{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "device": "cuda", "device_ids": "5", "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": 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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "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": 1072.357376, "max_global_vram": 68702.69952, "max_process_vram": 47362.236416, "max_reserved": 400.556032, "max_allocated": 346.271744 }, "latency": { "unit": "s", "count": 1, "total": 8.23784375, "mean": 8.23784375, "stdev": 0.0, "p50": 8.23784375, "p90": 8.23784375, "p95": 8.23784375, "p99": 8.23784375, "values": [ 8.23784375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1244.065792, "max_global_vram": 68702.69952, "max_process_vram": 177295.970304, "max_reserved": 406.847488, "max_allocated": 355.303424 }, "latency": { "unit": "s", "count": 164, "total": 0.9942491350173942, "mean": 0.006062494725715823, "stdev": 0.0008476084800709577, "p50": 0.0059427058696746825, "p90": 0.006410496854782105, "p95": 0.006731472134590149, "p99": 0.007937046756744396, "values": [ 0.006436785221099853, 0.006298385143280029, 0.006031185150146484, 0.006093585014343262, 0.0061638250350952144, 0.006109745979309082, 0.006088304996490479, 0.006065585136413574, 0.00606510591506958, 0.006038384914398193, 0.009360137939453126, 0.006462544918060303, 0.00602222490310669, 0.005949585914611816, 0.005931826114654541, 0.00590238618850708, 0.005920626163482666, 0.005874546051025391, 0.005890066146850586, 0.005821906089782715, 0.005826705932617187, 0.005818545818328857, 0.00579822587966919, 0.005805905818939209, 0.005787186145782471, 0.0057873458862304685, 0.005805905818939209, 0.0058276658058166505, 0.005808626174926758, 0.0058019070625305175, 0.00578862714767456, 0.005791825771331787, 0.005781105995178223, 0.005771026134490966, 0.005772146224975586, 0.005761106014251709, 0.007101263046264648, 0.006381264209747314, 0.005947825908660889, 0.005942225933074951, 0.0058655858039855955, 0.005939665794372558, 0.005933266162872314, 0.005921265125274658, 0.005940465927124023, 0.0059199857711791995, 0.005915504932403564, 0.005933105945587158, 0.005894865989685059, 0.005915825843811035, 0.005914545059204102, 0.00594062614440918, 0.005926705837249756, 0.0059214248657226565, 0.005925906181335449, 0.00593134593963623, 0.005925586223602295, 0.005907505989074707, 0.0059060659408569334, 0.005925426006317139, 0.0059638252258300785, 0.005943185806274414, 0.005935346126556397, 0.005929584980010986, 0.005912946224212646, 0.015218843460083007, 0.004016790866851807, 0.004001110076904297, 0.0039955110549926755, 0.0053603072166442875, 0.0059380650520324705, 0.005898866176605224, 0.00597502613067627, 0.00594574499130249, 0.0059385461807250975, 0.0059004659652709965, 0.006223505020141602, 0.005930545806884765, 0.0059555058479309085, 0.005950386047363281, 0.005928144931793213, 0.005921425819396972, 0.00595918607711792, 0.0059495849609375, 0.005938705921173096, 0.0059409461021423336, 0.005923824787139893, 0.005937585830688477, 0.005937265872955322, 0.005918546199798584, 0.0059244661331176755, 0.005918546199798584, 0.005919826030731201, 0.00593150520324707, 0.0059580659866333005, 0.005913105964660645, 0.005921265125274658, 0.005927346229553223, 0.005919506072998047, 0.0058919858932495114, 0.0059243059158325196, 0.005910706043243408, 0.00591230583190918, 0.005925105094909668, 0.005871985912322998, 0.0059097461700439455, 0.005939664840698242, 0.005947825908660889, 0.005946226119995117, 0.005939505100250244, 0.0059433460235595705, 0.005925106048583984, 0.005952624797821045, 0.00596142578125, 0.006007345199584961, 0.005983185768127441, 0.006002865791320801, 0.005989905834197998, 0.006014066219329834, 0.006008465766906738, 0.005983985900878906, 0.005974705219268799, 0.0060596661567687985, 0.005970545768737793, 0.006004946231842041, 0.005990224838256836, 0.006015505790710449, 0.006003664970397949, 0.006034225940704346, 0.005977425098419189, 0.005993266105651856, 0.005967504978179931, 0.005993745803833008, 0.005954706192016602, 0.005970066070556641, 0.005962386131286621, 0.005976785182952881, 0.005937746047973633, 0.005997745037078858, 0.0059599862098693845, 0.005970545768737793, 0.005962385177612305, 0.006011345863342285, 0.006807182788848877, 0.006724143981933594, 0.006731664180755615, 0.0067971029281616215, 0.006423025131225586, 0.006175185203552246, 0.006219665050506592, 0.006289424896240234, 0.0060193448066711425, 0.006210384845733642, 0.006585423946380615, 0.006726862907409668, 0.0067271838188171385, 0.0067932639122009275, 0.00673038387298584, 0.0068166241645812985, 0.006753424167633057, 0.006364624977111816, 0.00618974494934082, 0.005958705902099609, 0.005964145183563232 ] }, "throughput": { "unit": "samples/s", "value": 164.9485971110558 }, "energy": null, "efficiency": null } } }