{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "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": {}, "hub_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, "latency": true, "memory": true, "energy": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "0d561969d04a7091baf8691bc894eb753a189d4f", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 1824.866304, "max_global_vram": 541.26592, "max_process_vram": 85978.660864, "max_reserved": 148.897792, "max_allocated": 113.51808 }, "latency": { "unit": "s", "count": 171, "total": 0.9966359319686889, "mean": 0.005828280303910462, "stdev": 0.00020172981992898454, "p50": 0.005736472129821778, "p90": 0.006099192142486573, "p95": 0.0062355115413665774, "p99": 0.006412375068664551, "values": [ 0.00622895097732544, 0.005941751956939697, 0.005802231788635254, 0.005829912185668945, 0.005803032875061035, 0.006013431072235107, 0.005939511775970459, 0.005858712196350098, 0.005831831932067871, 0.0059439921379089355, 0.005929751873016358, 0.0057548718452453615, 0.00572255277633667, 0.005938392162322998, 0.005755832195281982, 0.005733911991119385, 0.005736472129821778, 0.005766712188720703, 0.005764632225036621, 0.005755033016204834, 0.005752312183380127, 0.005746071815490723, 0.006695510864257813, 0.006148952007293701, 0.005882233142852783, 0.005978871822357177, 0.005951191902160645, 0.00595087194442749, 0.006323031902313233, 0.006165750980377197, 0.006287352085113525, 0.006016631126403809, 0.006220791816711426, 0.006207352161407471, 0.00626143217086792, 0.005995831966400147, 0.005683832168579102, 0.006242072105407715, 0.00596575117111206, 0.005982071876525879, 0.005939352035522461, 0.005999832153320312, 0.005906392097473145, 0.005882552146911621, 0.005907991886138916, 0.005817912101745606, 0.005950232028961181, 0.005939832210540771, 0.006123991012573242, 0.006077752113342285, 0.005672791957855225, 0.006138391971588135, 0.005923992156982422, 0.00594431209564209, 0.0059702320098876955, 0.005902872085571289, 0.005767191886901855, 0.00569647216796875, 0.005684792041778564, 0.005683352947235107, 0.0057017521858215335, 0.005690552234649658, 0.005679351806640625, 0.005693112850189209, 0.0056711921691894535, 0.005691671848297119, 0.00578815221786499, 0.005763672828674317, 0.005673432826995849, 0.005688632011413574, 0.005695191860198975, 0.005691513061523438, 0.00566591215133667, 0.00568447208404541, 0.005678071975708008, 0.00566959285736084, 0.0056595120429992676, 0.00564623212814331, 0.00566959285736084, 0.005677272796630859, 0.005683671951293945, 0.00567583179473877, 0.0056843128204345705, 0.005679512023925781, 0.005682072162628174, 0.005678711891174316, 0.005684792995452881, 0.005675511837005615, 0.0058796720504760746, 0.005682712078094483, 0.005679993152618408, 0.005682393074035645, 0.005655352115631103, 0.005637112140655517, 0.005690392971038819, 0.005675672054290771, 0.005689271926879883, 0.005684631824493408, 0.005658712863922119, 0.005693912029266357, 0.005683032035827637, 0.005663672924041748, 0.005665272235870361, 0.005696951866149902, 0.005671031951904297, 0.005653432846069336, 0.005650231838226319, 0.005643191814422607, 0.0056649518013000486, 0.005801433086395263, 0.006383350849151611, 0.006411991119384766, 0.0064132709503173825, 0.006213431835174561, 0.006071991920471191, 0.005855512142181396, 0.006055511951446533, 0.0058647928237915035, 0.006029272079467773, 0.005874072074890137, 0.0062857518196105956, 0.005841752052307129, 0.006042232036590576, 0.005852471828460693, 0.006057910919189453, 0.005876952171325683, 0.006057432174682617, 0.005902872085571289, 0.006089591979980468, 0.005890711784362793, 0.006069111824035645, 0.0058851118087768555, 0.006073591232299805, 0.0058748722076416016, 0.006099192142486573, 0.005967512130737305, 0.005853752136230469, 0.00568671178817749, 0.005650393009185791, 0.005657272815704346, 0.005667031764984131, 0.005624311923980713, 0.00566351318359375, 0.0058473520278930664, 0.005643352031707764, 0.005596792221069336, 0.005631672859191895, 0.005625751972198487, 0.005636792182922363, 0.005646553039550781, 0.005663832187652588, 0.005660471916198731, 0.00568159294128418, 0.005675511837005615, 0.0057071919441223145, 0.005685272216796875, 0.005679993152618408, 0.00566207218170166, 0.005827511787414551, 0.005681431770324707, 0.0056702327728271485, 0.0056643118858337406, 0.005675992012023926, 0.005725912094116211, 0.005699193000793457, 0.005669432163238525, 0.005671511173248291, 0.005670872211456299, 0.0056793532371521, 0.005677591800689697, 0.005669112205505371 ] }, "throughput": { "unit": "samples/s", "value": 171.57719736455604 }, "energy": null, "efficiency": null } } }