{ "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-6.5.0-1024-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "0aac0108c378c328492774ddb431ea89a3c2b507", "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "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": 1110.843392, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.840248218999989, "mean": 4.840248218999989, "stdev": 0.0, "p50": 4.840248218999989, "p90": 4.840248218999989, "p95": 4.840248218999989, "p99": 4.840248218999989, "values": [ 4.840248218999989 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.730322043100994e-05, "ram": 2.813084886154229e-06, "gpu": 0, "total": 7.011630531716417e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 964.313088, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6244115300000885, "mean": 0.0446008235714349, "stdev": 0.0022388115498551066, "p50": 0.04524106900001357, "p90": 0.04678326900001366, "p95": 0.046893983900019975, "p99": 0.04692554478002649, "values": [ 0.04506481900000381, 0.04657450100000915, 0.046872741000015594, 0.0444626889999995, 0.04693343500002811, 0.046117122999987714, 0.045356595999976435, 0.045725328000003174, 0.04562339599999632, 0.0451255420000507, 0.04491167100002258, 0.04008014499999035, 0.0411560040000154, 0.040407539999989694 ] }, "throughput": { "unit": "tokens/s", "value": 44.842221283127216 }, "energy": { "unit": "kWh", "cpu": 1.5893072552151152e-06, "ram": 6.641946055260631e-08, "gpu": 0.0, "total": 1.6557267157677216e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1207928.8091166946 } }, "decode": { "memory": { "unit": "MB", "max_ram": 965.09952, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.39037739399987004, "mean": 0.02788409957141929, "stdev": 0.0016869951682740964, "p50": 0.028731791499978954, "p90": 0.029143670800004885, "p95": 0.02933088200000782, "p99": 0.02960763640002085, "values": [ 0.028798316000006707, 0.0290247309999927, 0.027947980999954325, 0.028419514999995954, 0.029144604999999046, 0.029141491000018505, 0.02884344200003852, 0.02967682500002411, 0.0286652669999512, 0.02899006599994891, 0.024651915999982066, 0.024967849999995906, 0.027196951999997054, 0.024908436999965033 ] }, "throughput": { "unit": "tokens/s", "value": 35.862732358945614 }, "energy": { "unit": "kWh", "cpu": 9.704472455713492e-07, "ram": 4.055792154190671e-08, "gpu": 0.0, "total": 1.0110051671132554e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 989114.6282222486 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.38423029899996664, "mean": 0.027445021357140473, "stdev": 0.0016169181714678306, "p50": 0.028256059499966568, "p90": 0.028662579099994902, "p95": 0.028838739399986935, "p99": 0.029094685479992676, "values": [ 0.028314057999978104, 0.028556572000013603, 0.027486423999960152, 0.027943492000019887, 0.02866646799998307, 0.028653505000022506, 0.028350517000035325, 0.029158671999994112, 0.028198060999955032, 0.028465552000000116, 0.02433939999997392, 0.024649753000005603, 0.026877322000018466, 0.024570503000006738 ] }, "throughput": { "unit": "tokens/s", "value": 36.43648102827314 }, "energy": null, "efficiency": null } } }