| { | |
| "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": 66697.29792, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.217-205.860.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": "4.42.0.dev0", | |
| "transformers_commit": "25245ec26dc29bcf6102e1b4ddd0dfd02e720cf5", | |
| "accelerate_version": "0.31.0.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": 1762.97984, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936192 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04496758270263672, | |
| "mean": 0.02248379135131836, | |
| "stdev": 0.0006636962890625014, | |
| "p50": 0.02248379135131836, | |
| "p90": 0.02301474838256836, | |
| "p95": 0.02308111801147461, | |
| "p99": 0.02313421371459961, | |
| "values": [ | |
| 0.02314748764038086, | |
| 0.021820095062255858 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 311.3353922664626 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1762.992128, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936704 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.2117238769531244, | |
| "mean": 2.6058619384765622, | |
| "stdev": 0.01131042480468758, | |
| "p50": 2.6058619384765622, | |
| "p90": 2.6149102783203126, | |
| "p95": 2.616041320800781, | |
| "p99": 2.6169461547851562, | |
| "values": [ | |
| 2.61717236328125, | |
| 2.594551513671875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 48.736273447489964 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 5.212047351837159, | |
| "mean": 0.020600977675245685, | |
| "stdev": 0.0014345971755824, | |
| "p50": 0.020485120773315428, | |
| "p90": 0.02124193229675293, | |
| "p95": 0.021464269256591794, | |
| "p99": 0.02180165618896484, | |
| "values": [ | |
| 0.021926912307739257, | |
| 0.021544960021972655, | |
| 0.021582847595214845, | |
| 0.020802560806274413, | |
| 0.020731903076171874, | |
| 0.021089279174804687, | |
| 0.02145075225830078, | |
| 0.021140480041503908, | |
| 0.020599807739257812, | |
| 0.020847616195678712, | |
| 0.02086297607421875, | |
| 0.0204769287109375, | |
| 0.021151744842529296, | |
| 0.02168934440612793, | |
| 0.021916671752929686, | |
| 0.021340160369873046, | |
| 0.021380096435546874, | |
| 0.021355520248413085, | |
| 0.021372928619384765, | |
| 0.021283840179443358, | |
| 0.021235712051391603, | |
| 0.02057318305969238, | |
| 0.020582399368286132, | |
| 0.02105855941772461, | |
| 0.02128895950317383, | |
| 0.020757503509521484, | |
| 0.021695487976074217, | |
| 0.021544960021972655, | |
| 0.02148454475402832, | |
| 0.021400575637817384, | |
| 0.021150720596313476, | |
| 0.02123776054382324, | |
| 0.021621759414672852, | |
| 0.021539840698242187, | |
| 0.021128192901611328, | |
| 0.02123776054382324, | |
| 0.02124297523498535, | |
| 0.021157791137695312, | |
| 0.02042470359802246, | |
| 0.020890623092651366, | |
| 0.021218303680419923, | |
| 0.020961280822753905, | |
| 0.020468736648559572, | |
| 0.020485120773315428, | |
| 0.020307968139648438, | |
| 0.020323328018188477, | |
| 0.020351999282836913, | |
| 0.020166656494140626, | |
| 0.020017152786254884, | |
| 0.019954687118530275, | |
| 0.02002739143371582, | |
| 0.019962879180908204, | |
| 0.019981311798095702, | |
| 0.019975168228149414, | |
| 0.020091903686523437, | |
| 0.019998720169067383, | |
| 0.0202106876373291, | |
| 0.020359199523925783, | |
| 0.020381664276123045, | |
| 0.020357120513916017, | |
| 0.020358144760131838, | |
| 0.020373504638671876, | |
| 0.020331520080566406, | |
| 0.020360191345214843, | |
| 0.020364288330078126, | |
| 0.020330495834350586, | |
| 0.020389888763427736, | |
| 0.020382720947265624, | |
| 0.020379648208618165, | |
| 0.02032640075683594, | |
| 0.020511743545532226, | |
| 0.0204083194732666, | |
| 0.02048204803466797, | |
| 0.020348928451538087, | |
| 0.020380672454833985, | |
| 0.020347904205322266, | |
| 0.020971519470214844, | |
| 0.021403648376464843, | |
| 0.021136383056640624, | |
| 0.021340160369873046, | |
| 0.021204992294311522, | |
| 0.020798463821411133, | |
| 0.020057088851928712, | |
| 0.020149248123168945, | |
| 0.020682752609252928, | |
| 0.020727807998657227, | |
| 0.020677631378173827, | |
| 0.020669439315795898, | |
| 0.02065407943725586, | |
| 0.02066022491455078, | |
| 0.020711423873901368, | |
| 0.020722688674926756, | |
| 0.020684799194335936, | |
| 0.02064793586730957, | |
| 0.02063155174255371, | |
| 0.02004991912841797, | |
| 0.020075519561767577, | |
