{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model_type": "resnet50", "model": "timm/resnet50.a1_in1k", "processor": "timm/resnet50.a1_in1k", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": false, "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": true, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": null, "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": 789.254144, "max_global_vram": 688.390144, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.45821484375, "mean": 7.45821484375, "stdev": 0.0, "p50": 7.45821484375, "p90": 7.45821484375, "p95": 7.45821484375, "p99": 7.45821484375, "values": [ 7.45821484375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.45139358441035e-06, "ram": 2.423824734192882e-06, "gpu": 4.929448387999344e-06, "total": 1.1804666706602575e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 976.166912, "max_global_vram": 1049.100288, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 245.323264 }, "latency": { "unit": "s", "count": 145, "total": 0.9994987850189209, "mean": 0.006893095069096006, "stdev": 0.0003334104948415768, "p50": 0.0067983360290527345, "p90": 0.00712724494934082, "p95": 0.00717455358505249, "p99": 0.008538152942657473, "values": [ 0.009244671821594238, 0.009161727905273438, 0.00774451208114624, 0.006846464157104492, 0.006912000179290771, 0.00692633581161499, 0.006851583957672119, 0.006715392112731934, 0.006793216228485107, 0.006781951904296875, 0.006749184131622315, 0.006723584175109864, 0.0066406397819519045, 0.006685696125030518, 0.0067358717918396, 0.006814720153808594, 0.006804480075836182, 0.006831103801727295, 0.006804480075836182, 0.0067051520347595215, 0.006658048152923584, 0.0067993922233581545, 0.006822912216186523, 0.006770688056945801, 0.006807551860809326, 0.006790143966674805, 0.006812704086303711, 0.006740992069244385, 0.006842368125915528, 0.0067983360290527345, 0.00672870397567749, 0.006797311782836914, 0.006879231929779053, 0.007078911781311035, 0.007077888011932373, 0.007080959796905518, 0.007071743965148926, 0.007095295906066895, 0.007038976192474365, 0.007175168037414551, 0.0071495680809020995, 0.007172095775604248, 0.007110655784606934, 0.007080959796905518, 0.0070564160346984865, 0.0071157760620117185, 0.007142399787902832, 0.007142399787902832, 0.007048223972320557, 0.007136256217956543, 0.007044095993041993, 0.006999040126800537, 0.00703385591506958, 0.00710041618347168, 0.007164959907531738, 0.007007232189178467, 0.007014400005340577, 0.007009280204772949, 0.007088096141815186, 0.007037951946258545, 0.007044095993041993, 0.007051263809204102, 0.00719974422454834, 0.007175168037414551, 0.007195648193359375, 0.0071792640686035155, 0.00710041618347168, 0.007126016139984131, 0.007128064155578613, 0.007041024208068848, 0.007112703800201416, 0.007010303974151612, 0.006998015880584717, 0.0069283838272094726, 0.006774784088134766, 0.007011328220367432, 0.007007232189178467, 0.006763519763946534, 0.006647808074951172, 0.0064143362045288085, 0.006405119895935059, 0.006432767868041992, 0.006774784088134766, 0.006960127830505371, 0.006989823818206787, 0.007093247890472412, 0.007104512214660645, 0.006956031799316406, 0.0069847040176391605, 0.00688640022277832, 0.006858751773834228, 0.006856704235076904, 0.0067870721817016606, 0.006796288013458252, 0.006804480075836182, 0.006699007987976074, 0.0067983360290527345, 0.00678604793548584, 0.006788095951080322, 0.006746111869812011, 0.006806528091430664, 0.006758399963378906, 0.006684671878814697, 0.006729728221893311, 0.0067010560035705566, 0.006653952121734619, 0.006707200050354004, 0.0067276802062988285, 0.006694911956787109, 0.0067348480224609375, 0.006732800006866455, 0.006686719894409179, 0.006710271835327148, 0.00672051191329956, 0.006714367866516113, 0.006680575847625733, 0.006719488143920899, 0.006706175804138184, 0.006691840171813965, 0.006722527980804444, 0.006738976001739502, 0.0066938881874084475, 0.0067276802062988285, 0.006713344097137451, 0.006680575847625733, 0.0067041277885437015, 0.006714367866516113, 0.006694911956787109, 0.006715424060821533, 0.006709248065948486, 0.006687744140625, 0.0067041277885437015, 0.006708223819732666, 0.006721536159515381, 0.006688767910003662, 0.006730751991271973, 0.006711296081542969, 0.006670335769653321, 0.006722559928894043, 0.006766592025756836, 0.006672383785247803, 0.006734784126281738, 0.006736832141876221, 0.006722559928894043, 0.006731776237487793 ] }, "throughput": { "unit": "samples/s", "value": 145.07271261690937 }, "energy": { "unit": "kWh", "cpu": 7.490377943470794e-08, "ram": 4.085675580333027e-08, "gpu": 1.6015037270440566e-07, "total": 2.759109079424439e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3624358.3389193295 } } } }