{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_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": 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": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.41.1", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 951.271424, "max_global_vram": 1047.003136, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 253.912576 }, "latency": { "unit": "s", "count": 183, "total": 0.9948143043518066, "mean": 0.0054361437396273585, "stdev": 0.00039981801956212284, "p50": 0.0053944320678710935, "p90": 0.005807910537719727, "p95": 0.00592476487159729, "p99": 0.007315640258789063, "values": [ 0.005947391986846923, 0.005636127948760986, 0.00572211217880249, 0.005863423824310303, 0.005816319942474365, 0.005784575939178467, 0.005799935817718506, 0.005798912048339844, 0.0058091521263122555, 0.00570470380783081, 0.005650432109832764, 0.0055940160751342775, 0.005484672069549561, 0.0053975038528442385, 0.005447679996490478, 0.005411680221557617, 0.005438464164733887, 0.005517312049865723, 0.005349376201629639, 0.005329951763153076, 0.005282815933227539, 0.005171199798583984, 0.0052674560546875, 0.005295104026794434, 0.005318592071533203, 0.00547430419921875, 0.005652448177337646, 0.005757952213287353, 0.005496831893920898, 0.005248000144958496, 0.005432320117950439, 0.0053002238273620605, 0.005186560153961181, 0.005425151824951172, 0.005464064121246338, 0.00541593599319458, 0.005525504112243652, 0.005492671966552735, 0.005479423999786377, 0.005442560195922852, 0.005434368133544922, 0.005497856140136719, 0.005578752040863037, 0.005517312049865723, 0.005463039875030518, 0.005269504070281982, 0.005285920143127442, 0.005401599884033203, 0.0054568958282470706, 0.005275648117065429, 0.005281792163848877, 0.00535859203338623, 0.00521830415725708, 0.0052070398330688475, 0.0053340158462524415, 0.005962783813476562, 0.005914656162261963, 0.005974016189575195, 0.005925888061523437, 0.005881855964660645, 0.005670911788940429, 0.005631999969482422, 0.005742656230926514, 0.005859327793121338, 0.005833727836608887, 0.005716991901397705, 0.005899263858795166, 0.005493760108947754, 0.0053002238273620605, 0.005356544017791748, 0.005389311790466309, 0.005384191989898681, 0.005458943843841553, 0.0055214080810546875, 0.00550707197189331, 0.005438464164733887, 0.005407743930816651, 0.005361663818359375, 0.005182464122772217, 0.0052408318519592285, 0.005296127796173096, 0.005249023914337158, 0.005260287761688232, 0.005363647937774658, 0.005408768177032471, 0.005610496044158936, 0.00572108793258667, 0.005670911788940429, 0.005649407863616943, 0.005610496044158936, 0.005475327968597412, 0.005540863990783691, 0.005482528209686279, 0.005355519771575928, 0.005445631980895996, 0.005428127765655518, 0.005322751998901368, 0.005328896045684814, 0.005129216194152832, 0.005113823890686035, 0.005090303897857666, 0.00511897611618042, 0.0050945281982421875, 0.005141503810882568, 0.0051138558387756345, 0.005004288196563721, 0.005024928092956543, 0.005398528099060058, 0.00580294418334961, 0.006238175868988037, 0.005548031806945801, 0.005641215801239013, 0.005623775959014893, 0.00568832015991211, 0.005682271957397461, 0.005831679821014404, 0.006139904022216797, 0.0056145920753479005, 0.005519360065460205, 0.005385216236114502, 0.005383232116699219, 0.0053944320678710935, 0.005385216236114502, 0.00547430419921875, 0.005455872058868408, 0.0054568958282470706, 0.00563097620010376, 0.005362688064575195, 0.005325823783874512, 0.005375999927520752, 0.0053053760528564455, 0.005299168109893799, 0.005436416149139404, 0.005259263992309571, 0.005379072189331055, 0.00551526403427124, 0.0054241280555725096, 0.007269375801086426, 0.007702527999877929, 0.007442431926727295, 0.007287807941436767, 0.005142528057098389, 0.005062655925750732, 0.005146624088287354, 0.005146624088287354, 0.0050382399559021, 0.005108736038208008, 0.005095327854156494, 0.005150720119476319, 0.005088255882263183, 0.0057497601509094234, 0.005475327968597412, 0.00510975980758667, 0.0050553598403930665, 0.0050206718444824215, 0.0050022401809692385, 0.0050165758132934574, 0.005030943870544434, 0.0050094079971313476, 0.0050063362121582035, 0.005074944019317627, 0.005081088066101074, 0.005098495960235596, 0.005047296047210693, 0.005064703941345215, 0.005026976108551026, 0.005005311965942383, 0.004984831809997559, 0.005005311965942383, 0.005033984184265137, 0.005025792121887207, 0.005061632156372071, 0.005087232112884522, 0.005070847988128662, 0.005071872234344482, 0.0051138558387756345, 0.0050841598510742185, 0.005101568222045898, 0.005040128231048584, 0.005009535789489746, 0.005028863906860351, 0.005141503810882568, 0.005096447944641113 ] }, "throughput": { "unit": "samples/s", "value": 183.95392908954776 }, "energy": { "unit": "kWh", "cpu": 5.997401713388403e-08, "ram": 3.269414473834331e-08, "gpu": 1.3519791960606064e-07, "total": 2.2786608147828797e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4388542.575149712 } } } }