| { | |
| "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": null, | |
| "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": "e65502951593a76844e872fee9c56b805598538a", | |
| "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": 1715.412992, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5034.576896 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04029376029968262, | |
| "mean": 0.02014688014984131, | |
| "stdev": 0.0003953275680541983, | |
| "p50": 0.02014688014984131, | |
| "p90": 0.020463142204284666, | |
| "p95": 0.020502674961090088, | |
| "p99": 0.020534301166534423, | |
| "values": [ | |
| 0.020542207717895507, | |
| 0.01975155258178711 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 347.44833681135174 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1715.503104, | |
| "max_global_vram": 6795.296768, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6148.849664, | |
| "max_allocated": 5034.577408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 4.8722958984375, | |
| "mean": 2.43614794921875, | |
| "stdev": 0.02306835937500007, | |
| "p50": 2.43614794921875, | |
| "p90": 2.45460263671875, | |
| "p95": 2.45690947265625, | |
| "p99": 2.45875494140625, | |
| "values": [ | |
| 2.45921630859375, | |
| 2.41307958984375 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 52.1314807833111 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 4.872116155624389, | |
| "mean": 0.01925737610918731, | |
| "stdev": 0.001290441125465919, | |
| "p50": 0.01902284812927246, | |
| "p90": 0.01986088943481445, | |
| "p95": 0.020006502151489258, | |
| "p99": 0.020401203155517578, | |
| "values": [ | |
| 0.020478912353515625, | |
| 0.020585472106933594, | |
| 0.02003763198852539, | |
| 0.019964927673339843, | |
| 0.020123647689819335, | |
| 0.019861503601074217, | |
| 0.019954687118530275, | |
| 0.019768320083618163, | |
| 0.020197376251220703, | |
| 0.019773439407348634, | |
| 0.019947519302368166, | |
| 0.019998720169067383, | |
| 0.019924991607666014, | |
| 0.01983283233642578, | |
| 0.02016972732543945, | |
| 0.02009600067138672, | |
| 0.02001817512512207, | |
| 0.019803136825561524, | |
| 0.01981644821166992, | |
| 0.01994553565979004, | |
| 0.019880895614624024, | |
| 0.019726335525512697, | |
| 0.019615743637084963, | |
| 0.01985843276977539, | |
| 0.019741695404052736, | |
| 0.01967411231994629, | |
| 0.0196495361328125, | |
| 0.019744768142700195, | |
| 0.02007142448425293, | |
| 0.020148223876953125, | |
| 0.019983360290527344, | |
| 0.019977216720581056, | |
| 0.019976192474365235, | |
| 0.019922943115234376, | |
| 0.019870719909667968, | |
| 0.01982771110534668, | |
| 0.020214784622192384, | |
| 0.01965260887145996, | |
| 0.019748863220214845, | |
| 0.019749887466430666, | |
| 0.01982156753540039, | |
| 0.01983180809020996, | |
| 0.019664896011352538, | |
| 0.019619840621948242, | |
| 0.019755008697509766, | |
| 0.019487743377685548, | |
| 0.01965260887145996, | |
| 0.01960550308227539, | |
| 0.019596288681030274, | |
| 0.019169279098510742, | |
| 0.01887846374511719, | |
| 0.01882521629333496, | |
| 0.018920448303222655, | |
| 0.018885631561279297, | |
| 0.01883750343322754, | |
| 0.01884774398803711, | |
| 0.019094528198242186, | |
| 0.019084287643432618, | |
| 0.01905766487121582, | |
| 0.0190699520111084, | |
| 0.01901875114440918, | |
| 0.01903104019165039, | |
| 0.019122175216674805, | |
| 0.019006464004516603, | |
| 0.01906380844116211, | |
| 0.019054592132568358, | |
| 0.01906073570251465, | |
| 0.019054592132568358, | |
| 0.01902694320678711, | |
| 0.01906175994873047, | |
| 0.018983936309814452, | |
| 0.01903411293029785, | |
| 0.019017728805541992, | |
| 0.01902387237548828, | |
| 0.018983936309814452, | |
| 0.019151872634887695, | |
| 0.01901875114440918, | |
| 0.01900441551208496, | |
| 0.019005439758300782, | |
| 0.018967552185058592, | |
| 0.01901055908203125, | |
| 0.018939903259277344, | |
| 0.018989055633544923, | |
| 0.01921433639526367, | |
| 0.019014656066894533, | |
| 0.019145727157592773, | |
| 0.0190382080078125, | |
| 0.018951168060302736, | |
| 0.018977792739868164, | |
| 0.019058687210083008, | |
| 0.019062784194946288, | |
| 0.01903615951538086, | |
| 0.01908940887451172, | |
| 0.019304447174072266, | |
| 0.01906790351867676, | |
| 0.019017728805541992, | |
| 0.018966527938842775, | |
| 0.018961408615112304, | |
| 0.01903308868408203, | |
| 0.018998271942138673, | |
| 0.01902284812927246, | |
| 0.01907711982727051, | |
| 0.019009536743164062, | |
| 0.0191016960144043, | |
| 0.01903615951538086, | |
| 0.019207168579101562, | |
| 0.01904128074645996, | |
| 0.01907711982727051, | |
| 0.018985984802246093, | |
| 0.018962432861328125, | |
| 0.019083263397216797, | |
| 0.019106815338134766, | |
| 0.01900851249694824, | |
| 0.01899622344970703, | |
| 0.018982912063598634, | |
| 0.019005439758300782, | |
| 0.019009536743164062, | |
| 0.018956287384033203, | |
| 0.0190699520111084, | |
| 0.019040319442749025, | |
| 0.01895417594909668, | |
| 0.01901158332824707, | |
| 0.018965503692626954, | |
| 0.018975744247436522, | |
| 0.018945024490356444, | |
| 0.019006464004516603, | |
| 0.038831104278564454, | |
| 0.018914304733276367, | |
| 0.0188538875579834, | |
| 0.018869247436523438, | |
| 0.01883545684814453, | |
| 0.018860063552856444, | |
| 0.0188702392578125, | |
| 0.01887948799133301, | |
| 0.01883443260192871, | |
| 0.018917375564575196, | |
| 0.01904742431640625, | |
| 0.018956287384033203, | |
| 0.01903001594543457, | |
| 0.018937856674194335, | |
| 0.018894847869873048, | |
| 0.018918399810791017, | |
| 0.018889728546142577, | |
| 0.01883545684814453, | |
| 0.018940927505493164, | |
| 0.018911231994628908, | |
| 0.01884671974182129, | |
| 0.01899212837219238, | |
| 0.0190382080078125, | |
| 0.018876415252685547, | |
| 0.01883647918701172, | |
| 0.018856960296630858, | |
| 0.018817024230957033, | |
| 0.018840576171875, | |
| 0.018883583068847656, | |
| 0.01900748825073242, | |
| 0.01887539291381836, | |
| 0.018900991439819336, | |
| 0.01883647918701172, | |
| 0.01898700714111328, | |
| 0.018963455200195312, | |
| 0.0188723201751709, | |
| 0.018916351318359375, | |
| 0.018945024490356444, | |
| 0.01887027168273926, | |
| 0.019062784194946288, | |
| 0.020329471588134765, | |
| 0.019212287902832033, | |
| 0.01902899169921875, | |
| 0.018865152359008788, | |
| 0.01881497573852539, | |
| 0.01878937530517578, | |
| 0.018896896362304686, | |
| 0.018902015686035157, | |
| 0.01887846374511719, | |
| 0.018934783935546876, | |
| 0.01881497573852539, | |
| 0.018868223190307617, | |
| 0.018951168060302736, | |
| 0.018985984802246093, | |
| 0.01903001594543457, | |
| 0.01900748825073242, | |
| 0.018888704299926756, | |
| 0.01900032043457031, | |
| 0.019017728805541992, | |
| 0.019100671768188478, | |
| 0.01900851249694824, | |
| 0.019019775390625, | |
| 0.01922047996520996, | |
| 0.019297279357910157, | |
| 0.01903308868408203, | |
| 0.019021823883056642, | |
| 0.018997247695922852, | |
| 0.019021823883056642, | |
| 0.019092479705810548, | |
| 0.019056640625, | |
| 0.0190699520111084, | |
| 0.01967001533508301, | |
| 0.019288063049316406, | |
| 0.01908940887451172, | |
| 0.018969600677490234, | |
| 0.018967552185058592, | |
| 0.019005439758300782, | |
| 0.01903308868408203, | |
| 0.018990079879760743, | |
| 0.01904128074645996, | |
| 0.018961408615112304, | |
| 0.018988031387329102, | |
| 0.01904947280883789, | |
| 0.018988031387329102, | |
| 0.018959360122680666, | |
| 0.01904947280883789, | |
| 0.01903104019165039, | |
| 0.019074047088623047, | |
| 0.019292160034179686, | |
| 0.019115007400512696, | |
| 0.019013631820678712, | |
| 0.01900032043457031, | |
| 0.01903206443786621, | |
| 0.018981887817382814, | |
| 0.01905971145629883, | |
| 0.01904537582397461, | |
| 0.01905561637878418, | |
| 0.01901670455932617, | |
| 0.018967552185058592, | |
| 0.01899519920349121, | |
| 0.01904742431640625, | |
| 0.018937856674194335, | |
| 0.01923174476623535, | |
| 0.019082239151000976, | |
| 0.018966527938842775, | |
| 0.01903308868408203, | |
| 0.01904332733154297, | |
| 0.01900441551208496, | |
| 0.01903206443786621, | |
| 0.018958335876464845, | |
| 0.018982912063598634, | |
| 0.018968576431274413, | |
| 0.01926655960083008, | |
| 0.019006464004516603, | |
| 0.01920102310180664, | |
| 0.018964479446411133, | |
| 0.018938880920410156, | |
| 0.01899929618835449, | |
| 0.018998271942138673, | |
| 0.01901055908203125, | |
| 0.0190515193939209, | |
| 0.01900851249694824, | |
| 0.018968576431274413, | |
| 0.018985984802246093, | |
| 0.019072000503540038, | |
| 0.018988031387329102, | |
| 0.018976768493652343 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 51.92815440328446 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |