{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+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-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "12475cb656b1f369db810190724d8affe3522bc1", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "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": 1121.169408, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.7336910589999945, "mean": 4.7336910589999945, "stdev": 0.0, "p50": 4.7336910589999945, "p90": 4.7336910589999945, "p95": 4.7336910589999945, "p99": 4.7336910589999945, "values": [ 4.7336910589999945 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.807849121111076e-05, "ram": 2.845506208455407e-06, "gpu": 0, "total": 7.092399741956617e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 974.381056, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 16, "total": 0.6287286180000251, "mean": 0.03929553862500157, "stdev": 0.0007628121669516826, "p50": 0.039372347500020055, "p90": 0.03983358499998246, "p95": 0.04020480399998405, "p99": 0.04102485760000718, "values": [ 0.039270236999982444, 0.039325650000023415, 0.03970791599999757, 0.03896754100000521, 0.03980405499999051, 0.039863114999974414, 0.039419045000016695, 0.03951648800000385, 0.0394958080000265, 0.03955844600000091, 0.03907073399997785, 0.03924055100000601, 0.04122987100001296, 0.038326753000006875, 0.03803288399998905, 0.03789952400001084 ] }, "throughput": { "unit": "tokens/s", "value": 50.89636304736923 }, "energy": { "unit": "kWh", "cpu": 1.5106079438034397e-06, "ram": 6.313100509769062e-08, "gpu": 0.0, "total": 1.5737389489011305e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1270858.805011154 } }, "decode": { "memory": { "unit": "MB", "max_ram": 975.29856, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 16, "total": 0.3905487639999592, "mean": 0.02440929774999745, "stdev": 0.000685287254153744, "p50": 0.02436128349999933, "p90": 0.025342640499999902, "p95": 0.025804146249988946, "p99": 0.025827993249994564, "values": [ 0.0248910710000132, 0.025833954999995967, 0.02416591499999754, 0.02426400900000658, 0.024668112999989944, 0.024499008000020694, 0.024336693999998715, 0.0243270260000088, 0.024502394999984745, 0.024648847999998225, 0.023942787999999382, 0.025794209999986606, 0.02343244399997957, 0.023388243999988845, 0.024385872999999947, 0.023468170999990434 ] }, "throughput": { "unit": "tokens/s", "value": 40.967995484429885 }, "energy": { "unit": "kWh", "cpu": 8.944844780919754e-07, "ram": 3.7383982393635586e-08, "gpu": 0.0, "total": 9.318684604856102e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1073112.8291206309 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 16, "total": 0.3851794739999548, "mean": 0.024073717124997174, "stdev": 0.000656511915934345, "p50": 0.024034392000004345, "p90": 0.024919198500001016, "p95": 0.025356143499990935, "p99": 0.02547519669998053, "values": [ 0.02453185900000676, 0.025504959999977928, 0.023846578000018326, 0.023934983999993165, 0.02433552200000122, 0.024165645000010727, 0.024012377999980572, 0.024013560000014422, 0.024154493999986926, 0.024315284000010706, 0.02362206899999819, 0.02530653799999527, 0.023129176999987067, 0.023083743999990247, 0.02405522399999427, 0.023167457999988983 ] }, "throughput": { "unit": "tokens/s", "value": 41.539077443160636 }, "energy": null, "efficiency": null } } }