Dataset Preview
Full Screen Viewer
Full Screen
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowNotImplementedError
Message: Cannot write struct type 'model_kwargs' with no child field to Parquet. Consider adding a dummy child field.
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1870, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 620, in write_table
self._build_writer(inferred_schema=pa_table.schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 441, in _build_writer
self.pa_writer = self._WRITER_CLASS(self.stream, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
self.writer = _parquet.ParquetWriter(
File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'model_kwargs' with no child field to Parquet. Consider adding a dummy child field.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1886, in _prepare_split_single
num_examples, num_bytes = writer.finalize()
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 639, in finalize
self._build_writer(self.schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 441, in _build_writer
self.pa_writer = self._WRITER_CLASS(self.stream, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
self.writer = _parquet.ParquetWriter(
File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'model_kwargs' with no child field to Parquet. Consider adding a dummy child field.
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1417, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1049, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1741, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1897, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
name
string | backend
dict | scenario
dict | launcher
dict | environment
dict | print_report
bool | log_report
bool | load_model
dict | prefill
dict | decode
dict | per_token
dict |
|---|---|---|---|---|---|---|---|---|---|---|
2024-12-12-16:40:44/openvino | {
"name": "openvino",
"version": "2024.5.0",
"_target_": "optimum_benchmark.backends.openvino.backend.OVBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"device": "cpu",
"device_ids": null,
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": false,
"export": null,
"use_cache": null,
"use_merged": null,
"load_in_8bit": null,
"load_in_4bit": null,
"ov_config": {},
"half": false,
"compile": false,
"reshape": false,
"reshape_kwargs": {
"batch_size": 2,
"sequence_length": 16
}
} | {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 10,
"duration": 10,
"warmup_runs": 10,
"input_shapes": {
"batch_size": 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": {
"num_inference_steps": 5
}
} | {
"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"
} | {
"cpu": " AMD EPYC 7R13 Processor",
"cpu_count": 64,
"cpu_ram_mb": 529717.02272,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36",
"processor": "",
"python_version": "3.10.16",
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.2.0",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": "1.23.3",
"optimum_commit": null,
"timm_version": null,
"timm_commit": null,
"peft_version": null,
"peft_commit": null
} | false | true | null | null | null | null |
null | null | null | null | null | null | null | {
"memory": {
"unit": "MB",
"max_ram": 2397.077504,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
15.132873546332121
],
"count": 1,
"total": 15.132873546332121,
"mean": 15.132873546332121,
"p50": 15.132873546332121,
"p90": 15.132873546332121,
"p95": 15.132873546332121,
"p99": 15.132873546332121,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 2679.709696,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.14973318204283714,
0.18666228279471397,
0.027380209416151047,
0.02813691645860672,
0.0413232184946537,
0.024404343217611313,
0.06834907829761505,
0.06765888631343842,
0.07056891173124313,
0.025558333843946457
],
"count": 10,
"total": 0.689775362610817,
"mean": 0.06897753626108169,
"p50": 0.05449105240404606,
"p90": 0.15342609211802483,
"p95": 0.17004418745636937,
"p99": 0.18333866372704508,
"stdev": 0.053301868597215654,
"stdev_": 77.27424243664888
},
"throughput": {
"unit": "samples/s",
"value": 28.99494688285111
},
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 2680.049664,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
1.4166215844452381,
1.5008420012891293,
1.3766007609665394,
1.2705437578260899,
1.855466939508915,
1.6077334135770798,
1.4283149130642414,
1.2504924274981022,
1.3010398261249065,
1.8604701384902
],
"count": 10,
"total": 14.868125762790442,
"mean": 1.486812576279044,
"p50": 1.4224682487547398,
"p90": 1.8559672594070435,
"p95": 1.8582186989486218,
"p99": 1.8600198505818843,
"stdev": 0.21165325709999733,
"stdev_": 14.235369035530299
},
"throughput": {
"unit": "tokens/s",
"value": 41.69994321353109
},
"energy": null,
"efficiency": null
} | {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.024825897067785263,
0.21262557059526443,
0.05998789519071579,
0.13546180725097656,
0.014288164675235748,
0.06958179920911789,
0.023271072655916214,
0.01835121214389801,
0.05408819019794464,
0.01810280606150627,
0.018162887543439865,
0.056153565645217896,
0.09685886651277542,
0.0175166092813015,
0.02555706351995468,
0.05267516151070595,
0.031045030802488327,
0.0839063934981823,
0.09666575118899345,
0.09505485370755196,
0.020543958991765976,
0.024304069578647614,
0.06542745605111122,
0.028620656579732895,
0.014437414705753326,
0.057882145047187805,
0.01613900437951088,
0.021117061376571655,
0.056048501282930374,
0.024041350930929184,
0.01660234108567238,
0.08281958103179932,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.024825897067785263,
0.21262557059526443,
0.05998789519071579,
0.13546180725097656,
0.014288164675235748,
0.06958179920911789,
0.023271072655916214,
0.01835121214389801,
0.05408819019794464,
0.01810280606150627,
0.018162887543439865,
0.056153565645217896,
0.09685886651277542,
0.0175166092813015,
0.02555706351995468,
0.05267516151070595,
0.031045030802488327,
0.0839063934981823,
0.09666575118899345,
0.09505485370755196,
0.020543958991765976,
0.024304069578647614,
0.06542745605111122,
0.028620656579732895,
0.014437414705753326,
0.057882145047187805,
0.01613900437951088,
0.021117061376571655,
0.056048501282930374,
0.024041350930929184,
0.01660234108567238,
0.08281958103179932,
0.0687781386077404,
0.21469194814562798,
0.017032526433467865,
0.06800957769155502,
0.024026822298765182,
0.020008407533168793,
0.059865500777959824,
0.09963588789105415,
0.013359881937503815,
0.02088584005832672,
0.16161615774035454,
0.025069233030080795,
0.02355998009443283,
0.06070956215262413,
0.019375380128622055,
0.01589411124587059,
0.0577034130692482,
0.014239124953746796,
0.016109507530927658,
0.06772082671523094,
0.01618380844593048,
0.02004091814160347,
0.015956569463014603,
0.0730193704366684,
0.015176799148321152,
0.07211950421333313,
0.015831496566534042,
0.02412966638803482,
0.057426076382398605,
0.02365456521511078,
0.07652004808187485,
0.018355946987867355,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.024825897067785263,
0.21262557059526443,
0.05998789519071579,
0.13546180725097656,
0.014288164675235748,
0.06958179920911789,
0.023271072655916214,
0.01835121214389801,
0.05408819019794464,
0.01810280606150627,
0.018162887543439865,
0.056153565645217896,
0.09685886651277542,
0.0175166092813015,
0.02555706351995468,
0.05267516151070595,
0.031045030802488327,
0.0839063934981823,
0.09666575118899345,
0.09505485370755196,
0.020543958991765976,
0.024304069578647614,
0.06542745605111122,
0.028620656579732895,
0.014437414705753326,
0.057882145047187805,
0.01613900437951088,
0.021117061376571655,
0.056048501282930374,
0.024041350930929184,
0.01660234108567238,
0.08281958103179932,
0.0687781386077404,
0.21469194814562798,
0.017032526433467865,
0.06800957769155502,
0.024026822298765182,
0.020008407533168793,
0.059865500777959824,
0.09963588789105415,
0.013359881937503815,
0.02088584005832672,
0.16161615774035454,
0.025069233030080795,
0.02355998009443283,
0.06070956215262413,
0.019375380128622055,
0.01589411124587059,
0.0577034130692482,
0.014239124953746796,
0.016109507530927658,
0.06772082671523094,
0.01618380844593048,
0.02004091814160347,
0.015956569463014603,
0.0730193704366684,
0.015176799148321152,
0.07211950421333313,
0.015831496566534042,
0.02412966638803482,
0.057426076382398605,
0.02365456521511078,
0.07652004808187485,
0.018355946987867355,
0.06809047237038612,
0.019894976168870926,
0.019763562828302383,
0.08350801095366478,
0.013266831636428833,
0.08309321478009224,
0.013267777860164642,
0.022998135536909103,
0.051018550992012024,
0.10044186934828758,
0.016534268856048584,
0.01989167183637619,
0.0601254478096962,
0.019974756985902786,
0.01769108697772026,
0.08199876546859741,
0.01631234958767891,
0.06421336531639099,
0.02375730872154236,
0.019961833953857422,
0.05608390271663666,
0.019934941083192825,
0.020255330950021744,
0.018414072692394257,
0.09942881390452385,
0.04987773671746254,
0.09176765009760857,
0.01800963655114174,
0.01824508234858513,
0.015943679958581924,
0.05610110983252525,
0.038287632167339325,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.024825897067785263,
0.21262557059526443,
0.05998789519071579,
0.13546180725097656,
0.014288164675235748,
0.06958179920911789,
0.023271072655916214,
0.01835121214389801,
0.05408819019794464,
0.01810280606150627,
0.018162887543439865,
0.056153565645217896,
0.09685886651277542,
0.0175166092813015,
0.02555706351995468,
0.05267516151070595,
0.031045030802488327,
0.0839063934981823,
0.09666575118899345,
0.09505485370755196,
0.020543958991765976,
0.024304069578647614,
0.06542745605111122,
0.028620656579732895,
0.014437414705753326,
0.057882145047187805,
0.01613900437951088,
0.021117061376571655,
0.056048501282930374,
0.024041350930929184,
0.01660234108567238,
0.08281958103179932,
0.0687781386077404,
0.21469194814562798,
0.017032526433467865,
0.06800957769155502,
0.024026822298765182,
0.020008407533168793,
0.059865500777959824,
0.09963588789105415,
0.013359881937503815,
0.02088584005832672,
0.16161615774035454,
0.025069233030080795,
0.02355998009443283,
0.06070956215262413,
0.019375380128622055,
0.01589411124587059,
0.0577034130692482,
0.014239124953746796,
0.016109507530927658,
0.06772082671523094,
0.01618380844593048,
0.02004091814160347,
0.015956569463014603,
0.0730193704366684,
0.015176799148321152,
0.07211950421333313,
0.015831496566534042,
0.02412966638803482,
0.057426076382398605,
0.02365456521511078,
0.07652004808187485,
0.018355946987867355,
0.06809047237038612,
0.019894976168870926,
0.019763562828302383,
0.08350801095366478,
0.013266831636428833,
0.08309321478009224,
0.013267777860164642,
0.022998135536909103,
0.051018550992012024,
0.10044186934828758,
0.016534268856048584,
0.01989167183637619,
0.0601254478096962,
0.019974756985902786,
0.01769108697772026,
0.08199876546859741,
0.01631234958767891,
0.06421336531639099,
0.02375730872154236,
0.019961833953857422,
0.05608390271663666,
0.019934941083192825,
0.020255330950021744,
0.018414072692394257,
0.09942881390452385,
0.04987773671746254,
0.09176765009760857,
0.01800963655114174,
0.01824508234858513,
0.015943679958581924,
0.05610110983252525,
0.038287632167339325,
0.07106012478470802,
0.01906060427427292,
0.024091847240924835,
0.05035281553864479,
0.021178901195526123,
0.016106724739074707,
0.06831982359290123,
0.015631962567567825,
0.021243982017040253,
0.05857419595122337,
0.020103387534618378,
0.017753399908542633,
0.05603376775979996,
0.022143445909023285,
0.028051208704710007,
0.04047451913356781,
0.019470155239105225,
0.18728673458099365,
0.016773473471403122,
0.01592302694916725,
0.015989933162927628,
0.0599515438079834,
0.021020613610744476,
0.08281037211418152,
0.016329653561115265,
0.06975200027227402,
0.01735841855406761,
0.08060771599411964,
0.020386040210723877,
0.08362502604722977,
0.10013701394200325,
0.014078252017498016,
0.016260690987110138,
0.0998876541852951,
0.016087815165519714,
0.019835863262414932,
0.08787507191300392,
0.014099866151809692,
0.08814588561654091,
0.057777125388383865,
0.10743596032261848,
0.013272404670715332,
0.0209687240421772,
0.08147205039858818,
0.019208692014217377,
0.05840306729078293,
0.10237085074186325,
0.013218306005001068,
0.01963457092642784,
0.016012325882911682,
0.060046833008527756,
0.02176358550786972,
0.019970562309026718,
0.05984789878129959,
0.024330556392669678,
0.017709318548440933,
0.07610511034727097,
0.08839530125260353,
0.015843402594327927,
0.08375103026628494,
0.016484249383211136,
0.016306933015584946,
0.06369179859757423,
0.18709395453333855,
0.01679098606109619,
0.025679171085357666,
0.05521688237786293,
0.11280952394008636,
0.013661306351423264,
0.08796685189008713,
0.013116579502820969,
0.017678968608379364,
0.06970052793622017,
0.08751989156007767,
0.024353154003620148,
0.01616945117712021,
0.05992095172405243,
0.01635967195034027,
0.08351383358240128,
0.016241874545812607,
0.017649978399276733,
0.017631277441978455,
0.059329092502593994,
0.0253424234688282,
0.08357977494597435,
0.0959743894636631,
0.020335450768470764,
0.07988173514604568,
0.027719657868146896,
0.06018519774079323,
0.02451229840517044,
0.019794654101133347,
0.14813775196671486,
0.01826314628124237,
0.08542388677597046,
0.027785036712884903,
0.023674335330724716,
0.05338630825281143,
0.01945984736084938,
0.01988491415977478,
0.08750881999731064,
0.016275018453598022,
0.06831919029355049,
0.08381722494959831,
0.016076162457466125,
0.08428315073251724,
0.0238308385014534,
0.013906661421060562,
0.06709829717874527,
0.01790095865726471,
0.031208034604787827,
0.04478944092988968,
0.028772611171007156,
0.020143862813711166,
0.18005331978201866,
0.01605280488729477,
0.06386371329426765,
0.01795264706015587,
0.07098965719342232,
0.026925701647996902,
0.017851106822490692,
0.0582125224173069,
0.015512190759181976,
0.02921149507164955,
0.055681828409433365,
0.019833344966173172,
0.0837259516119957,
0.028563618659973145,
0.09149139747023582,
0.020402289927005768,
0.06165401637554169,
0.01817629113793373,
0.03577113151550293,
0.052030015736818314,
0.013366449624300003,
0.022694330662488937,
0.06412548199295998,
0.21666523441672325,
0.015355460345745087,
0.06387422606348991,
0.01606384664773941,
0.020822379738092422,
0.05924896150827408,
0.024070478975772858,
0.015971694141626358,
0.05977945029735565,
0.026039104908704758,
0.022711466997861862,
0.05143700912594795,
0.023733720183372498,
0.01766420155763626,
0.05119748041033745,
0.01942349597811699,
0.01763063669204712,
0.01829315349459648,
0.05666324496269226,
0.019395090639591217,
0.01762748882174492,
0.05676170811057091,
0.04175359755754471,
0.08846054598689079,
0.06396663561463356,
0.016501881182193756,
0.018898800015449524,
0.07925720512866974,
0.0860835425555706,
0.014643866568803787,
0.021012570708990097,
0.02318921685218811,
0.143221627920866,
0.01653032749891281,
0.020881514996290207,
0.06889136880636215,
0.022162288427352905,
0.016027815639972687,
0.06179302558302879,
0.023401722311973572,
0.02287110686302185,
0.16728771850466728,
0.016818832606077194,
0.06089704856276512,
0.10244261473417282,
0.01648862287402153,
0.019920874387025833,
0.017753824591636658,
0.2572706788778305,
0.017121832817792892,
0.0719233900308609,
0.016020800918340683,
0.08784811571240425,
0.1954880692064762,
0.024825897067785263,
0.21262557059526443,
0.05998789519071579,
0.13546180725097656,
0.014288164675235748,
0.06958179920911789,
0.023271072655916214,
0.01835121214389801,
0.05408819019794464,
0.01810280606150627,
0.018162887543439865,
0.056153565645217896,
0.09685886651277542,
0.0175166092813015,
0.02555706351995468,
0.05267516151070595,
0.031045030802488327,
0.0839063934981823,
0.09666575118899345,
0.09505485370755196,
0.020543958991765976,
0.024304069578647614,
0.06542745605111122,
0.028620656579732895,
0.014437414705753326,
0.057882145047187805,
0.01613900437951088,
0.021117061376571655,
0.056048501282930374,
0.024041350930929184,
0.01660234108567238,
0.08281958103179932,
0.0687781386077404,
0.21469194814562798,
0.017032526433467865,
0.06800957769155502,
0.024026822298765182,
0.020008407533168793,
0.059865500777959824,
0.09963588789105415,
0.013359881937503815,
0.02088584005832672,
0.16161615774035454,
0.025069233030080795,
0.02355998009443283,
0.06070956215262413,
0.019375380128622055,
0.01589411124587059,
0.0577034130692482,
0.014239124953746796,
0.016109507530927658,
0.06772082671523094,
0.01618380844593048,
0.02004091814160347,
0.015956569463014603,
0.0730193704366684,
0.015176799148321152,
0.07211950421333313,
0.015831496566534042,
0.02412966638803482,
0.057426076382398605,
0.02365456521511078,
0.07652004808187485,
0.018355946987867355,
0.06809047237038612,
0.019894976168870926,
0.019763562828302383,
0.08350801095366478,
0.013266831636428833,
0.08309321478009224,
0.013267777860164642,
0.022998135536909103,
0.051018550992012024,
0.10044186934828758,
0.016534268856048584,
0.01989167183637619,
0.0601254478096962,
0.019974756985902786,
0.01769108697772026,
0.08199876546859741,
0.01631234958767891,
0.06421336531639099,
0.02375730872154236,
0.019961833953857422,
0.05608390271663666,
0.019934941083192825,
0.020255330950021744,
0.018414072692394257,
0.09942881390452385,
0.04987773671746254,
0.09176765009760857,
0.01800963655114174,
0.01824508234858513,
0.015943679958581924,
0.05610110983252525,
0.038287632167339325,
0.07106012478470802,
0.01906060427427292,
0.024091847240924835,
0.05035281553864479,
0.021178901195526123,
0.016106724739074707,
0.06831982359290123,
0.015631962567567825,
0.021243982017040253,
0.05857419595122337,
0.020103387534618378,
0.017753399908542633,
0.05603376775979996,
0.022143445909023285,
0.028051208704710007,
0.04047451913356781,
0.019470155239105225,
0.18728673458099365,
0.016773473471403122,
0.01592302694916725,
0.015989933162927628,
0.0599515438079834,
0.021020613610744476,
0.08281037211418152,
0.016329653561115265,
0.06975200027227402,
0.01735841855406761,
0.08060771599411964,
0.020386040210723877,
0.08362502604722977,
0.10013701394200325,
0.014078252017498016,
0.026025835424661636,
0.18723349273204803,
0.06891706958413124,
0.09929598867893219,
0.016551267355680466,
0.08771124482154846,
0.016198579221963882,
0.022893335670232773,
0.1565963812172413,
0.016608819365501404,
0.0837419368326664,
