{ "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": "b3690661eecec40c5905418f03e56991fd2bca89", "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": 948.75648, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 11, "total": 0.6621573779999892, "mean": 0.06019612527272629, "stdev": 0.0047213693368829855, "p50": 0.05879166400001168, "p90": 0.06171697599998538, "p95": 0.06816258249999407, "p99": 0.07331906770000103, "values": [ 0.058658234999995784, 0.05694480599998997, 0.05879166400001168, 0.07460818900000277, 0.05989548900001296, 0.06171697599998538, 0.0589603390000093, 0.05789677299998175, 0.059302618000003804, 0.05758492199998955, 0.05779736700000626 ] }, "throughput": { "unit": "tokens/s", "value": 33.22472984662622 }, "energy": { "unit": "kWh", "cpu": 2.097906564411364e-06, "ram": 8.767284908593478e-08, "gpu": 0.0, "total": 2.185579413497299e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 915089.14645186 } }, "decode": { "memory": { "unit": "MB", "max_ram": 948.75648, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 11, "total": 0.4097170200000164, "mean": 0.03724700181818331, "stdev": 0.0030677546415881396, "p50": 0.03663920799999687, "p90": 0.03975805199999627, "p95": 0.04220559249999667, "p99": 0.04416362489999699, "values": [ 0.037110777999998845, 0.03428979000000254, 0.04465313299999707, 0.03975805199999627, 0.037975603000006686, 0.036602990000005775, 0.036265149000001884, 0.03872997300001657, 0.03663920799999687, 0.03557720399999198, 0.03211514000000193 ] }, "throughput": { "unit": "tokens/s", "value": 26.847798512250137 }, "energy": { "unit": "kWh", "cpu": 1.3148290081563283e-06, "ram": 5.495129231028326e-08, "gpu": 0.0, "total": 1.369780300466612e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 730044.0805429547 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 10, "total": 0.976501987000006, "mean": 0.0976501987000006, "stdev": 0.006636779477446473, "p50": 0.09629750500000966, "p90": 0.10449747590000129, "p95": 0.10944462245000465, "p99": 0.11340233969000735, "values": [ 0.0913180119999879, 0.10339811000000054, 0.11439176900000803, 0.09783349200000657, 0.09841052600000921, 0.09525892099998146, 0.09667086700000027, 0.09592414300001906, 0.09318656199999964, 0.09010958499999333 ] }, "throughput": { "unit": "tokens/s", "value": 10.24063456411578 }, "energy": null, "efficiency": null } } }