SentenceTransformer based on embaas/sentence-transformers-multilingual-e5-large
This is a sentence-transformers model finetuned from embaas/sentence-transformers-multilingual-e5-large. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: embaas/sentence-transformers-multilingual-e5-large
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 1024 tokens
- Similarity Function: Cosine Similarity
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(2): Normalize()
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("jerryyun/kicon_e5large_15_v1")
# Run inference
sentences = [
'억지말뚝으로 보강된 비탈면의 내진설계 결정 기준은 무엇인가요?',
'비탈면보강공법 KDS117015:2020KDS110000지반설계기준 9입시켜야한다 .4.3.3내진설계여부(1)억지말뚝으로보강된비탈면의내진설계는보강되지않은비탈면의내진설계여부에따라결정하며 ,KDS 119000의비탈면내진등급을참고한다 .(2)억지말뚝으로보강된비탈면의지진시안정해석은 4.4및KDS 119000을참조한다 .4.4지진시안정해석4.4.1네일(1)지진시네일로보강된비탈면의안정해석에서는내적안정과외적안정성을검토한다 .(2)네일로보강된비탈면의지진시안정해석에서고려하는지진하중은파괴토체의자중과지진계수 (Am)를곱한등가지진력으로 고려하며 ,파괴토체의중심에횡방향으로작용시킨다 .(3)지진에의한지진계수는 KDS 119000(1.6.5)에서제시하는유효수평지반가 속도(S)를이용하여산정한다 .4.4.2록볼트(1)지진시록볼트로보강된비탈면의안정해석에서는외적안정성을검토한다 .(2)록볼트로보강된비탈면의지진시안정해석에서고려하는지진하중은파괴토체의자중과지진계수 (Am)를곱한등가지진력으로 고려하며 ,파괴토체의중심에횡방향으로작용시킨다 .',
'지반계측 KDS111015:2021KDS110000지반설계기준 344.2.2.2 계측기기운용기법(1) 인력에의한계측기기운용과자동화장비에의한운용기법으로크게구분할수있으며, 붕괴및활동의진행특성, 계측대상시설물의중요도 , 피해발생시영향, 경제성, 계측빈도등을고려하여운용기법을선택하여야한다.4.2.2.3 일반적인계측관리의자동화(1) 기록지또는저장장치에계측자료를기록할때까지를자동화하고 , 그후의처리는별도로컴퓨터로실시하는반자동계측관리기법과 , 자료수집ㆍ해석ㆍ그래프화까지를유선ㆍ무선으로온라인화된시스템으로일관하여실시하는전자동계측관리기법및상기의두가지방법을병용하는기법으로구분하며 , 계측대상조건을고려하여운용기법을선정하여야한다.4.2.2.4 피해방지및최소화방법(1) 조기에징후를감지하는것이중요하고 , 모니터링과동시에신속하게그정보를전달ㆍ처리하는것이필요하며계측자료의수집ㆍ처리ㆍ해석까지를일괄하여처리하는자동화기술을사용하는것을고려하여야한다.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Evaluation
Metrics
Information Retrieval
- Evaluated with
InformationRetrievalEvaluator
Metric | Value |
---|---|
cosine_accuracy@1 | 0.5449 |
cosine_accuracy@3 | 0.7218 |
cosine_accuracy@5 | 0.778 |
cosine_accuracy@10 | 0.8453 |
cosine_precision@1 | 0.5449 |
cosine_precision@3 | 0.2406 |
cosine_precision@5 | 0.1556 |
cosine_precision@10 | 0.0845 |
cosine_recall@1 | 0.5449 |
cosine_recall@3 | 0.7218 |
cosine_recall@5 | 0.778 |
cosine_recall@10 | 0.8453 |
cosine_ndcg@10 | 0.694 |
cosine_mrr@10 | 0.6457 |
cosine_map@100 | 0.652 |
dot_accuracy@1 | 0.5449 |
dot_accuracy@3 | 0.7218 |
dot_accuracy@5 | 0.778 |
dot_accuracy@10 | 0.8453 |
dot_precision@1 | 0.5449 |
dot_precision@3 | 0.2406 |
dot_precision@5 | 0.1556 |
dot_precision@10 | 0.0845 |
dot_recall@1 | 0.5449 |
dot_recall@3 | 0.7218 |
dot_recall@5 | 0.778 |
dot_recall@10 | 0.8453 |
dot_ndcg@10 | 0.694 |
dot_mrr@10 | 0.6457 |
dot_map@100 | 0.652 |
Training Details
Training Dataset
Unnamed Dataset
- Size: 41,881 training samples
- Columns:
sentence_0
andsentence_1
- Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1 type string string details - min: 10 tokens
- mean: 24.26 tokens
- max: 50 tokens
- min: 15 tokens
- mean: 237.12 tokens
- max: 424 tokens
- Samples:
sentence_0 sentence_1 KDS 10 00 00 설계기준은 어느 나라의 표준인가요?
KDS 10 00 00설계기준 Korean Design StandardKDS 10 00 00 : 2021공통설계기준.2021년5월12일개정http://www.kcsc.re.kr
KDS 10 00 00 설계기준은 최근에 언제 개정되었나요?
KDS 10 00 00설계기준 Korean Design StandardKDS 10 00 00 : 2021공통설계기준.2021년5월12일개정http://www.kcsc.re.kr
KDS 10 10 00 설계총칙 문서는 어떤 분야의 설계 기준을 다루고 있나요?
공통설계기준체계KDS 10 10 00 설계총칙 `21.05
- Loss:
MultipleNegativesRankingLoss
with these parameters:{ "scale": 20.0, "similarity_fct": "cos_sim" }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy
: stepsper_device_train_batch_size
: 32per_device_eval_batch_size
: 32num_train_epochs
: 15multi_dataset_batch_sampler
: round_robin
All Hyperparameters
Click to expand
overwrite_output_dir
: Falsedo_predict
: Falseeval_strategy
: stepsprediction_loss_only
: Trueper_device_train_batch_size
: 32per_device_eval_batch_size
: 32per_gpu_train_batch_size
: Noneper_gpu_eval_batch_size
: Nonegradient_accumulation_steps
: 1eval_accumulation_steps
: Nonelearning_rate
: 5e-05weight_decay
: 0.0adam_beta1
: 0.9adam_beta2
: 0.999adam_epsilon
: 1e-08max_grad_norm
: 1num_train_epochs
: 15max_steps
: -1lr_scheduler_type
: linearlr_scheduler_kwargs
: {}warmup_ratio
: 0.0warmup_steps
: 0log_level
: passivelog_level_replica
: warninglog_on_each_node
: Truelogging_nan_inf_filter
: Truesave_safetensors
: Truesave_on_each_node
: Falsesave_only_model
: Falserestore_callback_states_from_checkpoint
: Falseno_cuda
: Falseuse_cpu
: Falseuse_mps_device
: Falseseed
: 42data_seed
: Nonejit_mode_eval
: Falseuse_ipex
: Falsebf16
: Falsefp16
: Falsefp16_opt_level
: O1half_precision_backend
: autobf16_full_eval
: Falsefp16_full_eval
: Falsetf32
: Nonelocal_rank
: 0ddp_backend
: Nonetpu_num_cores
: Nonetpu_metrics_debug
: Falsedebug
: []dataloader_drop_last
: Falsedataloader_num_workers
: 0dataloader_prefetch_factor
: Nonepast_index
: -1disable_tqdm
: Falseremove_unused_columns
: Truelabel_names
: Noneload_best_model_at_end
: Falseignore_data_skip
: Falsefsdp
: []fsdp_min_num_params
: 0fsdp_config
: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap
: Noneaccelerator_config
: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed
: Nonelabel_smoothing_factor
: 0.0optim
: adamw_torchoptim_args
: Noneadafactor
: Falsegroup_by_length
: Falselength_column_name
: lengthddp_find_unused_parameters
: Noneddp_bucket_cap_mb
: Noneddp_broadcast_buffers
: Falsedataloader_pin_memory
: Truedataloader_persistent_workers
: Falseskip_memory_metrics
: Trueuse_legacy_prediction_loop
: Falsepush_to_hub
: Falseresume_from_checkpoint
: Nonehub_model_id
: Nonehub_strategy
: every_savehub_private_repo
: Falsehub_always_push
: Falsegradient_checkpointing
: Falsegradient_checkpointing_kwargs
: Noneinclude_inputs_for_metrics
: Falseeval_do_concat_batches
: Truefp16_backend
: autopush_to_hub_model_id
: Nonepush_to_hub_organization
: Nonemp_parameters
:auto_find_batch_size
: Falsefull_determinism
: Falsetorchdynamo
: Noneray_scope
: lastddp_timeout
: 1800torch_compile
: Falsetorch_compile_backend
: Nonetorch_compile_mode
: Nonedispatch_batches
: Nonesplit_batches