0.016179770231246948,
0.10355640947818756,
0.016533270478248596,
0.06415745988488197,
0.027645230293273926,
0.02399282529950142,
0.049665406346321106,
0.1977313533425331,
0.016779612749814987,
0.022706277668476105,
0.06892595812678337,
0.01658216118812561,
0.07993775978684425,
0.015928149223327637,
0.08365748822689056,
0.016073454171419144,
0.08572925254702568,
0.014492902904748917,
0.027730263769626617,
0.0760098434984684,
0.08026760816574097
],
"count": 1750,
"total": 83.78546450659633,
"mean": 0.047877408289483614,
"p50": 0.025069233030080795,
"p90": 0.08846054598689079,
"p95": 0.11280952394008636,
"p99": 0.21262557059526443,
"stdev": 0.041314518844788574,
"stdev_": 86.29230428469832
},
"throughput": null,
"energy": null,
"efficiency": null
} |
2024-12-12-16:40:44/pytorch | {
"name": "pytorch",
"version": "2.5.1",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"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": {}
} | {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 10,
"duration": 10,
"warmup_runs": 10,
"input_shapes": {
"batch_size": 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": {
"num_inference_steps": 5
}
} | {
"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"
} | {
"cpu": " AMD EPYC 7R13 Processor",
"cpu_count": 64,
"cpu_ram_mb": 529717.02272,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36",
"processor": "",
"python_version": "3.10.16",
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.2.0",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": "1.23.3",
"optimum_commit": null,
"timm_version": null,
"timm_commit": null,
"peft_version": null,
"peft_commit": null
} | false | true | null | null | null | null |
null | null | null | null | null | null | null | {
"memory": {
"unit": "MB",
"max_ram": 1917.493248,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
1.2822308279573917
],
"count": 1,
"total": 1.2822308279573917,
"mean": 1.2822308279573917,
"p50": 1.2822308279573917,
"p90": 1.2822308279573917,
"p95": 1.2822308279573917,
"p99": 1.2822308279573917,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 1572.794368,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.17518383637070656,
0.1307593509554863,
0.11524972692131996,
0.17381589114665985,
0.18321797624230385,
0.17903174087405205,
0.17873034998774529,
0.12077958136796951,
0.17341400310397148,
0.12111750990152359
],
"count": 10,
"total": 1.5512999668717384,
"mean": 0.15512999668717384,
"p50": 0.17361494712531567,
"p90": 0.17945036441087722,
"p95": 0.18133417032659052,
"p99": 0.18284121505916118,
"stdev": 0.027429898386527245,
"stdev_": 17.681879051309974
},
"throughput": {
"unit": "samples/s",
"value": 12.892413090377898
},
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 1572.794368,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
2.0932118706405163,
2.1575567424297333,
2.111031912267208,
2.122941717505455,
2.112114492803812,
2.1350689120590687,
2.091202411800623,
2.1157281659543514,
2.08487156778574,
2.099010657519102
],
"count": 10,
"total": 21.12273845076561,
"mean": 2.112273845076561,
"p50": 2.11157320253551,
"p90": 2.1373176950961352,
"p95": 2.147437218762934,
"p99": 2.1555328376963736,
"stdev": 0.021051414705859403,
"stdev_": 0.9966233665643093
},
"throughput": {
"unit": "tokens/s",
"value": 29.35225474884047
},
"energy": null,
"efficiency": null
} | {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.17952977493405342,
0.031505096703767776,
0.08315632864832878,
0.08553221076726913,
0.030960552394390106,
0.07916103675961494,
0.03028203547000885,
0.08750820904970169,
0.0793766900897026,
0.030964475125074387,
0.0906061977148056,
0.08463044092059135,
0.08587966859340668,
0.03142397105693817,
0.08796243742108345,
0.08301032334566116,
0.03189548850059509,
0.08793742954730988,
0.07937107980251312,
0.03416381776332855,
0.09056804701685905,
0.08024030551314354,
0.03085755929350853,
0.08824016153812408,
0.10316608473658562,
0.08432025089859962,
0.08687043190002441,
0.03175635263323784,
0.09794823080301285,
0.0876174084842205,
0.0824337862432003,
0.03526439145207405,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.17952977493405342,
0.031505096703767776,
0.08315632864832878,
0.08553221076726913,
0.030960552394390106,
0.07916103675961494,
0.03028203547000885,
0.08750820904970169,
0.0793766900897026,
0.030964475125074387,
0.0906061977148056,
0.08463044092059135,
0.08587966859340668,
0.03142397105693817,
0.08796243742108345,
0.08301032334566116,
0.03189548850059509,
0.08793742954730988,
0.07937107980251312,
0.03416381776332855,
0.09056804701685905,
0.08024030551314354,
0.03085755929350853,
0.08824016153812408,
0.10316608473658562,
0.08432025089859962,
0.08687043190002441,
0.03175635263323784,
0.09794823080301285,
0.0876174084842205,
0.0824337862432003,
0.03526439145207405,
0.1792367659509182,
0.030030637979507446,
0.08706098794937134,
0.0872780866920948,
0.08207685872912407,
0.03060222417116165,
0.07922432571649551,
0.0888957567512989,
0.031931158155202866,
0.08375318348407745,
0.08827467262744904,
0.03163361921906471,
0.07956171035766602,
0.08705295994877815,
0.03444240614771843,
0.07960772514343262,
0.08480130136013031,
0.031113475561141968,
0.08028626441955566,
0.08755963295698166,
0.031226348131895065,
0.08291542530059814,
0.08667706698179245,
0.03172142431139946,
0.07983352243900299,
0.08818118646740913,
0.03428313136100769,
0.08991647511720657,
0.07919976115226746,
0.031792666763067245,
0.08785775676369667,
0.08196184039115906,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.17952977493405342,
0.031505096703767776,
0.08315632864832878,
0.08553221076726913,
0.030960552394390106,
0.07916103675961494,
0.03028203547000885,
0.08750820904970169,
0.0793766900897026,
0.030964475125074387,
0.0906061977148056,
0.08463044092059135,
0.08587966859340668,
0.03142397105693817,
0.08796243742108345,
0.08301032334566116,
0.03189548850059509,
0.08793742954730988,
0.07937107980251312,
0.03416381776332855,
0.09056804701685905,
0.08024030551314354,
0.03085755929350853,
0.08824016153812408,
0.10316608473658562,
0.08432025089859962,
0.08687043190002441,
0.03175635263323784,
0.09794823080301285,
0.0876174084842205,
0.0824337862432003,
0.03526439145207405,
0.1792367659509182,
0.030030637979507446,
0.08706098794937134,
0.0872780866920948,
0.08207685872912407,
0.03060222417116165,
0.07922432571649551,
0.0888957567512989,
0.031931158155202866,
0.08375318348407745,
0.08827467262744904,
0.03163361921906471,
0.07956171035766602,
0.08705295994877815,
0.03444240614771843,
0.07960772514343262,
0.08480130136013031,
0.031113475561141968,
0.08028626441955566,
0.08755963295698166,
0.031226348131895065,
0.08291542530059814,
0.08667706698179245,
0.03172142431139946,
0.07983352243900299,
0.08818118646740913,
0.03428313136100769,
0.08991647511720657,
0.07919976115226746,
0.031792666763067245,
0.08785775676369667,
0.08196184039115906,
0.12127216532826424,
0.09009768813848495,
0.08964790403842926,
0.030710671097040176,
0.07922515273094177,
0.08545993641018867,
0.031114589422941208,
0.07969110831618309,
0.08762902393937111,
0.03108733519911766,
0.08446507155895233,
0.09094353392720222,
0.031490154564380646,
0.07944148033857346,
0.08653172850608826,
0.03106965497136116,
0.08193624392151833,
0.08998625725507736,
0.03116796538233757,
0.08074251934885979,
0.10155122354626656,
0.07964162528514862,
0.031379494816064835,
0.08851679414510727,
0.07976148650050163,
0.03174448758363724,
0.08809349685907364,
0.08035756275057793,
0.03331778571009636,
0.08833262696862221,
0.08857341855764389,
0.03154096379876137,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.17952977493405342,
0.031505096703767776,
0.08315632864832878,
0.08553221076726913,
0.030960552394390106,
0.07916103675961494,
0.03028203547000885,
0.08750820904970169,
0.0793766900897026,
0.030964475125074387,
0.0906061977148056,
0.08463044092059135,
0.08587966859340668,
0.03142397105693817,
0.08796243742108345,
0.08301032334566116,
0.03189548850059509,
0.08793742954730988,
0.07937107980251312,
0.03416381776332855,
0.09056804701685905,
0.08024030551314354,
0.03085755929350853,
0.08824016153812408,
0.10316608473658562,
0.08432025089859962,
0.08687043190002441,
0.03175635263323784,
0.09794823080301285,
0.0876174084842205,
0.0824337862432003,
0.03526439145207405,
0.1792367659509182,
0.030030637979507446,
0.08706098794937134,
0.0872780866920948,
0.08207685872912407,
0.03060222417116165,
0.07922432571649551,
0.0888957567512989,
0.031931158155202866,
0.08375318348407745,
0.08827467262744904,
0.03163361921906471,
0.07956171035766602,
0.08705295994877815,
0.03444240614771843,
0.07960772514343262,
0.08480130136013031,
0.031113475561141968,
0.08028626441955566,
0.08755963295698166,
0.031226348131895065,
0.08291542530059814,
0.08667706698179245,
0.03172142431139946,
0.07983352243900299,
0.08818118646740913,
0.03428313136100769,
0.08991647511720657,
0.07919976115226746,
0.031792666763067245,
0.08785775676369667,
0.08196184039115906,
0.12127216532826424,
0.09009768813848495,
0.08964790403842926,
0.030710671097040176,
0.07922515273094177,
0.08545993641018867,
0.031114589422941208,
0.07969110831618309,
