{ "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": "62a2cc4ddfa99ba27ab43fe4e9b20db8ad2f4cbb", "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": 1111.568384, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.81428353199999, "mean": 4.81428353199999, "stdev": 0.0, "p50": 4.81428353199999, "p90": 4.81428353199999, "p95": 4.81428353199999, "p99": 4.81428353199999, "values": [ 4.81428353199999 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.727398735555489e-05, "ram": 2.8118626664784267e-06, "gpu": 0, "total": 7.008585002203331e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 965.709824, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.6452062120000619, "mean": 0.04301374746667079, "stdev": 0.0011557040794481829, "p50": 0.04307015400002001, "p90": 0.04419890360002228, "p95": 0.04435292710002159, "p99": 0.04461256381998737, "values": [ 0.04393164800001159, 0.044126081000001705, 0.04421383600003992, 0.043931896999993114, 0.04284113599999273, 0.044176504999995814, 0.04207601500002056, 0.04221275100002231, 0.043724529999963124, 0.04307015400002001, 0.042413085000021056, 0.04467747299997882, 0.0412990799999875, 0.04117705300001262, 0.04133496800000103 ] }, "throughput": { "unit": "tokens/s", "value": 46.496762495518446 }, "energy": { "unit": "kWh", "cpu": 1.6307163784722143e-06, "ram": 6.815069623289296e-08, "gpu": 0.0, "total": 1.6988670747051072e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1177255.1424290591 } }, "decode": { "memory": { "unit": "MB", "max_ram": 965.840896, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.3893757699999014, "mean": 0.025958384666660096, "stdev": 0.0006159127337379383, "p50": 0.026014328999963254, "p90": 0.026622788400004538, "p95": 0.02688612209999519, "p99": 0.027202705219997368, "values": [ 0.027281850999997914, 0.02625569099996028, 0.026161604999970223, 0.02648218500002031, 0.026014328999963254, 0.02567538499999955, 0.026146095999990848, 0.02579346599998189, 0.02631460100002414, 0.025968594000005396, 0.026716523999994024, 0.025223348999986683, 0.02515583299998525, 0.025145522999991954, 0.025040738000029705 ] }, "throughput": { "unit": "tokens/s", "value": 38.52319829763366 }, "energy": { "unit": "kWh", "cpu": 9.84208047083328e-07, "ram": 4.113243095677271e-08, "gpu": 0.0, "total": 1.0253404780401018e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 975285.79180982 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.38392579199989996, "mean": 0.025595052799993332, "stdev": 0.0005799603637952299, "p50": 0.025642142999970474, "p90": 0.026136057399992297, "p95": 0.02638244919997419, "p99": 0.026784929039982898, "values": [ 0.026885548999985076, 0.025885427999980948, 0.02581642899997405, 0.026089891000026455, 0.025642142999970474, 0.025320091000025968, 0.02580863399998634, 0.025429804999987482, 0.025975376000019423, 0.025598581999986436, 0.026166834999969524, 0.024910244000011517, 0.02485940799999753, 0.02481057699998246, 0.024726799999996274 ] }, "throughput": { "unit": "tokens/s", "value": 39.070050287228185 }, "energy": null, "efficiency": null } } }