: Noneinclude_tokens_per_second
: Falseinclude_num_input_tokens_seen
: Falseneftune_noise_alpha
: Noneoptim_target_modules
: Nonebatch_eval_metrics
: Falsebatch_sampler
: batch_samplermulti_dataset_batch_sampler
: round_robin
Training Logs
Click to expand
Epoch | Step | Training Loss | cosine_map@100 |
---|---|---|---|
0.0115 | 15 | - | 0.4930 |
0.0229 | 30 | - | 0.5107 |
0.0344 | 45 | - | 0.5290 |
0.0458 | 60 | - | 0.5474 |
0.0573 | 75 | - | 0.5568 |
0.0688 | 90 | - | 0.5569 |
0.0802 | 105 | - | 0.5483 |
0.0917 | 120 | - | 0.5353 |
0.1031 | 135 | - | 0.5278 |
0.1146 | 150 | - | 0.5300 |
0.1261 | 165 | - | 0.5439 |
0.1375 | 180 | - | 0.5566 |
0.1490 | 195 | - | 0.5671 |
0.1604 | 210 | - | 0.5747 |
0.1719 | 225 | - | 0.5794 |
0.1833 | 240 | - | 0.5870 |
0.1948 | 255 | - | 0.5919 |
0.2063 | 270 | - | 0.5956 |
0.2177 | 285 | - | 0.6004 |
0.2292 | 300 | - | 0.6009 |
0.2406 | 315 | - | 0.6017 |
0.2521 | 330 | - | 0.6084 |
0.2636 | 345 | - | 0.6156 |
0.2750 | 360 | - | 0.6073 |
0.2865 | 375 | - | 0.6096 |
0.2979 | 390 | - | 0.6168 |
0.3094 | 405 | - | 0.6219 |
0.3209 | 420 | - | 0.6208 |
0.3323 | 435 | - | 0.6180 |
0.3438 | 450 | - | 0.6253 |
0.3552 | 465 | - | 0.6225 |
0.3667 | 480 | - | 0.6297 |
0.3782 | 495 | - | 0.6315 |
0.3820 | 500 | 0.5905 | - |
0.3896 | 510 | - | 0.6347 |
0.4011 | 525 | - | 0.6398 |
0.4125 | 540 | - | 0.6462 |
0.4240 | 555 | - | 0.6459 |
0.4354 | 570 | - | 0.6441 |
0.4469 | 585 | - | 0.6359 |
0.4584 | 600 | - | 0.6424 |
0.4698 | 615 | - | 0.6405 |
0.4813 | 630 | - | 0.6340 |
0.4927 | 645 | - | 0.6416 |
0.5042 | 660 | - | 0.6444 |
0.5157 | 675 | - | 0.6381 |
0.5271 | 690 | - | 0.6363 |
0.5386 | 705 | - | 0.6408 |
0.5500 | 720 | - | 0.6414 |
0.5615 | 735 | - | 0.6509 |
0.5730 | 750 | - | 0.6509 |
0.5844 | 765 | - | 0.6516 |
0.5959 | 780 | - | 0.6505 |
0.6073 | 795 | - | 0.6493 |
0.6188 | 810 | - | 0.6476 |
0.6303 | 825 | - | 0.6458 |
0.6417 | 840 | - | 0.6461 |
0.6532 | 855 | - | 0.6538 |
0.6646 | 870 | - | 0.6439 |
0.6761 | 885 | - | 0.6530 |
0.6875 | 900 | - | 0.6432 |
0.6990 | 915 | - | 0.6460 |
0.7105 | 930 | - | 0.6594 |
0.7219 | 945 | - | 0.6650 |
0.7334 | 960 | - | 0.6536 |
0.7448 | 975 | - | 0.6484 |
0.7563 | 990 | - | 0.6426 |
0.7639 | 1000 | 0.086 | - |
0.7678 | 1005 | - | 0.6509 |
0.7792 | 1020 | - | 0.6485 |
0.7907 | 1035 | - | 0.6464 |
0.8021 | 1050 | - | 0.6595 |
0.8136 | 1065 | - | 0.6538 |
0.8251 | 1080 | - | 0.6517 |
0.8365 | 1095 | - | 0.6638 |
0.8480 | 1110 | - | 0.6624 |
0.8594 | 1125 | - | 0.6582 |
0.8709 | 1140 | - | 0.6517 |
0.8824 | 1155 | - | 0.6504 |
0.8938 | 1170 | - | 0.6545 |
0.9053 | 1185 | - | 0.6588 |
0.9167 | 1200 | - | 0.6558 |
0.9282 | 1215 | - | 0.6615 |
0.9396 | 1230 | - | 0.6640 |
0.9511 | 1245 | - | 0.6612 |
0.9626 | 1260 | - | 0.6626 |
0.9740 | 1275 | - | 0.6519 |
0.9855 | 1290 | - | 0.6489 |
0.9969 | 1305 | - | 0.6542 |
1.0 | 1309 | - | 0.6542 |
1.0084 | 1320 | - | 0.6554 |
1.0199 | 1335 | - | 0.6596 |
1.0313 | 1350 | - | 0.6671 |
1.0428 | 1365 | - | 0.6636 |
1.0542 | 1380 | - | 0.6729 |
1.0657 | 1395 | - | 0.6608 |
1.0772 | 1410 | - | 0.6718 |
1.0886 | 1425 | - | 0.6614 |
1.1001 | 1440 | - | 0.6639 |
1.1115 | 1455 | - | 0.6649 |
1.1230 | 1470 | - | 0.6680 |
1.1345 | 1485 | - | 0.6516 |
1.1459 | 1500 | 0.0704 | 0.6764 |
1.1574 | 1515 | - | 0.6713 |
1.1688 | 1530 | - | 0.6690 |
1.1803 | 1545 | - | 0.6750 |
1.1917 | 1560 | - | 0.6730 |
1.2032 | 1575 | - | 0.6690 |
1.2147 | 1590 | - | 0.6590 |
1.2261 | 1605 | - | 0.6699 |
1.2376 | 1620 | - | 0.6627 |
1.2490 | 1635 | - | 0.6747 |
1.2605 | 1650 | - | 0.6726 |
1.2720 | 1665 | - | 0.6548 |
1.2834 | 1680 | - | 0.6607 |
1.2949 | 1695 | - | 0.6678 |
1.3063 | 1710 | - | 0.6632 |
1.3178 | 1725 | - | 0.6505 |
1.3293 | 1740 | - | 0.6583 |
1.3407 | 1755 | - | 0.6713 |
1.3522 | 1770 | - | 0.6434 |
1.3636 | 1785 | - | 0.6715 |
1.3751 | 1800 | - | 0.6699 |
1.3866 | 1815 | - | 0.6663 |
1.3980 | 1830 | - | 0.6646 |
1.4095 | 1845 | - | 0.6547 |
1.4209 | 1860 | - | 0.6650 |
1.4324 | 1875 | - | 0.6569 |
1.4439 | 1890 | - | 0.6496 |
1.4553 | 1905 | - | 0.6638 |
1.4668 | 1920 | - | 0.6714 |
1.4782 | 1935 | - | 0.6474 |
1.4897 | 1950 | - | 0.6741 |
1.5011 | 1965 | - | 0.6626 |
1.5126 | 1980 | - | 0.6562 |
1.5241 | 1995 | - | 0.6525 |
1.5279 | 2000 | 0.0563 | - |
1.5355 | 2010 | - | 0.6672 |
1.5470 | 2025 | - | 0.6577 |
1.5584 | 2040 | - | 0.6609 |
1.5699 | 2055 | - | 0.6583 |
1.5814 | 2070 | - | 0.6734 |
1.5928 | 2085 | - | 0.6592 |
1.6043 | 2100 | - | 0.6553 |
1.6157 | 2115 | - | 0.6584 |
1.6272 | 2130 | - | 0.6515 |
1.6387 | 2145 | - | 0.6541 |
1.6501 | 2160 | - | 0.6601 |
1.6616 | 2175 | - | 0.6641 |
1.6730 | 2190 | - | 0.6605 |
1.6845 | 2205 | - | 0.6618 |
1.6960 | 2220 | - | 0.6637 |
1.7074 | 2235 | - | 0.6614 |
1.7189 | 2250 | - | 0.6577 |
1.7303 | 2265 | - | 0.6587 |
1.7418 | 2280 | - | 0.6556 |
1.7532 | 2295 | - | 0.6464 |
1.7647 | 2310 | - | 0.6655 |
1.7762 | 2325 | - | 0.6641 |
1.7876 | 2340 | - | 0.6518 |
1.7991 | 2355 | - | 0.6767 |
1.8105 | 2370 | - | 0.6693 |
1.8220 | 2385 | - | 0.6599 |
1.8335 | 2400 | - | 0.6651 |
1.8449 | 2415 | - | 0.6736 |
1.8564 | 2430 | - | 0.6568 |
1.8678 | 2445 | - | 0.6551 |
1.8793 | 2460 | - | 0.6615 |
1.8908 | 2475 | - | 0.6634 |
1.9022 | 2490 | - | 0.6547 |
1.9099 | 2500 | 0.0407 | - |
1.9137 | 2505 | - | 0.6636 |
1.9251 | 2520 | - | 0.6721 |
1.9366 | 2535 | - | 0.6656 |
1.9481 | 2550 | - | 0.6667 |
1.9595 | 2565 | - | 0.6624 |
1.9710 | 2580 | - | 0.6605 |
1.9824 | 2595 | - | 0.6463 |
1.9939 | 2610 | - | 0.6723 |
2.0 | 2618 | - | 0.6774 |
2.0053 | 2625 | - | 0.6737 |
2.0168 | 2640 | - | 0.6717 |
2.0283 | 2655 | - | 0.6728 |
2.0397 | 2670 | - | 0.6665 |
2.0512 | 2685 | - | 0.6725 |
2.0626 | 2700 | - | 0.6606 |
2.0741 | 2715 | - | 0.6644 |
2.0856 | 2730 | - | 0.6708 |
2.0970 | 2745 | - | 0.6606 |
2.1085 | 2760 | - | 0.6699 |
2.1199 | 2775 | - | 0.6730 |
2.1314 | 2790 | - | 0.6671 |
2.1429 | 2805 | - | 0.6669 |
2.1543 | 2820 | - | 0.6760 |
2.1658 | 2835 | - | 0.6710 |
2.1772 | 2850 | - | 0.6584 |