0.08762902393937111,
0.03108733519911766,
0.08446507155895233,
0.09094353392720222,
0.031490154564380646,
0.07944148033857346,
0.08653172850608826,
0.03106965497136116,
0.08193624392151833,
0.08998625725507736,
0.03116796538233757,
0.08074251934885979,
0.10155122354626656,
0.07964162528514862,
0.031379494816064835,
0.08851679414510727,
0.07976148650050163,
0.03174448758363724,
0.08809349685907364,
0.08035756275057793,
0.03331778571009636,
0.08833262696862221,
0.08857341855764389,
0.03154096379876137,
0.17393717542290688,
0.02986663207411766,
0.07904177531599998,
0.08691788837313652,
0.0309135764837265,
0.08370113745331764,
0.08750947192311287,
0.030941568315029144,
0.07969062402844429,
0.08726387470960617,
0.030757922679185867,
0.08341946825385094,
0.08864224329590797,
0.03147014230489731,
0.08017537370324135,
0.08885331079363823,
0.03134350851178169,
0.08471009880304337,
0.08408154174685478,
0.0864955298602581,
0.03233587369322777,
0.07974803447723389,
0.03672172874212265,
0.08001537248492241,
0.0837932750582695,
0.08605623617768288,
0.031549204140901566,
0.08823059871792793,
0.08027326688170433,
0.03168288990855217,
0.08777826651930809,
0.08042745292186737,
0.07864363119006157,
0.03083161637187004,
0.08973810821771622,
0.07993792369961739,
0.03112538903951645,
0.08748161420226097,
0.08177611604332924,
0.031392719596624374,
0.07924764230847359,
0.03052959218621254,
0.08794692531228065,
0.08318857476115227,
0.032479651272296906,
0.07991068437695503,
0.09045608341693878,
0.08333904668688774,
0.0318576954305172,
0.08797545731067657,
0.08293803781270981,
0.031170908361673355,
0.0883377157151699,
0.08788157999515533,
0.03099890425801277,
0.08761016279459,
0.0833534337580204,
0.08776504546403885,
0.03152318671345711,
0.08459958806633949,
0.08810574561357498,
0.03123941272497177,
0.07935214042663574,
0.13126315549016,
0.08599831163883209,
0.08749204874038696,
0.031402554363012314,
0.07902288064360619,
0.08734279498457909,
0.08308673650026321,
0.03251660615205765,
0.0901007279753685,
0.08159459382295609,
0.0324132926762104,
0.10016642138361931,
0.07968216761946678,
0.08742239698767662,
0.03148761764168739,
0.08012252673506737,
0.08630006015300751,
0.03186541050672531,
0.07996281236410141,
0.036925818771123886,
0.08142251148819923,
0.08398710936307907,
0.08618800714612007,
0.03393755108118057,
0.07998960465192795,
0.08612207695841789,
0.03170689195394516,
0.0794648639857769,
0.08875725045800209,
0.031791217625141144,
0.08342117443680763,
0.08536777645349503,
0.11577196046710014,
0.08150023594498634,
0.03336113691329956,
0.08729471638798714,
0.08129589259624481,
0.030700668692588806,
0.0902714915573597,
0.0789257287979126,
0.03091556578874588,
0.0886666588485241,
0.08130922168493271,
0.03358796238899231,
0.08758512139320374,
0.08305391296744347,
0.03136630728840828,
0.08620192483067513,
0.08798147365450859,
0.0317857451736927,
0.08363072946667671,
0.08802232146263123,
0.0837768092751503,
0.03144894167780876,
0.09066620469093323,
0.0795033909380436,
0.03363879770040512,
0.08775138482451439,
0.07918525487184525,
0.031502075493335724,
0.08800362423062325,
0.08555034175515175,
0.0311918705701828,
0.09087276458740234,
0.17433429509401321,
0.030563730746507645,
0.08965960890054703,
0.08703532069921494,
0.03057689219713211,
0.08304845169186592,
0.08678614348173141,
0.030876699835062027,
0.08409926295280457,
0.08800309523940086,
0.033887896686792374,
0.08026114478707314,
0.08767098560929298,
0.030686836689710617,
0.07923810556530952,
0.08793526142835617,
0.08606431260704994,
0.03125304356217384,
0.08749635890126228,
0.08869634196162224,
0.031784262508153915,
0.09110544621944427,
0.07947568222880363,
0.09056856110692024,
0.034757278859615326,
0.08597645163536072,
0.08800794556736946,
0.031572937965393066,
0.08357474952936172,
0.09093135967850685,
0.03105621412396431,
0.07983733341097832,
0.1837085373699665,
0.03052316978573799,
0.08689078688621521,
0.08268740400671959,
0.08984249457716942,
0.033570367842912674,
0.07954996451735497,
0.08766000345349312,
0.03425068035721779,
0.08343905583024025,
0.0859714113175869,
0.03331076353788376,
0.0794699527323246,
0.08621812611818314,
0.03118881583213806,
0.07958146929740906,
0.03653658926486969,
0.0798129104077816,
0.08577495440840721,
0.09071514382958412,
0.03211994096636772,
0.07971636205911636,
0.09043260663747787,
0.031467024236917496,
0.08589563146233559,
0.08755775913596153,
0.032530777156353,
0.08509226888418198,
0.08788333833217621,
0.08205711096525192,
0.031824883073568344,
0.08808451890945435,
0.17952977493405342,
0.031505096703767776,
0.08315632864832878,
0.08553221076726913,
0.030960552394390106,
0.07916103675961494,
0.03028203547000885,
0.08750820904970169,
0.0793766900897026,
0.030964475125074387,
0.0906061977148056,
0.08463044092059135,
0.08587966859340668,
0.03142397105693817,
0.08796243742108345,
0.08301032334566116,
0.03189548850059509,
0.08793742954730988,
0.07937107980251312,
0.03416381776332855,
0.09056804701685905,
0.08024030551314354,
0.03085755929350853,
0.08824016153812408,
0.10316608473658562,
0.08432025089859962,
0.08687043190002441,
0.03175635263323784,
0.09794823080301285,
0.0876174084842205,
0.0824337862432003,
0.03526439145207405,
0.1792367659509182,
0.030030637979507446,
0.08706098794937134,
0.0872780866920948,
0.08207685872912407,
0.03060222417116165,
0.07922432571649551,
0.0888957567512989,
0.031931158155202866,
0.08375318348407745,
0.08827467262744904,
0.03163361921906471,
0.07956171035766602,
0.08705295994877815,
0.03444240614771843,
0.07960772514343262,
0.08480130136013031,
0.031113475561141968,
0.08028626441955566,
0.08755963295698166,
0.031226348131895065,
0.08291542530059814,
0.08667706698179245,
0.03172142431139946,
0.07983352243900299,
0.08818118646740913,
0.03428313136100769,
0.08991647511720657,
0.07919976115226746,
0.031792666763067245,
0.08785775676369667,
0.08196184039115906,
0.12127216532826424,
0.09009768813848495,
0.08964790403842926,
0.030710671097040176,
0.07922515273094177,
0.08545993641018867,
0.031114589422941208,
0.07969110831618309,
0.08762902393937111,
0.03108733519911766,
0.08446507155895233,
0.09094353392720222,
0.031490154564380646,
0.07944148033857346,
0.08653172850608826,
0.03106965497136116,
0.08193624392151833,
0.08998625725507736,
0.03116796538233757,
0.08074251934885979,
0.10155122354626656,
0.07964162528514862,
0.031379494816064835,
0.08851679414510727,
0.07976148650050163,
0.03174448758363724,
0.08809349685907364,
0.08035756275057793,
0.03331778571009636,
0.08833262696862221,
0.08857341855764389,
0.03154096379876137,
0.17393717542290688,
0.02986663207411766,
0.07904177531599998,
0.08691788837313652,
0.0309135764837265,
0.08370113745331764,
0.08750947192311287,
0.030941568315029144,
0.07969062402844429,
0.08726387470960617,
0.030757922679185867,
0.08341946825385094,
0.08864224329590797,
0.03147014230489731,
0.08017537370324135,
0.08885331079363823,
0.03134350851178169,
0.08471009880304337,
0.08408154174685478,
0.0864955298602581,
0.03233587369322777,
0.07974803447723389,
0.03672172874212265,
0.08001537248492241,
0.0837932750582695,
0.08605623617768288,
0.031549204140901566,
0.08823059871792793,
0.08027326688170433,
0.03168288990855217,
0.08777826651930809,
0.08042745292186737,
0.12162545323371887,
0.08766079321503639,
0.030614934861660004,
0.08332843333482742,
0.08882040530443192,
0.03096349909901619,
0.08370746672153473,
0.08739897981286049,
0.031012319028377533,
0.08332178741693497,
0.08760737255215645,
0.08563176542520523,
0.031000372022390366,
0.07968329638242722,
0.08766238018870354,
0.03107437491416931,
0.08354276046156883,
0.08659935742616653,
0.03132612258195877,
0.07957033440470695,
0.08755773678421974,
0.03275842219591141,
0.08348570019006729,
0.0863104909658432,
0.031169839203357697,
0.08104254677891731,
0.08600616082549095,
0.031701311469078064,
0.0899399109184742,
0.07926047965884209,
0.030888479202985764,
0.08791141211986542
],
"count": 1750,
"total": 123.27987407147884,
"mean": 0.07044564232655934,
"p50": 0.082066984847188,
"p90": 0.08973810821771622,
"p95": 0.09087276458740234,
"p99": 0.17433429509401321,
"stdev": 0.02845756660385132,
"stdev_": 40.396489639391476
},
"throughput": null,
"energy": null,
"efficiency": null
} |
2024-12-12-16:43:18/openvino | {
"name": "openvino",
"version": "2024.5.0",
"_target_": "optimum_benchmark.backends.openvino.backend.OVBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"device": "cpu",
"device_ids": null,
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": false,
"export": null,
"use_cache": null,
"use_merged": null,
"load_in_8bit": true,
"load_in_4bit": null,
"ov_config": {},
"half": false,
"compile": true,
"reshape": true,
"reshape_kwargs": {
"batch_size": 2,
"sequence_length": 16
}
} | {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 10,
"duration": 10,
"warmup_runs": 10,
"input_shapes": {
"batch_size": 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": {
"num_inference_steps": 5
}
} | {
"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"
} | {
"cpu": " AMD EPYC 7R13 Processor",
"cpu_count": 64,
"cpu_ram_mb": 529717.02272,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36",
"processor": "",
"python_version": "3.10.16",
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.2.0",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": "1.23.3",
"optimum_commit": null,
"timm_version": null,
"timm_commit": null,
"peft_version": null,
"peft_commit": null
} | false | true | null | null | null | null |
null | null | null | null | null | null | null | {
"memory": {
"unit": "MB",
"max_ram": 2096.529408,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
16.868647765368223
],
"count": 1,
"total": 16.868647765368223,
"mean": 16.868647765368223,
"p50": 16.868647765368223,
"p90": 16.868647765368223,
"p95": 16.868647765368223,
"p99": 16.868647765368223,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 2336.976896,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.09469575062394142,
0.095076534897089,
0.2746337614953518,
0.018498539924621582,
0.023312419652938843,
0.01820826530456543,
0.025414306670427322,
0.07350682839751244,
0.028705261647701263,
0.07153458520770073,
0.06699997186660767,
0.018692653626203537
],
"count": 12,
"total": 0.809278879314661,
"mean": 0.06743990660955508,
"p50": 0.047852616757154465,
"p90": 0.09503845646977424,
"p95": 0.17587728686630713,
"p99": 0.254882466569543,
"stdev": 0.0688590290990246,
"stdev_": 102.10427706800598
},
"throughput": {
"unit": "samples/s",
"value": 29.65603157755017
},
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 2336.976896,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.7958299443125725,
0.7852410674095154,
0.9105948507785797,
0.9839274100959301,
0.8688707277178764,
0.8041435517370701,
0.7881558500230312,
0.6853467039763927,
0.7205316983163357,
0.8251837007701397,
0.689085204154253,
1.0166750848293304
],
"count": 12,
"total": 9.873585794121027,
"mean": 0.8227988161767522,
"p50": 0.7999867480248213,
"p90": 0.976594154164195,
"p95": 0.9986638637259603,
"p99": 1.0130728406086564,
"stdev": 0.10177750195305607,
"stdev_": 12.369670440944388
},
"throughput": {
"unit": "tokens/s",
"value": 75.35256344690859
},
"energy": null,
"efficiency": null
} | {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.07390716671943665,
0.017187554389238358,
0.0156148262321949,
0.012017335742712021,
0.046542342752218246,
0.011928189545869827,
0.011969435960054398,
0.01238526776432991,
0.011904768645763397,
0.05093056708574295,
0.015911873430013657,
0.015975650399923325,
0.007260933518409729,
0.013011045753955841,
0.0555603951215744,
0.012366194278001785,
0.011918257921934128,
0.012798439711332321,
0.05199069902300835,
0.020907752215862274,
0.012591883540153503,
0.012515891343355179,
0.05598100274801254,
0.012907885015010834,
0.015977639704942703,
0.007680151611566544,
0.012696322053670883,
0.05562109127640724,
0.018596194684505463,
0.007315181195735931,
0.012717429548501968,
0.011972013860940933,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.07390716671943665,
0.017187554389238358,
0.0156148262321949,
0.012017335742712021,
0.046542342752218246,
0.011928189545869827,
0.011969435960054398,
0.01238526776432991,
0.011904768645763397,
0.05093056708574295,
0.015911873430013657,
0.015975650399923325,
0.007260933518409729,
0.013011045753955841,
0.0555603951215744,
0.012366194278001785,
0.011918257921934128,
0.012798439711332321,
0.05199069902300835,
0.020907752215862274,
0.012591883540153503,
0.012515891343355179,
0.05598100274801254,
0.012907885015010834,
0.015977639704942703,
0.007680151611566544,
0.012696322053670883,
0.05562109127640724,
0.018596194684505463,
0.007315181195735931,
0.012717429548501968,
0.011972013860940933,
0.06935778260231018,
0.01604900136590004,
0.013322856277227402,
0.05465922877192497,
0.0069580525159835815,
0.01877475157380104,
0.007376182824373245,
0.06543221324682236,
0.01753246784210205,
0.012804847210645676,
0.0074140094220638275,
0.05595880001783371,
0.009356707334518433,
0.011645890772342682,
0.01480020210146904,
0.07600082457065582,
0.007547631859779358,
0.008416909724473953,
0.010573059320449829,
0.05984063073992729,
0.007657170295715332,
0.014663446694612503,
0.00789378210902214,
0.011991988867521286,
0.011829100549221039,
0.07910861819982529,
0.007161721587181091,
0.06894541531801224,
0.00830049067735672,
0.010462775826454163,
0.009788520634174347,
0.00790850818157196,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.07390716671943665,
0.017187554389238358,
0.0156148262321949,
0.012017335742712021,
0.046542342752218246,
0.011928189545869827,
0.011969435960054398,
0.01238526776432991,
0.011904768645763397,
0.05093056708574295,
0.015911873430013657,
0.015975650399923325,
0.007260933518409729,
0.013011045753955841,
0.0555603951215744,
0.012366194278001785,
0.011918257921934128,
0.012798439711332321,
0.05199069902300835,
0.020907752215862274,
0.012591883540153503,
0.012515891343355179,
0.05598100274801254,
0.012907885015010834,
0.015977639704942703,
0.007680151611566544,
0.012696322053670883,
0.05562109127640724,
0.018596194684505463,
0.007315181195735931,
0.012717429548501968,
0.011972013860940933,
0.06935778260231018,
0.01604900136590004,
0.013322856277227402,
0.05465922877192497,
0.0069580525159835815,
0.01877475157380104,
0.007376182824373245,
0.06543221324682236,
0.01753246784210205,
0.012804847210645676,
0.0074140094220638275,
0.05595880001783371,
0.009356707334518433,
0.011645890772342682,
0.01480020210146904,
0.07600082457065582,
0.007547631859779358,
0.008416909724473953,
0.010573059320449829,
0.05984063073992729,
0.007657170295715332,
0.014663446694612503,
0.00789378210902214,
0.011991988867521286,
0.011829100549221039,
0.07910861819982529,
0.007161721587181091,
0.06894541531801224,
0.00830049067735672,
0.010462775826454163,
0.009788520634174347,
0.00790850818157196,
0.0719357468187809,
0.011859923601150513,
0.015362929552793503,
0.00826471671462059,
0.052465811371803284,
0.008185908198356628,
0.0117814801633358,
0.01220332458615303,
0.012021217495203018,
0.08337612822651863,
0.00791143998503685,
0.0645316019654274,
0.017138902097940445,
0.012029450386762619,
0.011892367154359818,
0.011908695101737976,
0.04319603368639946,
0.01116224005818367,
0.012724235653877258,
0.011935122311115265,
0.011943720281124115,
0.05598602443933487,
0.007139481604099274,
0.09655521437525749,
0.09196388721466064,
0.007407877594232559,
0.016922518610954285,
0.007437616586685181,
0.006888184696435928,
0.0728212259709835,
0.016927022486925125,
0.012877658009529114,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.07390716671943665,
0.017187554389238358,
0.0156148262321949,
0.012017335742712021,
0.046542342752218246,
0.011928189545869827,
0.011969435960054398,
0.01238526776432991,
0.011904768645763397,
0.05093056708574295,
0.015911873430013657,
0.015975650399923325,
0.007260933518409729,
0.013011045753955841,
0.0555603951215744,
0.012366194278001785,
0.011918257921934128,
0.012798439711332321,
0.05199069902300835,
0.020907752215862274,
0.012591883540153503,
0.012515891343355179,
0.05598100274801254,
0.012907885015010834,
0.015977639704942703,
0.007680151611566544,
0.012696322053670883,
0.05562109127640724,
0.018596194684505463,
0.007315181195735931,
0.012717429548501968,
0.011972013860940933,
0.06935778260231018,
0.01604900136590004,
0.013322856277227402,
0.05465922877192497,
0.0069580525159835815,
0.01877475157380104,
0.007376182824373245,
0.06543221324682236,
0.01753246784210205,
0.012804847210645676,
0.0074140094220638275,
0.05595880001783371,
0.009356707334518433,
0.011645890772342682,
0.01480020210146904,
0.07600082457065582,
0.007547631859779358,
0.008416909724473953,
0.010573059320449829,
0.05984063073992729,
0.007657170295715332,
0.014663446694612503,
0.00789378210902214,
0.011991988867521286,
0.011829100549221039,
0.07910861819982529,
0.007161721587181091,
0.06894541531801224,
0.00830049067735672,
0.010462775826454163,
0.009788520634174347,
0.00790850818157196,
0.0719357468187809,
0.011859923601150513,
0.015362929552793503,
0.00826471671462059,
0.052465811371803284,
0.008185908198356628,
0.0117814801633358,
0.01220332458615303,
0.012021217495203018,
0.08337612822651863,
0.00791143998503685,
0.0645316019654274,
0.017138902097940445,
0.012029450386762619,
0.011892367154359818,
0.011908695101737976,
0.04319603368639946,
0.01116224005818367,
0.012724235653877258,
0.011935122311115265,
0.011943720281124115,
0.05598602443933487,
0.007139481604099274,
0.09655521437525749,
0.09196388721466064,
0.007407877594232559,
0.016922518610954285,
0.007437616586685181,
0.006888184696435928,
0.0728212259709835,
0.016927022486925125,
0.012877658009529114,
0.06741563603281975,
0.018767252564430237,
0.015562687069177628,
0.01189543679356575,
0.04428597539663315,
0.01707807183265686,
0.0069301314651966095,
0.01312338188290596,
0.008351091295480728,
0.05578033626079559,
0.020516734570264816,
0.012213282287120819,
0.01204778254032135,
0.012662593275308609,
0.05440063029527664,
0.007707424461841583,
0.007716316729784012,
0.010474469512701035,
0.062179867178201675,
0.008025791496038437,
0.012011874467134476,
0.008316624909639359,
0.010308753699064255,
0.05897984281182289,
0.022330883890390396,
0.007714871317148209,
0.012373615056276321,
0.008906181901693344,
