{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model_type": "gpt2", "model": "openai-community/gpt2", "processor": "openai-community/gpt2", "device": "cpu", "device_ids": null, "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": false, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.342208, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "4b4932677f0bd8749fe6357b1db4dd74ebedf5df", "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": 1120.944128, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.809990911999989, "mean": 4.809990911999989, "stdev": 0.0, "p50": 4.809990911999989, "p90": 4.809990911999989, "p95": 4.809990911999989, "p99": 4.809990911999989, "values": [ 4.809990911999989 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.845658691666616e-05, "ram": 2.861322221564184e-06, "gpu": 0, "total": 7.131790913823034e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 974.37696, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.6560074889999612, "mean": 0.04373383259999741, "stdev": 0.002657781229069294, "p50": 0.04562066400001186, "p90": 0.046380059799986384, "p95": 0.04667643519998421, "p99": 0.04671609103998264, "values": [ 0.04570361899999398, 0.04562066400001186, 0.04568014500000572, 0.045657262999981185, 0.04672600499998225, 0.04665519099998505, 0.04572765399998957, 0.04596736299998838, 0.04518461600000023, 0.04033635400000435, 0.04046084600000199, 0.0407497080000212, 0.040607101000006196, 0.0401722960000086, 0.04075866399998063 ] }, "throughput": { "unit": "tokens/s", "value": 45.73118524261508 }, "energy": { "unit": "kWh", "cpu": 1.606152154444418e-06, "ram": 6.712271606460244e-08, "gpu": 0.0, "total": 1.6732748705090205e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1195260.8834623732 } }, "decode": { "memory": { "unit": "MB", "max_ram": 975.294464, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.4037108720000333, "mean": 0.026914058133335552, "stdev": 0.0017395565423275526, "p50": 0.02798457099999041, "p90": 0.028890031800006, "p95": 0.029011108399996034, "p99": 0.02909402088000036, "values": [ 0.028966690999993716, 0.02798457099999041, 0.02911474900000144, 0.028675986000024523, 0.02820175799999447, 0.028775043000024425, 0.02814622400001099, 0.02803780100001063, 0.026053944000011597, 0.02511296099999072, 0.025346278000000666, 0.025024504999976216, 0.024971555999997008, 0.024912956000008535, 0.02438584899999796 ] }, "throughput": { "unit": "tokens/s", "value": 37.155303560907726 }, "energy": { "unit": "kWh", "cpu": 9.647049212500382e-07, "ram": 4.031963516036232e-08, "gpu": 0.0, "total": 1.0050245564104004e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 995000.5635401125 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.3976489830000389, "mean": 0.026509932200002594, "stdev": 0.0016554512884103959, "p50": 0.027487138999987337, "p90": 0.02840292500001169, "p95": 0.02851676910000549, "p99": 0.02859350421998613, "values": [ 0.02847566100001586, 0.027487138999987337, 0.02861268799998129, 0.028196458000024904, 0.02770928500001446, 0.028293821000005437, 0.02767283700001144, 0.027579292000012856, 0.025718666000017265, 0.024811545999995133, 0.025053169000017306, 0.024692602999976998, 0.024668116999976064, 0.024613885999997365, 0.024063815000005206 ] }, "throughput": { "unit": "tokens/s", "value": 37.721710959332526 }, "energy": null, "efficiency": null } } }