2.1887 | 2865 | - | 0.6749 |
2.2002 | 2880 | - | 0.6680 |
2.2116 | 2895 | - | 0.6741 |
2.2231 | 2910 | - | 0.6693 |
2.2345 | 2925 | - | 0.6634 |
2.2460 | 2940 | - | 0.6585 |
2.2574 | 2955 | - | 0.6669 |
2.2689 | 2970 | - | 0.6737 |
2.2804 | 2985 | - | 0.6592 |
2.2918 | 3000 | 0.0345 | 0.6662 |
2.3033 | 3015 | - | 0.6731 |
2.3147 | 3030 | - | 0.6670 |
2.3262 | 3045 | - | 0.6604 |
2.3377 | 3060 | - | 0.6682 |
2.3491 | 3075 | - | 0.6610 |
2.3606 | 3090 | - | 0.6683 |
2.3720 | 3105 | - | 0.6785 |
2.3835 | 3120 | - | 0.6662 |
2.3950 | 3135 | - | 0.6603 |
2.4064 | 3150 | - | 0.6652 |
2.4179 | 3165 | - | 0.6604 |
2.4293 | 3180 | - | 0.6665 |
2.4408 | 3195 | - | 0.6630 |
2.4523 | 3210 | - | 0.6512 |
2.4637 | 3225 | - | 0.6625 |
2.4752 | 3240 | - | 0.6559 |
2.4866 | 3255 | - | 0.6612 |
2.4981 | 3270 | - | 0.6696 |
2.5095 | 3285 | - | 0.6558 |
2.5210 | 3300 | - | 0.6530 |
2.5325 | 3315 | - | 0.6571 |
2.5439 | 3330 | - | 0.6609 |
2.5554 | 3345 | - | 0.6587 |
2.5668 | 3360 | - | 0.6687 |
2.5783 | 3375 | - | 0.6630 |
2.5898 | 3390 | - | 0.6706 |
2.6012 | 3405 | - | 0.6504 |
2.6127 | 3420 | - | 0.6652 |
2.6241 | 3435 | - | 0.6718 |
2.6356 | 3450 | - | 0.6717 |
2.6471 | 3465 | - | 0.6604 |
2.6585 | 3480 | - | 0.6554 |
2.6700 | 3495 | - | 0.6566 |
2.6738 | 3500 | 0.0254 | - |
2.6814 | 3510 | - | 0.6603 |
2.6929 | 3525 | - | 0.6765 |
2.7044 | 3540 | - | 0.6709 |
2.7158 | 3555 | - | 0.6663 |
2.7273 | 3570 | - | 0.6617 |
2.7387 | 3585 | - | 0.6595 |
2.7502 | 3600 | - | 0.6613 |
2.7617 | 3615 | - | 0.6581 |
2.7731 | 3630 | - | 0.6727 |
2.7846 | 3645 | - | 0.6603 |
2.7960 | 3660 | - | 0.6587 |
2.8075 | 3675 | - | 0.6703 |
2.8189 | 3690 | - | 0.6708 |
2.8304 | 3705 | - | 0.6673 |
2.8419 | 3720 | - | 0.6673 |
2.8533 | 3735 | - | 0.6766 |
2.8648 | 3750 | - | 0.6654 |
2.8762 | 3765 | - | 0.6568 |
2.8877 | 3780 | - | 0.6606 |
2.8992 | 3795 | - | 0.6522 |
2.9106 | 3810 | - | 0.6550 |
2.9221 | 3825 | - | 0.6773 |
2.9335 | 3840 | - | 0.6714 |
2.9450 | 3855 | - | 0.6721 |
2.9565 | 3870 | - | 0.6667 |
2.9679 | 3885 | - | 0.6639 |
2.9794 | 3900 | - | 0.6674 |
2.9908 | 3915 | - | 0.6626 |
3.0 | 3927 | - | 0.6654 |
3.0023 | 3930 | - | 0.6667 |
3.0138 | 3945 | - | 0.6707 |
3.0252 | 3960 | - | 0.6687 |
3.0367 | 3975 | - | 0.6731 |
3.0481 | 3990 | - | 0.6771 |
3.0558 | 4000 | 0.0198 | - |
3.0596 | 4005 | - | 0.6792 |
3.0710 | 4020 | - | 0.6672 |
3.0825 | 4035 | - | 0.6714 |
3.0940 | 4050 | - | 0.6707 |
3.1054 | 4065 | - | 0.6688 |
3.1169 | 4080 | - | 0.6838 |
3.1283 | 4095 | - | 0.6718 |
3.1398 | 4110 | - | 0.6595 |
3.1513 | 4125 | - | 0.6741 |
3.1627 | 4140 | - | 0.6737 |
3.1742 | 4155 | - | 0.6731 |
3.1856 | 4170 | - | 0.6700 |
3.1971 | 4185 | - | 0.6748 |
3.2086 | 4200 | - | 0.6746 |
3.2200 | 4215 | - | 0.6716 |
3.2315 | 4230 | - | 0.6755 |
3.2429 | 4245 | - | 0.6700 |
3.2544 | 4260 | - | 0.6652 |
3.2659 | 4275 | - | 0.6700 |
3.2773 | 4290 | - | 0.6724 |
3.2888 | 4305 | - | 0.6643 |
3.3002 | 4320 | - | 0.6737 |
3.3117 | 4335 | - | 0.6756 |
3.3231 | 4350 | - | 0.6708 |
3.3346 | 4365 | - | 0.6682 |
3.3461 | 4380 | - | 0.6788 |
3.3575 | 4395 | - | 0.6732 |
3.3690 | 4410 | - | 0.6753 |
3.3804 | 4425 | - | 0.6803 |
3.3919 | 4440 | - | 0.6738 |
3.4034 | 4455 | - | 0.6732 |
3.4148 | 4470 | - | 0.6701 |
3.4263 | 4485 | - | 0.6668 |
3.4377 | 4500 | 0.0185 | 0.6700 |
3.4492 | 4515 | - | 0.6633 |
3.4607 | 4530 | - | 0.6696 |
3.4721 | 4545 | - | 0.6822 |
3.4836 | 4560 | - | 0.6815 |
3.4950 | 4575 | - | 0.6717 |
3.5065 | 4590 | - | 0.6590 |
3.5180 | 4605 | - | 0.6560 |
3.5294 | 4620 | - | 0.6660 |
3.5409 | 4635 | - | 0.6698 |
3.5523 | 4650 | - | 0.6660 |
3.5638 | 4665 | - | 0.6638 |
3.5752 | 4680 | - | 0.6696 |
3.5867 | 4695 | - | 0.6639 |
3.5982 | 4710 | - | 0.6666 |
3.6096 | 4725 | - | 0.6626 |
3.6211 | 4740 | - | 0.6691 |
3.6325 | 4755 | - | 0.6648 |
3.6440 | 4770 | - | 0.6619 |
3.6555 | 4785 | - | 0.6640 |
3.6669 | 4800 | - | 0.6667 |
3.6784 | 4815 | - | 0.6670 |
3.6898 | 4830 | - | 0.6704 |
3.7013 | 4845 | - | 0.6591 |
3.7128 | 4860 | - | 0.6658 |
3.7242 | 4875 | - | 0.6597 |
3.7357 | 4890 | - | 0.6629 |
3.7471 | 4905 | - | 0.6615 |
3.7586 | 4920 | - | 0.6519 |
3.7701 | 4935 | - | 0.6557 |
3.7815 | 4950 | - | 0.6668 |
3.7930 | 4965 | - | 0.6587 |
3.8044 | 4980 | - | 0.6653 |
3.8159 | 4995 | - | 0.6683 |
3.8197 | 5000 | 0.0165 | - |
3.8273 | 5010 | - | 0.6671 |
3.8388 | 5025 | - | 0.6671 |
3.8503 | 5040 | - | 0.6709 |
3.8617 | 5055 | - | 0.6708 |
3.8732 | 5070 | - | 0.6633 |
3.8846 | 5085 | - | 0.6597 |
3.8961 | 5100 | - | 0.6590 |
3.9076 | 5115 | - | 0.6577 |
3.9190 | 5130 | - | 0.6607 |
3.9305 | 5145 | - | 0.6674 |
3.9419 | 5160 | - | 0.6647 |
3.9534 | 5175 | - | 0.6609 |
3.9649 | 5190 | - | 0.6657 |
3.9763 | 5205 | - | 0.6576 |
3.9878 | 5220 | - | 0.6624 |
3.9992 | 5235 | - | 0.6612 |
4.0 | 5236 | - | 0.6611 |
4.0107 | 5250 | - | 0.6639 |
4.0222 | 5265 | - | 0.6735 |
4.0336 | 5280 | - | 0.6779 |
4.0451 | 5295 | - | 0.6802 |
4.0565 | 5310 | - | 0.6761 |
4.0680 | 5325 | - | 0.6718 |
4.0794 | 5340 | - | 0.6678 |
4.0909 | 5355 | - | 0.6726 |
4.1024 | 5370 | - | 0.6733 |
4.1138 | 5385 | - | 0.6756 |
4.1253 | 5400 | - | 0.6787 |
4.1367 | 5415 | - | 0.6676 |
4.1482 | 5430 | - | 0.6689 |
4.1597 | 5445 | - | 0.6674 |
4.1711 | 5460 | - | 0.6667 |
4.1826 | 5475 | - | 0.6773 |
4.1940 | 5490 | - | 0.6780 |
4.2017 | 5500 | 0.013 | - |
4.2055 | 5505 | - | 0.6732 |
4.2170 | 5520 | - | 0.6697 |
4.2284 | 5535 | - | 0.6683 |
4.2399 | 5550 | - | 0.6717 |
4.2513 | 5565 | - | 0.6692 |
4.2628 | 5580 | - | 0.6606 |
4.2743 | 5595 | - | 0.6621 |
4.2857 | 5610 | - | 0.6679 |
4.2972 | 5625 | - | 0.6691 |
4.3086 | 5640 | - | 0.6798 |
4.3201 | 5655 | - | 0.6765 |
4.3316 | 5670 | - | 0.6658 |
4.3430 | 5685 | - | 0.6756 |
4.3545 | 5700 | - | 0.6713 |
4.3659 | 5715 | - | 0.6721 |
4.3774 | 5730 | - | 0.6776 |
4.3888 | 5745 | - | 0.6747 |
4.4003 | 5760 | - | 0.6639 |
4.4118 | 5775 | - | 0.6755 |
4.4232 | 5790 | - | 0.6719 |
4.4347 | 5805 | - | 0.6670 |
4.4461 | 5820 | - | 0.6615 |
4.4576 | 5835 | - | 0.6556 |
