{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.1+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": null, "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16766.7712, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.8.0-1014-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.15", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "ff8375e29bf6c9f4dd663743008514a92e97ca6a", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": 1105.63328, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.990290260999984, "mean": 4.990290260999984, "stdev": 0.0, "p50": 4.990290260999984, "p90": 4.990290260999984, "p95": 4.990290260999984, "p99": 4.990290260999984, "values": [ 4.990290260999984 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.890028106111177e-05, "ram": 2.8814918388320444e-06, "gpu": 0, "total": 7.178177289994382e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 959.225856, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.6649520860000564, "mean": 0.0511501604615428, "stdev": 0.0016103335127759123, "p50": 0.05076379700000189, "p90": 0.05341761680001582, "p95": 0.05347942040000362, "p99": 0.053492616079988696, "values": [ 0.05000851400001238, 0.0514705079999942, 0.05346842400001606, 0.052812606999992795, 0.05321438800001488, 0.05349591499998496, 0.05076379700000189, 0.05040355300002375, 0.050748437999999396, 0.049935158000010915, 0.05085570800000028, 0.04981857900000364, 0.047956497000001264 ] }, "throughput": { "unit": "tokens/s", "value": 39.10056160046063 }, "energy": { "unit": "kWh", "cpu": 1.7599397125604016e-06, "ram": 7.359248767093995e-08, "gpu": 0.0, "total": 1.8335322002313417e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1090790.7697217723 } }, "decode": { "memory": { "unit": "MB", "max_ram": 959.881216, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.4052096989999825, "mean": 0.0311699768461525, "stdev": 0.0015252333564518264, "p50": 0.031267432000021245, "p90": 0.03247372040001437, "p95": 0.03273821480000834, "p99": 0.032896637359997385, "values": [ 0.031195277999984228, 0.03163886699999807, 0.03293624299999465, 0.03260619600001746, 0.03194381800000201, 0.03116059300000984, 0.031267432000021245, 0.03140097299998956, 0.031919451999982584, 0.031229371999984323, 0.030819456000017453, 0.03075045599999271, 0.026341562999988355 ] }, "throughput": { "unit": "tokens/s", "value": 32.08215408486696 }, "energy": { "unit": "kWh", "cpu": 9.80510831143236e-07, "ram": 4.100160616689863e-08, "gpu": 0.0, "total": 1.0215124373101345e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 978940.6016760976 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 13, "total": 0.39816043999999806, "mean": 0.030627726153846006, "stdev": 0.001479154196606281, "p50": 0.03071469900001489, "p90": 0.03189866320001329, "p95": 0.032166269200007494, "p99": 0.032332775439991794, "values": [ 0.0306416029999923, 0.031077217000017754, 0.03237440199998787, 0.032027514000020574, 0.03138304999998809, 0.030621105000022908, 0.03071469900001489, 0.030849230999990596, 0.03138325999998415, 0.030689461999998002, 0.03022756900000445, 0.030200377999989314, 0.02597094999998717 ] }, "throughput": { "unit": "tokens/s", "value": 32.6501547968956 }, "energy": null, "efficiency": null } } }