cuda
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
ec02478
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+cu124", | |
| "_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": "0", | |
| "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": 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-5.10.223-211.872.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": "0.30.1", | |
| "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": 826.884096, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.72356005859375, | |
| "mean": 7.72356005859375, | |
| "stdev": 0.0, | |
| "p50": 7.72356005859375, | |
| "p90": 7.72356005859375, | |
| "p95": 7.72356005859375, | |
| "p99": 7.72356005859375, | |
| "values": [ | |
| 7.72356005859375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.4729389333335044e-06, | |
| "ram": 7.916889420226179e-07, | |
| "gpu": 1.7338902760007796e-06, | |
| "total": 3.998518151356902e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1035.96032, | |
| "max_global_vram": 1049.100288, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 184, | |
| "total": 0.9943345265388489, | |
| "mean": 0.0054039919920589605, | |
| "stdev": 0.00024237947628442632, | |
| "p50": 0.005435392141342163, | |
| "p90": 0.005651126384735108, | |
| "p95": 0.005709158277511597, | |
| "p99": 0.00609052659988403, | |
| "values": [ | |
| 0.005652416229248047, | |
| 0.0056145601272583005, | |
| 0.00567193603515625, | |
| 0.005710976123809814, | |
| 0.006049791812896729, | |
| 0.00577023983001709, | |
| 0.005651423931121826, | |
| 0.005748799800872803, | |
| 0.005604351997375488, | |
| 0.005545983791351319, | |
| 0.005553152084350586, | |
| 0.005650432109832764, | |
| 0.005545983791351319, | |
| 0.005605375766754151, | |
| 0.005482495784759522, | |
| 0.005484543800354004, | |
| 0.005604351997375488, | |
| 0.005583871841430664, | |
| 0.005434368133544922, | |
| 0.005427231788635254, | |
| 0.005560319900512695, | |
| 0.005313695907592774, | |
| 0.005337088108062744, | |
| 0.005341184139251709, | |
| 0.005322751998901368, | |
| 0.00540064001083374, | |
| 0.00532480001449585, | |
| 0.005482495784759522, | |
| 0.005652480125427246, | |
| 0.005495808124542236, | |
| 0.005542975902557373, | |
| 0.005627903938293457, | |
| 0.0054568958282470706, | |
| 0.005527552127838135, | |
| 0.0054568958282470706, | |
| 0.005409823894500732, | |
| 0.005611519813537597, | |
| 0.00566374397277832, | |
| 0.005594111919403076, | |
| 0.005534880161285401, | |
| 0.005576704025268555, | |
| 0.005586048126220703, | |
| 0.005516287803649903, | |
| 0.005699584007263184, | |
| 0.005499872207641601, | |
| 0.005485568046569824, | |
| 0.00552345609664917, | |
| 0.005480480194091797, | |
| 0.0055316481590271, | |
| 0.0055277438163757325, | |
| 0.005499904155731201, | |
| 0.005452799797058106, | |
| 0.005225344181060791, | |
| 0.0051998720169067385, | |
| 0.005406720161437988, | |
| 0.005508096218109131, | |
| 0.005526591777801513, | |
| 0.005420032024383545, | |
| 0.005470208168029785, | |
| 0.005393407821655274, | |
| 0.005239808082580567, | |
| 0.005173247814178467, | |
| 0.005265344142913819, | |
| 0.005409728050231934, | |
| 0.005547008037567139, | |
| 0.005599232196807862, | |
| 0.0064542717933654785, | |
| 0.005653600215911866, | |
| 0.005610367774963379, | |
| 0.005682176113128662, | |
| 0.005508096218109131, | |
| 0.005569536209106446, | |
| 0.005393407821655274, | |
| 0.0051701760292053225, | |
| 0.00532480001449585, | |
| 0.00553772783279419, | |
| 0.005724127769470215, | |
| 0.005647136211395264, | |
| 0.005454847812652588, | |
| 0.005542975902557373, | |
| 0.005609471797943116, | |
| 0.005516287803649903, | |
| 0.005567488193511963, | |
| 0.005359615802764893, | |
| 0.005380928039550781, | |
| 0.005379263877868652, | |
| 0.005388288021087646, | |
| 0.005359615802764893, | |
| 0.005565440177917481, | |
| 0.005594111919403076, | |
| 0.005582848072052002, | |
| 0.005414912223815918, | |
| 0.005477375984191894, | |
| 0.005477375984191894, | |
| 0.005443583965301513, | |
| 0.0053021440505981446, | |
| 0.005369919776916504, | |
| 0.005482495784759522, | |
| 0.00536678409576416, | |
| 0.0053820481300354, | |
| 0.005436416149139404, | |
| 0.005491615772247315, | |
| 0.005636096000671387, | |
| 0.005606400012969971, | |
| 0.005824512004852295, | |
| 0.005637119770050049, | |
| 0.0056780800819396975, | |
| 0.005710847854614258, | |
| 0.006289408206939697, | |
| 0.005577727794647217, | |
| 0.005593088150024414, | |
| 0.0055582718849182125, | |
| 0.005582848072052002, | |
| 0.005450751781463623, | |
| 0.005371903896331787, | |
| 0.00562278413772583, | |
| 0.005519360065460205, | |
| 0.0053043198585510255, | |
| 0.005342207908630371, | |
| 0.005296127796173096, | |
| 0.0052971520423889164, | |
| 0.005147552013397217, | |
| 0.005493760108947754, | |
| 0.005640160083770752, | |
| 0.005436416149139404, | |
| 0.005277696132659912, | |
| 0.0051608958244323735, | |
| 0.005273600101470947, | |
| 0.005422080039978027, | |
| 0.0052368960380554195, | |
| 0.005323775768280029, | |
| 0.00535756778717041, | |
| 0.0053309440612792965, | |
| 0.005392384052276611, | |
| 0.0053606400489807126, | |
| 0.005334047794342041, | |
| 0.005520448207855224, | |
| 0.005500927925109863, | |
| 0.005472095966339111, | |
| 0.005911551952362061, | |
| 0.005237760066986084, | |
| 0.0053933758735656735, | |
| 0.0051404800415039064, | |
| 0.005100543975830078, | |
| 0.005244895935058593, | |
| 0.0050954241752624516, | |
| 0.005043360233306884, | |
| 0.005051392078399658, | |
| 0.005143455982208252, | |
| 0.005047296047210693, | |
| 0.0050462718009948735, | |
| 0.0050432000160217285, | |
| 0.005047296047210693, | |
| 0.005013440132141113, | |
| 0.005020768165588379, | |
| 0.005049471855163574, | |
| 0.005032959938049316, | |
| 0.005016448020935059, | |
| 0.005145599842071533, | |
| 0.005100512027740479, | |
| 0.005026879787445068, | |
| 0.0050135040283203125, | |
| 0.0050769920349121095, | |
| 0.005153791904449463, | |
| 0.0052971520423889164, | |
| 0.005119103908538819, | |
| 0.00511897611618042, | |
| 0.005243904113769531, | |
| 0.005116928100585938, | |
| 0.005104640007019043, | |
| 0.00511897611618042, | |
| 0.005017600059509277, | |
| 0.005028736114501953, | |
| 0.005045216083526611, | |
| 0.00501145601272583, | |
| 0.0050124797821044925, | |
| 0.005011231899261475, | |
| 0.005146624088287354, | |
| 0.005005311965942383, | |
| 0.0050094079971313476, | |
| 0.005025792121887207, | |
| 0.005029888153076172, | |
| 0.00504531192779541, | |
| 0.005012351989746094 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 185.04838672401377 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 6.05549745276362e-08, | |
| "ram": 3.2966509321510465e-08, | |
| "gpu": 3.642882214923854e-07, | |
| "total": 4.578097053415321e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2184313.675163323 | |
| } | |
| } | |
| } | |
| } |