4.4691 | 5850 | - | 0.6584 |
4.4805 | 5865 | - | 0.6575 |
4.4920 | 5880 | - | 0.6659 |
4.5034 | 5895 | - | 0.6642 |
4.5149 | 5910 | - | 0.6670 |
4.5264 | 5925 | - | 0.6619 |
4.5378 | 5940 | - | 0.6619 |
4.5493 | 5955 | - | 0.6687 |
4.5607 | 5970 | - | 0.6656 |
4.5722 | 5985 | - | 0.6661 |
4.5837 | 6000 | 0.015 | 0.6657 |
4.5951 | 6015 | - | 0.6635 |
4.6066 | 6030 | - | 0.6608 |
4.6180 | 6045 | - | 0.6634 |
4.6295 | 6060 | - | 0.6713 |
4.6409 | 6075 | - | 0.6649 |
4.6524 | 6090 | - | 0.6555 |
4.6639 | 6105 | - | 0.6576 |
4.6753 | 6120 | - | 0.6627 |
4.6868 | 6135 | - | 0.6669 |
4.6982 | 6150 | - | 0.6675 |
4.7097 | 6165 | - | 0.6561 |
4.7212 | 6180 | - | 0.6535 |
4.7326 | 6195 | - | 0.6604 |
4.7441 | 6210 | - | 0.6638 |
4.7555 | 6225 | - | 0.6621 |
4.7670 | 6240 | - | 0.6548 |
4.7785 | 6255 | - | 0.6577 |
4.7899 | 6270 | - | 0.6478 |
4.8014 | 6285 | - | 0.6571 |
4.8128 | 6300 | - | 0.6634 |
4.8243 | 6315 | - | 0.6637 |
4.8358 | 6330 | - | 0.6606 |
4.8472 | 6345 | - | 0.6706 |
4.8587 | 6360 | - | 0.6695 |
4.8701 | 6375 | - | 0.6690 |
4.8816 | 6390 | - | 0.6654 |
4.8930 | 6405 | - | 0.6551 |
4.9045 | 6420 | - | 0.6537 |
4.9160 | 6435 | - | 0.6605 |
4.9274 | 6450 | - | 0.6526 |
4.9389 | 6465 | - | 0.6743 |
4.9503 | 6480 | - | 0.6738 |
4.9618 | 6495 | - | 0.6576 |
4.9656 | 6500 | 0.0115 | - |
4.9733 | 6510 | - | 0.6542 |
4.9847 | 6525 | - | 0.6545 |
4.9962 | 6540 | - | 0.6605 |
5.0 | 6545 | - | 0.6599 |
5.0076 | 6555 | - | 0.6616 |
5.0191 | 6570 | - | 0.6657 |
5.0306 | 6585 | - | 0.6644 |
5.0420 | 6600 | - | 0.6680 |
5.0535 | 6615 | - | 0.6716 |
5.0649 | 6630 | - | 0.6737 |
5.0764 | 6645 | - | 0.6703 |
5.0879 | 6660 | - | 0.6693 |
5.0993 | 6675 | - | 0.6658 |
5.1108 | 6690 | - | 0.6630 |
5.1222 | 6705 | - | 0.6652 |
5.1337 | 6720 | - | 0.6672 |
5.1451 | 6735 | - | 0.6647 |
5.1566 | 6750 | - | 0.6707 |
5.1681 | 6765 | - | 0.6672 |
5.1795 | 6780 | - | 0.6588 |
5.1910 | 6795 | - | 0.6606 |
5.2024 | 6810 | - | 0.6689 |
5.2139 | 6825 | - | 0.6695 |
5.2254 | 6840 | - | 0.6693 |
5.2368 | 6855 | - | 0.6729 |
5.2483 | 6870 | - | 0.6711 |
5.2597 | 6885 | - | 0.6656 |
5.2712 | 6900 | - | 0.6556 |
5.2827 | 6915 | - | 0.6541 |
5.2941 | 6930 | - | 0.6702 |
5.3056 | 6945 | - | 0.6734 |
5.3170 | 6960 | - | 0.6704 |
5.3285 | 6975 | - | 0.6671 |
5.3400 | 6990 | - | 0.6645 |
5.3476 | 7000 | 0.0119 | - |
5.3514 | 7005 | - | 0.6719 |
5.3629 | 7020 | - | 0.6710 |
5.3743 | 7035 | - | 0.6666 |
5.3858 | 7050 | - | 0.6699 |
5.3972 | 7065 | - | 0.6728 |
5.4087 | 7080 | - | 0.6735 |
5.4202 | 7095 | - | 0.6700 |
5.4316 | 7110 | - | 0.6666 |
5.4431 | 7125 | - | 0.6650 |
5.4545 | 7140 | - | 0.6603 |
5.4660 | 7155 | - | 0.6573 |
5.4775 | 7170 | - | 0.6656 |
5.4889 | 7185 | - | 0.6672 |
5.5004 | 7200 | - | 0.6606 |
5.5118 | 7215 | - | 0.6623 |
5.5233 | 7230 | - | 0.6628 |
5.5348 | 7245 | - | 0.6602 |
5.5462 | 7260 | - | 0.6628 |
5.5577 | 7275 | - | 0.6642 |
5.5691 | 7290 | - | 0.6675 |
5.5806 | 7305 | - | 0.6618 |
5.5921 | 7320 | - | 0.6619 |
5.6035 | 7335 | - | 0.6603 |
5.6150 | 7350 | - | 0.6657 |
5.6264 | 7365 | - | 0.6709 |
5.6379 | 7380 | - | 0.6718 |
5.6494 | 7395 | - | 0.6640 |
5.6608 | 7410 | - | 0.6588 |
5.6723 | 7425 | - | 0.6664 |
5.6837 | 7440 | - | 0.6685 |
5.6952 | 7455 | - | 0.6651 |
5.7066 | 7470 | - | 0.6692 |
5.7181 | 7485 | - | 0.6687 |
5.7296 | 7500 | 0.0114 | 0.6551 |
5.7410 | 7515 | - | 0.6559 |
5.7525 | 7530 | - | 0.6590 |
5.7639 | 7545 | - | 0.6576 |
5.7754 | 7560 | - | 0.6545 |
5.7869 | 7575 | - | 0.6555 |
5.7983 | 7590 | - | 0.6600 |
5.8098 | 7605 | - | 0.6611 |
5.8212 | 7620 | - | 0.6641 |
5.8327 | 7635 | - | 0.6579 |
5.8442 | 7650 | - | 0.6669 |
5.8556 | 7665 | - | 0.6711 |
5.8671 | 7680 | - | 0.6661 |
5.8785 | 7695 | - | 0.6579 |
5.8900 | 7710 | - | 0.6527 |
5.9015 | 7725 | - | 0.6539 |
5.9129 | 7740 | - | 0.6476 |
5.9244 | 7755 | - | 0.6663 |
5.9358 | 7770 | - | 0.6705 |
5.9473 | 7785 | - | 0.6634 |
5.9587 | 7800 | - | 0.6641 |
5.9702 | 7815 | - | 0.6565 |
5.9817 | 7830 | - | 0.6552 |
5.9931 | 7845 | - | 0.6540 |
6.0 | 7854 | - | 0.6546 |
6.0046 | 7860 | - | 0.6577 |
6.0160 | 7875 | - | 0.6640 |
6.0275 | 7890 | - | 0.6682 |
6.0390 | 7905 | - | 0.6678 |
6.0504 | 7920 | - | 0.6692 |
6.0619 | 7935 | - | 0.6641 |
6.0733 | 7950 | - | 0.6589 |
6.0848 | 7965 | - | 0.6571 |
6.0963 | 7980 | - | 0.6618 |
6.1077 | 7995 | - | 0.6672 |
6.1115 | 8000 | 0.009 | - |
6.1192 | 8010 | - | 0.6695 |
6.1306 | 8025 | - | 0.6673 |
6.1421 | 8040 | - | 0.6651 |
6.1536 | 8055 | - | 0.6671 |
6.1650 | 8070 | - | 0.6693 |
6.1765 | 8085 | - | 0.6629 |
6.1879 | 8100 | - | 0.6642 |
6.1994 | 8115 | - | 0.6708 |
6.2108 | 8130 | - | 0.6709 |
6.2223 | 8145 | - | 0.6714 |
6.2338 | 8160 | - | 0.6670 |
6.2452 | 8175 | - | 0.6681 |
6.2567 | 8190 | - | 0.6603 |
6.2681 | 8205 | - | 0.6596 |
6.2796 | 8220 | - | 0.6623 |
6.2911 | 8235 | - | 0.6643 |
6.3025 | 8250 | - | 0.6669 |
6.3140 | 8265 | - | 0.6750 |
6.3254 | 8280 | - | 0.6714 |
6.3369 | 8295 | - | 0.6529 |
6.3484 | 8310 | - | 0.6559 |
6.3598 | 8325 | - | 0.6644 |
6.3713 | 8340 | - | 0.6665 |
6.3827 | 8355 | - | 0.6677 |
6.3942 | 8370 | - | 0.6733 |
6.4057 | 8385 | - | 0.6766 |
6.4171 | 8400 | - | 0.6740 |
6.4286 | 8415 | - | 0.6690 |
6.4400 | 8430 | - | 0.6586 |
6.4515 | 8445 | - | 0.6544 |
6.4629 | 8460 | - | 0.6566 |
6.4744 | 8475 | - | 0.6576 |
6.4859 | 8490 | - | 0.6555 |
6.4935 | 8500 | 0.0103 | - |
6.4973 | 8505 | - | 0.6641 |
6.5088 | 8520 | - | 0.6660 |
6.5202 | 8535 | - | 0.6628 |
6.5317 | 8550 | - | 0.6612 |
6.5432 | 8565 | - | 0.6555 |
6.5546 | 8580 | - | 0.6609 |
6.5661 | 8595 | - | 0.6665 |
6.5775 | 8610 | - | 0.6616 |
6.5890 | 8625 | - | 0.6589 |
6.6005 | 8640 | - | 0.6581 |
6.6119 | 8655 | - | 0.6566 |
6.6234 | 8670 | - | 0.6663 |
6.6348 | 8685 | - | 0.6696 |
6.6463 | 8700 | - | 0.6675 |
6.6578 | 8715 | - | 0.6625 |
6.6692 | 8730 | - | 0.6607 |
6.6807 | 8745 | - | 0.6611 |
6.6921 | 8760 | - | 0.6667 |
6.7036 | 8775 | - | 0.6688 |
6.7150 | 8790 | - | 0.6689 |
6.7265 | 8805 | - | 0.6655 |
6.7380 | 8820 | - | 0.6614 |
6.7494 | 8835 | - | 0.6600 |
6.7609 | 8850 | - | 0.6556 |
6.7723 | 8865 | - | 0.6555 |
6.7838 | 8880 | - | 0.6646 |
6.7953 | 8895 | - | 0.6544 |
6.8067 | 8910 | - | 0.6545 |
6.8182 | 8925 | - | 0.6619 |
6.8296 | 8940 | - | 0.6657 |
6.8411 | 8955 | - | 0.6665 |
6.8526 | 8970 | - | 0.6729 |
6.8640 | 8985 | - | 0.6692 |
6.8755 | 9000 | 0.0108 | 0.6666 |
6.8869 | 9015 | - | 0.6601 |
6.8984 | 9030 | - | 0.6598 |
6.9099 | 9045 | - | 0.6644 |
6.9213 | 9060 | - | 0.6608 |
6.9328 | 9075 | - | 0.6577 |
6.9442 | 9090 | - | 0.6708 |
6.9557 | 9105 | - | 0.6719 |
6.9672 | 9120 | - | 0.6623 |
6.9786 | 9135 | - | 0.6537 |
6.9901 | 9150 | - | 0.6544 |
7.0 | 9163 | - | 0.6556 |
7.0015 | 9165 | - | 0.6545 |
7.0130 | 9180 | - | 0.6542 |
7.0244 | 9195 | - | 0.6608 |
7.0359 | 9210 | - | 0.6618 |
7.0474 | 9225 | - | 0.6619 |
7.0588 | 9240 | - | 0.6620 |
7.0703 | 9255 | - | 0.6640 |
7.0817 | 9270 | - | 0.6603 |
7.0932 | 9285 | - | 0.6583 |
7.1047 | 9300 | - | 0.6602 |
7.1161 | 9315 | - | 0.6616 |
7.1276 | 9330 | - | 0.6564 |
7.1390 | 9345 | - | 0.6568 |
7.1505 | 9360 | - | 0.6620 |
7.1620 | 9375 | - | 0.6683 |
7.1734 | 9390 | - | 0.6624 |
7.1849 | 9405 | - | 0.6546 |
7.1963 | 9420 | - | 0.6565 |
7.2078 | 9435 | - | 0.6594 |
7.2193 | 9450 | - | 0.6620 |
7.2307 | 9465 | - | 0.6624 |
7.2422 | 9480 | - | 0.6649 |
7.2536 | 9495 | - | 0.6649 |
7.2574 | 9500 | 0.0091 | - |
7.2651 | 9510 | - | 0.6605 |
7.2765 | 9525 | - | 0.6595 |
7.2880 | 9540 | - | 0.6559 |
7.2995 | 9555 | - | 0.6618 |
7.3109 | 9570 | - | 0.6637 |
7.3224 | 9585 | - | 0.6711 |
7.3338 | 9600 | - | 0.6633 |
7.3453 | 9615 | - | 0.6584 |
7.3568 | 9630 | - | 0.6576 |
7.3682 | 9645 | - | 0.6617 |
7.3797 | 9660 | - | 0.6641 |
7.3911 | 9675 | - | 0.6662 |
7.4026 | 9690 | - | 0.6660 |
7.4141 | 9705 | - | 0.6673 |
7.4255 | 9720 | - | 0.6669 |
7.4370 | 9735 | - | 0.6611 |
7.4484 | 9750 | - | 0.6574 |
7.4599 | 9765 | - | 0.6543 |
7.4714 | 9780 | - | 0.6572 |
7.4828 | 9795 | - | 0.6594 |
7.4943 | 9810 | - | 0.6615 |
7.5057 | 9825 | - | 0.6530 |
7.5172 | 9840 | - | 0.6547 |
7.5286 | 9855 | - | 0.6598 |
7.5401 | 9870 | - | 0.6629 |
7.5516 | 9885 | - | 0.6623 |
7.5630 | 9900 | - | 0.6611 |
7.5745 | 9915 | - | 0.6568 |
7.5859 | 9930 | - | 0.6580 |
7.5974 | 9945 | - | 0.6640 |
7.6089 | 9960 | - | 0.6594 |
7.6203 | 9975 | - | 0.6601 |
7.6318 | 9990 | - | 0.6630 |
7.6394 | 10000 | 0.0086 | - |
7.6432 | 10005 | - | 0.6676 |
7.6547 | 10020 | - | 0.6668 |
7.6662 | 10035 | - | 0.6689 |
7.6776 | 10050 | - | 0.6674 |
7.6891 | 10065 | - | 0.6615 |
7.7005 | 10080 | - | 0.6633 |
7.7120 | 10095 | - | 0.6588 |
7.7235 | 10110 | - | 0.6542 |
7.7349 | 10125 | - | 0.6568 |
7.7464 | 10140 | - | 0.6573 |
7.7578 | 10155 | - | 0.6595 |
7.7693 | 10170 | - | 0.6606 |
7.7807 | 10185 | - | 0.6590 |
7.7922 | 10200 | - | 0.6505 |
7.8037 | 10215 | - | 0.6562 |
7.8151 | 10230 | - | 0.6666 |
7.8266 | 10245 | - | 0.6685 |
7.8380 | 10260 | - | 0.6633 |
7.8495 | 10275 | - | 0.6645 |
7.8610 | 10290 | - | 0.6757 |
7.8724 | 10305 | - | 0.6737 |
7.8839 | 10320 | - | 0.6679 |
7.8953 | 10335 | - | 0.6594 |
7.9068 | 10350 | - | 0.6520 |
7.9183 | 10365 | - | 0.6543 |
7.9297 | 10380 | - | 0.6599 |
7.9412 | 10395 | - | 0.6595 |
7.9526 | 10410 | - | 0.6575 |
7.9641 | 10425 | - | 0.6568 |
7.9756 | 10440 | - | 0.6541 |
7.9870 | 10455 | - | 0.6527 |
7.9985 | 10470 | - | 0.6554 |
8.0 | 10472 | - | 0.6562 |
8.0099 | 10485 | - | 0.6500 |
8.0214 | 10500 | 0.0068 | 0.6567 |
8.0328 | 10515 | - | 0.6658 |
8.0443 | 10530 | - | 0.6695 |
8.0558 | 10545 | - | 0.6662 |
8.0672 | 10560 | - | 0.6643 |
8.0787 | 10575 | - | 0.6622 |
8.0901 | 10590 | - | 0.6582 |
8.1016 | 10605 | - | 0.6594 |
8.1131 | 10620 | - | 0.6567 |
8.1245 | 10635 | - | 0.6588 |
8.1360 | 10650 | - | 0.6587 |
8.1474 | 10665 | - | 0.6579 |
8.1589 | 10680 | - | 0.6604 |
8.1704 | 10695 | - | 0.6600 |
8.1818 | 10710 | - | 0.6619 |
8.1933 | 10725 | - | 0.6609 |
8.2047 | 10740 | - | 0.6605 |
8.2162 | 10755 | - | 0.6587 |
8.2277 | 10770 | - | 0.6593 |
8.2391 | 10785 | - | 0.6586 |
8.2506 | 10800 | - | 0.6600 |
8.2620 | 10815 | - | 0.6581 |
8.2735 | 10830 | - | 0.6561 |
8.2850 | 10845 | - | 0.6565 |
8.2964 | 10860 | - | 0.6583 |
8.3079 | 10875 | - | 0.6607 |
8.3193 | 10890 | - | 0.6683 |
8.3308 | 10905 | - | 0.6683 |
8.3422 | 10920 | - | 0.6669 |
8.3537 | 10935 | - | 0.6666 |
8.3652 | 10950 | - | 0.6689 |
8.3766 | 10965 | - | 0.6705 |
8.3881 | 10980 | - | 0.6708 |
8.3995 | 10995 | - | 0.6686 |
8.4034 | 11000 | 0.0087 | - |
8.4110 | 11010 | - | 0.6669 |
8.4225 | 11025 | - | 0.6676 |
8.4339 | 11040 | - | 0.6622 |
8.4454 | 11055 | - | 0.6568 |
8.4568 | 11070 | - | 0.6537 |
8.4683 | 11085 | - | 0.6559 |
8.4798 | 11100 | - | 0.6521 |
8.4912 | 11115 | - | 0.6528 |
8.5027 | 11130 | - | 0.6539 |
8.5141 | 11145 | - | 0.6545 |
8.5256 | 11160 | - | 0.6569 |
8.5371 | 11175 | - | 0.6585 |
8.5485 | 11190 | - | 0.6599 |
8.5600 | 11205 | - | 0.6596 |
8.5714 | 11220 | - | 0.6590 |
8.5829 | 11235 | - | 0.6567 |
8.5943 | 11250 | - | 0.6507 |
8.6058 | 11265 | - | 0.6464 |
8.6173 | 11280 | - | 0.6508 |
8.6287 | 11295 | - | 0.6569 |
8.6402 | 11310 | - | 0.6611 |
8.6516 | 11325 | - | 0.6648 |
8.6631 | 11340 | - | 0.6578 |
8.6746 | 11355 | - | 0.6600 |
8.6860 | 11370 | - | 0.6642 |
8.6975 | 11385 | - | 0.6664 |
8.7089 | 11400 | - | 0.6628 |
8.7204 | 11415 | - | 0.6645 |
8.7319 | 11430 | - | 0.6586 |
8.7433 | 11445 | - | 0.6585 |
8.7548 | 11460 | - | 0.6538 |
8.7662 | 11475 | - | 0.6520 |
8.7777 | 11490 | - | 0.6523 |
8.7853 | 11500 | 0.0081 | - |
8.7892 | 11505 | - | 0.6480 |
8.8006 | 11520 | - | 0.6465 |
8.8121 | 11535 | - | 0.6505 |
8.8235 | 11550 | - | 0.6533 |
8.8350 | 11565 | - | 0.6552 |
8.8464 | 11580 | - | 0.6573 |
8.8579 | 11595 | - | 0.6596 |
8.8694 | 11610 | - | 0.6593 |
8.8808 | 11625 | - | 0.6583 |
8.8923 | 11640 | - | 0.6537 |
8.9037 | 11655 | - | 0.6493 |
8.9152 | 11670 | - | 0.6499 |
8.9267 | 11685 | - | 0.6507 |
8.9381 | 11700 | - | 0.6539 |
8.9496 | 11715 | - | 0.6610 |
8.9610 | 11730 | - | 0.6593 |
8.9725 | 11745 | - | 0.6566 |
8.9840 | 11760 | - | 0.6548 |
8.9954 | 11775 | - | 0.6571 |
9.0 | 11781 | - | 0.6563 |
9.0069 | 11790 | - | 0.6548 |
9.0183 | 11805 | - | 0.6573 |
9.0298 | 11820 | - | 0.6635 |
9.0413 | 11835 | - | 0.6617 |
9.0527 | 11850 | - | 0.6571 |
9.0642 | 11865 | - | 0.6529 |
9.0756 | 11880 | - | 0.6555 |
9.0871 | 11895 | - | 0.6521 |
9.0985 | 11910 | - | 0.6523 |
9.1100 | 11925 | - | 0.6593 |
9.1215 | 11940 | - | 0.6623 |
9.1329 | 11955 | - | 0.6611 |
9.1444 | 11970 | - | 0.6587 |
9.1558 | 11985 | - | 0.6618 |
9.1673 | 12000 | 0.0066 | 0.6591 |
9.1788 | 12015 | - | 0.6572 |
9.1902 | 12030 | - | 0.6543 |
9.2017 | 12045 | - | 0.6576 |
9.2131 | 12060 | - | 0.6543 |
9.2246 | 12075 | - | 0.6571 |
9.2361 | 12090 | - | 0.6517 |
9.2475 | 12105 | - | 0.6489 |
9.2590 | 12120 | - | 0.6464 |
9.2704 | 12135 | - | 0.6501 |
9.2819 | 12150 | - | 0.6500 |
9.2934 | 12165 | - | 0.6538 |
9.3048 | 12180 | - | 0.6577 |
9.3163 | 12195 | - | 0.6590 |
9.3277 | 12210 | - | 0.6643 |
9.3392 | 12225 | - | 0.6622 |
9.3506 | 12240 | - | 0.6575 |
9.3621 | 12255 | - | 0.6578 |
9.3736 | 12270 | - | 0.6646 |
9.3850 | 12285 | - | 0.6649 |
9.3965 | 12300 | - | 0.6632 |
9.4079 | 12315 | - | 0.6626 |
9.4194 | 12330 | - | 0.6665 |
9.4309 | 12345 | - | 0.6689 |
9.4423 | 12360 | - | 0.6618 |
9.4538 | 12375 | - | 0.6548 |
9.4652 | 12390 | - | 0.6523 |
9.4767 | 12405 | - | 0.6578 |
9.4882 | 12420 | - | 0.6552 |
9.4996 | 12435 | - | 0.6553 |
9.5111 | 12450 | - | 0.6516 |
9.5225 | 12465 | - | 0.6537 |
9.5340 | 12480 | - | 0.6581 |
9.5455 | 12495 | - | 0.6575 |
9.5493 | 12500 | 0.0073 | - |
9.5569 | 12510 | - | 0.6578 |
9.5684 | 12525 | - | 0.6559 |
9.5798 | 12540 | - | 0.6517 |
9.5913 | 12555 | - | 0.6499 |
9.6028 | 12570 | - | 0.6497 |
9.6142 | 12585 | - | 0.6478 |
9.6257 | 12600 | - | 0.6544 |
9.6371 | 12615 | - | 0.6586 |
9.6486 | 12630 | - | 0.6603 |
9.6600 | 12645 | - | 0.6577 |
9.6715 | 12660 | - | 0.6561 |
9.6830 | 12675 | - | 0.6539 |
9.6944 | 12690 | - | 0.6511 |
9.7059 | 12705 | - | 0.6489 |
9.7173 | 12720 | - | 0.6554 |
9.7288 | 12735 | - | 0.6572 |
9.7403 | 12750 | - | 0.6559 |
9.7517 | 12765 | - | 0.6536 |
9.7632 | 12780 | - | 0.6488 |
9.7746 | 12795 | - | 0.6537 |
9.7861 | 12810 | - | 0.6554 |
9.7976 | 12825 | - | 0.6554 |
9.8090 | 12840 | - | 0.6523 |
9.8205 | 12855 | - | 0.6531 |
9.8319 | 12870 | - | 0.6561 |
9.8434 | 12885 | - | 0.6557 |
9.8549 | 12900 | - | 0.6559 |
9.8663 | 12915 | - | 0.6565 |
9.8778 | 12930 | - | 0.6606 |
9.8892 | 12945 | - | 0.6586 |
9.9007 | 12960 | - | 0.6540 |
9.9121 | 12975 | - | 0.6524 |
9.9236 | 12990 | - | 0.6534 |
9.9312 | 13000 | 0.0058 | - |
9.9351 | 13005 | - | 0.6532 |
9.9465 | 13020 | - | 0.6524 |
9.9580 | 13035 | - | 0.6566 |
9.9694 | 13050 | - | 0.6578 |
9.9809 | 13065 | - | 0.6558 |
9.9924 | 13080 | - | 0.6556 |
10.0 | 13090 | - | 0.6550 |
10.0038 | 13095 | - | 0.6534 |
10.0153 | 13110 | - | 0.6534 |
10.0267 | 13125 | - | 0.6556 |
10.0382 | 13140 | - | 0.6563 |
10.0497 | 13155 | - | 0.6549 |
10.0611 | 13170 | - | 0.6574 |
10.0726 | 13185 | - | 0.6546 |
10.0840 | 13200 | - | 0.6546 |
10.0955 | 13215 | - | 0.6512 |
10.1070 | 13230 | - | 0.6561 |
10.1184 | 13245 | - | 0.6593 |
10.1299 | 13260 | - | 0.6572 |
10.1413 | 13275 | - | 0.6538 |
10.1528 | 13290 | - | 0.6525 |
10.1642 | 13305 | - | 0.6543 |
10.1757 | 13320 | - | 0.6576 |
10.1872 | 13335 | - | 0.6598 |
10.1986 | 13350 | - | 0.6608 |
10.2101 | 13365 | - | 0.6602 |
10.2215 | 13380 | - | 0.6623 |
10.2330 | 13395 | - | 0.6615 |
10.2445 | 13410 | - | 0.6549 |
10.2559 | 13425 | - | 0.6549 |
10.2674 | 13440 | - | 0.6557 |
10.2788 | 13455 | - | 0.6559 |
10.2903 | 13470 | - | 0.6557 |
10.3018 | 13485 | - | 0.6564 |
10.3132 | 13500 | 0.0069 | 0.6590 |
10.3247 | 13515 | - | 0.6605 |
10.3361 | 13530 | - | 0.6600 |
10.3476 | 13545 | - | 0.6600 |
10.3591 | 13560 | - | 0.6583 |
10.3705 | 13575 | - | 0.6568 |
10.3820 | 13590 | - | 0.6577 |
10.3934 | 13605 | - | 0.6592 |
10.4049 | 13620 | - | 0.6602 |
10.4163 | 13635 | - | 0.6592 |
10.4278 | 13650 | - | 0.6596 |
10.4393 | 13665 | - | 0.6596 |
10.4507 | 13680 | - | 0.6592 |
10.4622 | 13695 | - | 0.6556 |
10.4736 | 13710 | - | 0.6529 |
10.4851 | 13725 | - | 0.6509 |
10.4966 | 13740 | - | 0.6530 |
10.5080 | 13755 | - | 0.6480 |
10.5195 | 13770 | - | 0.6462 |
10.5309 | 13785 | - | 0.6487 |
10.5424 | 13800 | - | 0.6536 |
10.5539 | 13815 | - | 0.6595 |
10.5653 | 13830 | - | 0.6597 |
10.5768 | 13845 | - | 0.6563 |
10.5882 | 13860 | - | 0.6547 |
10.5997 | 13875 | - | 0.6511 |
10.6112 | 13890 | - | 0.6501 |
10.6226 | 13905 | - | 0.6516 |
10.6341 | 13920 | - | 0.6531 |
10.6455 | 13935 | - | 0.6559 |
10.6570 | 13950 | - | 0.6541 |
10.6684 | 13965 | - | 0.6553 |
10.6799 | 13980 | - | 0.6608 |
10.6914 | 13995 | - | 0.6593 |
10.6952 | 14000 | 0.0066 | - |
10.7028 | 14010 | - | 0.6547 |
10.7143 | 14025 | - | 0.6512 |
10.7257 | 14040 | - | 0.6505 |
10.7372 | 14055 | - | 0.6547 |
10.7487 | 14070 | - | 0.6572 |
10.7601 | 14085 | - | 0.6564 |
10.7716 | 14100 | - | 0.6552 |
10.7830 | 14115 | - | 0.6528 |
10.7945 | 14130 | - | 0.6505 |
10.8060 | 14145 | - | 0.6485 |
10.8174 | 14160 | - | 0.6509 |
10.8289 | 14175 | - | 0.6525 |
10.8403 | 14190 | - | 0.6533 |
10.8518 | 14205 | - | 0.6542 |
10.8633 | 14220 | - | 0.6572 |
10.8747 | 14235 | - | 0.6584 |
10.8862 | 14250 | - | 0.6582 |
10.8976 | 14265 | - | 0.6566 |
10.9091 | 14280 | - | 0.6563 |
10.9206 | 14295 | - | 0.6540 |
10.9320 | 14310 | - | 0.6537 |
10.9435 | 14325 | - | 0.6527 |
10.9549 | 14340 | - | 0.6563 |
10.9664 | 14355 | - | 0.6560 |
10.9778 | 14370 | - | 0.6543 |
10.9893 | 14385 | - | 0.6536 |
11.0 | 14399 | - | 0.6542 |
11.0008 | 14400 | - | 0.6541 |
11.0122 | 14415 | - | 0.6532 |
11.0237 | 14430 | - | 0.6557 |
11.0351 | 14445 | - | 0.6565 |
11.0466 | 14460 | - | 0.6611 |
11.0581 | 14475 | - | 0.6599 |
11.0695 | 14490 | - | 0.6587 |
11.0772 | 14500 | 0.0049 | - |
11.0810 | 14505 | - | 0.6595 |
11.0924 | 14520 | - | 0.6561 |
11.1039 | 14535 | - | 0.6548 |
11.1154 | 14550 | - | 0.6558 |
11.1268 | 14565 | - | 0.6581 |
11.1383 | 14580 | - | 0.6553 |
11.1497 | 14595 | - | 0.6568 |
11.1612 | 14610 | - | 0.6576 |
11.1727 | 14625 | - | 0.6547 |
11.1841 | 14640 | - | 0.6513 |
11.1956 | 14655 | - | 0.6516 |
11.2070 | 14670 | - | 0.6547 |
11.2185 | 14685 | - | 0.6561 |
11.2299 | 14700 | - | 0.6568 |
11.2414 | 14715 | - | 0.6539 |
11.2529 | 14730 | - | 0.6524 |
11.2643 | 14745 | - | 0.6509 |
11.2758 | 14760 | - | 0.6536 |
11.2872 | 14775 | - | 0.6560 |
11.2987 | 14790 | - | 0.6560 |
11.3102 | 14805 | - | 0.6539 |
11.3216 | 14820 | - | 0.6560 |
11.3331 | 14835 | - | 0.6577 |
11.3445 | 14850 | - | 0.6569 |
11.3560 | 14865 | - | 0.6552 |
11.3675 | 14880 | - | 0.6533 |
11.3789 | 14895 | - | 0.6546 |
11.3904 | 14910 | - | 0.6543 |
11.4018 | 14925 | - | 0.6550 |
11.4133 | 14940 | - | 0.6576 |
11.4248 | 14955 | - | 0.6581 |
11.4362 | 14970 | - | 0.6592 |
11.4477 | 14985 | - | 0.6582 |
11.4591 | 15000 | 0.0068 | 0.6575 |
11.4706 | 15015 | - | 0.6580 |
11.4820 | 15030 | - | 0.6520 |
11.4935 | 15045 | - | 0.6545 |
11.5050 | 15060 | - | 0.6533 |
11.5164 | 15075 | - | 0.6490 |
11.5279 | 15090 | - | 0.6493 |
11.5393 | 15105 | - | 0.6492 |
11.5508 | 15120 | - | 0.6511 |
11.5623 | 15135 | - | 0.6522 |
11.5737 | 15150 | - | 0.6531 |
11.5852 | 15165 | - | 0.6538 |
11.5966 | 15180 | - | 0.6524 |
11.6081 | 15195 | - | 0.6512 |
11.6196 | 15210 | - | 0.6518 |
11.6310 | 15225 | - | 0.6535 |
11.6425 | 15240 | - | 0.6546 |
11.6539 | 15255 | - | 0.6539 |
11.6654 | 15270 | - | 0.6519 |
11.6769 | 15285 | - | 0.6513 |
11.6883 | 15300 | - | 0.6543 |
11.6998 | 15315 | - | 0.6527 |
11.7112 | 15330 | - | 0.6537 |
11.7227 | 15345 | - | 0.6531 |
11.7341 | 15360 | - | 0.6439 |
11.7456 | 15375 | - | 0.6435 |
11.7571 | 15390 | - | 0.6501 |
11.7685 | 15405 | - | 0.6510 |
11.7800 | 15420 | - | 0.6502 |
11.7914 | 15435 | - | 0.6497 |
11.8029 | 15450 | - | 0.6505 |
11.8144 | 15465 | - | 0.6516 |
11.8258 | 15480 | - | 0.6534 |
11.8373 | 15495 | - | 0.6554 |
11.8411 | 15500 | 0.0059 | - |
11.8487 | 15510 | - | 0.6570 |
11.8602 | 15525 | - | 0.6576 |
11.8717 | 15540 | - | 0.6576 |
11.8831 | 15555 | - | 0.6573 |
11.8946 | 15570 | - | 0.6555 |
11.9060 | 15585 | - | 0.6543 |
11.9175 | 15600 | - | 0.6525 |
11.9290 | 15615 | - | 0.6516 |
11.9404 | 15630 | - | 0.6510 |
11.9519 | 15645 | - | 0.6527 |
11.9633 | 15660 | - | 0.6535 |
11.9748 | 15675 | - | 0.6567 |
11.9862 | 15690 | - | 0.6604 |
11.9977 | 15705 | - | 0.6592 |
12.0 | 15708 | - | 0.6589 |
12.0092 | 15720 | - | 0.6571 |
12.0206 | 15735 | - | 0.6569 |
12.0321 | 15750 | - | 0.6577 |
12.0435 | 15765 | - | 0.6593 |
12.0550 | 15780 | - | 0.6582 |
12.0665 | 15795 | - | 0.6577 |
12.0779 | 15810 | - | 0.6581 |
12.0894 | 15825 | - | 0.6586 |
12.1008 | 15840 | - | 0.6572 |
12.1123 | 15855 | - | 0.6570 |
12.1238 | 15870 | - | 0.6564 |
12.1352 | 15885 | - | 0.6573 |
12.1467 | 15900 | - | 0.6583 |
12.1581 | 15915 | - | 0.6599 |
12.1696 | 15930 | - | 0.6591 |
12.1811 | 15945 | - | 0.6564 |
12.1925 | 15960 | - | 0.6546 |
12.2040 | 15975 | - | 0.6558 |
12.2154 | 15990 | - | 0.6590 |
12.2231 | 16000 | 0.0055 | - |
12.2269 | 16005 | - | 0.6586 |
12.2383 | 16020 | - | 0.6577 |
12.2498 | 16035 | - | 0.6582 |
12.2613 | 16050 | - | 0.6572 |
12.2727 | 16065 | - | 0.6565 |
12.2842 | 16080 | - | 0.6568 |
12.2956 | 16095 | - | 0.6550 |
12.3071 | 16110 | - | 0.6566 |
12.3186 | 16125 | - | 0.6569 |
12.3300 | 16140 | - | 0.6580 |
12.3415 | 16155 | - | 0.6589 |
12.3529 | 16170 | - | 0.6604 |
12.3644 | 16185 | - | 0.6602 |
12.3759 | 16200 | - | 0.6605 |
12.3873 | 16215 | - | 0.6598 |
12.3988 | 16230 | - | 0.6583 |
12.4102 | 16245 | - | 0.6582 |
12.4217 | 16260 | - | 0.6574 |
12.4332 | 16275 | - | 0.6589 |
12.4446 | 16290 | - | 0.6575 |
12.4561 | 16305 | - | 0.6578 |
12.4675 | 16320 | - | 0.6576 |
12.4790 | 16335 | - | 0.6565 |
12.4905 | 16350 | - | 0.6551 |
12.5019 | 16365 | - | 0.6526 |
12.5134 | 16380 | - | 0.6536 |
12.5248 | 16395 | - | 0.6540 |
12.5363 | 16410 | - | 0.6545 |
12.5477 | 16425 | - | 0.6548 |
12.5592 | 16440 | - | 0.6563 |
12.5707 | 16455 | - | 0.6552 |
12.5821 | 16470 | - | 0.6561 |
12.5936 | 16485 | - | 0.6567 |
12.6050 | 16500 | 0.0058 | 0.6550 |
12.6165 | 16515 | - | 0.6551 |
12.6280 | 16530 | - | 0.6560 |
12.6394 | 16545 | - | 0.6573 |
12.6509 | 16560 | - | 0.6578 |
12.6623 | 16575 | - | 0.6568 |
12.6738 | 16590 | - | 0.6551 |
12.6853 | 16605 | - | 0.6539 |
12.6967 | 16620 | - | 0.6532 |
12.7082 | 16635 | - | 0.6531 |
12.7196 | 16650 | - | 0.6526 |
12.7311 | 16665 | - | 0.6500 |
12.7426 | 16680 | - | 0.6503 |
12.7540 | 16695 | - | 0.6524 |
12.7655 | 16710 | - | 0.6539 |
12.7769 | 16725 | - | 0.6535 |
12.7884 | 16740 | - | 0.6539 |
12.7998 | 16755 | - | 0.6534 |
12.8113 | 16770 | - | 0.6526 |
12.8228 | 16785 | - | 0.6540 |
12.8342 | 16800 | - | 0.6537 |
12.8457 | 16815 | - | 0.6549 |
12.8571 | 16830 | - | 0.6562 |
12.8686 | 16845 | - | 0.6560 |
12.8801 | 16860 | - | 0.6575 |
12.8915 | 16875 | - | 0.6581 |
12.9030 | 16890 | - | 0.6564 |
12.9144 | 16905 | - | 0.6547 |
12.9259 | 16920 | - | 0.6553 |
12.9374 | 16935 | - | 0.6550 |
12.9488 | 16950 | - | 0.6545 |
12.9603 | 16965 | - | 0.6530 |
12.9717 | 16980 | - | 0.6535 |
12.9832 | 16995 | - | 0.6527 |
12.9870 | 17000 | 0.0043 | - |
12.9947 | 17010 | - | 0.6529 |
13.0 | 17017 | - | 0.6531 |
13.0061 | 17025 | - | 0.6536 |
13.0176 | 17040 | - | 0.6536 |
13.0290 | 17055 | - | 0.6553 |
13.0405 | 17070 | - | 0.6565 |
13.0519 | 17085 | - | 0.6558 |
13.0634 | 17100 | - | 0.6563 |
13.0749 | 17115 | - | 0.6550 |
13.0863 | 17130 | - | 0.6544 |
13.0978 | 17145 | - | 0.6530 |
13.1092 | 17160 | - | 0.6527 |
13.1207 | 17175 | - | 0.6563 |
13.1322 | 17190 | - | 0.6571 |
13.1436 | 17205 | - | 0.6573 |
13.1551 | 17220 | - | 0.6556 |
13.1665 | 17235 | - | 0.6541 |
13.1780 | 17250 | - | 0.6536 |
13.1895 | 17265 | - | 0.6533 |
13.2009 | 17280 | - | 0.6533 |
13.2124 | 17295 | - | 0.6531 |
13.2238 | 17310 | - | 0.6542 |
13.2353 | 17325 | - | 0.6539 |
13.2468 | 17340 | - | 0.6543 |
13.2582 | 17355 | - | 0.6547 |
13.2697 | 17370 | - | 0.6563 |
13.2811 | 17385 | - | 0.6566 |
13.2926 | 17400 | - | 0.6553 |
13.3040 | 17415 | - | 0.6541 |
13.3155 | 17430 | - | 0.6542 |
13.3270 | 17445 | - | 0.6558 |
13.3384 | 17460 | - | 0.6552 |
13.3499 | 17475 | - | 0.6554 |
13.3613 | 17490 | - | 0.6548 |
13.3690 | 17500 | 0.0058 | - |
13.3728 | 17505 | - | 0.6543 |
13.3843 | 17520 | - | 0.6551 |
13.3957 | 17535 | - | 0.6549 |
13.4072 | 17550 | - | 0.6550 |
13.4186 | 17565 | - | 0.6550 |
13.4301 | 17580 | - | 0.6567 |
13.4416 | 17595 | - | 0.6583 |
13.4530 | 17610 | - | 0.6577 |
13.4645 | 17625 | - | 0.6577 |
13.4759 | 17640 | - | 0.6577 |
13.4874 | 17655 | - | 0.6585 |
13.4989 | 17670 | - | 0.6570 |
13.5103 | 17685 | - | 0.6546 |
13.5218 | 17700 | - | 0.6541 |
13.5332 | 17715 | - | 0.6538 |
13.5447 | 17730 | - | 0.6553 |
13.5561 | 17745 | - | 0.6558 |
13.5676 | 17760 | - | 0.6555 |
13.5791 | 17775 | - | 0.6548 |
13.5905 | 17790 | - | 0.6547 |
13.6020 | 17805 | - | 0.6539 |
13.6134 | 17820 | - | 0.6539 |
13.6249 | 17835 | - | 0.6545 |
13.6364 | 17850 | - | 0.6544 |
13.6478 | 17865 | - | 0.6547 |
13.6593 | 17880 | - | 0.6534 |
13.6707 | 17895 | - | 0.6534 |
13.6822 | 17910 | - | 0.6527 |
13.6937 | 17925 | - | 0.6532 |
13.7051 | 17940 | - | 0.6544 |
13.7166 | 17955 | - | 0.6531 |
13.7280 | 17970 | - | 0.6531 |
13.7395 | 17985 | - | 0.6519 |
13.7510 | 18000 | 0.0048 | 0.6521 |
13.7624 | 18015 | - | 0.6493 |
13.7739 | 18030 | - | 0.6472 |
13.7853 | 18045 | - | 0.6481 |
13.7968 | 18060 | - | 0.6485 |
13.8083 | 18075 | - | 0.6476 |
13.8197 | 18090 | - | 0.6480 |
13.8312 | 18105 | - | 0.6492 |
13.8426 | 18120 | - | 0.6510 |
13.8541 | 18135 | - | 0.6514 |
13.8655 | 18150 | - | 0.6518 |
13.8770 | 18165 | - | 0.6520 |
13.8885 | 18180 | - | 0.6507 |
13.8999 | 18195 | - | 0.6506 |
13.9114 | 18210 | - | 0.6504 |
13.9228 | 18225 | - | 0.6500 |
13.9343 | 18240 | - | 0.6503 |
13.9458 | 18255 | - | 0.6496 |
13.9572 | 18270 | - | 0.6503 |
13.9687 | 18285 | - | 0.6492 |
13.9801 | 18300 | - | 0.6495 |
13.9916 | 18315 | - | 0.6504 |
14.0 | 18326 | - | 0.6503 |
14.0031 | 18330 | - | 0.6498 |
14.0145 | 18345 | - | 0.6499 |
14.0260 | 18360 | - | 0.6500 |
14.0374 | 18375 | - | 0.6507 |
14.0489 | 18390 | - | 0.6513 |
14.0604 | 18405 | - | 0.6511 |
14.0718 | 18420 | - | 0.6514 |
14.0833 | 18435 | - | 0.6519 |
14.0947 | 18450 | - | 0.6516 |
14.1062 | 18465 | - | 0.6522 |
14.1176 | 18480 | - | 0.6527 |
14.1291 | 18495 | - | 0.6524 |
14.1329 | 18500 | 0.0045 | - |
14.1406 | 18510 | - | 0.6527 |
14.1520 | 18525 | - | 0.6532 |
14.1635 | 18540 | - | 0.6530 |
14.1749 | 18555 | - | 0.6531 |
14.1864 | 18570 | - | 0.6531 |
14.1979 | 18585 | - | 0.6527 |
14.2093 | 18600 | - | 0.6535 |
14.2208 | 18615 | - | 0.6536 |
14.2322 | 18630 | - | 0.6531 |
14.2437 | 18645 | - | 0.6527 |
14.2552 | 18660 | - | 0.6532 |
14.2666 | 18675 | - | 0.6535 |
14.2781 | 18690 | - | 0.6535 |
14.2895 | 18705 | - | 0.6535 |
14.3010 | 18720 | - | 0.6535 |
14.3125 | 18735 | - | 0.6537 |
14.3239 | 18750 | - | 0.6536 |
14.3354 | 18765 | - | 0.6534 |
14.3468 | 18780 | - | 0.6547 |
14.3583 | 18795 | - | 0.6541 |
14.3697 | 18810 | - | 0.6539 |
14.3812 | 18825 | - | 0.6548 |
14.3927 | 18840 | - | 0.6547 |
14.4041 | 18855 | - | 0.6548 |
14.4156 | 18870 | - | 0.6546 |
14.4270 | 18885 | - | 0.6544 |
14.4385 | 18900 | - | 0.6543 |
14.4500 | 18915 | - | 0.6541 |
14.4614 | 18930 | - | 0.6537 |
14.4729 | 18945 | - | 0.6536 |
14.4843 | 18960 | - | 0.6533 |
14.4958 | 18975 | - | 0.6531 |
14.5073 | 18990 | - | 0.6517 |
14.5149 | 19000 | 0.0055 | - |
14.5187 | 19005 | - | 0.6517 |
14.5302 | 19020 | - | 0.6521 |
14.5416 | 19035 | - | 0.6522 |
14.5531 | 19050 | - | 0.6528 |
14.5646 | 19065 | - | 0.6524 |
14.5760 | 19080 | - | 0.6529 |
14.5875 | 19095 | - | 0.6529 |
14.5989 | 19110 | - | 0.6525 |
14.6104 | 19125 | - | 0.6523 |
14.6218 | 19140 | - | 0.6524 |
14.6333 | 19155 | - | 0.6528 |
14.6448 | 19170 | - | 0.6526 |
14.6562 | 19185 | - | 0.6530 |
14.6677 | 19200 | - | 0.6532 |
14.6791 | 19215 | - | 0.6532 |
14.6906 | 19230 | - | 0.6532 |
14.7021 | 19245 | - | 0.6533 |
14.7135 | 19260 | - | 0.6526 |
14.7250 | 19275 | - | 0.6522 |
14.7364 | 19290 | - | 0.6520 |
14.7479 | 19305 | - | 0.6522 |
14.7594 | 19320 | - | 0.6522 |
14.7708 | 19335 | - | 0.6522 |
14.7823 | 19350 | - | 0.6521 |
14.7937 | 19365 | - | 0.6521 |
14.8052 | 19380 | - | 0.6521 |
14.8167 | 19395 | - | 0.6521 |
14.8281 | 19410 | - | 0.6522 |
14.8396 | 19425 | - | 0.6523 |
14.8510 | 19440 | - | 0.6523 |
14.8625 | 19455 | - | 0.6523 |
14.8739 | 19470 | - | 0.6521 |
14.8854 | 19485 | - | 0.6522 |
14.8969 | 19500 | 0.0039 | 0.6522 |
14.9083 | 19515 | - | 0.6521 |
14.9198 | 19530 | - | 0.6523 |
14.9312 | 19545 | - | 0.6522 |
14.9427 | 19560 | - | 0.6521 |
14.9542 | 19575 | - | 0.6520 |
14.9656 | 19590 | - | 0.6521 |
14.9771 | 19605 | - | 0.6520 |
14.9885 | 19620 | - | 0.6520 |
15.0 | 19635 | - | 0.6520 |
Framework Versions
- Python: 3.11.0rc1
- Sentence Transformers: 3.0.1
- Transformers: 4.41.1
- PyTorch: 2.2.2+cu121
- Accelerate: 0.30.1
- Datasets: 2.20.0
- Tokenizers: 0.19.1
Citation
BibTeX
Sentence Transformers
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
MultipleNegativesRankingLoss
@misc{henderson2017efficient,
title={Efficient Natural Language Response Suggestion for Smart Reply},
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
year={2017},
eprint={1705.00652},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
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Evaluation results
- Cosine Accuracy@1 on Unknownself-reported0.545
- Cosine Accuracy@3 on Unknownself-reported0.722
- Cosine Accuracy@5 on Unknownself-reported0.778
- Cosine Accuracy@10 on Unknownself-reported0.845
- Cosine Precision@1 on Unknownself-reported0.545
- Cosine Precision@3 on Unknownself-reported0.241
- Cosine Precision@5 on Unknownself-reported0.156
- Cosine Precision@10 on Unknownself-reported0.085
- Cosine Recall@1 on Unknownself-reported0.545
- Cosine Recall@3 on Unknownself-reported0.722