IlyasMoutawwakil's picture
Upload cpu_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
c37aeed verified
raw
history blame
9.64 kB
{
"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": "0fe64c9dadf839c1f16495afd4c4cbc98fcfce05",
"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": 1104.990208,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 1,
"total": 4.811734929000011,
"mean": 4.811734929000011,
"stdev": 0.0,
"p50": 4.811734929000011,
"p90": 4.811734929000011,
"p95": 4.811734929000011,
"p99": 4.811734929000011,
"values": [
4.811734929000011
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 6.812843216790093e-05,
"ram": 2.84760571410402e-06,
"gpu": 0,
"total": 7.097603788200495e-05
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 958.8736,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 15,
"total": 0.6393599250000648,
"mean": 0.04262399500000432,
"stdev": 0.0012298620796097255,
"p50": 0.04239876999997705,
"p90": 0.04452597939998668,
"p95": 0.04529399550000903,
"p99": 0.045427328700033055,
"values": [
0.04217897000000903,
0.042275109000001976,
0.04239876999997705,
0.041976913999974386,
0.04522256699999616,
0.04241660399998182,
0.042488386000002265,
0.04314526300004218,
0.04348109799997246,
0.04269515400000046,
0.04158361899999363,
0.045460662000039065,
0.041178494000007504,
0.04143104500002437,
0.04142727000004243
]
},
"throughput": {
"unit": "tokens/s",
"value": 46.9219274260847
},
"energy": {
"unit": "kWh",
"cpu": 1.624093784226312e-06,
"ram": 6.787266409062908e-08,
"gpu": 0.0,
"total": 1.6919664483169412e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 1182056.536634914
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 958.8736,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"count": 15,
"total": 0.3903646769998659,
"mean": 0.026024311799991057,
"stdev": 0.0008471399373053249,
"p50": 0.026045625000051587,
"p90": 0.026397876200030625,
"p95": 0.027122197900018817,
"p99": 0.02836909557998524,
"values": [
0.02573327199996811,
0.026045625000051587,
0.02628119399997786,
0.028680819999976848,
0.02625342199996794,
0.026116267000020343,
0.02631336500002135,
0.026143226999977287,
0.02603591700000152,
0.026454217000036806,
0.02547345799996492,
0.025480720999951245,
0.025363522000020566,
0.024825037999960387,
0.02516461199996911
]
},
"throughput": {
"unit": "tokens/s",
"value": 38.425607857970085
},
"energy": {
"unit": "kWh",
"cpu": 9.786242688143692e-07,
"ram": 4.089943575237955e-08,
"gpu": 0.0,
"total": 1.0195237045667484e-06
},
"efficiency": {
"unit": "tokens/kWh",
"value": 980850.1710364398
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 15,
"total": 0.3851863999998386,
"mean": 0.025679093333322574,
"stdev": 0.0007970970318750041,
"p50": 0.02572179200001301,
"p90": 0.026055984200013427,
"p95": 0.026726106900036937,
"p99": 0.02785577978002493,
"values": [
0.025404779999973925,
0.02572179200001301,
0.025954585000022234,
0.02813819800002193,
0.025921903999972074,
0.025753329999986363,
0.02595857299996851,
0.02579107999997632,
0.025696924999977,
0.02612092500004337,
0.02511090199999444,
0.025173798999958308,
0.025064182999983586,
0.024517874999958167,
0.024857548999989376
]
},
"throughput": {
"unit": "tokens/s",
"value": 38.94218487466402
},
"energy": null,
"efficiency": null
}
}
}