{ "config": { "name": "2024-10-10-13-27-38/pytorch", "backend": { "name": "pytorch", "version": "2.4.1", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model_type": "qwen2", "model": "Qwen/Qwen2.5-7B-Instruct", "processor": "Qwen/Qwen2.5-7B-Instruct", "device": "cpu", "device_ids": null, "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": false, "device_map": null, "torch_dtype": "float32", "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": 10, "duration": 10, "warmup_runs": 10, "input_shapes": { "batch_size": 2, "num_choices": 2, "sequence_length": 16 }, "new_tokens": null, "memory": true, "latency": true, "energy": false, "forward_kwargs": {}, "generate_kwargs": { "max_new_tokens": 32, "min_new_tokens": 32 }, "call_kwargs": {} }, "launcher": { "name": "process", "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", "device_isolation": false, "device_isolation_action": null, "numactl": true, "numactl_kwargs": { "cpunodebind": 0, "membind": 0 }, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R13 Processor", "cpu_count": 64, "cpu_ram_mb": 529717.026816, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36", "processor": "", "python_version": "3.10.15", "optimum_benchmark_version": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": null, "diffusers_commit": null, "optimum_version": "1.22.0", "optimum_commit": null, "timm_version": null, "timm_commit": null, "peft_version": null, "peft_commit": null }, "print_report": false, "log_report": true }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 35904.417792, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 17.653250481933355 ], "count": 1, "total": 17.653250481933355, "mean": 17.653250481933355, "p50": 17.653250481933355, "p90": 17.653250481933355, "p95": 17.653250481933355, "p99": 17.653250481933355, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 32586.477568, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 7.114257633686066, 6.9122952707111835, 7.246219478547573, 7.030736085027456, 7.265082646161318, 6.757320333272219, 6.376978535205126, 7.046132210642099, 6.656667198985815, 6.604565516114235 ], "count": 10, "total": 69.01025490835309, "mean": 6.901025490835309, "p50": 6.97151567786932, "p90": 7.248105795308947, "p95": 7.256594220735133, "p99": 7.263384961076081, "stdev": 0.27893514120336665, "stdev_": 4.041937558031016 }, "throughput": { "unit": "tokens/s", "value": 4.63699200104341 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 32586.477568, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "values": [ 63.17382514476776, 65.35659051686525, 55.37452078983188, 50.915375493466854, 47.49415132775903, 45.104538425803185, 45.05941754952073, 48.155522741377354, 45.74066999182105, 47.49882814288139 ], "count": 10, "total": 513.8734401240945, "mean": 51.38734401240945, "p50": 47.82717544212937, "p90": 63.39210168197751, "p95": 64.37434609942137, "p99": 65.16014163337648, "stdev": 7.08734589851425, "stdev_": 13.792006640395227 }, "throughput": { "unit": "tokens/s", "value": 1.2065227575300976 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "values": [ 1.7681835927069187, 3.4078874364495277, 1.8021652027964592, 1.8068931549787521, 2.261068418622017, 1.726471833884716, 1.9878739155828953, 1.5795339308679104, 1.8304941393435001, 1.5634720548987389, 1.606158822774887, 1.616318330168724, 1.6184928230941296, 1.9202837757766247, 3.450111825019121, 1.6720258966088295, 1.7256851755082607, 1.75783621519804, 1.7265837825834751, 1.5630804300308228, 1.5898851603269577, 1.533352144062519, 3.1931427754461765, 5.343102682381868, 1.6616773642599583, 1.7369111701846123, 1.5022210367023945, 1.598583146929741, 1.624124240130186, 2.656230367720127, 2.343122761696577, 1.7591094300150871, 1.6286157593131065, 1.7802175655961037, 1.5908653438091278, 1.5171627439558506, 1.493276171386242, 1.6895058862864971, 3.347988873720169, 5.13086811080575, 1.5426892451941967, 1.6004906855523586, 2.0029783472418785, 1.6391308568418026, 1.52532322332263, 1.5069370567798615, 2.186821110546589, 2.093376763164997, 1.9745018891990185, 2.0757181458175182, 1.7520508393645287, 2.346122395247221, 1.6076675169169903, 2.084550578147173, 1.8133570104837418, 1.9934194646775723, 2.128780335187912, 2.2920861802995205, 2.1631330735981464, 2.6446249149739742, 2.5772662423551083, 3.8671637177467346, 1.9852449893951416, 2.3654357455670834, 2.0360347852110863, 2.374017111957073, 2.723650574684143, 1.8582580871880054, 1.5034046098589897, 1.6465991362929344, 1.4499674253165722, 1.6358654126524925, 1.8747524544596672, 1.4206897020339966, 1.4671851061284542, 1.4384502470493317, 1.4643107503652573, 1.9214762523770332, 1.6099670119583607, 1.4689327515661716, 1.6052444465458393, 1.9042164869606495, 1.4260458834469318, 1.679093286395073, 1.4906517751514912, 1.565056350082159, 1.4333108961582184, 1.6245144605636597, 1.4097499176859856, 1.462467536330223, 3.8359421268105507, 2.106362149119377, 1.5868472456932068, 1.5491143092513084, 2.0500447005033493, 1.7718442045152187, 1.701318010687828, 1.4650880098342896, 1.9086740873754025, 1.640469465404749, 1.460494514554739, 1.5559008307754993, 1.680026601999998, 1.464311558753252, 1.7624241672456264, 1.5449306890368462, 1.4213817492127419, 1.568018052726984, 1.7861261330544949, 1.6119177863001823, 1.7638235799968243, 2.141072131693363, 1.5725331641733646, 1.7254820428788662, 1.4259584471583366, 1.4681672006845474, 1.7029561065137386, 1.4312676340341568, 1.4676583148539066, 1.459305603057146, 1.4513339586555958, 1.7661967910826206, 1.4546430632472038, 2.1419729441404343, 1.9010721147060394, 1.7762134373188019, 2.2160165905952454, 1.6020240932703018, 1.4636012949049473, 1.6160628609359264, 1.8222533836960793, 1.4647764824330807, 1.7365992963314056, 1.4626570045948029, 1.4276827089488506, 1.468505822122097, 1.4329461827874184, 1.4534464962780476, 1.4221769347786903, 1.423435002565384, 1.4693606309592724, 1.429002270102501, 1.4702580831944942, 1.435199748724699, 1.4652475081384182, 1.4286426231265068, 1.474669460207224, 1.4328301846981049, 1.464672900736332, 1.4327681809663773, 1.4693042039871216, 1.4310141205787659, 1.4982984140515327, 1.4678047075867653, 1.4311448149383068, 1.438781276345253, 1.4013014882802963, 1.4686011709272861, 1.4323601126670837, 1.6065926253795624, 1.4586185403168201, 1.437251329421997, 1.4721843674778938, 1.4274075105786324, 1.4661480821669102, 1.4193136915564537, 1.410939633846283, 1.469047974795103, 1.4303078353404999, 1.4693841524422169, 1.433273371309042, 1.4672483839094639, 1.4289179928600788, 1.6004419699311256, 1.4669023714959621, 1.434362668544054, 1.4672634564340115, 1.4329279772937298, 1.4656192809343338, 1.4319997280836105, 1.4704417325556278, 1.4181833565235138, 1.4165718294680119, 1.4671027697622776, 1.4308040924370289, 1.463426098227501, 1.4551252573728561, 1.4723606295883656, 1.3972427360713482, 1.5316320396959782, 1.4691742546856403, 1.4322599954903126, 1.471731297671795, 1.4259674474596977, 1.4151211753487587, 1.4538570679724216, 1.5188346281647682, 1.4142794720828533, 1.468948818743229, 1.5021546743810177, 1.431886613368988, 1.4644411280751228, 1.434070136398077, 1.4692771509289742, 1.4331989660859108, 1.464082259684801, 1.436005748808384, 1.4635489657521248, 1.4311735518276691, 1.4684767164289951, 1.43087899684906, 1.4675031937658787, 1.4375089146196842, 1.4641438461840153, 1.435873582959175, 1.4659490697085857, 1.4319299049675465, 1.4575478471815586, 2.5977691896259785, 1.46378618106246, 1.4319142065942287, 1.470462467521429, 1.4337660819292068, 1.4779867082834244, 1.4157986715435982, 1.4697876125574112, 1.4317081272602081, 1.4674253277480602, 1.423119131475687, 1.409830268472433, 1.4705512672662735, 1.4304680824279785, 1.4666381552815437, 1.4366301782429218, 1.467168401926756, 1.4340135417878628, 1.4701542630791664, 1.4268802665174007, 1.468014683574438, 1.4302533492445946, 1.4716646037995815, 3.4407747872173786, 1.4562487825751305, 1.5330546535551548, 1.4706882983446121, 1.428062915802002, 1.4668530523777008, 1.4319939278066158, 1.529294889420271, 1.5111301951110363, 1.4708303660154343, 1.4178302213549614, 1.4096245132386684, 1.4697333239018917, 1.48112278804183, 1.4199819527566433, 1.4294500797986984, 1.7169660702347755, 1.5820492394268513, 1.5101014636456966, 1.7897575870156288, 1.4517071843147278, 1.4105923362076283, 1.4401911534368992, 1.464747030287981, 1.4333813078701496, 1.468441180884838, 1.399736039340496, 1.5200213603675365, 1.4172282554209232, 1.4615039676427841, 1.4375051446259022, 1.4635396413505077, 1.424740869551897, 1.4582512192428112, 1.4166014529764652, 1.4317531250417233, 1.4724761247634888, 1.4295803979039192, 1.4657687619328499, 1.42853232473135, 1.4724901355803013, 1.426195602864027, 1.4717541746795177, 1.4288433454930782, 1.4715972393751144, 1.4293026141822338, 1.8215524479746819, 3.227171815931797, 1.440565425902605, 1.408451296389103, 1.4700793586671352, 1.4310657270252705, 1.4687310978770256, 1.4323204793035984, 1.4678363390266895, 1.430955681949854, 1.4694240540266037, 1.4306833483278751, 1.4684094078838825, 1.4312798827886581, 1.4700833931565285, 1.6013607122004032, 1.4290366619825363, 1.4716910608112812, 1.4340159222483635, 1.4633553586900234, 1.4303532429039478, 1.7709635347127914, 1.434176791459322 ], "count": 310, "total": 513.8579590767622, "mean": 1.6576063196024586, "p50": 1.4693723917007446, "p90": 2.052612045034767, "p95": 2.3701554970815777, "p99": 3.8012173996493317, "stdev": 0.4835444308274939, "stdev_": 29.171246821951165 }, "throughput": { "unit": "tokens/s", "value": 1.2065591065553232 }, "energy": null, "efficiency": null } } }