{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "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": {}, "hub_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, "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", "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": "4.40.2", "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": 910.057472, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 364.432384 }, "latency": { "unit": "s", "count": 176, "total": 1.0005740160942074, "mean": 0.005685079636898908, "stdev": 0.00020121649574724042, "p50": 0.005600256204605103, "p90": 0.005815808057785034, "p95": 0.0062369278669357296, "p99": 0.006512384176254273, "values": [ 0.006533120155334473, 0.0062341117858886715, 0.006288383960723877, 0.006245376110076905, 0.006333439826965332, 0.006302720069885254, 0.006266880035400391, 0.006209536075592041, 0.006294528007507324, 0.006568960189819336, 0.00601804780960083, 0.005635072231292724, 0.005743616104125977, 0.005567488193511963, 0.005608448028564453, 0.005570559978485107, 0.005647359848022461, 0.0055920639038085935, 0.0055797758102417, 0.005596159934997558, 0.005601280212402344, 0.005608448028564453, 0.005577727794647217, 0.0055848960876464845, 0.005623807907104492, 0.005583871841430664, 0.005605375766754151, 0.005595136165618897, 0.005611519813537597, 0.005578752040863037, 0.0055808000564575196, 0.005610496044158936, 0.005577727794647217, 0.005606400012969971, 0.005607423782348633, 0.005500927925109863, 0.005552127838134766, 0.00552345609664917, 0.0055214080810546875, 0.005557248115539551, 0.00552243185043335, 0.005553152084350586, 0.005573631763458252, 0.005567455768585205, 0.005601280212402344, 0.005606400012969971, 0.005606400012969971, 0.005623807907104492, 0.005568511962890625, 0.005593088150024414, 0.005594111919403076, 0.005609471797943116, 0.0056442880630493165, 0.005598144054412842, 0.005585919857025146, 0.005589056015014649, 0.005601280212402344, 0.00556441593170166, 0.005599232196807862, 0.005567488193511963, 0.005581823825836182, 0.005577727794647217, 0.005571584224700928, 0.005598207950592041, 0.005590015888214111, 0.005568511962890625, 0.005594111919403076, 0.005569536209106446, 0.005589983940124512, 0.00556441593170166, 0.005599232196807862, 0.005597184181213379, 0.005586944103240967, 0.0055920639038085935, 0.005550079822540284, 0.005566463947296142, 0.005602303981781006, 0.005565440177917481, 0.0055808000564575196, 0.005582848072052002, 0.005545983791351319, 0.005585919857025146, 0.00557260799407959, 0.0055797758102417, 0.005559296131134033, 0.005534719944000244, 0.005602303981781006, 0.005549056053161621, 0.005626912117004394, 0.005547008037567139, 0.005591040134429932, 0.005576704025268555, 0.005501952171325684, 0.005527552127838135, 0.005513216018676758, 0.005502975940704345, 0.0055316481590271, 0.0054906878471374515, 0.005501952171325684, 0.005628928184509278, 0.0055511040687561035, 0.005552127838134766, 0.0055582718849182125, 0.005548031806945801, 0.005585919857025146, 0.005537792205810547, 0.005623807907104492, 0.0055848960876464845, 0.00555622386932373, 0.005575679779052735, 0.00553984022140503, 0.0055848960876464845, 0.005554175853729248, 0.005554175853729248, 0.005577727794647217, 0.005547008037567139, 0.005590015888214111, 0.005544960021972656, 0.005573631763458252, 0.0059064640998840335, 0.005805056095123291, 0.005832704067230224, 0.0057794561386108395, 0.005866496086120605, 0.005769184112548828, 0.005760000228881836, 0.005758975982666016, 0.005759039878845215, 0.005740543842315674, 0.005736447811126709, 0.0057487359046936035, 0.005715968132019043, 0.005733376026153565, 0.005700607776641845, 0.005720064163208007, 0.005692416191101074, 0.005603328227996827, 0.005530623912811279, 0.005495808124542236, 0.00551423978805542, 0.005502975940704345, 0.005819392204284668, 0.005768191814422607, 0.0058122239112854005, 0.005810175895690918, 0.00577023983001709, 0.005783552169799804, 0.005752831935882568, 0.005777408123016357, 0.005776383876800537, 0.0057415680885314945, 0.005795839786529541, 0.005745664119720459, 0.005807104110717773, 0.00577023983001709, 0.006505472183227539, 0.005781504154205322, 0.005948383808135987, 0.005841951847076416, 0.005791744232177734, 0.005772287845611572, 0.005799967765808106, 0.005783552169799804, 0.005787648200988769, 0.0057794561386108395, 0.005745664119720459, 0.005775360107421875, 0.005766143798828125, 0.0058091521263122555, 0.005769216060638428, 0.005796864032745362, 0.005753856182098388, 0.005791744232177734, 0.005753856182098388, 0.0057825279235839844, 0.005780479907989502 ] }, "throughput": { "unit": "samples/s", "value": 175.8990311251786 }, "energy": { "unit": "kWh", "cpu": 6.843175582045341e-08, "ram": 3.729053333104118e-08, "gpu": 3.5492046273562883e-07, "total": 4.606427518871234e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2170879.702119011 } } } }