{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.224-212.876.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 866.512896, "max_global_vram": 716.701696, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 8.2765751953125, "mean": 8.2765751953125, "stdev": 0.0, "p50": 8.2765751953125, "p90": 8.2765751953125, "p95": 8.2765751953125, "p99": 8.2765751953125, "values": [ 8.2765751953125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 5.7485268256900535e-06, "ram": 3.1307144044380402e-06, "gpu": 8.308895536000664e-06, "total": 1.718813676612876e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1106.149376, "max_global_vram": 790.102016, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 138, "total": 1.001879487991333, "mean": 0.007259996289792267, "stdev": 0.0002768269082974589, "p50": 0.007204864025115967, "p90": 0.007373619318008423, "p95": 0.007538251352310181, "p99": 0.008640153551101684, "values": [ 0.007435264110565186, 0.007377920150756836, 0.007411712169647216, 0.007395328044891358, 0.0074035201072692874, 0.007371776103973389, 0.007360511779785156, 0.007341055870056152, 0.007208960056304932, 0.007251967906951904, 0.007241727828979493, 0.0072765440940856935, 0.007245823860168457, 0.007174143791198731, 0.0071526398658752445, 0.007187456130981445, 0.007202816009521484, 0.007177216053009033, 0.007265279769897461, 0.007233535766601563, 0.007261184215545655, 0.007346176147460938, 0.00723964786529541, 0.007186431884765625, 0.007198719978332519, 0.007349247932434082, 0.007268352031707764, 0.00728985595703125, 0.0072724480628967286, 0.007267327785491944, 0.007200767993927002, 0.007263232231140137, 0.007236608028411865, 0.007225344181060791, 0.007269375801086426, 0.007202816009521484, 0.00709119987487793, 0.007095295906066895, 0.007205887794494629, 0.007142399787902832, 0.007155712127685547, 0.00719155216217041, 0.007229440212249756, 0.007175168037414551, 0.0072130560874938965, 0.007331840038299561, 0.007287807941436767, 0.0072847681045532225, 0.007266304016113281, 0.0072325119972229, 0.007147520065307617, 0.007153664112091064, 0.007252992153167725, 0.0072499198913574215, 0.007228415966033935, 0.007235583782196045, 0.007256063938140869, 0.007151616096496582, 0.0071157760620117185, 0.00719974422454834, 0.007169023990631103, 0.0072130560874938965, 0.007280640125274658, 0.00714035177230835, 0.0071485438346862796, 0.007227392196655274, 0.007146495819091797, 0.007137279987335205, 0.007211008071899414, 0.007231488227844239, 0.007260159969329834, 0.00733900785446167, 0.007333888053894043, 0.007266304016113281, 0.007325695991516113, 0.007288832187652588, 0.007204864025115967, 0.0072499198913574215, 0.007208960056304932, 0.007130112171173096, 0.007204864025115967, 0.007208960056304932, 0.007108607769012451, 0.007051263809204102, 0.006978559970855713, 0.007337984085083008, 0.007197696208953858, 0.0072540159225463864, 0.008330240249633789, 0.008356863975524903, 0.007528416156768799, 0.00799126386642456, 0.008604672431945801, 0.008660991668701172, 0.0087326717376709, 0.0075939841270446775, 0.007355391979217529, 0.007432191848754883, 0.00733190393447876, 0.007210976123809815, 0.007163904190063477, 0.0072007360458374026, 0.0071402878761291505, 0.007111680030822754, 0.0071198720932006835, 0.0070891518592834475, 0.007138304233551026, 0.00714035177230835, 0.007122943878173828, 0.007094272136688232, 0.007093247890472412, 0.007078911781311035, 0.0070891518592834475, 0.007085055828094483, 0.007049215793609619, 0.007093247890472412, 0.007113728046417236, 0.007108607769012451, 0.007081984043121338, 0.007107615947723389, 0.007145472049713135, 0.007134208202362061, 0.007117824077606201, 0.0071157760620117185, 0.007118783950805664, 0.007128064155578613, 0.007120895862579346, 0.0071198720932006835, 0.007095295906066895, 0.007098368167877197, 0.007123968124389648, 0.007106592178344726, 0.007066688060760498, 0.0070891518592834475, 0.0071188478469848635, 0.007096320152282715, 0.007113728046417236, 0.00707583999633789 ] }, "throughput": { "unit": "samples/s", "value": 137.74111722426423 }, "energy": { "unit": "kWh", "cpu": 8.293606079282055e-08, "ram": 4.518634679580199e-08, "gpu": 1.8018918736111083e-07, "total": 3.0831159494973336e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3243471.9173083273 } } } }