{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_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": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "1981150adc21fc49153cb832dbc6f0ecca02bc2a", "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": 1009.025024, "max_global_vram": 1877.520384, "max_process_vram": 204132.786176, "max_reserved": 555.74528, "max_allocated": 499.443712 }, "latency": { "unit": "s", "count": 127, "total": 1.0010992493629456, "mean": 0.007882671254826341, "stdev": 0.00029700030826844057, "p50": 0.008005441665649414, "p90": 0.008236545372009277, "p95": 0.008312625980377197, "p99": 0.00840936222076416, "values": [ 0.008035040855407715, 0.008184162139892578, 0.008239521980285644, 0.008296161651611329, 0.008248961448669434, 0.008416961669921875, 0.008350722312927246, 0.007996321201324463, 0.007975361824035644, 0.00779168176651001, 0.0077219209671020505, 0.007812481880187988, 0.007991201877593994, 0.007892321109771729, 0.00796080207824707, 0.007772800922393799, 0.00756832218170166, 0.00787728214263916, 0.0082345609664917, 0.00835920238494873, 0.008388642311096192, 0.008416642189025879, 0.008321921348571777, 0.008319682121276855, 0.0082713623046875, 0.008251681327819824, 0.008243361473083495, 0.008135361671447754, 0.00809504222869873, 0.008056160926818847, 0.008023201942443848, 0.008067841529846192, 0.008060960769653321, 0.007980802059173585, 0.008097282409667969, 0.008053760528564453, 0.008036321640014648, 0.008075522422790528, 0.008072001457214355, 0.008115362167358399, 0.008005441665649414, 0.008084321022033691, 0.008131361961364747, 0.008054242134094239, 0.008047520637512207, 0.008025921821594239, 0.008063362121582032, 0.008145280838012695, 0.008094882011413574, 0.008021601676940918, 0.008038241386413575, 0.008066561698913574, 0.008008002281188965, 0.008052801132202149, 0.008058721542358399, 0.008051682472229003, 0.008025280952453613, 0.008025602340698242, 0.008064322471618653, 0.008059041023254394, 0.008089761734008789, 0.008047362327575684, 0.008105120658874511, 0.008064322471618653, 0.00801760196685791, 0.007993121147155762, 0.00813648223876953, 0.008032002449035645, 0.008108160972595214, 0.007827362060546876, 0.0075852818489074705, 0.007496641159057617, 0.0073675217628479004, 0.007393280982971192, 0.0077675218582153325, 0.0076393609046936034, 0.007349442005157471, 0.007380321979522705, 0.007523040771484375, 0.0076513619422912595, 0.007486880779266358, 0.0073713622093200684, 0.007409921169281006, 0.007454562187194824, 0.007768160820007324, 0.007340322017669678, 0.007277760982513428, 0.008073922157287597, 0.00801824188232422, 0.008031841278076171, 0.007921761989593505, 0.007880002021789552, 0.007990400791168212, 0.007998082160949707, 0.008033282279968261, 0.00806528091430664, 0.007671681880950928, 0.0076385622024536136, 0.007645921230316162, 0.007548962116241455, 0.007654881000518799, 0.0075828819274902344, 0.007581120967864991, 0.007482081890106201, 0.007991042137145996, 0.008082080841064453, 0.0080769624710083, 0.008101282119750976, 0.007993121147155762, 0.007836162090301513, 0.007362881183624268, 0.007375041007995606, 0.007356001853942871, 0.007668160915374756, 0.007511362075805664, 0.007885601043701172, 0.00758304214477539, 0.0073830409049987795, 0.007616802215576172, 0.007609762191772461, 0.007604960918426514, 0.007387522220611572, 0.007390881061553955, 0.007580962181091309, 0.007549921035766602, 0.007530560970306396, 0.0071862411499023435 ] }, "throughput": { "unit": "samples/s", "value": 126.86054862274355 }, "energy": null, "efficiency": null } } }