{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 789.573632, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.4968984375, "mean": 7.4968984375, "stdev": 0.0, "p50": 7.4968984375, "p90": 7.4968984375, "p95": 7.4968984375, "p99": 7.4968984375, "values": [ 7.4968984375 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.32944827609592e-06, "ram": 2.356987914435346e-06, "gpu": 7.205561319999958e-06, "total": 1.3891997510531223e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 976.6912, "max_global_vram": 1049.100288, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 245.323264 }, "latency": { "unit": "s", "count": 146, "total": 0.9968942084312439, "mean": 0.006828042523501671, "stdev": 0.0002418148437638544, "p50": 0.006904831886291504, "p90": 0.00710758399963379, "p95": 0.007165440201759339, "p99": 0.007249715065956116, "values": [ 0.00729702377319336, 0.007143424034118652, 0.007186431884765625, 0.007157760143280029, 0.007102464199066162, 0.007195648193359375, 0.007137279987335205, 0.006872096061706543, 0.007050240039825439, 0.006959104061126709, 0.007035999774932861, 0.007014400005340577, 0.006874112129211426, 0.006906879901885986, 0.0069027838706970214, 0.007027711868286133, 0.007041024208068848, 0.007048192024230957, 0.007112703800201416, 0.007027711868286133, 0.007069759845733643, 0.006924287796020508, 0.007016448020935059, 0.007063551902770996, 0.006980607986450196, 0.007076863765716553, 0.007014400005340577, 0.007049215793609619, 0.007053311824798584, 0.0069212160110473635, 0.007049215793609619, 0.006988800048828125, 0.007218175888061523, 0.006909952163696289, 0.006864895820617676, 0.0069847040176391605, 0.006915071964263916, 0.00692633581161499, 0.00694374418258667, 0.007013376235961914, 0.007027775764465332, 0.007018496036529541, 0.0071281280517578125, 0.007054336071014404, 0.007173120021820068, 0.007073791980743408, 0.006914048194885254, 0.007047167778015137, 0.007066624164581299, 0.007057407855987549, 0.006979584217071533, 0.0070225920677185055, 0.007072768211364746, 0.006840320110321045, 0.006970304012298584, 0.006961184024810791, 0.007275519847869873, 0.007029759883880615, 0.006864895820617676, 0.00704307222366333, 0.006973440170288086, 0.0069847040176391605, 0.0069632000923156735, 0.006979584217071533, 0.007180287837982178, 0.007049215793609619, 0.007168000221252442, 0.007085055828094483, 0.007073791980743408, 0.007087103843688965, 0.007071743965148926, 0.007120895862579346, 0.007114751815795899, 0.006907904148101806, 0.007101439952850342, 0.006951935768127441, 0.00684441614151001, 0.006804480075836182, 0.00687718391418457, 0.006907904148101806, 0.006790143966674805, 0.0065372161865234375, 0.006552608013153076, 0.006606847763061524, 0.006598720073699951, 0.006647808074951172, 0.006876224040985107, 0.0068915200233459475, 0.00693555212020874, 0.007096255779266357, 0.006836160182952881, 0.006648831844329834, 0.006639616012573242, 0.0066416640281677245, 0.00657203197479248, 0.0065177597999572755, 0.006583295822143555, 0.006586368083953857, 0.006551551818847656, 0.006589439868927002, 0.006614016056060791, 0.0065443840026855465, 0.006615039825439453, 0.006561791896820069, 0.006551551818847656, 0.006462528228759766, 0.00658841609954834, 0.006526976108551025, 0.006535168170928955, 0.006527999877929688, 0.006521920204162598, 0.006713344097137451, 0.006501376152038574, 0.006550528049468994, 0.006519807815551758, 0.006518784046173095, 0.00653107213973999, 0.0065372161865234375, 0.006499328136444092, 0.006497280120849609, 0.006502399921417237, 0.0067420158386230465, 0.006598688125610351, 0.006540287971496582, 0.00653926420211792, 0.00653107213973999, 0.006665215969085693, 0.006525951862335205, 0.0065372161865234375, 0.0065372161865234375, 0.0065484800338745115, 0.006525951862335205, 0.006540287971496582, 0.006714367866516113, 0.00653107213973999, 0.006505472183227539, 0.006536191940307618, 0.006505472183227539, 0.006540287971496582, 0.006526976108551025, 0.006510591983795166, 0.006535200119018555, 0.00652185583114624, 0.0065075201988220215, 0.00653926420211792, 0.00652288007736206 ] }, "throughput": { "unit": "samples/s", "value": 146.45485826399968 }, "energy": { "unit": "kWh", "cpu": 7.833566690920388e-08, "ram": 4.282788398849977e-08, "gpu": 1.765498488421066e-07, "total": 2.977133997398103e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3358935.1398827205 } } } }