{ "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_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": 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": "0.3.1", "optimum_benchmark_commit": "9337b863a5d9e4991ca83847e6c2f66a543b52d9", "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "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": { "load": { "memory": { "unit": "MB", "max_ram": 982.900736, "max_global_vram": 409.120768, "max_process_vram": 45628.452864, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.33946044921875, "mean": 7.33946044921875, "stdev": 0.0, "p50": 7.33946044921875, "p90": 7.33946044921875, "p95": 7.33946044921875, "p99": 7.33946044921875, "values": [ 7.33946044921875 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1829.736448, "max_global_vram": 520.51968, "max_process_vram": 270138.499072, "max_reserved": 148.897792, "max_allocated": 113.516032 }, "latency": { "unit": "s", "count": 131, "total": 0.996720579624176, "mean": 0.007608554042932642, "stdev": 0.00048198092800496103, "p50": 0.007522379875183106, "p90": 0.008146697998046876, "p95": 0.008288218498229982, "p99": 0.00855628147125244, "values": [ 0.008249419212341309, 0.008414857864379883, 0.008531977653503418, 0.00856525707244873, 0.008535338401794433, 0.00844029712677002, 0.008327017784118653, 0.008228299140930175, 0.008203497886657715, 0.008155339241027832, 0.008124459266662597, 0.007888298988342285, 0.01015565299987793, 0.007613900184631347, 0.0074979009628295895, 0.007447980880737305, 0.00750846004486084, 0.00756574010848999, 0.007536459922790528, 0.007574379920959473, 0.00708718204498291, 0.007064140796661377, 0.007094221115112305, 0.0070833420753479, 0.007084621906280518, 0.007099340915679932, 0.007108621120452881, 0.007293581008911133, 0.007086221218109131, 0.0070817418098449705, 0.007887818813323975, 0.008075658798217773, 0.007689418792724609, 0.007394381046295166, 0.007258541107177734, 0.007229260921478272, 0.007066380977630615, 0.007094060897827149, 0.007122702121734619, 0.0071827020645141605, 0.007169900894165039, 0.007258861064910888, 0.007293420791625977, 0.00712014102935791, 0.007118540763854981, 0.007115342140197754, 0.007086700916290283, 0.007121901035308838, 0.007280301094055175, 0.0071046209335327145, 0.0072513408660888675, 0.007149741172790527, 0.007139980792999268, 0.007411021232604981, 0.007113901138305664, 0.007096460819244385, 0.007096621990203857, 0.00710158109664917, 0.0071196608543396, 0.007120780944824219, 0.007090861797332764, 0.007261579990386963, 0.007223501205444336, 0.007277260780334473, 0.0072019009590148925, 0.007257101058959961, 0.007195661067962647, 0.007248781204223633, 0.007218861103057862, 0.0072231807708740235, 0.0072539010047912595, 0.007196620941162109, 0.00719710111618042, 0.00721182107925415, 0.007209741115570069, 0.0072398209571838375, 0.007434380054473877, 0.008100619316101074, 0.008189098358154297, 0.008098698616027833, 0.008073738098144531, 0.007789259910583496, 0.007475659847259521, 0.007625259876251221, 0.007641900062561035, 0.007698219776153564, 0.007688620090484619, 0.00809165859222412, 0.008146697998046876, 0.008128619194030762, 0.008122219085693359, 0.008040458679199218, 0.00793549919128418, 0.007605899810791015, 0.007716619968414306, 0.007658539772033691, 0.007522379875183106, 0.007556940078735351, 0.007319661140441894, 0.008232937812805177, 0.008079018592834473, 0.008023338317871094, 0.008073578834533692, 0.008047179222106933, 0.007997098922729493, 0.008123019218444823, 0.008100459098815918, 0.008078858375549317, 0.007680300235748291, 0.0073083009719848635, 0.007445099830627441, 0.007536779880523681, 0.007399180889129639, 0.007766378879547119, 0.007714700222015381, 0.007715660095214844, 0.007837739944458008, 0.007830859184265137, 0.007554059982299805, 0.007389260768890381, 0.007231181144714356, 0.007229260921478272, 0.008064618110656738, 0.008079018592834473, 0.008127339363098144, 0.008050058364868164, 0.007979339122772216, 0.007968139171600342, 0.007953739166259766, 0.0079911789894104, 0.00802525806427002 ] }, "throughput": { "unit": "samples/s", "value": 131.43101755699166 }, "energy": null, "efficiency": null } } }