{ "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": 16757.342208, "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": "c45aecda12da41e3b6f6ac9537d2f41a72709a5a", "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": 1115.467776, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.737969369999973, "mean": 4.737969369999973, "stdev": 0.0, "p50": 4.737969369999973, "p90": 4.737969369999973, "p95": 4.737969369999973, "p99": 4.737969369999973, "values": [ 4.737969369999973 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.675349341498482e-05, "ram": 2.7901162198509156e-06, "gpu": 0, "total": 6.954360963483573e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 968.871936, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.6586129639998717, "mean": 0.04390753093332478, "stdev": 0.0022582729693766093, "p50": 0.04320217899999079, "p90": 0.04698112419998779, "p95": 0.04766783000000032, "p99": 0.04829455400001279, "values": [ 0.04320217899999079, 0.044030057999975725, 0.04559184900000446, 0.04238470000001371, 0.042684955999959584, 0.04303212899998243, 0.04645468299997901, 0.04278509400000985, 0.04339955099999315, 0.04733208499999364, 0.04845123500001591, 0.0459877849999657, 0.040945399999998244, 0.04132536600002368, 0.04100589399996579 ] }, "throughput": { "unit": "tokens/s", "value": 45.55027252698574 }, "energy": { "unit": "kWh", "cpu": 1.6842517587873671e-06, "ram": 7.03839818120855e-08, "gpu": 0.0, "total": 1.7546357405994526e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1139837.7188627888 } }, "decode": { "memory": { "unit": "MB", "max_ram": 969.658368, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.4076114330001701, "mean": 0.027174095533344673, "stdev": 0.0015729939720465255, "p50": 0.026621250999994572, "p90": 0.02914057100001628, "p95": 0.030075935700023135, "p99": 0.031018622340010325, "values": [ 0.027152722000039375, 0.028304359999992812, 0.02612432500001205, 0.02654275399999051, 0.026027964000036263, 0.027006978000031268, 0.02741259100002935, 0.02590654599998743, 0.02957092500003, 0.03125429400000712, 0.028495039999995697, 0.026311367999994673, 0.026621250999994572, 0.025184957000021768, 0.025695358000007218 ] }, "throughput": { "unit": "tokens/s", "value": 36.79975286658296 }, "energy": { "unit": "kWh", "cpu": 9.973152037020084e-07, "ram": 4.168502214946555e-08, "gpu": 0.0, "total": 1.0390002258514744e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 962463.6983889843 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.4023580830001947, "mean": 0.02682387220001298, "stdev": 0.0015245783670795408, "p50": 0.02627002000002676, "p90": 0.028733680400011962, "p95": 0.029601294400021058, "p99": 0.03051677568001537, "values": [ 0.02681538699999919, 0.027960221999990154, 0.02580280000000812, 0.026197744000000966, 0.02569766200002732, 0.026655837000021165, 0.02708553600001551, 0.02555484399999841, 0.02911085800002411, 0.03074564600001395, 0.028167913999993743, 0.02600285700003724, 0.02627002000002676, 0.024889400999995814, 0.02540135500004226 ] }, "throughput": { "unit": "tokens/s", "value": 37.280225335979495 }, "energy": null, "efficiency": null } } }