{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.1+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": 16757.338112, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1023-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "ffcf92d83ccc277b83c83cfcdcd57e35055223d4", "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": { "load": { "memory": { "unit": "MB", "max_ram": 1104.93696, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.791509840999993, "mean": 4.791509840999993, "stdev": 0.0, "p50": 4.791509840999993, "p90": 4.791509840999993, "p95": 4.791509840999993, "p99": 4.791509840999993, "values": [ 4.791509840999993 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.951810386445787e-05, "ram": 2.9056832494553455e-06, "gpu": 0, "total": 7.242378711391321e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 958.01344, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.654458666000096, "mean": 0.04674704757143543, "stdev": 0.0022246892216892015, "p50": 0.047599926000003734, "p90": 0.048207206900031, "p95": 0.04850091645001555, "p99": 0.048838493689997334, "values": [ 0.04728835100002016, 0.04827370100002781, 0.04780141399999138, 0.046878372000037416, 0.04892288799999278, 0.04775192100004233, 0.04772848699997212, 0.04767835299998069, 0.048052054000038424, 0.046909349999964434, 0.04752149900002678, 0.046688306000021385, 0.04178840999998101, 0.04117555999999922 ] }, "throughput": { "unit": "tokens/s", "value": 42.78345058998102 }, "energy": { "unit": "kWh", "cpu": 1.6673368436318858e-06, "ram": 6.968032489455014e-08, "gpu": 0.0, "total": 1.737017168526436e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1151399.0973944492 } }, "decode": { "memory": { "unit": "MB", "max_ram": 958.930944, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.4030300570000236, "mean": 0.028787861214287398, "stdev": 0.0018371539043317414, "p50": 0.029565092500007495, "p90": 0.0302946183000131, "p95": 0.030323387600026307, "p99": 0.030333348720030243, "values": [ 0.03033583900003123, 0.029677832999993825, 0.029549702999986494, 0.03024313399998846, 0.03031668300002366, 0.029803739999977097, 0.029375265999988187, 0.029900250000025608, 0.029563650000000052, 0.029566535000014937, 0.02860264499997811, 0.025381912000000284, 0.025459506999993664, 0.025253360000021985 ] }, "throughput": { "unit": "tokens/s", "value": 34.736863310418514 }, "energy": { "unit": "kWh", "cpu": 1.0223479182631883e-06, "ram": 4.272699304313381e-08, "gpu": 0.0, "total": 1.0650749113063215e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 938901.094546949 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.3971152149999284, "mean": 0.028365372499994886, "stdev": 0.0017728211168115862, "p50": 0.02912257699998122, "p90": 0.029818629999994073, "p95": 0.029847991950003917, "p99": 0.02986117759001786, "values": [ 0.029864474000021346, 0.029218660999958956, 0.029126959999985047, 0.029770826999993005, 0.02983911699999453, 0.029383650999989186, 0.02891090399998575, 0.02944914400001153, 0.029118193999977393, 0.0290826369999877, 0.028149745000007442, 0.025079162999986693, 0.025166838000018288, 0.02495490000001155 ] }, "throughput": { "unit": "tokens/s", "value": 35.25425234589041 }, "energy": null, "efficiency": null } } }