---
language: []
library_name: sentence-transformers
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:314315
- loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
datasets: []
widget:
- source_sentence: هل يمكن ان يكون هذا من شأنه؟ هل يمكن ان يكون كذلك؟
sentences:
- امرأة تقرأ من كتاب بينما الرجل يشاهد
- رجال يرتدون قمصان بيضاء يلعبون في الحديقة
- الناس بالخارج
- source_sentence: امرأة باللون الأسود، تُرى من الخلف، جالسة بجانب مجرى المياه.
sentences:
- امرأة تجلس بالخارج
- الرجل يعزف الكمان.
- رجل يحمل سيجارة
- source_sentence: شخص يرتدي اللون الأحمر والأسود خارج جدار متصدع.
sentences:
- شخص يرتدي الأحمر والأسود بالقرب من الجدار
- فتاة يديها في حوض الاستحمام
- رجل يجلس على كرسي الحديقة
- source_sentence: رجل يقرأ جريدة في وكالة بيع السيارات
sentences:
- رجل في وكالة السيارات
- زوج من المبارزين يتدربون معاً
- الرجل يجلس على الطاولة
- source_sentence: امرأتان ورجل في سيارة رياضية حمراء قابلة للتحويل أمام مجموعة كبيرة
من الناس على الرصيف
sentences:
- اللاعب يأمل في تسجيل هدف
- امرأتين في سيارة مع رجل
- فتاة تحمل فرشاة أسنان
pipeline_tag: sentence-similarity
---
# SentenceTransformer based on sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2) on the Omartificial-Intelligence-Space/arabic-n_li-pair dataset. It maps sentences & paragraphs to a 384-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:** [sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2)
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 384 tokens
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
- Omartificial-Intelligence-Space/arabic-n_li-pair
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, '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})
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
'امرأتان ورجل في سيارة رياضية حمراء قابلة للتحويل أمام مجموعة كبيرة من الناس على الرصيف',
'امرأتين في سيارة مع رجل',
'فتاة تحمل فرشاة أسنان',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Training Details
### Training Dataset
#### Omartificial-Intelligence-Space/arabic-n_li-pair
* Dataset: Omartificial-Intelligence-Space/arabic-n_li-pair
* Size: 314,315 training samples
* Columns: anchor
and positive
* Approximate statistics based on the first 1000 samples:
| | anchor | positive |
|:--------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
| type | string | string |
| details |
- min: 7 tokens
- mean: 20.8 tokens
- max: 73 tokens
| - min: 4 tokens
- mean: 10.03 tokens
- max: 40 tokens
|
* Samples:
| anchor | positive |
|:------------------------------------------------------------|:--------------------------------------------|
| شخص على حصان يقفز فوق طائرة معطلة
| شخص في الهواء الطلق، على حصان.
|
| أطفال يبتسمون و يلوحون للكاميرا
| هناك أطفال حاضرون
|
| صبي يقفز على لوح التزلج في منتصف الجسر الأحمر.
| الفتى يقوم بخدعة التزلج
|
* Loss: [MultipleNegativesRankingLoss
](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Evaluation Dataset
#### Omartificial-Intelligence-Space/arabic-n_li-pair
* Dataset: Omartificial-Intelligence-Space/arabic-n_li-pair
* Size: 6,808 evaluation samples
* Columns: anchor
and positive
* Approximate statistics based on the first 1000 samples:
| | anchor | positive |
|:--------|:-----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|
| type | string | string |
| details | - min: 6 tokens
- mean: 21.85 tokens
- max: 103 tokens
| - min: 4 tokens
- mean: 10.2 tokens
- max: 46 tokens
|
* Samples:
| anchor | positive |
|:-----------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------|
| امرأتان يتعانقان بينما يحملان حزمة
| إمرأتان يحملان حزمة
|
| طفلين صغيرين يرتديان قميصاً أزرق، أحدهما يرتدي الرقم 9 والآخر يرتدي الرقم 2 يقفان على خطوات خشبية في الحمام ويغسلان أيديهما في المغسلة.
| طفلين يرتديان قميصاً مرقماً يغسلون أيديهم
|
| رجل يبيع الدونات لعميل خلال معرض عالمي أقيم في مدينة أنجليس
| رجل يبيع الدونات لعميل
|
* Loss: [MultipleNegativesRankingLoss
](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: epoch
- `per_device_train_batch_size`: 32
- `per_device_eval_batch_size`: 64
- `learning_rate`: 2e-05
- `num_train_epochs`: 5
- `warmup_ratio`: 0.1
- `fp16`: True
- `load_best_model_at_end`: True
- `ddp_find_unused_parameters`: False
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 32
- `per_device_eval_batch_size`: 64
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 5
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: False
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
### Training Logs
Click to expand
| Epoch | Step | Training Loss | loss |
|:------:|:-----:|:-------------:|:------:|
| 0.0025 | 25 | 0.3458 | - |
| 0.0051 | 50 | 0.3213 | - |
| 0.0076 | 75 | 0.3414 | - |
| 0.0102 | 100 | 0.3622 | - |
| 0.0127 | 125 | 0.3607 | - |
| 0.0153 | 150 | 0.3514 | - |
| 0.0178 | 175 | 0.2282 | - |
| 0.0204 | 200 | 0.2781 | - |
| 0.0229 | 225 | 0.3206 | - |
| 0.0255 | 250 | 0.3592 | - |
| 0.0280 | 275 | 0.2837 | - |
| 0.0305 | 300 | 0.2227 | - |
| 0.0331 | 325 | 0.3072 | - |
| 0.0356 | 350 | 0.3487 | - |
| 0.0382 | 375 | 0.2439 | - |
| 0.0407 | 400 | 0.291 | - |
| 0.0433 | 425 | 0.2325 | - |
| 0.0458 | 450 | 0.3068 | - |
| 0.0484 | 475 | 0.3268 | - |
| 0.0509 | 500 | 0.2973 | - |
| 0.0534 | 525 | 0.3116 | - |
| 0.0560 | 550 | 0.2543 | - |
| 0.0585 | 575 | 0.2747 | - |
| 0.0611 | 600 | 0.2809 | - |
| 0.0636 | 625 | 0.3561 | - |
| 0.0662 | 650 | 0.2683 | - |
| 0.0687 | 675 | 0.249 | - |
| 0.0713 | 700 | 0.2482 | - |
| 0.0738 | 725 | 0.3015 | - |
| 0.0764 | 750 | 0.2422 | - |
| 0.0789 | 775 | 0.259 | - |
| 0.0814 | 800 | 0.2565 | - |
| 0.0840 | 825 | 0.254 | - |
| 0.0865 | 850 | 0.2366 | - |
| 0.0891 | 875 | 0.2805 | - |
| 0.0916 | 900 | 0.2881 | - |
| 0.0942 | 925 | 0.2424 | - |
| 0.0967 | 950 | 0.2342 | - |
| 0.0993 | 975 | 0.2036 | - |
| 0.1018 | 1000 | 0.2432 | - |
| 0.1043 | 1025 | 0.2782 | - |
| 0.1069 | 1050 | 0.2303 | - |
| 0.1094 | 1075 | 0.2418 | - |
| 0.1120 | 1100 | 0.1989 | - |
| 0.1145 | 1125 | 0.2189 | - |
| 0.1171 | 1150 | 0.2295 | - |
| 0.1196 | 1175 | 0.1583 | - |
| 0.1222 | 1200 | 0.2247 | - |
| 0.1247 | 1225 | 0.2127 | - |
| 0.1273 | 1250 | 0.2244 | - |
| 0.1298 | 1275 | 0.2218 | - |
| 0.1323 | 1300 | 0.2489 | - |
| 0.1349 | 1325 | 0.1778 | - |
| 0.1374 | 1350 | 0.2243 | - |
| 0.1400 | 1375 | 0.2063 | - |
| 0.1425 | 1400 | 0.2187 | - |
| 0.1451 | 1425 | 0.204 | - |
| 0.1476 | 1450 | 0.2039 | - |
| 0.1502 | 1475 | 0.2186 | - |
| 0.1527 | 1500 | 0.2352 | - |
| 0.1552 | 1525 | 0.2578 | - |
| 0.1578 | 1550 | 0.2047 | - |
| 0.1603 | 1575 | 0.1833 | - |
| 0.1629 | 1600 | 0.2564 | - |
| 0.1654 | 1625 | 0.2021 | - |
| 0.1680 | 1650 | 0.1901 | - |
| 0.1705 | 1675 | 0.2183 | - |
| 0.1731 | 1700 | 0.1661 | - |
| 0.1756 | 1725 | 0.1797 | - |
| 0.1782 | 1750 | 0.2105 | - |
| 0.1807 | 1775 | 0.2214 | - |
| 0.1832 | 1800 | 0.2475 | - |
| 0.1858 | 1825 | 0.2395 | - |
| 0.1883 | 1850 | 0.1911 | - |
| 0.1909 | 1875 | 0.1588 | - |
| 0.1934 | 1900 | 0.2358 | - |
| 0.1960 | 1925 | 0.1773 | - |
| 0.1985 | 1950 | 0.2347 | - |
| 0.2011 | 1975 | 0.188 | - |
| 0.2036 | 2000 | 0.1925 | - |
| 0.2061 | 2025 | 0.191 | - |
| 0.2087 | 2050 | 0.2032 | - |
| 0.2112 | 2075 | 0.1787 | - |
| 0.2138 | 2100 | 0.2327 | - |
| 0.2163 | 2125 | 0.196 | - |
| 0.2189 | 2150 | 0.1945 | - |
| 0.2214 | 2175 | 0.1918 | - |
| 0.2240 | 2200 | 0.2011 | - |
| 0.2265 | 2225 | 0.1711 | - |
| 0.2291 | 2250 | 0.2687 | - |
| 0.2316 | 2275 | 0.1998 | - |
| 0.2341 | 2300 | 0.1604 | - |
| 0.2367 | 2325 | 0.1871 | - |
| 0.2392 | 2350 | 0.273 | - |
| 0.2418 | 2375 | 0.2405 | - |
| 0.2443 | 2400 | 0.2212 | - |
| 0.2469 | 2425 | 0.2293 | - |
| 0.2494 | 2450 | 0.1887 | - |
| 0.2520 | 2475 | 0.233 | - |
| 0.2545 | 2500 | 0.1761 | - |
| 0.2570 | 2525 | 0.2103 | - |
| 0.2596 | 2550 | 0.2042 | - |
| 0.2621 | 2575 | 0.1831 | - |
| 0.2647 | 2600 | 0.2006 | - |
| 0.2672 | 2625 | 0.1801 | - |
| 0.2698 | 2650 | 0.1625 | - |
| 0.2723 | 2675 | 0.1741 | - |
| 0.2749 | 2700 | 0.2158 | - |
| 0.2774 | 2725 | 0.2246 | - |
| 0.2800 | 2750 | 0.1823 | - |
| 0.2825 | 2775 | 0.1484 | - |
| 0.2850 | 2800 | 0.1743 | - |
| 0.2876 | 2825 | 0.2208 | - |
| 0.2901 | 2850 | 0.1441 | - |
| 0.2927 | 2875 | 0.1998 | - |
| 0.2952 | 2900 | 0.2111 | - |
| 0.2978 | 2925 | 0.1657 | - |
| 0.3003 | 2950 | 0.2189 | - |
| 0.3029 | 2975 | 0.203 | - |
| 0.3054 | 3000 | 0.1789 | - |
| 0.3080 | 3025 | 0.1435 | - |
| 0.3105 | 3050 | 0.1727 | - |
| 0.3130 | 3075 | 0.2045 | - |
| 0.3156 | 3100 | 0.2143 | - |
| 0.3181 | 3125 | 0.1971 | - |
| 0.3207 | 3150 | 0.2121 | - |
| 0.3232 | 3175 | 0.183 | - |
| 0.3258 | 3200 | 0.2471 | - |
| 0.3283 | 3225 | 0.1714 | - |
| 0.3309 | 3250 | 0.1689 | - |
| 0.3334 | 3275 | 0.1817 | - |
| 0.3359 | 3300 | 0.1616 | - |
| 0.3385 | 3325 | 0.152 | - |
| 0.3410 | 3350 | 0.1619 | - |
| 0.3436 | 3375 | 0.1881 | - |
| 0.3461 | 3400 | 0.1974 | - |
| 0.3487 | 3425 | 0.1609 | - |
| 0.3512 | 3450 | 0.185 | - |
| 0.3538 | 3475 | 0.1459 | - |
| 0.3563 | 3500 | 0.1896 | - |
| 0.3589 | 3525 | 0.1944 | - |
| 0.3614 | 3550 | 0.2766 | - |
| 0.3639 | 3575 | 0.166 | - |
| 0.3665 | 3600 | 0.1889 | - |
| 0.3690 | 3625 | 0.1586 | - |
| 0.3716 | 3650 | 0.1832 | - |
| 0.3741 | 3675 | 0.15 | - |
| 0.3767 | 3700 | 0.2203 | - |
| 0.3792 | 3725 | 0.1409 | - |
| 0.3818 | 3750 | 0.157 | - |
| 0.3843 | 3775 | 0.2132 | - |
| 0.3868 | 3800 | 0.1653 | - |
| 0.3894 | 3825 | 0.2345 | - |
| 0.3919 | 3850 | 0.171 | - |
| 0.3945 | 3875 | 0.1914 | - |
| 0.3970 | 3900 | 0.1674 | - |
| 0.3996 | 3925 | 0.2075 | - |
| 0.4021 | 3950 | 0.1706 | - |
| 0.4047 | 3975 | 0.1797 | - |
| 0.4072 | 4000 | 0.2039 | - |
| 0.4098 | 4025 | 0.1719 | - |
| 0.4123 | 4050 | 0.1802 | - |
| 0.4148 | 4075 | 0.1495 | - |
| 0.4174 | 4100 | 0.1765 | - |
| 0.4199 | 4125 | 0.2024 | - |
| 0.4225 | 4150 | 0.2391 | - |
| 0.4250 | 4175 | 0.1881 | - |
| 0.4276 | 4200 | 0.1537 | - |
| 0.4301 | 4225 | 0.1573 | - |
| 0.4327 | 4250 | 0.1619 | - |
| 0.4352 | 4275 | 0.1827 | - |
| 0.4377 | 4300 | 0.1722 | - |
| 0.4403 | 4325 | 0.138 | - |
| 0.4428 | 4350 | 0.1826 | - |
| 0.4454 | 4375 | 0.1447 | - |
| 0.4479 | 4400 | 0.1745 | - |
| 0.4505 | 4425 | 0.1308 | - |
| 0.4530 | 4450 | 0.2061 | - |
| 0.4556 | 4475 | 0.1735 | - |
| 0.4581 | 4500 | 0.1937 | - |
| 0.4607 | 4525 | 0.1794 | - |
| 0.4632 | 4550 | 0.2055 | - |
| 0.4657 | 4575 | 0.1835 | - |
| 0.4683 | 4600 | 0.1597 | - |
| 0.4708 | 4625 | 0.1608 | - |
| 0.4734 | 4650 | 0.1653 | - |
| 0.4759 | 4675 | 0.1526 | - |
| 0.4785 | 4700 | 0.1507 | - |
| 0.4810 | 4725 | 0.1571 | - |
| 0.4836 | 4750 | 0.2194 | - |
| 0.4861 | 4775 | 0.1781 | - |
| 0.4886 | 4800 | 0.1745 | - |
| 0.4912 | 4825 | 0.1348 | - |
| 0.4937 | 4850 | 0.2164 | - |
| 0.4963 | 4875 | 0.1724 | - |
| 0.4988 | 4900 | 0.1563 | - |
| 0.5014 | 4925 | 0.2448 | - |
| 0.5039 | 4950 | 0.1796 | - |
| 0.5065 | 4975 | 0.1541 | - |
| 0.5090 | 5000 | 0.1906 | - |
| 0.5116 | 5025 | 0.1822 | - |
| 0.5141 | 5050 | 0.1778 | - |
| 0.5166 | 5075 | 0.1741 | - |
| 0.5192 | 5100 | 0.2008 | - |
| 0.5217 | 5125 | 0.1857 | - |
| 0.5243 | 5150 | 0.1966 | - |
| 0.5268 | 5175 | 0.1868 | - |
| 0.5294 | 5200 | 0.1607 | - |
| 0.5319 | 5225 | 0.1793 | - |
| 0.5345 | 5250 | 0.173 | - |
| 0.5370 | 5275 | 0.1564 | - |
| 0.5396 | 5300 | 0.1681 | - |
| 0.5421 | 5325 | 0.2074 | - |
| 0.5446 | 5350 | 0.208 | - |
| 0.5472 | 5375 | 0.1809 | - |
| 0.5497 | 5400 | 0.1548 | - |
| 0.5523 | 5425 | 0.1755 | - |
| 0.5548 | 5450 | 0.1891 | - |
| 0.5574 | 5475 | 0.1569 | - |
| 0.5599 | 5500 | 0.1599 | - |
| 0.5625 | 5525 | 0.1919 | - |
| 0.5650 | 5550 | 0.1901 | - |
| 0.5675 | 5575 | 0.1736 | - |
| 0.5701 | 5600 | 0.1477 | - |