0.058519087731838226,
0.01258862391114235,
0.014374393969774246,
0.06256995350122452,
0.052110690623521805,
0.011760182678699493,
0.00886562466621399,
0.08736258000135422,
0.007470604032278061,
0.006973788142204285,
0.013317998498678207,
0.06832902878522873,
0.008988596498966217,
0.011030524969100952,
0.015645228326320648,
0.016086816787719727,
0.05667508766055107,
0.01598762720823288,
0.007954530417919159,
0.06722854822874069,
0.00783856213092804,
0.017913252115249634,
0.014290619641542435,
0.05702200159430504,
0.012103769928216934,
0.014901503920555115,
0.012938331812620163,
0.01756378263235092,
0.04961526393890381,
0.017003808170557022,
0.01495557650923729,
0.060194261372089386,
0.012643992900848389,
0.015076979994773865,
0.015597302466630936,
0.09548436477780342,
0.06103251501917839,
0.007647830992937088,
0.012229114770889282,
0.016149669885635376,
0.011840518563985825,
0.0605502724647522,
0.018792949616909027,
0.008424092084169388,
0.012211799621582031,
0.059910256415605545,
0.007016364485025406,
0.007432363927364349,
0.01517544686794281,
0.017086032778024673,
0.05744284763932228,
0.00777825340628624,
0.008994955569505692,
0.010764684528112411,
0.06014149263501167,
0.007662512362003326,
0.013321992009878159,
0.011171229183673859,
0.012216560542583466,
0.01051405817270279,
0.05946189537644386,
0.012183155864477158,
0.017424847930669785,
0.007421575486660004,
0.05148375779390335,
0.11289412528276443,
0.008505143225193024,
0.2750181406736374,
0.01319923996925354,
0.010860525071620941,
0.012946773320436478,
0.012003608047962189,
0.05601883679628372,
0.015939172357320786,
0.007098525762557983,
0.013752266764640808,
0.07542314752936363,
0.008277039974927902,
0.08790883049368858,
0.00805145874619484,
0.011756505817174911,
0.009143102914094925,
0.09050076827406883,
0.008153196424245834,
0.007212039083242416,
0.08458077162504196,
0.0072977058589458466,
0.006720568984746933,
0.057923443615436554,
0.012253273278474808,
0.012021850794553757,
0.01195264607667923,
0.06402365863323212,
0.007139958441257477,
0.011800330132246017,
0.008997000753879547,
0.01192089170217514,
0.05886545404791832,
0.10645803064107895,
0.018925800919532776,
0.024082299321889877,
0.048877615481615067,
0.010895159095525742,
0.013439126312732697,
0.01058012992143631,
0.06787034869194031,
0.007679212838411331,
0.017831582576036453,
0.0114978589117527,
0.060704927891492844,
0.006942961364984512,
0.015561886131763458,
0.010885395109653473,
0.01181461289525032,
0.05737999081611633,
0.19886185228824615,
0.007941938936710358,
0.012958183884620667,
0.00869688019156456,
0.011873126029968262,
0.0627608634531498,
0.011959094554185867,
0.011966459453105927,
0.008829474449157715,
0.06363291665911674,
0.0077420808374881744,
0.016590073704719543,
0.010908439755439758,
0.010223399847745895,
0.052496232092380524,
0.11000531539320946,
0.023784611374139786,
0.016507703810930252,
0.05202006176114082,
0.013009883463382721,
0.011888276785612106,
0.015170641243457794,
0.01245633140206337,
0.05164313316345215,
0.012581687420606613,
0.011964205652475357,
0.017143268138170242,
0.05428808927536011,
0.0074375346302986145,
0.09216780588030815,
0.0077409520745277405,
0.007584892213344574,
0.010465744882822037,
0.011995010077953339,
0.011945866048336029,
0.05945834517478943,
0.015319369733333588,
0.015812095254659653,
0.06831827759742737,
0.007663890719413757,
0.007811896502971649,
0.021232422441244125,
0.05471794679760933,
0.012714795768260956,
0.013357836753129959,
0.011969976127147675,
0.07399306818842888,
0.08810057491064072,
0.018634118139743805,
0.018637795001268387,
0.0108158178627491,
0.04953007772564888,
0.026310190558433533,
0.006989613175392151,
0.009997077286243439,
0.056041374802589417,
0.015894033014774323,
0.007050205022096634,
0.01218600943684578,
0.08386204391717911,
0.00842861458659172,
0.012653805315494537,
0.06302356347441673,
0.007704641669988632,
0.016260221600532532,
0.010414086282253265,
0.06471782550215721,
0.00793595239520073,
0.013044856488704681,
0.00867488607764244,
0.0085948146879673,
0.011139579117298126,
0.06627119705080986,
0.009217161685228348,
0.016121897846460342,
0.10036218166351318,
0.007214978337287903,
0.04943562299013138,
0.01332913339138031,
0.011935025453567505,
0.02579815313220024,
0.06419135257601738,
0.008201345801353455,
0.013356335461139679,
0.062478918582201004,
0.007448654621839523,
0.008123822510242462,
0.015593644231557846,
0.07657477259635925,
0.008349791169166565,
0.007806546986103058,
0.014727149158716202,
0.013270653784275055,
0.06757380813360214,
0.007400356233119965,
0.007779240608215332,
0.01216563954949379,
0.06267174333333969,
0.012000683695077896,
0.01200827956199646,
0.014200445264577866,
0.012598514556884766,
0.07230981811881065,
0.011166706681251526,
0.0639081820845604,
0.008634749799966812,
0.018055159598588943,
0.007463514804840088,
0.05885431170463562,
0.01697852835059166,
0.007152162492275238,
0.01474551111459732,
0.07390716671943665,
0.017187554389238358,
0.0156148262321949,
0.012017335742712021,
0.046542342752218246,
0.011928189545869827,
0.011969435960054398,
0.01238526776432991,
0.011904768645763397,
0.05093056708574295,
0.015911873430013657,
0.015975650399923325,
0.007260933518409729,
0.013011045753955841,
0.0555603951215744,
0.012366194278001785,
0.011918257921934128,
0.012798439711332321,
0.05199069902300835,
0.020907752215862274,
0.012591883540153503,
0.012515891343355179,
0.05598100274801254,
0.012907885015010834,
0.015977639704942703,
0.007680151611566544,
0.012696322053670883,
0.05562109127640724,
0.018596194684505463,
0.007315181195735931,
0.012717429548501968,
0.011972013860940933,
0.06935778260231018,
0.01604900136590004,
0.013322856277227402,
0.05465922877192497,
0.0069580525159835815,
0.01877475157380104,
0.007376182824373245,
0.06543221324682236,
0.01753246784210205,
0.012804847210645676,
0.0074140094220638275,
0.05595880001783371,
0.009356707334518433,
0.011645890772342682,
0.01480020210146904,
0.07600082457065582,
0.007547631859779358,
0.008416909724473953,
0.010573059320449829,
0.05984063073992729,
0.007657170295715332,
0.014663446694612503,
0.00789378210902214,
0.011991988867521286,
0.011829100549221039,
0.07910861819982529,
0.007161721587181091,
0.06894541531801224,
0.00830049067735672,
0.010462775826454163,
0.009788520634174347,
0.00790850818157196,
0.0719357468187809,
0.011859923601150513,
0.015362929552793503,
0.00826471671462059,
0.052465811371803284,
0.008185908198356628,
0.0117814801633358,
0.01220332458615303,
0.012021217495203018,
0.08337612822651863,
0.00791143998503685,
0.0645316019654274,
0.017138902097940445,
0.012029450386762619,
0.011892367154359818,
0.011908695101737976,
0.04319603368639946,
0.01116224005818367,
0.012724235653877258,
0.011935122311115265,
0.011943720281124115,
0.05598602443933487,
0.007139481604099274,
0.09655521437525749,
0.09196388721466064,
0.007407877594232559,
0.016922518610954285,
0.007437616586685181,
0.006888184696435928,
0.0728212259709835,
0.016927022486925125,
0.012877658009529114,
0.06741563603281975,
0.018767252564430237,
0.015562687069177628,
0.01189543679356575,
0.04428597539663315,
0.01707807183265686,
0.0069301314651966095,
0.01312338188290596,
0.008351091295480728,
0.05578033626079559,
0.020516734570264816,
0.012213282287120819,
0.01204778254032135,
0.012662593275308609,
0.05440063029527664,
0.007707424461841583,
0.007716316729784012,
0.010474469512701035,
0.062179867178201675,
0.008025791496038437,
0.012011874467134476,
0.008316624909639359,
0.010308753699064255,
0.05897984281182289,
0.022330883890390396,
0.007714871317148209,
0.012373615056276321,
0.008906181901693344,
0.058519087731838226,
0.01258862391114235,
0.014374393969774246,
0.06256995350122452,
0.019108939915895462,
0.016618739813566208,
0.01130283996462822,
0.058294832706451416,
0.009079970419406891,
0.01251225546002388,
0.009769588708877563,
0.01100170984864235,
0.06084759533405304,
0.01702100783586502,
0.009455859661102295,
0.0074503421783447266,
0.05599476024508476,
0.22270800545811653,
0.018593020737171173,
0.0652669332921505,
0.008172422647476196,
0.01424064114689827,
0.012003421783447266,
0.011947780847549438,
0.050540339201688766,
0.012100249528884888,
0.012983564287424088,
0.01602962613105774,
0.1595800779759884,
0.008455026894807816,
0.014479812234640121,
0.009183011949062347,
0.012324336916208267,
0.06275186315178871,
0.013220030814409256,
0.012367390096187592
],
"count": 2484,
"total": 69.86935479566455,
"mean": 0.028127759579575102,
"p50": 0.013009883463382721,
"p90": 0.0669413428753617,
"p95": 0.08458077162504196,
"p99": 0.11289412528276443,
"stdev": 0.03201901296021985,
"stdev_": 113.83421018526612
},
"throughput": null,
"energy": null,
"efficiency": null
} |
2024-12-12-16:43:18/pytorch | {
"name": "pytorch",
"version": "2.5.1",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"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": {}
} | {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 10,
"duration": 10,
"warmup_runs": 10,
"input_shapes": {
"batch_size": 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": {
"num_inference_steps": 5
}
} | {
"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"
} | {
"cpu": " AMD EPYC 7R13 Processor",
"cpu_count": 64,
"cpu_ram_mb": 529717.02272,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36",
"processor": "",
"python_version": "3.10.16",
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.2.0",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": "1.23.3",
"optimum_commit": null,
"timm_version": null,
"timm_commit": null,
"peft_version": null,
"peft_commit": null
} | false | true | null | null | null | null |
null | null | null | null | null | null | null | {
"memory": {
"unit": "MB",
"max_ram": 1768.452096,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.16886640712618828
],
"count": 1,
"total": 0.16886640712618828,
"mean": 0.16886640712618828,
"p50": 0.16886640712618828,
"p90": 0.16886640712618828,
"p95": 0.16886640712618828,
"p99": 0.16886640712618828,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 1475.366912,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
0.11910442635416985,
0.17319708317518234,
0.16478652879595757,
0.11591954901814461,
0.11569911241531372,
0.17404776439070702,
0.16917294263839722,
0.16861902177333832,
0.11615225672721863,
0.1718398854136467
],
"count": 10,
"total": 1.488538570702076,
"mean": 0.1488538570702076,
"p50": 0.16670277528464794,
"p90": 0.1732821512967348,
"p95": 0.1736649578437209,
"p99": 0.17397120308130978,
"stdev": 0.026365487208825356,
"stdev_": 17.712330555458806
},
"throughput": {
"unit": "samples/s",
"value": 13.435997154287316
},
"energy": null,
"efficiency": null
} | {
"memory": {
"unit": "MB",
"max_ram": 1475.366912,
"max_global_vram": null,
"max_process_vram": null,
"max_reserved": null,
"max_allocated": null
},
"latency": {
"unit": "s",
"values": [
2.093795470893383,
1.9385161995887756,
1.9993691183626652,
1.99868481233716,
2.0011717081069946,
2.026759710162878,
1.93448032066226,
1.9969927594065666,
2.008346598595381,
2.0113344565033913
],
"count": 10,
"total": 20.009451154619455,
"mean": 2.0009451154619455,
"p50": 2.00027041323483,
"p90": 2.0334632862359285,
"p95": 2.063629378564656,
"p99": 2.0877622524276376,
"stdev": 0.04217642214285067,
"stdev_": 2.1078250381252293
},
"throughput": {
"unit": "tokens/s",
"value": 30.985357629705128
},
"energy": null,
"efficiency": null
} | {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.1745903305709362,
0.029124360531568527,
0.086117472499609,
0.08239526301622391,
0.029361456632614136,
0.10064012557268143,
0.08288813754916191,
0.08634407818317413,
0.030329201370477676,
0.08293430134654045,
0.08630126714706421,
0.029974758625030518,
0.07854882627725601,
0.0850546807050705,
0.030038394033908844,
0.07860614731907845,
0.0302291139960289,
0.08723178878426552,
0.08309965208172798,
0.029840048402547836,
0.08763756603002548,
0.07924913987517357,
0.029675990343093872,
0.08690112456679344,
0.08332483470439911,
0.03068206086754799,
0.08706841617822647,
0.08598139882087708,
0.030328530818223953,
0.07987479865550995,
0.08678378909826279,
0.029726676642894745,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.1745903305709362,
0.029124360531568527,
0.086117472499609,
0.08239526301622391,
0.029361456632614136,
0.10064012557268143,
0.08288813754916191,
0.08634407818317413,
0.030329201370477676,
0.08293430134654045,
0.08630126714706421,
0.029974758625030518,
0.07854882627725601,
0.0850546807050705,
0.030038394033908844,
0.07860614731907845,
0.0302291139960289,
0.08723178878426552,
0.08309965208172798,
0.029840048402547836,
0.08763756603002548,
0.07924913987517357,
0.029675990343093872,
0.08690112456679344,
0.08332483470439911,
0.03068206086754799,
0.08706841617822647,
0.08598139882087708,
0.030328530818223953,
0.07987479865550995,
0.08678378909826279,
0.029726676642894745,
0.16968461498618126,
0.028922952711582184,
0.08631059527397156,
0.0781661905348301,
0.030461356043815613,
0.08642851933836937,
0.029570750892162323,
0.07840045914053917,
0.08299042657017708,
0.029952742159366608,
0.08631383627653122,
0.07813165709376335,
0.030028287321329117,
0.08674545958638191,
0.08264752849936485,
0.030571915209293365,
0.08608055859804153,
0.07945248857140541,
0.03043348342180252,
0.08183884993195534,
0.03072177991271019,
0.08290186524391174,
0.08620047196745872,
0.030613362789154053,
0.07897214218974113,
0.08657493069767952,
0.031106840819120407,
0.07940437644720078,
0.08457306772470474,
0.030686233192682266,
0.07847216725349426,
0.030358463525772095,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.1745903305709362,
0.029124360531568527,
0.086117472499609,
0.08239526301622391,
0.029361456632614136,
0.10064012557268143,
0.08288813754916191,
0.08634407818317413,
0.030329201370477676,
0.08293430134654045,
0.08630126714706421,
0.029974758625030518,
0.07854882627725601,
0.0850546807050705,
0.030038394033908844,
0.07860614731907845,
0.0302291139960289,
0.08723178878426552,
0.08309965208172798,
0.029840048402547836,
0.08763756603002548,
0.07924913987517357,
0.029675990343093872,
0.08690112456679344,
0.08332483470439911,
0.03068206086754799,
0.08706841617822647,
0.08598139882087708,
0.030328530818223953,
0.07987479865550995,
0.08678378909826279,
0.029726676642894745,
0.16968461498618126,
0.028922952711582184,
0.08631059527397156,
0.0781661905348301,
0.030461356043815613,
0.08642851933836937,
0.029570750892162323,
0.07840045914053917,
0.08299042657017708,
0.029952742159366608,
0.08631383627653122,
0.07813165709376335,
0.030028287321329117,
0.08674545958638191,
0.08264752849936485,
0.030571915209293365,
0.08608055859804153,
0.07945248857140541,
0.03043348342180252,
0.08183884993195534,
0.03072177991271019,
0.08290186524391174,
0.08620047196745872,
0.030613362789154053,
0.07897214218974113,
0.08657493069767952,
0.031106840819120407,
0.07940437644720078,
0.08457306772470474,
0.030686233192682266,
0.07847216725349426,
0.030358463525772095,
0.16910818219184875,
0.029913026839494705,
0.08587442338466644,
0.07784836366772652,
0.02970970794558525,
0.08626708388328552,
0.0784141793847084,
0.02965228259563446,
0.08707555383443832,
0.02981279045343399,
0.07826422154903412,
0.08685267344117165,
0.029553908854722977,
0.07893094420433044,
0.08624344319105148,
0.02987900748848915,
0.0790211372077465,
0.08662541583180428,
0.030706577003002167,
0.07903778553009033,
0.029975898563861847,
0.08669329807162285,
0.08303343132138252,
0.09256140142679214,
0.030421163886785507,
0.0830785520374775,
0.08539247140288353,
0.03075847029685974,
0.07861598581075668,
0.0872783400118351,
0.03043440356850624,
0.0786118358373642,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.1745903305709362,
0.029124360531568527,
0.086117472499609,
0.08239526301622391,
0.029361456632614136,
0.10064012557268143,
0.08288813754916191,
0.08634407818317413,
0.030329201370477676,
0.08293430134654045,
0.08630126714706421,
0.029974758625030518,
0.07854882627725601,
0.0850546807050705,
0.030038394033908844,
0.07860614731907845,
0.0302291139960289,
0.08723178878426552,
0.08309965208172798,
0.029840048402547836,
0.08763756603002548,
0.07924913987517357,
0.029675990343093872,
0.08690112456679344,
0.08332483470439911,
0.03068206086754799,
0.08706841617822647,
0.08598139882087708,
0.030328530818223953,
0.07987479865550995,
0.08678378909826279,
0.029726676642894745,
0.16968461498618126,
0.028922952711582184,
0.08631059527397156,
0.0781661905348301,
0.030461356043815613,
0.08642851933836937,
0.029570750892162323,
0.07840045914053917,
0.08299042657017708,
0.029952742159366608,
0.08631383627653122,
0.07813165709376335,
0.030028287321329117,
0.08674545958638191,
0.08264752849936485,
0.030571915209293365,
0.08608055859804153,
0.07945248857140541,
0.03043348342180252,
0.08183884993195534,
0.03072177991271019,
0.08290186524391174,
0.08620047196745872,
0.030613362789154053,
0.07897214218974113,
0.08657493069767952,
0.031106840819120407,
0.07940437644720078,
0.08457306772470474,
0.030686233192682266,
0.07847216725349426,
0.030358463525772095,
0.16910818219184875,
0.029913026839494705,
0.08587442338466644,
0.07784836366772652,
0.02970970794558525,
0.08626708388328552,
0.0784141793847084,
0.02965228259563446,
0.08707555383443832,
0.02981279045343399,
0.07826422154903412,
0.08685267344117165,
0.029553908854722977,
0.07893094420433044,
0.08624344319105148,
0.02987900748848915,
0.0790211372077465,
0.08662541583180428,
0.030706577003002167,
0.07903778553009033,
0.029975898563861847,
0.08669329807162285,
0.08303343132138252,
0.09256140142679214,
0.030421163886785507,
0.0830785520374775,
0.08539247140288353,
0.03075847029685974,
0.07861598581075668,
0.0872783400118351,
0.03043440356850624,
0.0786118358373642,
0.11665161699056625,
0.08669635653495789,
0.02955823764204979,
0.07868508622050285,
0.08635316789150238,
0.029990695416927338,
0.0782218873500824,
0.03551841899752617,
0.0795397199690342,
0.08240734040737152,
0.0883449837565422,
0.030984576791524887,
0.08248976618051529,
0.08629458397626877,
0.030011694878339767,
0.08033901080489159,
0.030784398317337036,
0.0863863006234169,
0.08301951736211777,
0.0910816453397274,
0.0304400734603405,
0.07905949652194977,
0.03079536184668541,
0.08719917014241219,
0.078266192227602,
0.0340118482708931,
0.08758215233683586,
0.0784953311085701,
0.030235115438699722,
0.08719120174646378,
0.07767246663570404,
0.03024856001138687,
0.08753624185919762,
0.07851441949605942,
0.030955448746681213,
0.08736911788582802,
0.07869019731879234,
0.031381867825984955,
0.0881793163716793,
0.07993457466363907,
0.030889153480529785,
0.08896413072943687,
0.08175718039274216,
0.03176189586520195,
0.08846618980169296,
0.08419287577271461,
0.032434724271297455,
0.10608639940619469,
0.08343261852860451,
0.08213089406490326,
0.03074854612350464,
0.08704044669866562,
0.08293361589312553,
0.02975969761610031,
0.08690407499670982,
0.078146081417799,
0.031217120587825775,
0.08847815543413162,
0.07825892791152,
0.031314559280872345,
0.08709901943802834,
0.0786469615995884,
0.030096646398305893,
0.17369860783219337,
0.029219459742307663,
0.08645576238632202,
0.08083585277199745,
0.02964901551604271,
0.0784408412873745,
0.029548216611146927,
0.08691757544875145,
0.07761290669441223,
0.03002627193927765,
0.08598823472857475,
0.029948491603136063,
0.08010317012667656,
0.08699140697717667,
0.0839981772005558,
0.030399944633245468,
0.08695826306939125,
0.030126549303531647,
0.07916971668601036,
0.08688792213797569,
0.02960902452468872,
0.07909597456455231,
0.07816517725586891,
0.03018529713153839,
0.08764389157295227,
0.03004559502005577,
0.07907718420028687,
0.08746672049164772,
0.030208278447389603,
0.08046852052211761,
0.08705480769276619,
0.0297185480594635,
0.16531482338905334,
0.029666725546121597,
0.08684016019105911,
0.07703489437699318,
0.030028101056814194,
0.08620870485901833,
0.030402377247810364,
0.0787542350590229,
0.08663173764944077,
0.030466903001070023,
0.08295383676886559,
0.08649298548698425,
0.030483286827802658,
0.08337043970823288,
0.08713015541434288,
0.030050888657569885,
0.07935473322868347,
0.08690433576703072,
0.030412431806325912,
0.0788922980427742,
0.08669784665107727,
0.029903315007686615,
0.07970673590898514,
0.08565336093306541,
0.030203446745872498,
0.07975464686751366,
0.030470523983240128,
0.08245673775672913,
0.08714646846055984,
0.030249040573835373,
0.07849369943141937,
0.08608216419816017,
0.116429653018713,
0.0860188715159893,
0.030004151165485382,
0.0791502483189106,
0.08486295118927956,
0.031059402972459793,
0.07919669896364212,
0.08629423379898071,
0.03104127198457718,
0.07877714931964874,
0.0300617553293705,
0.08751310780644417,
0.0781678631901741,
0.029509611427783966,
0.08703503757715225,
0.0798664353787899,
0.03039967268705368,
0.0875556543469429,
0.030477173626422882,
0.0789986178278923,
0.08256294578313828,
0.030350573360919952,
0.087608452886343,
0.08369585871696472,
0.03632666915655136,
0.07935650274157524,
0.0788331925868988,
0.030516456812620163,
0.0878683589398861,
0.07829183712601662,
0.03042813017964363,
0.08638513088226318,
0.1162077784538269,
0.08637135848402977,
0.07819874957203865,
0.029732711613178253,
0.08799935132265091,
0.02968684956431389,
0.07913225516676903,
0.08696434274315834,
0.029498133808374405,
0.07893361151218414,
0.08724714443087578,
0.030452243983745575,
0.0791872888803482,
0.08611523360013962,
0.030429638922214508,
0.08702799305319786,
0.07822086289525032,
0.030244208872318268,
0.08668671548366547,
0.030484996736049652,
0.0782921276986599,
0.08748752251267433,
0.029969025403261185,
0.07869720831513405,
0.0890113078057766,
0.030928239226341248,
0.08382357284426689,
0.08338990062475204,
0.030370302498340607,
0.08731710538268089,
0.0789276733994484,
0.02984703704714775,
0.1745903305709362,
0.029124360531568527,
0.086117472499609,
0.08239526301622391,
0.029361456632614136,
0.10064012557268143,
0.08288813754916191,
0.08634407818317413,
0.030329201370477676,
0.08293430134654045,
0.08630126714706421,
0.029974758625030518,
0.07854882627725601,
0.0850546807050705,
0.030038394033908844,
0.07860614731907845,
0.0302291139960289,
0.08723178878426552,
0.08309965208172798,
0.029840048402547836,
0.08763756603002548,
0.07924913987517357,
0.029675990343093872,
0.08690112456679344,
0.08332483470439911,
0.03068206086754799,
0.08706841617822647,
0.08598139882087708,
0.030328530818223953,
0.07987479865550995,
0.08678378909826279,
0.029726676642894745,
0.16968461498618126,
0.028922952711582184,
0.08631059527397156,
0.0781661905348301,
0.030461356043815613,
0.08642851933836937,
0.029570750892162323,
0.07840045914053917,
0.08299042657017708,
0.029952742159366608,
0.08631383627653122,
0.07813165709376335,
0.030028287321329117,
0.08674545958638191,
0.08264752849936485,
0.030571915209293365,
0.08608055859804153,
0.07945248857140541,
0.03043348342180252,
0.08183884993195534,
0.03072177991271019,
0.08290186524391174,
0.08620047196745872,
0.030613362789154053,
0.07897214218974113,
0.08657493069767952,
0.031106840819120407,
0.07940437644720078,
0.08457306772470474,
0.030686233192682266,
0.07847216725349426,
0.030358463525772095,
0.16910818219184875,
0.029913026839494705,
0.08587442338466644,
0.07784836366772652,
0.02970970794558525,
0.08626708388328552,
0.0784141793847084,
0.02965228259563446,
0.08707555383443832,
0.02981279045343399,
0.07826422154903412,
0.08685267344117165,
0.029553908854722977,
0.07893094420433044,
0.08624344319105148,
0.02987900748848915,
0.0790211372077465,
0.08662541583180428,
0.030706577003002167,
0.07903778553009033,
0.029975898563861847,
0.08669329807162285,
0.08303343132138252,
0.09256140142679214,
0.030421163886785507,
0.0830785520374775,
0.08539247140288353,
0.03075847029685974,
0.07861598581075668,
0.0872783400118351,
0.03043440356850624,
0.0786118358373642,
0.11665161699056625,
0.08669635653495789,
0.02955823764204979,
0.07868508622050285,
0.08635316789150238,
0.029990695416927338,
0.0782218873500824,
0.03551841899752617,
0.0795397199690342,
0.08240734040737152,
0.0883449837565422,
0.030984576791524887,
0.08248976618051529,
0.08629458397626877,
0.030011694878339767,
0.08033901080489159,
0.030784398317337036,
0.0863863006234169,
0.08301951736211777,
0.0910816453397274,
0.0304400734603405,
0.07905949652194977,
0.03079536184668541,
0.08719917014241219,
0.078266192227602,
0.0340118482708931,
0.08758215233683586,
0.0784953311085701,
0.030235115438699722,
0.08719120174646378,
0.07767246663570404,
0.03024856001138687,
0.17232345789670944,
0.029794003814458847,
0.08714945986866951,
0.07821930944919586,
0.030125167220830917,
0.08648429065942764,
0.029790207743644714,
0.0790187455713749,
0.08623240143060684,
0.0301026850938797,
0.08208402246236801,
0.08657534420490265,
0.03013705089688301,
0.07842907309532166,
0.08433454856276512,
0.030606117099523544,
0.07905231416225433,
0.02990112081170082,
0.08303119987249374,
0.08709386363625526,
0.02975001558661461,
0.08299412205815315,
0.08631567656993866,
0.03050830587744713,
0.08239266276359558,
0.08709365874528885,
0.030673161149024963,
0.08446571603417397,
0.08564278483390808,
0.08600473403930664,
0.030264675617218018,
0.08662992715835571
],
"count": 1750,
"total": 117.10470843315125,
"mean": 0.066916976247515,
"p50": 0.07909597456455231,
"p90": 0.08748752251267433,
"p95": 0.08847815543413162,
"p99": 0.16968461498618126,
"stdev": 0.029285401208851883,
"stdev_": 43.763784395352765
},
"throughput": null,
"energy": null,
"efficiency": null
} |
2024-12-12-17:51:29/openvino | {
"name": "openvino",
"version": "2024.5.0",
"_target_": "optimum_benchmark.backends.openvino.backend.OVBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"device": "cpu",
"device_ids": null,
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": false,
"export": null,
"use_cache": null,
"use_merged": null,
"load_in_8bit": null,
"load_in_4bit": true,
"ov_config": {},
"half": false,
"compile": true,
"reshape": true,
"reshape_kwargs": {
"batch_size": 2,
"sequence_length": 16
}
} | {
"name": "inference",
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
"iterations": 10,
"duration": 10,
"warmup_runs": 10,
"input_shapes": {
"batch_size": 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": {
"num_inference_steps": 5
}
} | {
"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"
} | {
"cpu": " AMD EPYC 7R13 Processor",
"cpu_count": 64,
"cpu_ram_mb": 529717.02272,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.205-195.807.amzn2.x86_64-x86_64-with-glibc2.36",
"processor": "",
"python_version": "3.10.16",
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.2.0",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": "1.23.3",
"optimum_commit": null,
"timm_version": null,
"timm_commit": null,
"peft_version": null,
"peft_commit": null
} | false | true | null | null | null | null |
null | null | null | null | null | null | null | {"memory":{"unit":"MB","max_ram":2390.089728,"max_global_vram":null,"max_process_vram":null,"max_res(...TRUNCATED) | {"memory":{"unit":"MB","max_ram":2688.08192,"max_global_vram":null,"max_process_vram":null,"max_rese(...TRUNCATED) | {"memory":{"unit":"MB","max_ram":2688.08192,"max_global_vram":null,"max_process_vram":null,"max_rese(...TRUNCATED) | {"memory":null,"latency":{"unit":"s","values":[0.08446569368243217,0.016460534185171127,0.1711131371(...TRUNCATED) |
End of preview.
No dataset card yet
Contribute a Dataset Card- Downloads last month
- 446