{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 903.794688, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 135, "total": 1.0010643186569208, "mean": 0.00741529124931053, "stdev": 0.0004882032942976823, "p50": 0.007348159790039063, "p90": 0.007455743885040283, "p95": 0.007651430416107178, "p99": 0.010179071712493895, "values": [ 0.01073151969909668, 0.010239999771118164, 0.010060799598693848, 0.00898252773284912, 0.007477248191833496, 0.007445504188537597, 0.0074301438331604, 0.008047552108764648, 0.007101439952850342, 0.006986752033233643, 0.006918144226074219, 0.00692633581161499, 0.0069283838272094726, 0.006910912036895752, 0.006908959865570068, 0.007078911781311035, 0.006974463939666748, 0.0069621758460998535, 0.007419904232025146, 0.007371776103973389, 0.007348159790039063, 0.0076308479309082035, 0.007361536026000977, 0.007337984085083008, 0.007354368209838867, 0.0073400321006774905, 0.007329792022705078, 0.007358463764190673, 0.007349247932434082, 0.007319551944732666, 0.00733900785446167, 0.007320576190948487, 0.00739737606048584, 0.007364511966705322, 0.0073175039291381834, 0.0073359360694885255, 0.007319551944732666, 0.007331840038299561, 0.007301152229309082, 0.007316480159759522, 0.007334911823272705, 0.007929855823516846, 0.007400447845458984, 0.007478271961212158, 0.007402495861053467, 0.007404543876647949, 0.007300096035003662, 0.007320608139038086, 0.007398399829864502, 0.0073431038856506346, 0.007327744007110596, 0.007329792022705078, 0.00729702377319336, 0.007362559795379638, 0.007373824119567871, 0.007402495861053467, 0.007457791805267334, 0.007375872135162354, 0.007384064197540283, 0.007444479942321777, 0.0074106879234313965, 0.007386112213134765, 0.007479296207427978, 0.0074301438331604, 0.007372799873352051, 0.007400447845458984, 0.007366655826568603, 0.007342144012451172, 0.007367680072784424, 0.007413760185241699, 0.007361536026000977, 0.007357439994812012, 0.007408639907836914, 0.0073697280883789065, 0.007408639907836914, 0.007476223945617676, 0.007368703842163086, 0.0073820161819458, 0.007377855777740479, 0.007320576190948487, 0.007318560123443603, 0.0072509760856628415, 0.007235583782196045, 0.0072468481063842774, 0.007177216053009033, 0.007198719978332519, 0.007264256000518799, 0.007286784172058106, 0.00733081579208374, 0.007316480159759522, 0.007393280029296875, 0.007336959838867187, 0.007373824119567871, 0.007385087966918945, 0.00733900785446167, 0.007359488010406494, 0.00734822416305542, 0.007344128131866455, 0.007344128131866455, 0.0074414081573486324, 0.007385087966918945, 0.007358463764190673, 0.00734822416305542, 0.007354368209838867, 0.007292928218841553, 0.007699456214904785, 0.007452672004699707, 0.007505887985229492, 0.007390207767486572, 0.007325695991516113, 0.007321599960327148, 0.007295040130615235, 0.007322624206542969, 0.007375872135162354, 0.007402495861053467, 0.007332863807678222, 0.00734822416305542, 0.007316480159759522, 0.007319551944732666, 0.007359488010406494, 0.007364607810974121, 0.007327744007110596, 0.007319551944732666, 0.007312384128570557, 0.007284736156463623, 0.0073471999168395995, 0.0073400321006774905, 0.00724070405960083, 0.0071905279159545895, 0.007146495819091797, 0.007233535766601563, 0.007325695991516113, 0.007321568012237549, 0.007346176147460938, 0.0073175039291381834 ] }, "throughput": { "unit": "samples/s", "value": 134.8564697432457 }, "energy": { "unit": "kWh", "cpu": 8.461303535907988e-08, "ram": 4.626100755093887e-08, "gpu": 1.5189694691428479e-07, "total": 2.8277098982430353e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3536430.6664602985 } } } }