{ "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", "library": "transformers", "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": {}, "hub_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, "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", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.354496, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1021-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "619f91dd928d405e72e9e7724b958f1538ca7d80", "transformers_version": "4.41.0", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 945.229824, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.6428320870000448, "mean": 0.049448622076926525, "stdev": 0.0020078466915931406, "p50": 0.04985194600001819, "p90": 0.05064141419998123, "p95": 0.050848530999991225, "p99": 0.051088823800013186, "values": [ 0.05031153199999494, 0.05114889700001868, 0.049722705999982963, 0.05061392300001444, 0.048283080000004475, 0.04985194600001819, 0.050306051000006846, 0.04910588000001326, 0.050463232999987895, 0.04978999100001147, 0.050648286999972925, 0.049645063000014034, 0.042941498000004685 ] }, "throughput": { "unit": "tokens/s", "value": 40.446020859562644 }, "energy": { "unit": "kWh", "cpu": 1.6938906360939505e-06, "ram": 7.0788632798761e-08, "gpu": 0.0, "total": 1.7646792688927113e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1133350.4253466672 } }, "decode": { "memory": { "unit": "MB", "max_ram": 945.229824, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.3983753859999126, "mean": 0.03064426046153174, "stdev": 0.0014700787956508639, "p50": 0.03131875899998704, "p90": 0.031569557000005945, "p95": 0.03166596420000474, "p99": 0.031768659239995715, "values": [ 0.03179433299999346, 0.02979006799998274, 0.031436087000003, 0.031399288999978126, 0.03131875899998704, 0.03143513599999892, 0.03112569999998982, 0.03079246999999441, 0.03158038500001226, 0.03152624499998069, 0.031199818000004598, 0.02839166699999396, 0.02658542899999361 ] }, "throughput": { "unit": "tokens/s", "value": 32.63253819602914 }, "energy": { "unit": "kWh", "cpu": 1.003325945321297e-06, "ram": 4.193258926862206e-08, "gpu": 0.0, "total": 1.0452585345899192e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 956701.1097329378 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 12, "total": 0.9594809250000083, "mean": 0.07995674375000068, "stdev": 0.003323258659392264, "p50": 0.08127134800000135, "p90": 0.08198370220000015, "p95": 0.08202318359999908, "p99": 0.08204872471999891, "values": [ 0.08096021399998676, 0.08120404800001779, 0.08199706199999923, 0.079628649, 0.08134090199999378, 0.08145156800000564, 0.07989444300000059, 0.08205510999999888, 0.08133864799998491, 0.08186346400000843, 0.07820807799998875, 0.0695387390000235 ] }, "throughput": { "unit": "tokens/s", "value": 12.506762445537827 }, "energy": null, "efficiency": null } } }