| 0.020082687377929686, | |
| 0.02002943992614746, | |
| 0.019979263305664064, | |
| 0.020032512664794923, | |
| 0.020016128540039063, | |
| 0.02001817512512207, | |
| 0.02003455924987793, | |
| 0.02004684829711914, | |
| 0.020180992126464844, | |
| 0.020603904724121092, | |
| 0.02050662422180176, | |
| 0.02043187141418457, | |
| 0.020447231292724608, | |
| 0.01970790481567383, | |
| 0.01978982353210449, | |
| 0.019778560638427735, | |
| 0.01963007926940918, | |
| 0.019979263305664064, | |
| 0.020118528366088868, | |
| 0.020023296356201172, | |
| 0.01999564743041992, | |
| 0.020001792907714845, | |
| 0.020001792907714845, | |
| 0.020040704727172853, | |
| 0.019962879180908204, | |
| 0.020051967620849608, | |
| 0.019983360290527344, | |
| 0.02001203155517578, | |
| 0.02002739143371582, | |
| 0.04199423980712891, | |
| 0.02002739143371582, | |
| 0.02001817512512207, | |
| 0.020116479873657226, | |
| 0.020024320602416993, | |
| 0.019943424224853516, | |
| 0.019963903427124022, | |
| 0.019952640533447266, | |
| 0.019956735610961913, | |
| 0.02002739143371582, | |
| 0.019917823791503905, | |
| 0.019963903427124022, | |
| 0.019998720169067383, | |
| 0.019959808349609375, | |
| 0.020098047256469728, | |
| 0.02051584053039551, | |
| 0.020371456146240235, | |
| 0.02045952033996582, | |
| 0.020406272888183592, | |
| 0.020568063735961914, | |
| 0.020371456146240235, | |
| 0.02046976089477539, | |
| 0.020316160202026368, | |
| 0.02060697555541992, | |
| 0.020513792037963868, | |
| 0.02027008056640625, | |
| 0.0200898551940918, | |
| 0.020068351745605468, | |
| 0.019976192474365235, | |
| 0.020813823699951172, | |
| 0.020706304550170897, | |
| 0.02065407943725586, | |
| 0.02000383949279785, | |
| 0.01998847961425781, | |
| 0.020575231552124023, | |
| 0.020695039749145508, | |
| 0.021556224822998047, | |
| 0.021409791946411134, | |
| 0.020806655883789063, | |
| 0.02084454345703125, | |
| 0.02067148780822754, | |
| 0.02066431999206543, | |
| 0.020708351135253905, | |
| 0.020552703857421875, | |
| 0.020714496612548827, | |
| 0.020710399627685547, | |
| 0.020661247253417968, | |
| 0.020792320251464845, | |
| 0.021137407302856445, | |
| 0.020737024307250978, | |
| 0.02069811248779297, | |
| 0.02067251205444336, | |
| 0.02067046356201172, | |
| 0.02067865562438965, | |
| 0.02063155174255371, | |
| 0.020722688674926756, | |
| 0.02067865562438965, | |
| 0.020726783752441406, | |
| 0.020740095138549804, | |
| 0.020824064254760744, | |
| 0.020695039749145508, | |
| 0.020952064514160155, | |
| 0.020718591690063477, | |
| 0.020916223526000977, | |
| 0.020900863647460938, | |
| 0.021222400665283202, | |
| 0.02026188850402832, | |
| 0.020100095748901366, | |
| 0.020818944931030273, | |
| 0.020938751220703124, | |
| 0.021527551651000978, | |
| 0.02019327926635742, | |
| 0.02003558349609375, | |
| 0.02007961654663086, | |
| 0.020170751571655272, | |
| 0.020763647079467772, | |
| 0.02065510368347168, | |
| 0.020587520599365236, | |
| 0.01998847961425781, | |
| 0.019983360290527344, | |
| 0.019966976165771484, | |
| 0.020025344848632814, | |
| 0.020676607131958007, | |
| 0.02065100860595703, | |
| 0.020546560287475587, | |
| 0.020618240356445314, | |
| 0.020794368743896483, | |
| 0.020716543197631835, | |
| 0.020016128540039063, | |
| 0.020048896789550782, | |
| 0.02008883285522461, | |
| 0.02007142448425293, | |
| 0.01998028755187988, | |
| 0.02004172706604004, | |
| 0.019978239059448243, | |
| 0.020025344848632814, | |
| 0.019954687118530275, | |
| 0.02001919937133789, | |
| 0.019946495056152345, | |
| 0.019997695922851562, | |
| 0.019970048904418947, | |
| 0.02000383949279785, | |
| 0.019933183670043944, | |
| 0.019957759857177734, | |
| 0.019947519302368166, | |
| 0.019973119735717772, | |
| 0.019957759857177734, | |
| 0.02065407943725586, | |
| 0.021352447509765626, | |
| 0.020956159591674805, | |
| 0.020968448638916014, | |
| 0.02069606399536133, | |
| 0.020633600234985353, | |
| 0.020740095138549804, | |
| 0.02070425605773926, | |
| 0.02083737564086914, | |
| 0.020716543197631835, | |
| 0.02103091239929199, | |
| 0.01983590316772461, | |
| 0.019803136825561524, | |
| 0.01999564743041992, | |
| 0.020025344848632814, | |
| 0.019977216720581056, | |
| 0.02011955261230469, | |
| 0.021001216888427734, | |
| 0.020711423873901368, | |
| 0.02080460739135742 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 48.54138554800769 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |