{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.0+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-5.10.223-212.873.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": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 853.151744, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.790185546875, "mean": 7.790185546875, "stdev": 0.0, "p50": 7.790185546875, "p90": 7.790185546875, "p95": 7.790185546875, "p99": 7.790185546875, "values": [ 7.790185546875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.4032710791664365e-06, "ram": 2.3688607241980737e-06, "gpu": 6.541394122e-06, "total": 1.331352592536451e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1092.13696, "max_global_vram": 791.150592, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 142, "total": 0.9986564507484432, "mean": 0.007032791906679179, "stdev": 0.00022841062159595878, "p50": 0.0069719040393829345, "p90": 0.007141273641586303, "p95": 0.007706572675704954, "p99": 0.008044513425827028, "values": [ 0.0077608962059021, 0.007753727912902832, 0.007795711994171142, 0.0077916159629821775, 0.007873536109924317, 0.00818073558807373, 0.007184319972991944, 0.007006207942962647, 0.007003136157989502, 0.006870016098022461, 0.006949888229370117, 0.006965248107910156, 0.006910848140716553, 0.00709222412109375, 0.006938623905181885, 0.006998015880584717, 0.007063551902770996, 0.00687718391418457, 0.006932384014129639, 0.0069550080299377445, 0.006972415924072266, 0.007045119762420654, 0.007103487968444824, 0.006946815967559815, 0.00687820816040039, 0.006929408073425293, 0.006945792198181152, 0.006918144226074219, 0.006933504104614257, 0.00687718391418457, 0.006903808116912841, 0.0069437122344970705, 0.006912992000579834, 0.007053311824798584, 0.0069918718338012695, 0.006909952163696289, 0.0069855680465698245, 0.006977536201477051, 0.006858592033386231, 0.007067647933959961, 0.007070720195770264, 0.007003136157989502, 0.007066688060760498, 0.007058432102203369, 0.006971231937408447, 0.0070563840866088865, 0.007072768211364746, 0.007004159927368164, 0.0071097278594970705, 0.006972415924072266, 0.006912000179290771, 0.006999072074890137, 0.006989823818206787, 0.007068672180175781, 0.006977536201477051, 0.007016448020935059, 0.006976511955261231, 0.007717887878417969, 0.008163328170776368, 0.007216127872467041, 0.0070225920677185055, 0.007153664112091064, 0.007252992153167725, 0.007102464199066162, 0.006904831886291504, 0.006985727787017822, 0.006965248107910156, 0.007019519805908203, 0.006904831886291504, 0.00695084810256958, 0.006927360057830811, 0.006969344139099121, 0.006967296123504638, 0.006964223861694336, 0.006903711795806885, 0.0068853759765625, 0.006863872051239014, 0.006894591808319092, 0.00694271993637085, 0.006908927917480469, 0.00695091199874878, 0.007121920108795166, 0.006948863983154297, 0.0069847040176391605, 0.006971392154693603, 0.006897664070129395, 0.006915071964263916, 0.006959104061126709, 0.006973440170288086, 0.0068914880752563475, 0.006913023948669434, 0.006994944095611572, 0.006909952163696289, 0.006894591808319092, 0.006927360057830811, 0.0069847040176391605, 0.006890495777130127, 0.006919167995452881, 0.006961152076721191, 0.0068853759765625, 0.006979584217071533, 0.00698367977142334, 0.006947840213775635, 0.006874112129211426, 0.006967296123504638, 0.006910975933074951, 0.0069632000923156735, 0.006913023948669434, 0.007046144008636474, 0.006890495777130127, 0.00689356803894043, 0.00688640022277832, 0.006900735855102539, 0.006915071964263916, 0.006977536201477051, 0.006944767951965332, 0.006914207935333252, 0.006918144226074219, 0.007267327785491944, 0.007039999961853028, 0.007032832145690918, 0.0070860800743103025, 0.007031807899475098, 0.007036767959594727, 0.007097343921661377, 0.0069959678649902345, 0.006990848064422607, 0.006908895969390869, 0.006978559970855713, 0.00693452787399292, 0.007143424034118652, 0.0070266880989074704, 0.00704527997970581, 0.007049215793609619, 0.007491583824157715, 0.006977536201477051, 0.006947840213775635, 0.006915200233459473, 0.007046144008636474, 0.006969344139099121, 0.006965248107910156, 0.0069847040176391605 ] }, "throughput": { "unit": "samples/s", "value": 142.19104066626522 }, "energy": { "unit": "kWh", "cpu": 8.207621876915493e-08, "ram": 4.4876929143980235e-08, "gpu": 1.7402312772413716e-07, "total": 3.009762756372723e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3322521.012271314 } } } }