| { | |
| "config": { | |
| "name": "pytorch_generate", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.0+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-generation", | |
| "library": "transformers", | |
| "model": "google/gemma-2b", | |
| "processor": "google/gemma-2b", | |
| "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": "float16", | |
| "eval_mode": true, | |
| "to_bettertransformer": false, | |
| "low_cpu_mem_usage": null, | |
| "attn_implementation": null, | |
| "cache_implementation": "static", | |
| "autocast_enabled": false, | |
| "autocast_dtype": null, | |
| "torch_compile": false, | |
| "torch_compile_target": "forward", | |
| "torch_compile_config": { | |
| "backend": "inductor", | |
| "mode": "reduce-overhead", | |
| "fullgraph": true | |
| }, | |
| "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": 2, | |
| "duration": 0, | |
| "warmup_runs": 10, | |
| "input_shapes": { | |
| "batch_size": 1, | |
| "num_choices": 2, | |
| "sequence_length": 7 | |
| }, | |
| "new_tokens": null, | |
| "latency": true, | |
| "memory": true, | |
| "energy": false, | |
| "forward_kwargs": {}, | |
| "generate_kwargs": { | |
| "max_new_tokens": 128, | |
| "min_new_tokens": 128, | |
| "do_sample": false | |
| }, | |
| "call_kwargs": {} | |
| }, | |
| "launcher": { | |
| "name": "process", | |
| "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
| "device_isolation": true, | |
| "device_isolation_action": "warn", | |
| "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-glibc2.29", | |
| "processor": "x86_64", | |
| "python_version": "3.8.10", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.2.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.43.0.dev0", | |
| "transformers_commit": "1c68f2cafb4ca54562f74b66d1085b68dd6682f5", | |
| "accelerate_version": "0.32.0.dev0", | |
| "accelerate_commit": null, | |
| "diffusers_version": null, | |
| "diffusers_commit": null, | |
| "optimum_version": "1.21.0.dev0", | |
| "optimum_commit": null, | |
| "timm_version": "0.9.16", | |
| "timm_commit": null, | |
| "peft_version": "0.11.2.dev0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1762.226176, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936192 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04621903991699219, | |
| "mean": 0.023109519958496094, | |
| "stdev": 0.0003098716735839835, | |
| "p50": 0.023109519958496094, | |
| "p90": 0.02335741729736328, | |
| "p95": 0.02338840446472168, | |
| "p99": 0.0234131941986084, | |
| "values": [ | |
| 0.02279964828491211, | |
| 0.023419391632080077 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 302.9054698051608 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1762.238464, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936704 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.279913330078125, | |
| "mean": 2.6399566650390627, | |
| "stdev": 0.011269409179687662, | |
| "p50": 2.6399566650390627, | |
| "p90": 2.6489721923828125, | |
| "p95": 2.6500991333007815, | |
| "p99": 2.6510006860351565, | |
| "values": [ | |
| 2.65122607421875, | |
| 2.628687255859375 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 48.10685026836258 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 5.28210941505432, | |
| "mean": 0.020877902826301663, | |
| "stdev": 0.0015655806670785356, | |
| "p50": 0.0206059513092041, | |
| "p90": 0.021411635589599607, | |
| "p95": 0.021533900833129883, | |
| "p99": 0.022309396286010738, | |
| "values": [ | |
| 0.02241535949707031, | |
| 0.022024192810058595, | |
| 0.021295103073120117, | |
| 0.021377023696899415, | |
| 0.02123673629760742, | |
| 0.021177343368530274, | |
| 0.021130239486694336, | |
| 0.020948991775512696, | |
| 0.021089279174804687, | |
| 0.021396480560302734, | |
| 0.021407743453979493, | |
| 0.02102579116821289, | |
| 0.02131046485900879, | |
| 0.021428224563598632, | |
| 0.02142310333251953, | |
| 0.021120000839233398, | |
| 0.021146623611450196, | |
| 0.021072895050048827, | |
| 0.021209087371826172, | |
| 0.021227519989013673, | |
| 0.02099404716491699, | |
| 0.02104319953918457, | |
| 0.02106675148010254, | |
| 0.020945920944213867, | |
| 0.021142528533935546, | |
| 0.021465087890625, | |
| 0.021411840438842773, | |
| 0.021227519989013673, | |
| 0.02142207908630371, | |
| 0.022525951385498046, | |
| 0.020946943283081054, | |
| 0.021782527923583983, | |
| 0.021412864685058593, | |
| 0.021133312225341795, | |
| 0.02104319953918457, | |
| 0.021015552520751952, | |
| 0.02101043128967285, | |
| 0.02104115104675293, | |
| 0.02131865692138672, | |
| 0.02086809539794922, | |
| 0.02084864044189453, | |
| 0.02085068893432617, | |
| 0.02104217529296875, | |
| 0.020996095657348633, | |
| 0.02065203285217285, | |
| 0.020526079177856444, | |
| 0.020527103424072265, | |
| 0.020501504898071288, | |
| 0.020540416717529295, | |
| 0.020521984100341797, | |
| 0.020537343978881836, | |
| 0.020544511795043945, | |
| 0.020567039489746093, | |
| 0.020726783752441406, | |
| 0.020585472106933594, | |
| 0.020558847427368163, | |
| 0.020624383926391602, | |
| 0.020540416717529295, | |
| 0.020556800842285155, | |
| 0.020520959854125977, | |
| 0.020553728103637696, | |
| 0.020509695053100584, | |
| 0.020516864776611327, | |
| 0.020611072540283205, | |
| 0.02062745666503906, | |
| 0.020572160720825194, | |
| 0.020700159072875975, | |
| 0.02063667106628418, | |
| 0.020725759506225586, | |
| 0.020668415069580077, | |
| 0.02066431999206543, | |
| 0.020634624481201173, | |
| 0.020617216110229493, | |
| 0.020599807739257812, | |
| 0.02062233543395996, | |
| 0.02063871955871582, | |
| 0.02062950325012207, | |
| 0.020590591430664062, | |
| 0.020566015243530272, | |
| 0.020990976333618162, | |
| 0.021557247161865235, | |
| 0.021551103591918946, | |
| 0.022211584091186523, | |
| 0.021493759155273438, | |
| 0.0206059513092041, | |
| 0.02063667106628418, | |
| 0.020658176422119142, | |
| 0.02066431999206543, | |
| 0.02065920066833496, | |
| 0.02063871955871582, | |
| 0.020661247253417968, | |
| 0.020723712921142577, | |
| 0.02065203285217285, | |
| 0.020789247512817383, | |
| 0.02065203285217285, | |
| 0.020569087982177735, | |
| 0.020572160720825194, | |
| 0.020552703857421875, | |
| 0.020588544845581053, | |
| 0.02057219123840332, | |
| 0.020615135192871094, | |
| 0.020582399368286132, | |
| 0.020543487548828124, | |
| 0.020556800842285155, | |
| 0.020541439056396483, | |
| 0.020547584533691408, | |
| 0.02063052749633789, | |
| 0.02067046356201172, | |
| 0.020562944412231447, | |
| 0.020567039489746093, | |
| 0.020566015243530272, | |
| 0.020550655364990233, | |
| 0.02049126434326172, | |
| 0.02060492706298828, | |
| 0.02058956718444824, | |
| 0.0206878719329834, | |
| 0.020525056838989256, | |
| 0.020580352783203124, | |
| 0.020537343978881836, | |
| 0.020536319732666015, | |
| 0.020556800842285155, | |
| 0.020531200408935548, | |
| 0.020530176162719727, | |
| 0.020562944412231447, | |
| 0.021098495483398438, | |
| 0.02146406364440918, | |
| 0.04498329544067383, | |
| 0.020495359420776366, | |
| 0.020560895919799805, | |
| 0.020511743545532226, | |
| 0.021001216888427734, | |
| 0.020551679611206054, | |
| 0.020590591430664062, | |
| 0.020555776596069338, | |
| 0.020513792037963868, | |
| 0.02064588737487793, | |
| 0.02049228858947754, | |
| 0.020478975296020507, | |
| 0.020609024047851563, | |
| 0.02058137512207031, | |
| 0.020570112228393556, | |
| 0.020554752349853517, | |
| 0.02046668815612793, | |
| 0.020557823181152343, | |
| 0.020561920166015626, | |
| 0.02058137512207031, | |
| 0.020553728103637696, | |
| 0.020518911361694335, | |
| 0.02046976089477539, | |
| 0.020509695053100584, | |
| 0.02108723258972168, | |
| 0.02182246398925781, | |
| 0.021563392639160156, | |
| 0.021522432327270507, | |
| 0.021522432327270507, | |
| 0.021400575637817384, | |
| 0.021445632934570313, | |
| 0.021410816192626952, | |
| 0.02050662422180176, | |
| 0.02049945640563965, | |
| 0.020543487548828124, | |
| 0.020541439056396483, | |
| 0.020619264602661135, | |
| 0.02043903923034668, | |
| 0.02046156883239746, | |
| 0.020454399108886717, | |
| 0.020436992645263673, | |
| 0.021112831115722656, | |
| 0.020534271240234374, | |
| 0.020495359420776366, | |
| 0.021122047424316406, | |
| 0.021402624130249022, | |
| 0.021596160888671875, | |
| 0.021412864685058593, | |
| 0.021840896606445313, | |
| 0.021410816192626952, | |
| 0.020503551483154296, | |
| 0.020478975296020507, | |
| 0.020479999542236327, | |
| 0.020529151916503906, | |
| 0.020568063735961914, | |
| 0.020526079177856444, | |
| 0.02045849609375, | |
| 0.020626432418823244, | |
| 0.020496383666992187, | |
| 0.02048307228088379, | |
| 0.020529151916503906, | |
| 0.0204902400970459, | |
| 0.020599807739257812, | |
| 0.020609024047851563, | |
| 0.020575231552124023, | |
| 0.02048102378845215, | |
| 0.020489215850830078, | |
| 0.02049945640563965, | |
| 0.020502527236938475, | |
| 0.020518911361694335, | |
| 0.020502527236938475, | |
| 0.020521984100341797, | |
| 0.020526079177856444, | |
| 0.02058137512207031, | |
| 0.020602880477905275, | |
| 0.020574207305908202, | |
| 0.020578304290771485, | |
| 0.020592639923095703, | |
| 0.020641792297363282, | |
| 0.020587520599365236, | |
| 0.020556800842285155, | |
| 0.020554752349853517, | |
| 0.02065203285217285, | |
| 0.020644863128662108, | |
| 0.020703231811523438, | |
| 0.020577280044555665, | |
| 0.021497856140136717, | |
| 0.020577280044555665, | |
| 0.020703231811523438, | |
| 0.02062950325012207, | |
| 0.020575231552124023, | |
| 0.02062848091125488, | |
| 0.020554752349853517, | |
| 0.02059878349304199, | |
| 0.020752384185791017, | |
| 0.021715967178344727, | |
| 0.020626432418823244, | |
| 0.020538368225097657, | |
| 0.020552703857421875, | |
| 0.02058956718444824, | |
| 0.02079539108276367, | |
| 0.020797439575195312, | |
| 0.020558847427368163, | |
| 0.020658176422119142, | |
| 0.02058956718444824, | |
| 0.020601856231689454, | |
| 0.020616191864013672, | |
| 0.02045747184753418, | |
| 0.02045644760131836, | |
| 0.020496383666992187, | |
| 0.020595712661743162, | |
| 0.020669439315795898, | |
| 0.020710399627685547, | |
| 0.02065510368347168, | |
| 0.02063667106628418, | |
| 0.02058137512207031, | |
| 0.020595712661743162, | |
| 0.020620288848876952, | |
| 0.020586496353149415, | |
| 0.020661247253417968, | |
| 0.02063155174255371, | |
| 0.020620288848876952, | |
| 0.02082099151611328, | |
| 0.020564992904663085, | |
| 0.020552703857421875, | |
| 0.020536319732666015, | |
| 0.020571136474609376 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 47.897531103565406 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |