{ "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": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.216-204.855.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": "6aafe5f36d73e730c988ee090233eb757b33821c", "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": 1718.112256, "max_global_vram": 6795.296768, "max_process_vram": 0.0, "max_reserved": 6148.849664, "max_allocated": 5033.552896 }, "latency": { "unit": "s", "count": 2, "total": 0.0401352310180664, "mean": 0.0200676155090332, "stdev": 0.00016246414184570464, "p50": 0.0200676155090332, "p90": 0.02019758682250977, "p95": 0.020213833236694338, "p99": 0.020226830368041994, "values": [ 0.0199051513671875, 0.020230079650878908 ] }, "throughput": { "unit": "tokens/s", "value": 348.8207154880475 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1718.23104, "max_global_vram": 6795.296768, "max_process_vram": 0.0, "max_reserved": 6148.849664, "max_allocated": 5033.553408 }, "latency": { "unit": "s", "count": 2, "total": 4.946603271484375, "mean": 2.4733016357421875, "stdev": 0.026213745117187326, "p50": 2.4733016357421875, "p90": 2.4942726318359374, "p95": 2.496894006347656, "p99": 2.498991105957031, "values": [ 2.499515380859375, 2.447087890625 ] }, "throughput": { "unit": "tokens/s", "value": 51.34836696207896 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 253, "total": 4.946847740173342, "mean": 0.019552757866297784, "stdev": 0.001374762990855658, "p50": 0.019562496185302734, "p90": 0.020083917236328127, "p95": 0.02028195915222168, "p99": 0.020790968475341797, "values": [ 0.02081279945373535, 0.020172800064086914, 0.02027827262878418, 0.01963417625427246, 0.020404319763183593, 0.019981216430664063, 0.020093952178955078, 0.019891199111938478, 0.019877887725830077, 0.019764223098754884, 0.02022502326965332, 0.02063564872741699, 0.02007244873046875, 0.019958784103393554, 0.020502527236938475, 0.020287488937377928, 0.020338687896728515, 0.020008960723876954, 0.020968448638916014, 0.02008678436279297, 0.02003455924987793, 0.019466239929199217, 0.01983795166015625, 0.01990656089782715, 0.019550207138061524, 0.019908607482910155, 0.020144128799438478, 0.020256767272949217, 0.020388864517211915, 0.020562944412231447, 0.020017152786254884, 0.01945599937438965, 0.020249599456787108, 0.020207616806030275, 0.020197376251220703, 0.020362239837646484, 0.020487167358398437, 0.018972671508789063, 0.019062784194946288, 0.019560447692871095, 0.019971071243286134, 0.02017791938781738, 0.019778560638427735, 0.02003660774230957, 0.019770368576049805, 0.019767295837402343, 0.019902463912963866, 0.019727359771728514, 0.01985536003112793, 0.01982464027404785, 0.019732479095458985, 0.019512319564819337, 0.019518463134765626, 0.01861631965637207, 0.01862553596496582, 0.019371007919311522, 0.019758079528808595, 0.019610624313354492, 0.01885491180419922, 0.019751935958862304, 0.019607551574707033, 0.01967411231994629, 0.019590143203735352, 0.01979910469055176, 0.019701696395874022, 0.019467264175415038, 0.019589120864868165, 0.01869004821777344, 0.01865011215209961, 0.01945497512817383, 0.01968435287475586, 0.01964236831665039, 0.018729984283447267, 0.018651136398315428, 0.01880473518371582, 0.019368959426879884, 0.01970278358459473, 0.018795520782470702, 0.018659328460693358, 0.019680255889892577, 0.01971609687805176, 0.01960857582092285, 0.018713600158691408, 0.020770816802978515, 0.01966694450378418, 0.02016873550415039, 0.019890144348144533, 0.019709951400756837, 0.01965465545654297, 0.019647487640380858, 0.01960038375854492, 0.019615743637084963, 0.01963417625427246, 0.019137535095214844, 0.01963724708557129, 0.019700735092163087, 0.01964031982421875, 0.01966182327270508, 0.01962700843811035, 0.0196177921295166, 0.01965056037902832, 0.01982464027404785, 0.019566591262817384, 0.0192491512298584, 0.018707456588745116, 0.018689023971557618, 0.019388416290283202, 0.019555328369140625, 0.019338239669799806, 0.019520511627197267, 0.0194467830657959, 0.019539968490600586, 0.019631103515625, 0.01864806365966797, 0.01901568031311035, 0.01966182327270508, 0.01965056037902832, 0.019780607223510743, 0.01970790481567383, 0.019316736221313476, 0.019490816116333007, 0.01982975959777832, 0.01961369514465332, 0.019595264434814453, 0.019629056930541993, 0.019298303604125978, 0.03985919952392578, 0.01942425537109375, 0.019449855804443358, 0.019337215423583985, 0.019208192825317383, 0.019139583587646485, 0.019305471420288087, 0.019522560119628905, 0.019509248733520508, 0.019153919219970703, 0.01960550308227539, 0.01957683181762695, 0.020156415939331054, 0.01939148712158203, 0.01944780731201172, 0.019173376083374022, 0.019519487380981446, 0.01944883155822754, 0.019518463134765626, 0.01963520050048828, 0.019556352615356445, 0.019514368057250975, 0.019532800674438477, 0.0194703369140625, 0.01921331214904785, 0.019375104904174805, 0.01947750473022461, 0.01942323112487793, 0.019516416549682617, 0.019577856063842772, 0.019567615509033204, 0.019564544677734375, 0.019504127502441407, 0.01959321594238281, 0.019560447692871095, 0.019184640884399414, 0.01883033561706543, 0.019204095840454103, 0.019186687469482423, 0.019314687728881837, 0.019508224487304687, 0.019224576950073242, 0.019531776428222656, 0.019577856063842772, 0.01949286460876465, 0.019991552352905274, 0.01960038375854492, 0.01944576072692871, 0.019201087951660156, 0.019430335998535157, 0.019539968490600586, 0.019562496185302734, 0.019526655197143555, 0.019550207138061524, 0.019483648300170898, 0.01947340774536133, 0.019537919998168944, 0.019610624313354492, 0.019580928802490235, 0.01968230438232422, 0.019695615768432616, 0.01985228729248047, 0.020033536911010744, 0.019759103775024413, 0.019733503341674806, 0.01970790481567383, 0.01966796875, 0.019641408920288084, 0.019673023223876953, 0.019587072372436523, 0.019688447952270507, 0.019681280136108398, 0.01960857582092285, 0.0196495361328125, 0.01963827133178711, 0.019598335266113282, 0.01959219169616699, 0.019587072372436523, 0.019534847259521485, 0.01959321594238281, 0.018699296951293944, 0.01863471984863281, 0.018661376953125, 0.018647039413452148, 0.018761728286743166, 0.01868083190917969, 0.018717695236206054, 0.01868083190917969, 0.018735103607177735, 0.01866035270690918, 0.018704383850097657, 0.018697216033935548, 0.018678783416748047, 0.01865727996826172, 0.01864192008972168, 0.018678783416748047, 0.018722816467285155, 0.01866854476928711, 0.018740224838256835, 0.01864396858215332, 0.018711551666259766, 0.018654207229614257, 0.018774015426635742, 0.018771968841552734, 0.018771968841552734, 0.018670591354370117, 0.018675712585449217, 0.018704383850097657, 0.01865830421447754, 0.018684928894042968, 0.018669567108154296, 0.018732032775878905, 0.01868083190917969, 0.01863884735107422, 0.018709503173828124, 0.018737152099609376, 0.019730432510375977, 0.019546112060546874, 0.019553279876708983, 0.018721792221069337, 0.01868083190917969, 0.01868185615539551, 0.01866649627685547, 0.019500032424926757, 0.020032512664794923, 0.019957759857177734, 0.019693567276000978 ] }, "throughput": { "unit": "tokens/s", "value": 51.14368043822889 }, "energy": null, "efficiency": null } } }