{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.1+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": "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-6.5.0-1023-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "94ccda0ad71bebc72e235e85dbfd6165ea4a634c", "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1115.267072, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 5.059916507999958, "mean": 5.059916507999958, "stdev": 0.0, "p50": 5.059916507999958, "p90": 5.059916507999958, "p95": 5.059916507999958, "p99": 5.059916507999958, "values": [ 5.059916507999958 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.94724029964871e-05, "ram": 2.903768870589829e-06, "gpu": 0, "total": 7.237617186707693e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 968.736768, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 0.654170833000137, "mean": 0.05451423608334475, "stdev": 0.010891136006106018, "p50": 0.05319427500000984, "p90": 0.056886411800019236, "p95": 0.07084285280000698, "p99": 0.084258973759994, "values": [ 0.053334745000029216, 0.05476773800000956, 0.05270172299998421, 0.05237410600000203, 0.05305380499999046, 0.05460927699999729, 0.05712182000002031, 0.05410815900000898, 0.04915121000004774, 0.08761300399999072, 0.04267239200004269, 0.042662854000013795 ] }, "throughput": { "unit": "tokens/s", "value": 36.68766442846738 }, "energy": { "unit": "kWh", "cpu": 1.880382608484339e-06, "ram": 7.858402694523646e-08, "gpu": 0.0, "total": 1.9589666354295757e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1020946.4336085675 } }, "decode": { "memory": { "unit": "MB", "max_ram": 969.654272, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 0.3811080689998221, "mean": 0.03175900574998517, "stdev": 0.003371935521193409, "p50": 0.032027741500002094, "p90": 0.03424520379997489, "p95": 0.03650782654997613, "p99": 0.03865350370997987, "values": [ 0.0343133839999723, 0.03363158199999816, 0.03177620700000716, 0.03320223699995495, 0.03356489899999815, 0.032279275999997026, 0.03918992299998081, 0.031322944999999436, 0.029774076999956378, 0.028199771000004148, 0.025907746999962455, 0.027946020999991106 ] }, "throughput": { "unit": "tokens/s", "value": 31.487131803566204 }, "energy": { "unit": "kWh", "cpu": 9.077478338170935e-07, "ram": 3.793452996790492e-08, "gpu": 0.0, "total": 9.456823637849981e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1057437.505757854 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 12, "total": 0.3750195659999349, "mean": 0.031251630499994576, "stdev": 0.0033131549496120518, "p50": 0.03150615049997896, "p90": 0.03371755439998765, "p95": 0.035946965199974555, "p99": 0.038058901839964396, "values": [ 0.03378702999998495, 0.03309227400001191, 0.03126012100000253, 0.03266412099998206, 0.03302315600001293, 0.03175217999995539, 0.03858688599996185, 0.030764962000034757, 0.029244335999976556, 0.027858910000020387, 0.025585038999963672, 0.027400551000027917 ] }, "throughput": { "unit": "tokens/s", "value": 31.998330455115727 }, "energy": null, "efficiency": null } } }