{ "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": "a05e8061e1f1403da4692a0464652cfdbef09161", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1110.212608, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.82042266800002, "mean": 4.82042266800002, "stdev": 0.0, "p50": 4.82042266800002, "p90": 4.82042266800002, "p95": 4.82042266800002, "p99": 4.82042266800002, "values": [ 4.82042266800002 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.77513626611113e-05, "ram": 2.8318229133917952e-06, "gpu": 0, "total": 7.05831855745031e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 963.678208, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6232042680000518, "mean": 0.04451459057143227, "stdev": 0.0020593992183096195, "p50": 0.04351459450001016, "p90": 0.04776838980000946, "p95": 0.04818934675000577, "p99": 0.04843027574999013, "values": [ 0.04716453899999351, 0.04849050799998622, 0.04332306099999528, 0.044114993000022196, 0.043169263000010005, 0.04322850500000186, 0.043223815000004606, 0.04308768100000293, 0.043706128000025046, 0.04395623599998544, 0.048027183000016294, 0.04687868299998854, 0.04218625500001849, 0.04264741800000138 ] }, "throughput": { "unit": "tokens/s", "value": 44.929088964451175 }, "energy": { "unit": "kWh", "cpu": 1.8392862497474633e-06, "ram": 7.686709252222757e-08, "gpu": 0.0, "total": 1.916153342269691e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1043757.8015708243 } }, "decode": { "memory": { "unit": "MB", "max_ram": 964.46464, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.38375185299994996, "mean": 0.027410846642853568, "stdev": 0.0012902155108051314, "p50": 0.027033625499996106, "p90": 0.029186075899988853, "p95": 0.03011720089998846, "p99": 0.030677019380000843, "values": [ 0.03081697400000394, 0.027155824999994138, 0.027801884000012933, 0.026981648999992558, 0.026641603000001624, 0.02674257099999977, 0.026738413999993327, 0.02680102099998294, 0.027085601999999653, 0.027892653000009204, 0.029740399999980127, 0.027159681000000546, 0.025816057999975328, 0.026377518000003874 ] }, "throughput": { "unit": "tokens/s", "value": 36.481908531662064 }, "energy": { "unit": "kWh", "cpu": 9.929703002525076e-07, "ram": 4.149843942257956e-08, "gpu": 0.0, "total": 1.0344687396750872e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 966679.7667700299 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.3785721129999047, "mean": 0.027040865214278904, "stdev": 0.0012365455211701835, "p50": 0.026687482999989243, "p90": 0.028707110899989632, "p95": 0.029601981649993548, "p99": 0.030177049129998464, "values": [ 0.030320815999999695, 0.026806842000013376, 0.027455745999986902, 0.02663853699999663, 0.026294041999989304, 0.026398016999991114, 0.026395873999973674, 0.026417793999996775, 0.026736428999981854, 0.027522229999988213, 0.029214916999990237, 0.026830686000010928, 0.025487462999990385, 0.02605271999999559 ] }, "throughput": { "unit": "tokens/s", "value": 36.981065216506124 }, "energy": null, "efficiency": null } } }