| 0.5726 | 5625 | 0.189 | - |
| 0.5752 | 5650 | 0.2132 | - |
| 0.5777 | 5675 | 0.1636 | - |
| 0.5803 | 5700 | 0.1592 | - |
| 0.5828 | 5725 | 0.1607 | - |
| 0.5854 | 5750 | 0.1978 | - |
| 0.5879 | 5775 | 0.1954 | - |
| 0.5905 | 5800 | 0.1457 | - |
| 0.5930 | 5825 | 0.1229 | - |
| 0.5955 | 5850 | 0.1644 | - |
| 0.5981 | 5875 | 0.1804 | - |
| 0.6006 | 5900 | 0.1697 | - |
| 0.6032 | 5925 | 0.1828 | - |
| 0.6057 | 5950 | 0.1476 | - |
| 0.6083 | 5975 | 0.1765 | - |
| 0.6108 | 6000 | 0.1937 | - |
| 0.6134 | 6025 | 0.1737 | - |
| 0.6159 | 6050 | 0.1403 | - |
| 0.6184 | 6075 | 0.1869 | - |
| 0.6210 | 6100 | 0.17 | - |
| 0.6235 | 6125 | 0.1534 | - |
| 0.6261 | 6150 | 0.1778 | - |
| 0.6286 | 6175 | 0.1741 | - |
| 0.6312 | 6200 | 0.1622 | - |
| 0.6337 | 6225 | 0.2172 | - |
| 0.6363 | 6250 | 0.1618 | - |
| 0.6388 | 6275 | 0.1973 | - |
| 0.6414 | 6300 | 0.1896 | - |
| 0.6439 | 6325 | 0.1766 | - |
| 0.6464 | 6350 | 0.1692 | - |
| 0.6490 | 6375 | 0.1687 | - |
| 0.6515 | 6400 | 0.1635 | - |
| 0.6541 | 6425 | 0.1625 | - |
| 0.6566 | 6450 | 0.1532 | - |
| 0.6592 | 6475 | 0.1668 | - |
| 0.6617 | 6500 | 0.1869 | - |
| 0.6643 | 6525 | 0.1891 | - |
| 0.6668 | 6550 | 0.1914 | - |
| 0.6693 | 6575 | 0.1951 | - |
| 0.6719 | 6600 | 0.1453 | - |
| 0.6744 | 6625 | 0.1671 | - |
| 0.6770 | 6650 | 0.1527 | - |
| 0.6795 | 6675 | 0.1945 | - |
| 0.6821 | 6700 | 0.1575 | - |
| 0.6846 | 6725 | 0.1633 | - |
| 0.6872 | 6750 | 0.1672 | - |
| 0.6897 | 6775 | 0.1768 | - |
| 0.6923 | 6800 | 0.1957 | - |
| 0.6948 | 6825 | 0.1427 | - |
| 0.6973 | 6850 | 0.1333 | - |
| 0.6999 | 6875 | 0.1457 | - |
| 0.7024 | 6900 | 0.1821 | - |
| 0.7050 | 6925 | 0.1419 | - |
| 0.7075 | 6950 | 0.1687 | - |
| 0.7101 | 6975 | 0.2075 | - |
| 0.7126 | 7000 | 0.1931 | - |
| 0.7152 | 7025 | 0.1519 | - |
| 0.7177 | 7050 | 0.135 | - |
| 0.7202 | 7075 | 0.1467 | - |
| 0.7228 | 7100 | 0.2012 | - |
| 0.7253 | 7125 | 0.1632 | - |
| 0.7279 | 7150 | 0.1581 | - |
| 0.7304 | 7175 | 0.1336 | - |
| 0.7330 | 7200 | 0.1555 | - |
| 0.7355 | 7225 | 0.1901 | - |
| 0.7381 | 7250 | 0.1602 | - |
| 0.7406 | 7275 | 0.1987 | - |
| 0.7432 | 7300 | 0.1757 | - |
| 0.7457 | 7325 | 0.1622 | - |
| 0.7482 | 7350 | 0.1402 | - |
| 0.7508 | 7375 | 0.1463 | - |
| 0.7533 | 7400 | 0.1683 | - |
| 0.7559 | 7425 | 0.1813 | - |
| 0.7584 | 7450 | 0.137 | - |
| 0.7610 | 7475 | 0.1778 | - |
| 0.7635 | 7500 | 0.1876 | - |
| 0.7661 | 7525 | 0.151 | - |
| 0.7686 | 7550 | 0.1672 | - |
| 0.7711 | 7575 | 0.119 | - |
| 0.7737 | 7600 | 0.1732 | - |
| 0.7762 | 7625 | 0.1328 | - |
| 0.7788 | 7650 | 0.1857 | - |
| 0.7813 | 7675 | 0.1954 | - |
| 0.7839 | 7700 | 0.1599 | - |
| 0.7864 | 7725 | 0.1917 | - |
| 0.7890 | 7750 | 0.1735 | - |
| 0.7915 | 7775 | 0.158 | - |
| 0.7941 | 7800 | 0.1422 | - |
| 0.7966 | 7825 | 0.1841 | - |
| 0.7991 | 7850 | 0.1473 | - |
| 0.8017 | 7875 | 0.1494 | - |
| 0.8042 | 7900 | 0.1657 | - |
| 0.8068 | 7925 | 0.1637 | - |
| 0.8093 | 7950 | 0.1618 | - |
| 0.8119 | 7975 | 0.1896 | - |
| 0.8144 | 8000 | 0.1893 | - |
| 0.8170 | 8025 | 0.2058 | - |
| 0.8195 | 8050 | 0.1796 | - |
| 0.8221 | 8075 | 0.1906 | - |
| 0.8246 | 8100 | 0.1581 | - |
| 0.8271 | 8125 | 0.1871 | - |
| 0.8297 | 8150 | 0.1231 | - |
| 0.8322 | 8175 | 0.2116 | - |
| 0.8348 | 8200 | 0.1809 | - |
| 0.8373 | 8225 | 0.1456 | - |
| 0.8399 | 8250 | 0.1526 | - |
| 0.8424 | 8275 | 0.1698 | - |
| 0.8450 | 8300 | 0.1893 | - |
| 0.8475 | 8325 | 0.1755 | - |
| 0.8500 | 8350 | 0.1748 | - |
| 0.8526 | 8375 | 0.172 | - |
| 0.8551 | 8400 | 0.1222 | - |
| 0.8577 | 8425 | 0.1604 | - |
| 0.8602 | 8450 | 0.1862 | - |
| 0.8628 | 8475 | 0.1848 | - |
| 0.8653 | 8500 | 0.1445 | - |
| 0.8679 | 8525 | 0.1686 | - |
| 0.8704 | 8550 | 0.1835 | - |
| 0.8730 | 8575 | 0.1464 | - |
| 0.8755 | 8600 | 0.187 | - |
| 0.8780 | 8625 | 0.1457 | - |
| 0.8806 | 8650 | 0.1535 | - |
| 0.8831 | 8675 | 0.1457 | - |
| 0.8857 | 8700 | 0.1417 | - |
| 0.8882 | 8725 | 0.1428 | - |
| 0.8908 | 8750 | 0.1764 | - |
| 0.8933 | 8775 | 0.1454 | - |
| 0.8959 | 8800 | 0.2102 | - |
| 0.8984 | 8825 | 0.1703 | - |
| 0.9009 | 8850 | 0.1503 | - |
| 0.9035 | 8875 | 0.1741 | - |
| 0.9060 | 8900 | 0.1608 | - |
| 0.9086 | 8925 | 0.1881 | - |
| 0.9111 | 8950 | 0.1739 | - |
| 0.9137 | 8975 | 0.1314 | - |
| 0.9162 | 9000 | 0.1516 | - |
| 0.9188 | 9025 | 0.1486 | - |
| 0.9213 | 9050 | 0.1222 | - |
| 0.9239 | 9075 | 0.2115 | - |
| 0.9264 | 9100 | 0.1607 | - |
| 0.9289 | 9125 | 0.1259 | - |
| 0.9315 | 9150 | 0.1885 | - |
| 0.9340 | 9175 | 0.1819 | - |
| 0.9366 | 9200 | 0.1732 | - |
| 0.9391 | 9225 | 0.1635 | - |
| 0.9417 | 9250 | 0.1896 | - |
| 0.9442 | 9275 | 0.1402 | - |
| 0.9468 | 9300 | 0.1247 | - |
| 0.9493 | 9325 | 0.1337 | - |
| 0.9518 | 9350 | 0.1447 | - |
| 0.9544 | 9375 | 0.1978 | - |
| 0.9569 | 9400 | 0.1773 | - |
| 0.9595 | 9425 | 0.185 | - |
| 0.9620 | 9450 | 0.1906 | - |
| 0.9646 | 9475 | 0.1606 | - |
| 0.9671 | 9500 | 0.1815 | - |
| 0.9697 | 9525 | 0.1642 | - |
| 0.9722 | 9550 | 0.1785 | - |
| 0.9748 | 9575 | 0.1578 | - |
| 0.9773 | 9600 | 0.1341 | - |
| 0.9798 | 9625 | 0.1381 | - |
| 0.9824 | 9650 | 0.1397 | - |
| 0.9849 | 9675 | 0.1547 | - |
| 0.9875 | 9700 | 0.1801 | - |
| 0.9900 | 9725 | 0.1419 | - |
| 0.9926 | 9750 | 0.1665 | - |
| 0.9951 | 9775 | 0.1535 | - |
| 0.9977 | 9800 | 0.1482 | - |
| 1.0 | 9823 | - | 0.1016 |
| 1.0002 | 9825 | 0.0948 | - |
| 1.0027 | 9850 | 0.1329 | - |
| 1.0053 | 9875 | 0.1203 | - |
| 1.0078 | 9900 | 0.1418 | - |
| 1.0104 | 9925 | 0.1122 | - |
| 1.0129 | 9950 | 0.1192 | - |
| 1.0155 | 9975 | 0.0988 | - |
| 1.0180 | 10000 | 0.1295 | - |
| 1.0206 | 10025 | 0.1348 | - |
| 1.0231 | 10050 | 0.1333 | - |
| 1.0257 | 10075 | 0.1693 | - |
| 1.0282 | 10100 | 0.0902 | - |
| 1.0307 | 10125 | 0.1196 | - |
| 1.0333 | 10150 | 0.1624 | - |
| 1.0358 | 10175 | 0.1308 | - |
| 1.0384 | 10200 | 0.1226 | - |
| 1.0409 | 10225 | 0.1049 | - |
| 1.0435 | 10250 | 0.1377 | - |
| 1.0460 | 10275 | 0.1183 | - |
| 1.0486 | 10300 | 0.1262 | - |
| 1.0511 | 10325 | 0.1159 | - |
| 1.0536 | 10350 | 0.1545 | - |
| 1.0562 | 10375 | 0.1602 | - |
| 1.0587 | 10400 | 0.1373 | - |
| 1.0613 | 10425 | 0.1503 | - |
| 1.0638 | 10450 | 0.1787 | - |
| 1.0664 | 10475 | 0.1642 | - |
| 1.0689 | 10500 | 0.1128 | - |
| 1.0715 | 10525 | 0.1206 | - |
| 1.0740 | 10550 | 0.1176 | - |
| 1.0766 | 10575 | 0.1531 | - |
| 1.0791 | 10600 | 0.1371 | - |
| 1.0816 | 10625 | 0.1588 | - |
| 1.0842 | 10650 | 0.1445 | - |
| 1.0867 | 10675 | 0.1113 | - |
| 1.0893 | 10700 | 0.1347 | - |
| 1.0918 | 10725 | 0.1546 | - |
| 1.0944 | 10750 | 0.1687 | - |
| 1.0969 | 10775 | 0.1446 | - |
| 1.0995 | 10800 | 0.1295 | - |
| 1.1020 | 10825 | 0.1218 | - |
| 1.1046 | 10850 | 0.1201 | - |
| 1.1071 | 10875 | 0.1475 | - |
| 1.1096 | 10900 | 0.1278 | - |
| 1.1122 | 10925 | 0.1655 | - |
| 1.1147 | 10950 | 0.134 | - |
| 1.1173 | 10975 | 0.1174 | - |
| 1.1198 | 11000 | 0.1559 | - |
| 1.1224 | 11025 | 0.1276 | - |
| 1.1249 | 11050 | 0.1026 | - |
| 1.1275 | 11075 | 0.1386 | - |
| 1.1300 | 11100 | 0.1558 | - |
| 1.1325 | 11125 | 0.1428 | - |
| 1.1351 | 11150 | 0.1838 | - |
| 1.1376 | 11175 | 0.0894 | - |
| 1.1402 | 11200 | 0.125 | - |
| 1.1427 | 11225 | 0.1509 | - |
| 1.1453 | 11250 | 0.1359 | - |
| 1.1478 | 11275 | 0.1086 | - |
| 1.1504 | 11300 | 0.1361 | - |
| 1.1529 | 11325 | 0.0929 | - |
| 1.1555 | 11350 | 0.1291 | - |
| 1.1580 | 11375 | 0.0942 | - |
| 1.1605 | 11400 | 0.1658 | - |
| 1.1631 | 11425 | 0.1238 | - |
| 1.1656 | 11450 | 0.143 | - |
| 1.1682 | 11475 | 0.1232 | - |
| 1.1707 | 11500 | 0.1253 | - |
| 1.1733 | 11525 | 0.1415 | - |
| 1.1758 | 11550 | 0.1451 | - |
| 1.1784 | 11575 | 0.1371 | - |
| 1.1809 | 11600 | 0.1172 | - |
| 1.1834 | 11625 | 0.1409 | - |
| 1.1860 | 11650 | 0.1197 | - |
| 1.1885 | 11675 | 0.1384 | - |
| 1.1911 | 11700 | 0.1053 | - |
| 1.1936 | 11725 | 0.1402 | - |
| 1.1962 | 11750 | 0.1094 | - |
| 1.1987 | 11775 | 0.1301 | - |
| 1.2013 | 11800 | 0.1302 | - |
| 1.2038 | 11825 | 0.1111 | - |
| 1.2064 | 11850 | 0.1131 | - |
| 1.2089 | 11875 | 0.1303 | - |
| 1.2114 | 11900 | 0.1298 | - |
| 1.2140 | 11925 | 0.1426 | - |
| 1.2165 | 11950 | 0.1437 | - |
| 1.2191 | 11975 | 0.1301 | - |
| 1.2216 | 12000 | 0.1209 | - |
| 1.2242 | 12025 | 0.1203 | - |
| 1.2267 | 12050 | 0.1393 | - |
| 1.2293 | 12075 | 0.1442 | - |
| 1.2318 | 12100 | 0.1376 | - |
| 1.2343 | 12125 | 0.1278 | - |
| 1.2369 | 12150 | 0.1118 | - |
| 1.2394 | 12175 | 0.1169 | - |
| 1.2420 | 12200 | 0.1234 | - |
| 1.2445 | 12225 | 0.1482 | - |
| 1.2471 | 12250 | 0.1398 | - |
| 1.2496 | 12275 | 0.1433 | - |
| 1.2522 | 12300 | 0.1128 | - |
| 1.2547 | 12325 | 0.1636 | - |
| 1.2573 | 12350 | 0.1722 | - |
| 1.2598 | 12375 | 0.1421 | - |
| 1.2623 | 12400 | 0.1413 | - |
| 1.2649 | 12425 | 0.142 | - |
| 1.2674 | 12450 | 0.1528 | - |
| 1.2700 | 12475 | 0.13 | - |
| 1.2725 | 12500 | 0.1355 | - |
| 1.2751 | 12525 | 0.1 | - |
| 1.2776 | 12550 | 0.1435 | - |
| 1.2802 | 12575 | 0.1381 | - |
| 1.2827 | 12600 | 0.127 | - |
| 1.2852 | 12625 | 0.1345 | - |
| 1.2878 | 12650 | 0.1195 | - |
| 1.2903 | 12675 | 0.0898 | - |
| 1.2929 | 12700 | 0.1683 | - |
| 1.2954 | 12725 | 0.1517 | - |
| 1.2980 | 12750 | 0.1627 | - |
| 1.3005 | 12775 | 0.1247 | - |
| 1.3031 | 12800 | 0.1421 | - |
| 1.3056 | 12825 | 0.1499 | - |
| 1.3082 | 12850 | 0.1329 | - |
| 1.3107 | 12875 | 0.1182 | - |
| 1.3132 | 12900 | 0.1256 | - |
| 1.3158 | 12925 | 0.1173 | - |
| 1.3183 | 12950 | 0.1328 | - |
| 1.3209 | 12975 | 0.1315 | - |
| 1.3234 | 13000 | 0.1224 | - |
| 1.3260 | 13025 | 0.1203 | - |
| 1.3285 | 13050 | 0.1319 | - |
| 1.3311 | 13075 | 0.1272 | - |
| 1.3336 | 13100 | 0.1759 | - |
| 1.3361 | 13125 | 0.1174 | - |
| 1.3387 | 13150 | 0.1042 | - |
| 1.3412 | 13175 | 0.1399 | - |
| 1.3438 | 13200 | 0.1133 | - |
| 1.3463 | 13225 | 0.1199 | - |
| 1.3489 | 13250 | 0.1066 | - |
| 1.3514 | 13275 | 0.153 | - |
| 1.3540 | 13300 | 0.1267 | - |
| 1.3565 | 13325 | 0.1227 | - |
| 1.3591 | 13350 | 0.1384 | - |
| 1.3616 | 13375 | 0.1268 | - |
| 1.3641 | 13400 | 0.1095 | - |
| 1.3667 | 13425 | 0.168 | - |
| 1.3692 | 13450 | 0.1334 | - |
| 1.3718 | 13475 | 0.085 | - |
| 1.3743 | 13500 | 0.135 | - |
| 1.3769 | 13525 | 0.1172 | - |
| 1.3794 | 13550 | 0.1344 | - |
| 1.3820 | 13575 | 0.1608 | - |
| 1.3845 | 13600 | 0.1453 | - |
| 1.3871 | 13625 | 0.1446 | - |
| 1.3896 | 13650 | 0.1304 | - |
| 1.3921 | 13675 | 0.1467 | - |
| 1.3947 | 13700 | 0.0788 | - |
| 1.3972 | 13725 | 0.1546 | - |
| 1.3998 | 13750 | 0.0995 | - |
| 1.4023 | 13775 | 0.1381 | - |
| 1.4049 | 13800 | 0.1514 | - |
| 1.4074 | 13825 | 0.1678 | - |
| 1.4100 | 13850 | 0.1329 | - |
| 1.4125 | 13875 | 0.1137 | - |
| 1.4150 | 13900 | 0.1353 | - |
| 1.4176 | 13925 | 0.1347 | - |
| 1.4201 | 13950 | 0.0968 | - |
| 1.4227 | 13975 | 0.1162 | - |
| 1.4252 | 14000 | 0.1213 | - |
| 1.4278 | 14025 | 0.1339 | - |
| 1.4303 | 14050 | 0.1296 | - |
| 1.4329 | 14075 | 0.1447 | - |
| 1.4354 | 14100 | 0.1256 | - |
| 1.4380 | 14125 | 0.1325 | - |
| 1.4405 | 14150 | 0.1258 | - |
| 1.4430 | 14175 | 0.1295 | - |
| 1.4456 | 14200 | 0.1533 | - |
| 1.4481 | 14225 | 0.1188 | - |
| 1.4507 | 14250 | 0.1273 | - |
| 1.4532 | 14275 | 0.1291 | - |
| 1.4558 | 14300 | 0.1534 | - |
| 1.4583 | 14325 | 0.1256 | - |
| 1.4609 | 14350 | 0.1317 | - |
| 1.4634 | 14375 | 0.1729 | - |
| 1.4659 | 14400 | 0.1498 | - |
| 1.4685 | 14425 | 0.113 | - |
| 1.4710 | 14450 | 0.1169 | - |
| 1.4736 | 14475 | 0.1429 | - |
| 1.4761 | 14500 | 0.1178 | - |
| 1.4787 | 14525 | 0.1333 | - |
| 1.4812 | 14550 | 0.1247 | - |
| 1.4838 | 14575 | 0.08 | - |
| 1.4863 | 14600 | 0.107 | - |
| 1.4889 | 14625 | 0.126 | - |
| 1.4914 | 14650 | 0.1206 | - |
| 1.4939 | 14675 | 0.1353 | - |
| 1.4965 | 14700 | 0.1401 | - |
| 1.4990 | 14725 | 0.1244 | - |
| 1.5016 | 14750 | 0.127 | - |
| 1.5041 | 14775 | 0.1174 | - |
| 1.5067 | 14800 | 0.1155 | - |
| 1.5092 | 14825 | 0.1682 | - |
| 1.5118 | 14850 | 0.1423 | - |
| 1.5143 | 14875 | 0.1285 | - |
| 1.5168 | 14900 | 0.108 | - |
| 1.5194 | 14925 | 0.1085 | - |
| 1.5219 | 14950 | 0.1202 | - |
| 1.5245 | 14975 | 0.1306 | - |
| 1.5270 | 15000 | 0.1391 | - |
| 1.5296 | 15025 | 0.1483 | - |
| 1.5321 | 15050 | 0.1047 | - |
| 1.5347 | 15075 | 0.1181 | - |
| 1.5372 | 15100 | 0.118 | - |
| 1.5398 | 15125 | 0.1248 | - |
| 1.5423 | 15150 | 0.1114 | - |
| 1.5448 | 15175 | 0.1162 | - |
| 1.5474 | 15200 | 0.1618 | - |
| 1.5499 | 15225 | 0.1624 | - |
| 1.5525 | 15250 | 0.1109 | - |
| 1.5550 | 15275 | 0.1333 | - |
| 1.5576 | 15300 | 0.1386 | - |
| 1.5601 | 15325 | 0.1179 | - |
| 1.5627 | 15350 | 0.16 | - |
| 1.5652 | 15375 | 0.1053 | - |
| 1.5677 | 15400 | 0.1121 | - |
| 1.5703 | 15425 | 0.112 | - |
| 1.5728 | 15450 | 0.1433 | - |
| 1.5754 | 15475 | 0.1068 | - |
| 1.5779 | 15500 | 0.151 | - |
| 1.5805 | 15525 | 0.1137 | - |
| 1.5830 | 15550 | 0.1045 | - |
| 1.5856 | 15575 | 0.1014 | - |
| 1.5881 | 15600 | 0.1102 | - |
| 1.5907 | 15625 | 0.1446 | - |
| 1.5932 | 15650 | 0.098 | - |
| 1.5957 | 15675 | 0.1312 | - |
| 1.5983 | 15700 | 0.108 | - |
| 1.6008 | 15725 | 0.1321 | - |
| 1.6034 | 15750 | 0.1454 | - |
| 1.6059 | 15775 | 0.1119 | - |
| 1.6085 | 15800 | 0.1152 | - |
| 1.6110 | 15825 | 0.0935 | - |
| 1.6136 | 15850 | 0.1604 | - |
| 1.6161 | 15875 | 0.1198 | - |
| 1.6187 | 15900 | 0.1409 | - |
| 1.6212 | 15925 | 0.0972 | - |
| 1.6237 | 15950 | 0.1041 | - |
| 1.6263 | 15975 | 0.1215 | - |
| 1.6288 | 16000 | 0.1569 | - |
| 1.6314 | 16025 | 0.1169 | - |
| 1.6339 | 16050 | 0.112 | - |
| 1.6365 | 16075 | 0.1441 | - |
| 1.6390 | 16100 | 0.0963 | - |
| 1.6416 | 16125 | 0.1392 | - |
| 1.6441 | 16150 | 0.1349 | - |
| 1.6466 | 16175 | 0.1563 | - |
| 1.6492 | 16200 | 0.1232 | - |
| 1.6517 | 16225 | 0.1227 | - |
| 1.6543 | 16250 | 0.0974 | - |
| 1.6568 | 16275 | 0.1188 | - |
| 1.6594 | 16300 | 0.0956 | - |
| 1.6619 | 16325 | 0.1065 | - |
| 1.6645 | 16350 | 0.1578 | - |
| 1.6670 | 16375 | 0.0992 | - |
| 1.6696 | 16400 | 0.119 | - |
| 1.6721 | 16425 | 0.1349 | - |
| 1.6746 | 16450 | 0.1392 | - |
| 1.6772 | 16475 | 0.1405 | - |
| 1.6797 | 16500 | 0.1204 | - |
| 1.6823 | 16525 | 0.1483 | - |
| 1.6848 | 16550 | 0.1192 | - |
| 1.6874 | 16575 | 0.1044 | - |
| 1.6899 | 16600 | 0.1418 | - |
| 1.6925 | 16625 | 0.1299 | - |
| 1.6950 | 16650 | 0.1225 | - |
| 1.6975 | 16675 | 0.1487 | - |
| 1.7001 | 16700 | 0.0988 | - |
| 1.7026 | 16725 | 0.1137 | - |
| 1.7052 | 16750 | 0.104 | - |
| 1.7077 | 16775 | 0.1038 | - |
| 1.7103 | 16800 | 0.1447 | - |
| 1.7128 | 16825 | 0.1125 | - |
| 1.7154 | 16850 | 0.0814 | - |
| 1.7179 | 16875 | 0.1414 | - |
| 1.7205 | 16900 | 0.1473 | - |
| 1.7230 | 16925 | 0.1017 | - |
| 1.7255 | 16950 | 0.1454 | - |
| 1.7281 | 16975 | 0.117 | - |
| 1.7306 | 17000 | 0.0905 | - |
| 1.7332 | 17025 | 0.1017 | - |
| 1.7357 | 17050 | 0.1295 | - |
| 1.7383 | 17075 | 0.1057 | - |
| 1.7408 | 17100 | 0.1048 | - |
| 1.7434 | 17125 | 0.1083 | - |
| 1.7459 | 17150 | 0.1393 | - |
| 1.7484 | 17175 | 0.1097 | - |
| 1.7510 | 17200 | 0.1335 | - |
| 1.7535 | 17225 | 0.1182 | - |
| 1.7561 | 17250 | 0.1103 | - |
| 1.7586 | 17275 | 0.1399 | - |
| 1.7612 | 17300 | 0.1057 | - |
| 1.7637 | 17325 | 0.1112 | - |
| 1.7663 | 17350 | 0.1282 | - |
| 1.7688 | 17375 | 0.1056 | - |
| 1.7714 | 17400 | 0.0953 | - |
| 1.7739 | 17425 | 0.1086 | - |
| 1.7764 | 17450 | 0.1209 | - |
| 1.7790 | 17475 | 0.1062 | - |
| 1.7815 | 17500 | 0.1279 | - |
| 1.7841 | 17525 | 0.1199 | - |
| 1.7866 | 17550 | 0.1176 | - |
| 1.7892 | 17575 | 0.0957 | - |
| 1.7917 | 17600 | 0.0978 | - |
| 1.7943 | 17625 | 0.1244 | - |
| 1.7968 | 17650 | 0.1163 | - |
| 1.7993 | 17675 | 0.1512 | - |
| 1.8019 | 17700 | 0.1373 | - |
| 1.8044 | 17725 | 0.1315 | - |
| 1.8070 | 17750 | 0.1205 | - |
| 1.8095 | 17775 | 0.1095 | - |
| 1.8121 | 17800 | 0.1442 | - |
| 1.8146 | 17825 | 0.1126 | - |
| 1.8172 | 17850 | 0.1166 | - |
| 1.8197 | 17875 | 0.1038 | - |
| 1.8223 | 17900 | 0.1669 | - |
| 1.8248 | 17925 | 0.1639 | - |
| 1.8273 | 17950 | 0.1279 | - |
| 1.8299 | 17975 | 0.1571 | - |
| 1.8324 | 18000 | 0.1268 | - |
| 1.8350 | 18025 | 0.1148 | - |
| 1.8375 | 18050 | 0.1484 | - |
| 1.8401 | 18075 | 0.1509 | - |
| 1.8426 | 18100 | 0.1158 | - |
| 1.8452 | 18125 | 0.1092 | - |
| 1.8477 | 18150 | 0.0942 | - |
| 1.8502 | 18175 | 0.1146 | - |
| 1.8528 | 18200 | 0.1386 | - |
| 1.8553 | 18225 | 0.1316 | - |
| 1.8579 | 18250 | 0.13 | - |
| 1.8604 | 18275 | 0.0977 | - |
| 1.8630 | 18300 | 0.1599 | - |
| 1.8655 | 18325 | 0.094 | - |
| 1.8681 | 18350 | 0.0993 | - |
| 1.8706 | 18375 | 0.1357 | - |
| 1.8732 | 18400 | 0.109 | - |
| 1.8757 | 18425 | 0.1133 | - |
| 1.8782 | 18450 | 0.1429 | - |
| 1.8808 | 18475 | 0.1547 | - |
| 1.8833 | 18500 | 0.1347 | - |
| 1.8859 | 18525 | 0.0954 | - |
| 1.8884 | 18550 | 0.1444 | - |
| 1.8910 | 18575 | 0.1367 | - |
| 1.8935 | 18600 | 0.1292 | - |
| 1.8961 | 18625 | 0.0942 | - |
| 1.8986 | 18650 | 0.1263 | - |
| 1.9012 | 18675 | 0.1237 | - |
| 1.9037 | 18700 | 0.1126 | - |
| 1.9062 | 18725 | 0.112 | - |
| 1.9088 | 18750 | 0.1209 | - |
| 1.9113 | 18775 | 0.103 | - |
| 1.9139 | 18800 | 0.0819 | - |
| 1.9164 | 18825 | 0.1688 | - |
| 1.9190 | 18850 | 0.1095 | - |
| 1.9215 | 18875 | 0.1251 | - |
| 1.9241 | 18900 | 0.1163 | - |
| 1.9266 | 18925 | 0.1449 | - |
| 1.9291 | 18950 | 0.1331 | - |
| 1.9317 | 18975 | 0.1345 | - |
| 1.9342 | 19000 | 0.1184 | - |
| 1.9368 | 19025 | 0.1287 | - |
| 1.9393 | 19050 | 0.1298 | - |
| 1.9419 | 19075 | 0.0996 | - |
| 1.9444 | 19100 | 0.125 | - |
| 1.9470 | 19125 | 0.1243 | - |
| 1.9495 | 19150 | 0.1329 | - |
| 1.9521 | 19175 | 0.1067 | - |
| 1.9546 | 19200 | 0.1176 | - |
| 1.9571 | 19225 | 0.1318 | - |
| 1.9597 | 19250 | 0.1273 | - |
| 1.9622 | 19275 | 0.1303 | - |
| 1.9648 | 19300 | 0.1699 | - |
| 1.9673 | 19325 | 0.1163 | - |
| 1.9699 | 19350 | 0.1186 | - |
| 1.9724 | 19375 | 0.1196 | - |
| 1.9750 | 19400 | 0.1028 | - |
| 1.9775 | 19425 | 0.089 | - |
| 1.9800 | 19450 | 0.1074 | - |
| 1.9826 | 19475 | 0.1352 | - |
| 1.9851 | 19500 | 0.1128 | - |
| 1.9877 | 19525 | 0.1311 | - |
| 1.9902 | 19550 | 0.0797 | - |
| 1.9928 | 19575 | 0.0901 | - |
| 1.9953 | 19600 | 0.1026 | - |
| 1.9979 | 19625 | 0.1444 | - |
| 2.0 | 19646 | - | 0.0910 |
| 2.0004 | 19650 | 0.0984 | - |
| 2.0030 | 19675 | 0.0879 | - |
| 2.0055 | 19700 | 0.1064 | - |
| 2.0080 | 19725 | 0.1009 | - |
| 2.0106 | 19750 | 0.1037 | - |
| 2.0131 | 19775 | 0.0781 | - |
| 2.0157 | 19800 | 0.105 | - |
| 2.0182 | 19825 | 0.1214 | - |
| 2.0208 | 19850 | 0.0892 | - |
| 2.0233 | 19875 | 0.0776 | - |
| 2.0259 | 19900 | 0.1019 | - |
| 2.0284 | 19925 | 0.1305 | - |
| 2.0309 | 19950 | 0.0912 | - |
| 2.0335 | 19975 | 0.0858 | - |
| 2.0360 | 20000 | 0.1094 | - |
| 2.0386 | 20025 | 0.0803 | - |
| 2.0411 | 20050 | 0.0938 | - |
| 2.0437 | 20075 | 0.0798 | - |
| 2.0462 | 20100 | 0.0883 | - |
| 2.0488 | 20125 | 0.114 | - |
| 2.0513 | 20150 | 0.1187 | - |
| 2.0539 | 20175 | 0.1014 | - |
| 2.0564 | 20200 | 0.1099 | - |
| 2.0589 | 20225 | 0.1045 | - |
| 2.0615 | 20250 | 0.1031 | - |
| 2.0640 | 20275 | 0.0902 | - |
| 2.0666 | 20300 | 0.0859 | - |
| 2.0691 | 20325 | 0.0931 | - |
| 2.0717 | 20350 | 0.0846 | - |
| 2.0742 | 20375 | 0.0842 | - |
| 2.0768 | 20400 | 0.1141 | - |
| 2.0793 | 20425 | 0.0947 | - |
| 2.0818 | 20450 | 0.1171 | - |
| 2.0844 | 20475 | 0.0943 | - |
| 2.0869 | 20500 | 0.0748 | - |
| 2.0895 | 20525 | 0.1071 | - |
| 2.0920 | 20550 | 0.0777 | - |
| 2.0946 | 20575 | 0.0773 | - |
| 2.0971 | 20600 | 0.1215 | - |
| 2.0997 | 20625 | 0.1075 | - |
| 2.1022 | 20650 | 0.1012 | - |
| 2.1048 | 20675 | 0.1105 | - |
| 2.1073 | 20700 | 0.1018 | - |
| 2.1098 | 20725 | 0.0926 | - |
| 2.1124 | 20750 | 0.1175 | - |
| 2.1149 | 20775 | 0.0949 | - |
| 2.1175 | 20800 | 0.1297 | - |
| 2.1200 | 20825 | 0.0803 | - |
| 2.1226 | 20850 | 0.0997 | - |
| 2.1251 | 20875 | 0.1115 | - |
| 2.1277 | 20900 | 0.084 | - |
| 2.1302 | 20925 | 0.0928 | - |
| 2.1327 | 20950 | 0.1014 | - |
| 2.1353 | 20975 | 0.1198 | - |
| 2.1378 | 21000 | 0.1347 | - |
| 2.1404 | 21025 | 0.0831 | - |
| 2.1429 | 21050 | 0.0995 | - |
| 2.1455 | 21075 | 0.1139 | - |
| 2.1480 | 21100 | 0.0884 | - |
| 2.1506 | 21125 | 0.0799 | - |
| 2.1531 | 21150 | 0.0761 | - |
| 2.1557 | 21175 | 0.0813 | - |
| 2.1582 | 21200 | 0.0996 | - |
| 2.1607 | 21225 | 0.0908 | - |
| 2.1633 | 21250 | 0.1066 | - |
| 2.1658 | 21275 | 0.1119 | - |
| 2.1684 | 21300 | 0.1363 | - |
| 2.1709 | 21325 | 0.0573 | - |
| 2.1735 | 21350 | 0.1083 | - |
| 2.1760 | 21375 | 0.0806 | - |
| 2.1786 | 21400 | 0.1165 | - |
| 2.1811 | 21425 | 0.0919 | - |
| 2.1837 | 21450 | 0.1119 | - |
| 2.1862 | 21475 | 0.097 | - |
| 2.1887 | 21500 | 0.086 | - |
| 2.1913 | 21525 | 0.1254 | - |
| 2.1938 | 21550 | 0.1215 | - |
| 2.1964 | 21575 | 0.1174 | - |
| 2.1989 | 21600 | 0.1348 | - |
| 2.2015 | 21625 | 0.11 | - |
| 2.2040 | 21650 | 0.1224 | - |
| 2.2066 | 21675 | 0.1164 | - |
| 2.2091 | 21700 | 0.1127 | - |
| 2.2116 | 21725 | 0.0713 | - |
| 2.2142 | 21750 | 0.0999 | - |
| 2.2167 | 21775 | 0.0822 | - |
| 2.2193 | 21800 | 0.1165 | - |
| 2.2218 | 21825 | 0.0943 | - |
| 2.2244 | 21850 | 0.0936 | - |
| 2.2269 | 21875 | 0.1375 | - |
| 2.2295 | 21900 | 0.0972 | - |
| 2.2320 | 21925 | 0.1095 | - |
| 2.2346 | 21950 | 0.0997 | - |
| 2.2371 | 21975 | 0.0908 | - |
| 2.2396 | 22000 | 0.0871 | - |
| 2.2422 | 22025 | 0.1264 | - |
| 2.2447 | 22050 | 0.112 | - |
| 2.2473 | 22075 | 0.0914 | - |
| 2.2498 | 22100 | 0.0638 | - |
| 2.2524 | 22125 | 0.0941 | - |
| 2.2549 | 22150 | 0.0983 | - |
| 2.2575 | 22175 | 0.1036 | - |
| 2.2600 | 22200 | 0.0898 | - |
| 2.2625 | 22225 | 0.0984 | - |
| 2.2651 | 22250 | 0.1118 | - |
| 2.2676 | 22275 | 0.0865 | - |
| 2.2702 | 22300 | 0.1191 | - |
| 2.2727 | 22325 | 0.0984 | - |
| 2.2753 | 22350 | 0.0829 | - |
| 2.2778 | 22375 | 0.1363 | - |
| 2.2804 | 22400 | 0.0876 | - |
| 2.2829 | 22425 | 0.0932 | - |
| 2.2855 | 22450 | 0.095 | - |
| 2.2880 | 22475 | 0.0957 | - |
| 2.2905 | 22500 | 0.0999 | - |
| 2.2931 | 22525 | 0.1071 | - |
| 2.2956 | 22550 | 0.1223 | - |
| 2.2982 | 22575 | 0.0748 | - |
| 2.3007 | 22600 | 0.0866 | - |
| 2.3033 | 22625 | 0.1079 | - |
| 2.3058 | 22650 | 0.0928 | - |
| 2.3084 | 22675 | 0.1176 | - |
| 2.3109 | 22700 | 0.1455 | - |
| 2.3134 | 22725 | 0.0922 | - |
| 2.3160 | 22750 | 0.1412 | - |
| 2.3185 | 22775 | 0.0885 | - |
| 2.3211 | 22800 | 0.084 | - |
| 2.3236 | 22825 | 0.1206 | - |
| 2.3262 | 22850 | 0.1152 | - |
| 2.3287 | 22875 | 0.0903 | - |
| 2.3313 | 22900 | 0.1087 | - |
| 2.3338 | 22925 | 0.0602 | - |
| 2.3364 | 22950 | 0.0941 | - |
| 2.3389 | 22975 | 0.0776 | - |
| 2.3414 | 23000 | 0.0844 | - |
| 2.3440 | 23025 | 0.0959 | - |
| 2.3465 | 23050 | 0.0882 | - |
| 2.3491 | 23075 | 0.0826 | - |
| 2.3516 | 23100 | 0.0792 | - |
| 2.3542 | 23125 | 0.0889 | - |
| 2.3567 | 23150 | 0.0914 | - |
| 2.3593 | 23175 | 0.0866 | - |
| 2.3618 | 23200 | 0.0787 | - |
| 2.3643 | 23225 | 0.1134 | - |
| 2.3669 | 23250 | 0.1057 | - |
| 2.3694 | 23275 | 0.1038 | - |
| 2.3720 | 23300 | 0.107 | - |
| 2.3745 | 23325 | 0.1015 | - |
| 2.3771 | 23350 | 0.0873 | - |
| 2.3796 | 23375 | 0.087 | - |
| 2.3822 | 23400 | 0.1126 | - |
| 2.3847 | 23425 | 0.0685 | - |
| 2.3873 | 23450 | 0.1078 | - |
| 2.3898 | 23475 | 0.0767 | - |
| 2.3923 | 23500 | 0.0982 | - |
| 2.3949 | 23525 | 0.0794 | - |
| 2.3974 | 23550 | 0.1003 | - |
| 2.4000 | 23575 | 0.1272 | - |
| 2.4025 | 23600 | 0.1003 | - |
| 2.4051 | 23625 | 0.1174 | - |
| 2.4076 | 23650 | 0.1227 | - |
| 2.4102 | 23675 | 0.1009 | - |
| 2.4127 | 23700 | 0.0939 | - |
| 2.4152 | 23725 | 0.0768 | - |
| 2.4178 | 23750 | 0.1155 | - |
| 2.4203 | 23775 | 0.1223 | - |
| 2.4229 | 23800 | 0.1063 | - |
| 2.4254 | 23825 | 0.0932 | - |
| 2.4280 | 23850 | 0.0962 | - |
| 2.4305 | 23875 | 0.0822 | - |
| 2.4331 | 23900 | 0.086 | - |
| 2.4356 | 23925 | 0.0967 | - |
| 2.4382 | 23950 | 0.0703 | - |
| 2.4407 | 23975 | 0.085 | - |
| 2.4432 | 24000 | 0.1188 | - |
| 2.4458 | 24025 | 0.1026 | - |
| 2.4483 | 24050 | 0.079 | - |
| 2.4509 | 24075 | 0.1202 | - |
| 2.4534 | 24100 | 0.1105 | - |
| 2.4560 | 24125 | 0.0713 | - |
| 2.4585 | 24150 | 0.0883 | - |
| 2.4611 | 24175 | 0.0943 | - |
| 2.4636 | 24200 | 0.1042 | - |
| 2.4662 | 24225 | 0.0933 | - |
| 2.4687 | 24250 | 0.1272 | - |
| 2.4712 | 24275 | 0.0857 | - |
| 2.4738 | 24300 | 0.089 | - |
| 2.4763 | 24325 | 0.1298 | - |
| 2.4789 | 24350 | 0.1025 | - |
| 2.4814 | 24375 | 0.1062 | - |
| 2.4840 | 24400 | 0.0863 | - |
| 2.4865 | 24425 | 0.0778 | - |
| 2.4891 | 24450 | 0.1379 | - |
| 2.4916 | 24475 | 0.1094 | - |
| 2.4941 | 24500 | 0.1035 | - |
| 2.4967 | 24525 | 0.0861 | - |
| 2.4992 | 24550 | 0.092 | - |
| 2.5018 | 24575 | 0.0907 | - |
| 2.5043 | 24600 | 0.0933 | - |
| 2.5069 | 24625 | 0.0955 | - |
| 2.5094 | 24650 | 0.1027 | - |
| 2.5120 | 24675 | 0.1106 | - |
| 2.5145 | 24700 | 0.1031 | - |
| 2.5171 | 24725 | 0.0935 | - |
| 2.5196 | 24750 | 0.0732 | - |
| 2.5221 | 24775 | 0.0983 | - |
| 2.5247 | 24800 | 0.0886 | - |
| 2.5272 | 24825 | 0.0815 | - |
| 2.5298 | 24850 | 0.1011 | - |
| 2.5323 | 24875 | 0.0796 | - |
| 2.5349 | 24900 | 0.0883 | - |
| 2.5374 | 24925 | 0.0981 | - |
| 2.5400 | 24950 | 0.1247 | - |
| 2.5425 | 24975 | 0.1035 | - |
| 2.5450 | 25000 | 0.115 | - |
| 2.5476 | 25025 | 0.0916 | - |
| 2.5501 | 25050 | 0.1199 | - |
| 2.5527 | 25075 | 0.1045 | - |
| 2.5552 | 25100 | 0.1002 | - |
| 2.5578 | 25125 | 0.1184 | - |
| 2.5603 | 25150 | 0.077 | - |
| 2.5629 | 25175 | 0.0948 | - |
| 2.5654 | 25200 | 0.0991 | - |
| 2.5680 | 25225 | 0.1005 | - |
| 2.5705 | 25250 | 0.1139 | - |
| 2.5730 | 25275 | 0.0919 | - |
| 2.5756 | 25300 | 0.1483 | - |
| 2.5781 | 25325 | 0.0965 | - |
| 2.5807 | 25350 | 0.0925 | - |
| 2.5832 | 25375 | 0.0897 | - |
| 2.5858 | 25400 | 0.1098 | - |
| 2.5883 | 25425 | 0.1025 | - |
| 2.5909 | 25450 | 0.0988 | - |
| 2.5934 | 25475 | 0.0964 | - |
| 2.5959 | 25500 | 0.1126 | - |
| 2.5985 | 25525 | 0.0902 | - |
| 2.6010 | 25550 | 0.1293 | - |
| 2.6036 | 25575 | 0.1078 | - |
| 2.6061 | 25600 | 0.1227 | - |
| 2.6087 | 25625 | 0.0942 | - |
| 2.6112 | 25650 | 0.1184 | - |
| 2.6138 | 25675 | 0.1013 | - |
| 2.6163 | 25700 | 0.1082 | - |
| 2.6189 | 25725 | 0.0963 | - |
| 2.6214 | 25750 | 0.1063 | - |
| 2.6239 | 25775 | 0.0912 | - |
| 2.6265 | 25800 | 0.0929 | - |
| 2.6290 | 25825 | 0.1296 | - |
| 2.6316 | 25850 | 0.0797 | - |
| 2.6341 | 25875 | 0.0891 | - |
| 2.6367 | 25900 | 0.101 | - |
| 2.6392 | 25925 | 0.0651 | - |
| 2.6418 | 25950 | 0.0778 | - |
| 2.6443 | 25975 | 0.0976 | - |
| 2.6468 | 26000 | 0.0872 | - |
| 2.6494 | 26025 | 0.0974 | - |
| 2.6519 | 26050 | 0.1183 | - |
| 2.6545 | 26075 | 0.1122 | - |
| 2.6570 | 26100 | 0.1087 | - |
| 2.6596 | 26125 | 0.1147 | - |
| 2.6621 | 26150 | 0.1113 | - |
| 2.6647 | 26175 | 0.0729 | - |
| 2.6672 | 26200 | 0.0869 | - |
| 2.6698 | 26225 | 0.1159 | - |
| 2.6723 | 26250 | 0.0984 | - |
| 2.6748 | 26275 | 0.1173 | - |
| 2.6774 | 26300 | 0.0998 | - |
| 2.6799 | 26325 | 0.1257 | - |
| 2.6825 | 26350 | 0.1221 | - |
| 2.6850 | 26375 | 0.0779 | - |
| 2.6876 | 26400 | 0.1453 | - |
| 2.6901 | 26425 | 0.1117 | - |
| 2.6927 | 26450 | 0.1391 | - |
| 2.6952 | 26475 | 0.0844 | - |
| 2.6978 | 26500 | 0.1011 | - |
| 2.7003 | 26525 | 0.0949 | - |
| 2.7028 | 26550 | 0.0631 | - |
| 2.7054 | 26575 | 0.1002 | - |
| 2.7079 | 26600 | 0.0856 | - |
| 2.7105 | 26625 | 0.1046 | - |
| 2.7130 | 26650 | 0.1039 | - |
| 2.7156 | 26675 | 0.1168 | - |
| 2.7181 | 26700 | 0.1187 | - |
| 2.7207 | 26725 | 0.1226 | - |
| 2.7232 | 26750 | 0.1012 | - |
| 2.7257 | 26775 | 0.106 | - |
| 2.7283 | 26800 | 0.0892 | - |
| 2.7308 | 26825 | 0.0899 | - |
| 2.7334 | 26850 | 0.105 | - |
| 2.7359 | 26875 | 0.0766 | - |
| 2.7385 | 26900 | 0.0855 | - |
| 2.7410 | 26925 | 0.127 | - |
| 2.7436 | 26950 | 0.1265 | - |
| 2.7461 | 26975 | 0.1109 | - |
| 2.7487 | 27000 | 0.1001 | - |
| 2.7512 | 27025 | 0.1056 | - |
| 2.7537 | 27050 | 0.1146 | - |
| 2.7563 | 27075 | 0.1213 | - |
| 2.7588 | 27100 | 0.084 | - |
| 2.7614 | 27125 | 0.0955 | - |
| 2.7639 | 27150 | 0.0983 | - |
| 2.7665 | 27175 | 0.0997 | - |
| 2.7690 | 27200 | 0.1203 | - |
| 2.7716 | 27225 | 0.1122 | - |
| 2.7741 | 27250 | 0.114 | - |
| 2.7766 | 27275 | 0.0957 | - |
| 2.7792 | 27300 | 0.1075 | - |
| 2.7817 | 27325 | 0.0911 | - |
| 2.7843 | 27350 | 0.1005 | - |
| 2.7868 | 27375 | 0.0996 | - |
| 2.7894 | 27400 | 0.1035 | - |
| 2.7919 | 27425 | 0.1205 | - |
| 2.7945 | 27450 | 0.1068 | - |
| 2.7970 | 27475 | 0.0723 | - |
| 2.7996 | 27500 | 0.0965 | - |
| 2.8021 | 27525 | 0.0719 | - |
| 2.8046 | 27550 | 0.0983 | - |
| 2.8072 | 27575 | 0.1104 | - |
| 2.8097 | 27600 | 0.0842 | - |
| 2.8123 | 27625 | 0.0925 | - |
| 2.8148 | 27650 | 0.096 | - |
| 2.8174 | 27675 | 0.1455 | - |
| 2.8199 | 27700 | 0.1088 | - |
| 2.8225 | 27725 | 0.0763 | - |
| 2.8250 | 27750 | 0.0907 | - |
| 2.8275 | 27775 | 0.1006 | - |
| 2.8301 | 27800 | 0.0753 | - |
| 2.8326 | 27825 | 0.0974 | - |
| 2.8352 | 27850 | 0.1121 | - |
| 2.8377 | 27875 | 0.0653 | - |
| 2.8403 | 27900 | 0.1054 | - |
| 2.8428 | 27925 | 0.094 | - |
| 2.8454 | 27950 | 0.1088 | - |
| 2.8479 | 27975 | 0.0947 | - |
| 2.8505 | 28000 | 0.1219 | - |
| 2.8530 | 28025 | 0.087 | - |
