{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "model": "openai-community/gpt2", "library": "transformers", "device": "cpu", "device_ids": null, "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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, "latency": true, "memory": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.346304, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1018-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "ebd20fcf042acf5db8d8956e7057fa93c82e14ab", "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 957.99296, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6701768840000284, "mean": 0.04786977742857346, "stdev": 0.00282128202830088, "p50": 0.04752193899999213, "p90": 0.05184874690001778, "p95": 0.05323856760001462, "p99": 0.054025533520003534, "values": [ 0.054222275000000764, 0.05270887900002208, 0.04782188300001167, 0.04759439899999052, 0.04666528300001005, 0.0447089589999905, 0.047449478999993744, 0.046018246000016916, 0.04387489600000549, 0.046282636999990245, 0.04874061300000676, 0.04984177200000772, 0.04508650799999714, 0.0491610549999848 ] }, "throughput": { "unit": "tokens/s", "value": 41.78001460282956 }, "energy": { "unit": "kWh", "cpu": 1.7351390083054991e-06, "ram": 7.25103301635254e-08, "gpu": 0.0, "total": 1.8076493384690245e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1106409.2783027738 } }, "decode": { "memory": { "unit": "MB", "max_ram": 957.99296, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.3997737689999781, "mean": 0.028555269214284147, "stdev": 0.0017813621548918865, "p50": 0.027907034500003647, "p90": 0.030869467199988777, "p95": 0.03154734449999523, "p99": 0.032352039299998976, "values": [ 0.032553212999999914, 0.03055153699997959, 0.02670569899999009, 0.028415061000004016, 0.026916048999993336, 0.027153041000019584, 0.02772089800001254, 0.0276386349999882, 0.028093170999994754, 0.027548748000015166, 0.03039093799998227, 0.031005722999992713, 0.028581250000002, 0.0264998060000039 ] }, "throughput": { "unit": "tokens/s", "value": 35.01980641456436 }, "energy": { "unit": "kWh", "cpu": 1.0264284253696313e-06, "ram": 4.28985770924131e-08, "gpu": 0.0, "total": 1.0693270024620442e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 935167.631320986 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 13, "total": 0.9835919289999993, "mean": 0.07566091761538456, "stdev": 0.003314717863819272, "p50": 0.07467763100001434, "p90": 0.08051302559999271, "p95": 0.08186419059999252, "p99": 0.08306809251999539, "values": [ 0.0833690679999961, 0.07467763100001434, 0.07595200200000818, 0.07364602299998069, 0.07186012700000788, 0.07518511399999284, 0.073666750000001, 0.07197369700000422, 0.07387429499999598, 0.07912137200000302, 0.08086093899999014, 0.07369755300001657, 0.07570735799998829 ] }, "throughput": { "unit": "tokens/s", "value": 13.21686323027973 }, "energy": null, "efficiency": null } } }