{ "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": 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": "32b10f1b300765e407764dfb07b6fe749067c327", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "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": 1120.735232, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.837882460000003, "mean": 4.837882460000003, "stdev": 0.0, "p50": 4.837882460000003, "p90": 4.837882460000003, "p95": 4.837882460000003, "p99": 4.837882460000003, "values": [ 4.837882460000003 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.731132889444401e-05, "ram": 2.8134219386396045e-06, "gpu": 0, "total": 7.012475083308361e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 974.35648, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6475484769999298, "mean": 0.04625346264285213, "stdev": 0.0020591863416355625, "p50": 0.04740812299999675, "p90": 0.048201641200012094, "p95": 0.04832106780000345, "p99": 0.04846572555996431, "values": [ 0.047452840999994805, 0.04787592700000687, 0.04729253300001801, 0.04741018200002145, 0.048150165999970795, 0.04740606399997205, 0.04850188999995453, 0.04822370200002979, 0.04745040699998526, 0.043914610999991055, 0.04316273500000989, 0.042954719000022124, 0.04344441799997867, 0.0443082819999745 ] }, "throughput": { "unit": "tokens/s", "value": 43.24000595248568 }, "energy": { "unit": "kWh", "cpu": 1.6925050451691155e-06, "ram": 7.073088769479535e-08, "gpu": 0.0, "total": 1.7632359328639105e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1134278.1545697795 } }, "decode": { "memory": { "unit": "MB", "max_ram": 975.01184, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.40660500100000263, "mean": 0.029043214357143046, "stdev": 0.001917755823275476, "p50": 0.029609716499976457, "p90": 0.030274558299976207, "p95": 0.03147463164996225, "p99": 0.03319074552998245, "values": [ 0.030003507000003538, 0.029587956000000304, 0.02963147699995261, 0.029759033999994244, 0.02982840300001044, 0.029469114999983503, 0.030169566000040504, 0.03031955499994865, 0.0336197739999875, 0.026864007000028778, 0.026521230000014384, 0.026640321999991556, 0.027483428000039112, 0.026707627000007506 ] }, "throughput": { "unit": "tokens/s", "value": 34.431450586117876 }, "energy": { "unit": "kWh", "cpu": 9.733742729790893e-07, "ram": 4.068108875592315e-08, "gpu": 0.0, "total": 1.014055361735013e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 986139.4532632176 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.4003273420000255, "mean": 0.028594810142858966, "stdev": 0.001833549827496756, "p50": 0.02905784649999532, "p90": 0.02973866029998362, "p95": 0.03094214589997932, "p99": 0.032668147580010326, "values": [ 0.02950552200002221, 0.029034388000013678, 0.029081304999976965, 0.02924521900001764, 0.029310200999987046, 0.028996828000003916, 0.029641235000042343, 0.029780413999958455, 0.03309964800001808, 0.02656550300002891, 0.026221042999964084, 0.026312543000017286, 0.027135170999997626, 0.02639832199997727 ] }, "throughput": { "unit": "tokens/s", "value": 34.971380995503196 }, "energy": null, "efficiency": null } } }