| { | |
| "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": "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": 1785.061376, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936192 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.05127644920349121, | |
| "mean": 0.025638224601745606, | |
| "stdev": 0.0037950239181518547, | |
| "p50": 0.025638224601745606, | |
| "p90": 0.02867424373626709, | |
| "p95": 0.029053746128082276, | |
| "p99": 0.029357348041534424, | |
| "values": [ | |
| 0.02943324851989746, | |
| 0.02184320068359375 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 273.02982592341425 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1785.073664, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936704 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.213842529296875, | |
| "mean": 2.6069212646484377, | |
| "stdev": 0.022105346679687443, | |
| "p50": 2.6069212646484377, | |
| "p90": 2.6246055419921874, | |
| "p95": 2.6268160766601563, | |
| "p99": 2.6285845043945315, | |
| "values": [ | |
| 2.629026611328125, | |
| 2.58481591796875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 48.71646939330439 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 5.213787134170534, | |
| "mean": 0.020607854285259023, | |
| "stdev": 0.0014440588866297017, | |
| "p50": 0.020575231552124023, | |
| "p90": 0.021163007736206055, | |
| "p95": 0.021507277297973634, | |
| "p99": 0.022305013656616208, | |
| "values": [ | |
| 0.02265190315246582, | |
| 0.020952064514160155, | |
| 0.020988927841186524, | |
| 0.020789247512817383, | |
| 0.02190028762817383, | |
| 0.020669439315795898, | |
| 0.02067353630065918, | |
| 0.021380096435546874, | |
| 0.021111808776855468, | |
| 0.021570560455322265, | |
| 0.02147430419921875, | |
| 0.020575231552124023, | |
| 0.021234687805175782, | |
| 0.022188032150268554, | |
| 0.02168627166748047, | |
| 0.021307392120361326, | |
| 0.021356544494628905, | |
| 0.021515264511108398, | |
| 0.021643264770507813, | |
| 0.02046668815612793, | |
| 0.020710399627685547, | |
| 0.02126028823852539, | |
| 0.021053440093994142, | |
| 0.02060492706298828, | |
| 0.02122547149658203, | |
| 0.02243174362182617, | |
| 0.02168115234375, | |
| 0.021552127838134767, | |
| 0.02150912094116211, | |
| 0.02067967987060547, | |
| 0.020668415069580077, | |
| 0.02068889617919922, | |
| 0.02081996726989746, | |
| 0.020764671325683593, | |
| 0.021098495483398438, | |
| 0.020934656143188478, | |
| 0.020559871673583984, | |
| 0.020966400146484376, | |
| 0.02044108772277832, | |
| 0.02038374328613281, | |
| 0.020479999542236327, | |
| 0.021024768829345702, | |
| 0.020518911361694335, | |
| 0.02064588737487793, | |
| 0.020579328536987306, | |
| 0.020739072799682616, | |
| 0.019964927673339843, | |
| 0.01993011283874512, | |
| 0.02064896011352539, | |
| 0.019961856842041017, | |
| 0.019961856842041017, | |
| 0.020222976684570314, | |
| 0.020634624481201173, | |
| 0.02070528030395508, | |
| 0.020711423873901368, | |
| 0.020745216369628908, | |
| 0.02005504035949707, | |
| 0.020068351745605468, | |
| 0.02067046356201172, | |
| 0.020980735778808594, | |
| 0.020880384445190428, | |
| 0.02083328056335449, | |
| 0.020755456924438476, | |
| 0.02008883285522461, | |
| 0.02008064079284668, | |
| 0.020504575729370117, | |
| 0.02007244873046875, | |
| 0.02007347106933594, | |
| 0.020690944671630858, | |
| 0.020884479522705078, | |
| 0.02082611274719238, | |
| 0.020479999542236327, | |
| 0.02083020782470703, | |
| 0.0200949764251709, | |
| 0.021393407821655275, | |
| 0.020853759765625, | |
| 0.02083020782470703, | |
| 0.02009600067138672, | |
| 0.02001817512512207, | |
| 0.020584447860717774, | |
| 0.020074495315551756, | |
| 0.02007961654663086, | |
| 0.020166656494140626, | |
| 0.020641792297363282, | |
| 0.02003865623474121, | |
| 0.02008780860900879, | |
| 0.020590591430664062, | |
| 0.02079641532897949, | |
| 0.020756479263305663, | |
| 0.020808704376220705, | |
| 0.020075519561767577, | |
| 0.02006220817565918, | |
| 0.02003558349609375, | |
| 0.02059775924682617, | |
| 0.020738048553466795, | |
| 0.020797439575195312, | |
| 0.020786176681518553, | |
| 0.02004377555847168, | |
| 0.02003558349609375, | |
| 0.02004172706604004, | |
| 0.02087424087524414, | |
| 0.020809728622436522, | |
| 0.020757503509521484, | |
| 0.020768768310546876, | |
| 0.020908031463623047, | |
| 0.020057088851928712, | |
| 0.02002841567993164, | |
| 0.02067353630065918, | |
| 0.020701183319091796, | |
| 0.020758527755737305, | |
| 0.02084556770324707, | |
| 0.020751359939575196, | |
| 0.020765695571899414, | |
| 0.020093952178955078, | |
| 0.020780031204223632, | |
| 0.02032640075683594, | |
| 0.020063232421875, | |
| 0.020102144241333008, | |
| 0.02012876892089844, | |
| 0.020129791259765627, | |
| 0.020121599197387697, | |
| 0.02011238479614258, | |
| 0.020108287811279296, | |
| 0.021357568740844726, | |
| 0.0208035831451416, | |
| 0.020722688674926756, | |
| 0.04204748916625976, | |
| 0.020084735870361328, | |
| 0.02005299186706543, | |
| 0.02004684829711914, | |
| 0.02002739143371582, | |
| 0.02004991912841797, | |
| 0.019998720169067383, | |
| 0.020108287811279296, | |
| 0.02002022361755371, | |
| 0.02001408004760742, | |
| 0.020000768661499024, | |
| 0.020530176162719727, | |
| 0.020157440185546875, | |
| 0.01987481689453125, | |
| 0.02002841567993164, | |
| 0.02005606460571289, | |
| 0.019990528106689453, | |
| 0.020016128540039063, | |
| 0.02004172706604004, | |
| 0.020090879440307616, | |
| 0.02066227149963379, | |
| 0.02103603172302246, | |
| 0.02083020782470703, | |
| 0.020773887634277344, | |
| 0.020051967620849608, | |
| 0.020403200149536133, | |
| 0.020784128189086915, | |
| 0.02008576011657715, | |
| 0.020001792907714845, | |
| 0.020017152786254884, | |
| 0.01998847961425781, | |
| 0.02002943992614746, | |
| 0.02000486373901367, | |
| 0.020001792907714845, | |
| 0.020059135437011717, | |
| 0.020000768661499024, | |
| 0.020000768661499024, | |
| 0.020009983062744142, | |
| 0.02000588798522949, | |
| 0.020031488418579102, | |
| 0.02001203155517578, | |
| 0.019975168228149414, | |
| 0.020139007568359374, | |
| 0.020146175384521483, | |
| 0.02006937599182129, | |
| 0.02083635139465332, | |
| 0.02091007995605469, | |
| 0.02082918357849121, | |
| 0.020742143630981445, | |
| 0.02007040023803711, | |
| 0.020051967620849608, | |
| 0.020024320602416993, | |
| 0.019987455368041994, | |
| 0.019997695922851562, | |
| 0.02004684829711914, | |
| 0.020331520080566406, | |
| 0.02083737564086914, | |
| 0.02086911964416504, | |
| 0.020764671325683593, | |
| 0.02004684829711914, | |
| 0.020024320602416993, | |
| 0.02002739143371582, | |
| 0.02004172706604004, | |
| 0.020560895919799805, | |
| 0.020405248641967775, | |
| 0.01983590316772461, | |
| 0.019982336044311523, | |
| 0.020011007308959963, | |
| 0.02002022361755371, | |
| 0.02003455924987793, | |
| 0.020007936477661133, | |
| 0.020966400146484376, | |
| 0.021130239486694336, | |
| 0.020167680740356447, | |
| 0.02082713508605957, | |
| 0.020789247512817383, | |
| 0.02125312042236328, | |
| 0.02081279945373535, | |
| 0.020847616195678712, | |
| 0.020099071502685546, | |
| 0.02082918357849121, | |
| 0.020771839141845702, | |
| 0.020808704376220705, | |
| 0.020771839141845702, | |
| 0.020695039749145508, | |
| 0.020340736389160157, | |
| 0.020952064514160155, | |
| 0.02086195182800293, | |
| 0.02079539108276367, | |
| 0.020769792556762694, | |
| 0.02004787254333496, | |
| 0.02006118392944336, | |
| 0.02003763198852539, | |
| 0.020291584014892578, | |
| 0.020525056838989256, | |
| 0.0208353271484375, | |
| 0.020752384185791017, | |
| 0.020775936126708985, | |
| 0.020722688674926756, | |
| 0.02007347106933594, | |
| 0.020006912231445313, | |
| 0.020941823959350587, | |
| 0.020797439575195312, | |
| 0.02086809539794922, | |
| 0.020707328796386718, | |
| 0.020710399627685547, | |
| 0.02001408004760742, | |
| 0.020068351745605468, | |
| 0.020414464950561522, | |
| 0.020624383926391602, | |
| 0.019834880828857423, | |
| 0.01985740852355957, | |
| 0.019811328887939454, | |
| 0.01984511947631836, | |
| 0.01980723190307617, | |
| 0.019795967102050782, | |
| 0.020316160202026368, | |
| 0.021506048202514647, | |
| 0.021679103851318358, | |
| 0.02144767951965332, | |
| 0.02083328056335449, | |
| 0.021171199798583985, | |
| 0.0209039363861084, | |
| 0.020065280914306642, | |
| 0.02027008056640625, | |
| 0.020092927932739257, | |
| 0.02003046417236328 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 48.525187831675844 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |