{ "config": { "name": "cpu_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "model_type": "roberta", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "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": "a38b9ad1f603bed36d9a51f418af821526aa4776", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "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": 945.774592, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.479879602999972, "mean": 4.479879602999972, "stdev": 0.0, "p50": 4.479879602999972, "p90": 4.479879602999972, "p95": 4.479879602999972, "p99": 4.479879602999972, "values": [ 4.479879602999972 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.876297828888786e-05, "ram": 2.038061600925112e-06, "gpu": 0, "total": 5.0801039889812973e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 956.653568, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 22, "total": 1.0383109839999634, "mean": 0.047195953818180154, "stdev": 0.0010263162871451432, "p50": 0.04748327699999777, "p90": 0.04832159070002717, "p95": 0.04851235840004335, "p99": 0.048771871290017546, "values": [ 0.04640757800001438, 0.04528559799996401, 0.04616583699998955, 0.047686311000006754, 0.04656766699997661, 0.04724073999994971, 0.04585885500000586, 0.0445932579999635, 0.04834805400003006, 0.04769605999996429, 0.048838557000010496, 0.04795217600002388, 0.048521006000044054, 0.047648960000003626, 0.04794891000000234, 0.04756665799999382, 0.046830996999972285, 0.04705812000003107, 0.0474543679999897, 0.04808342100000118, 0.04751218600000584, 0.04704566700002033 ] }, "throughput": { "unit": "samples/s", "value": 21.188257024160283 }, "energy": { "unit": "kWh", "cpu": 1.570152960444413e-06, "ram": 6.561602659373576e-08, "gpu": 0.0, "total": 1.635768987038149e-06 }, "efficiency": { "unit": "samples/kWh", "value": 611333.2676704417 } } } }