517753601075, 0.006495232105255127, 0.006449151992797852, 0.006509439945220947, 0.0065372161865234375, 0.006523903846740723, 0.006549503803253174, 0.006550528049468994, 0.006554624080657959, 0.00657203197479248, 0.0065474557876586915, 0.006535168170928955, 0.006569983959197998, 0.0065372161865234375, 0.006589439868927002, 0.006562816143035889, 0.006586368083953857, 0.006582272052764892, 0.006543360233306885, 0.006608895778656006, 0.006620160102844238, 0.006508543968200684, 0.006557695865631104, 0.006498303890228272, 0.006525951862335205, 0.00658022403717041, 0.006549503803253174, 0.006505472183227539 ] }, "throughput": { "unit": "samples/s", "value": 154.05680633168654 }, "energy": { "unit": "kWh", "cpu": 7.691982633623728e-08, "ram": 4.2052318518212163e-08, "gpu": 1.4675516790909231e-07, "total": 2.6572731276354173e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3763256.3608162217 } } } }