| 2.8555 | 28050 | 0.1076 | - |
| 2.8581 | 28075 | 0.1001 | - |
| 2.8606 | 28100 | 0.0919 | - |
| 2.8632 | 28125 | 0.1167 | - |
| 2.8657 | 28150 | 0.0769 | - |
| 2.8683 | 28175 | 0.1048 | - |
| 2.8708 | 28200 | 0.0918 | - |
| 2.8734 | 28225 | 0.1116 | - |
| 2.8759 | 28250 | 0.106 | - |
| 2.8784 | 28275 | 0.1243 | - |
| 2.8810 | 28300 | 0.1119 | - |
| 2.8835 | 28325 | 0.0793 | - |
| 2.8861 | 28350 | 0.0999 | - |
| 2.8886 | 28375 | 0.0853 | - |
| 2.8912 | 28400 | 0.1512 | - |
| 2.8937 | 28425 | 0.1036 | - |
| 2.8963 | 28450 | 0.1061 | - |
| 2.8988 | 28475 | 0.1099 | - |
| 2.9014 | 28500 | 0.1071 | - |
| 2.9039 | 28525 | 0.0869 | - |
| 2.9064 | 28550 | 0.0949 | - |
| 2.9090 | 28575 | 0.1113 | - |
| 2.9115 | 28600 | 0.0832 | - |
| 2.9141 | 28625 | 0.0958 | - |
| 2.9166 | 28650 | 0.0913 | - |
| 2.9192 | 28675 | 0.1015 | - |
| 2.9217 | 28700 | 0.0838 | - |
| 2.9243 | 28725 | 0.0823 | - |
| 2.9268 | 28750 | 0.0754 | - |
| 2.9293 | 28775 | 0.0894 | - |
| 2.9319 | 28800 | 0.0937 | - |
| 2.9344 | 28825 | 0.0749 | - |
| 2.9370 | 28850 | 0.0965 | - |
| 2.9395 | 28875 | 0.1027 | - |
| 2.9421 | 28900 | 0.0908 | - |
| 2.9446 | 28925 | 0.0792 | - |
| 2.9472 | 28950 | 0.0602 | - |
| 2.9497 | 28975 | 0.1196 | - |
| 2.9523 | 29000 | 0.0894 | - |
| 2.9548 | 29025 | 0.0854 | - |
| 2.9573 | 29050 | 0.1062 | - |
| 2.9599 | 29075 | 0.0947 | - |
| 2.9624 | 29100 | 0.1098 | - |
| 2.9650 | 29125 | 0.1041 | - |
| 2.9675 | 29150 | 0.1027 | - |
| 2.9701 | 29175 | 0.0874 | - |
| 2.9726 | 29200 | 0.1144 | - |
| 2.9752 | 29225 | 0.0763 | - |
| 2.9777 | 29250 | 0.0686 | - |
| 2.9803 | 29275 | 0.095 | - |
| 2.9828 | 29300 | 0.0624 | - |
| 2.9853 | 29325 | 0.0654 | - |
| 2.9879 | 29350 | 0.0963 | - |
| 2.9904 | 29375 | 0.0882 | - |
| 2.9930 | 29400 | 0.0863 | - |
| 2.9955 | 29425 | 0.0833 | - |
| 2.9981 | 29450 | 0.1083 | - |
| 3.0 | 29469 | - | 0.0890 |
| 3.0006 | 29475 | 0.0903 | - |
| 3.0032 | 29500 | 0.0831 | - |
| 3.0057 | 29525 | 0.0656 | - |
| 3.0082 | 29550 | 0.1035 | - |
| 3.0108 | 29575 | 0.0727 | - |
| 3.0133 | 29600 | 0.0761 | - |
| 3.0159 | 29625 | 0.0873 | - |
| 3.0184 | 29650 | 0.1085 | - |
| 3.0210 | 29675 | 0.0939 | - |
| 3.0235 | 29700 | 0.0735 | - |
| 3.0261 | 29725 | 0.0719 | - |
| 3.0286 | 29750 | 0.0957 | - |
| 3.0312 | 29775 | 0.0942 | - |
| 3.0337 | 29800 | 0.0697 | - |
| 3.0362 | 29825 | 0.0969 | - |
| 3.0388 | 29850 | 0.0733 | - |
| 3.0413 | 29875 | 0.0528 | - |
| 3.0439 | 29900 | 0.0909 | - |
| 3.0464 | 29925 | 0.0576 | - |
| 3.0490 | 29950 | 0.1137 | - |
| 3.0515 | 29975 | 0.0854 | - |
| 3.0541 | 30000 | 0.0794 | - |
| 3.0566 | 30025 | 0.0612 | - |
| 3.0591 | 30050 | 0.0834 | - |
| 3.0617 | 30075 | 0.0833 | - |
| 3.0642 | 30100 | 0.1205 | - |
| 3.0668 | 30125 | 0.079 | - |
| 3.0693 | 30150 | 0.0598 | - |
| 3.0719 | 30175 | 0.0794 | - |
| 3.0744 | 30200 | 0.079 | - |
| 3.0770 | 30225 | 0.0752 | - |
| 3.0795 | 30250 | 0.1178 | - |
| 3.0821 | 30275 | 0.1003 | - |
| 3.0846 | 30300 | 0.0765 | - |
| 3.0871 | 30325 | 0.0984 | - |
| 3.0897 | 30350 | 0.0629 | - |
| 3.0922 | 30375 | 0.059 | - |
| 3.0948 | 30400 | 0.0763 | - |
| 3.0973 | 30425 | 0.0731 | - |
| 3.0999 | 30450 | 0.0777 | - |
| 3.1024 | 30475 | 0.08 | - |
| 3.1050 | 30500 | 0.0775 | - |
| 3.1075 | 30525 | 0.0833 | - |
| 3.1100 | 30550 | 0.0905 | - |
| 3.1126 | 30575 | 0.0782 | - |
| 3.1151 | 30600 | 0.0613 | - |
| 3.1177 | 30625 | 0.0618 | - |
| 3.1202 | 30650 | 0.0579 | - |
| 3.1228 | 30675 | 0.0649 | - |
| 3.1253 | 30700 | 0.0777 | - |
| 3.1279 | 30725 | 0.0882 | - |
| 3.1304 | 30750 | 0.0792 | - |
| 3.1330 | 30775 | 0.0673 | - |
| 3.1355 | 30800 | 0.0644 | - |
| 3.1380 | 30825 | 0.0681 | - |
| 3.1406 | 30850 | 0.077 | - |
| 3.1431 | 30875 | 0.0897 | - |
| 3.1457 | 30900 | 0.0906 | - |
| 3.1482 | 30925 | 0.0698 | - |
| 3.1508 | 30950 | 0.0682 | - |
| 3.1533 | 30975 | 0.1129 | - |
| 3.1559 | 31000 | 0.0822 | - |
| 3.1584 | 31025 | 0.077 | - |
| 3.1609 | 31050 | 0.0681 | - |
| 3.1635 | 31075 | 0.0791 | - |
| 3.1660 | 31100 | 0.0937 | - |
| 3.1686 | 31125 | 0.0911 | - |
| 3.1711 | 31150 | 0.0686 | - |
| 3.1737 | 31175 | 0.0677 | - |
| 3.1762 | 31200 | 0.0722 | - |
| 3.1788 | 31225 | 0.1115 | - |
| 3.1813 | 31250 | 0.1071 | - |
| 3.1839 | 31275 | 0.0717 | - |
| 3.1864 | 31300 | 0.0865 | - |
| 3.1889 | 31325 | 0.0756 | - |
| 3.1915 | 31350 | 0.0894 | - |
| 3.1940 | 31375 | 0.0853 | - |
| 3.1966 | 31400 | 0.081 | - |
| 3.1991 | 31425 | 0.0774 | - |
| 3.2017 | 31450 | 0.0559 | - |
| 3.2042 | 31475 | 0.0731 | - |
| 3.2068 | 31500 | 0.0882 | - |
| 3.2093 | 31525 | 0.1022 | - |
| 3.2118 | 31550 | 0.1257 | - |
| 3.2144 | 31575 | 0.0745 | - |
| 3.2169 | 31600 | 0.0905 | - |
| 3.2195 | 31625 | 0.0764 | - |
| 3.2220 | 31650 | 0.0649 | - |
| 3.2246 | 31675 | 0.0843 | - |
| 3.2271 | 31700 | 0.1045 | - |
| 3.2297 | 31725 | 0.0714 | - |
| 3.2322 | 31750 | 0.0999 | - |
| 3.2348 | 31775 | 0.0779 | - |
| 3.2373 | 31800 | 0.0622 | - |
| 3.2398 | 31825 | 0.0775 | - |
| 3.2424 | 31850 | 0.0738 | - |
| 3.2449 | 31875 | 0.092 | - |
| 3.2475 | 31900 | 0.0772 | - |
| 3.2500 | 31925 | 0.063 | - |
| 3.2526 | 31950 | 0.0831 | - |
| 3.2551 | 31975 | 0.0805 | - |
| 3.2577 | 32000 | 0.0866 | - |
| 3.2602 | 32025 | 0.0968 | - |
| 3.2628 | 32050 | 0.0701 | - |
| 3.2653 | 32075 | 0.0815 | - |
| 3.2678 | 32100 | 0.0718 | - |
| 3.2704 | 32125 | 0.09 | - |
| 3.2729 | 32150 | 0.0874 | - |
| 3.2755 | 32175 | 0.0717 | - |
| 3.2780 | 32200 | 0.065 | - |
| 3.2806 | 32225 | 0.08 | - |
| 3.2831 | 32250 | 0.0773 | - |
| 3.2857 | 32275 | 0.0728 | - |
| 3.2882 | 32300 | 0.0756 | - |
| 3.2907 | 32325 | 0.0733 | - |
| 3.2933 | 32350 | 0.0616 | - |
| 3.2958 | 32375 | 0.0935 | - |
| 3.2984 | 32400 | 0.0604 | - |
| 3.3009 | 32425 | 0.0774 | - |
| 3.3035 | 32450 | 0.0879 | - |
| 3.3060 | 32475 | 0.1144 | - |
| 3.3086 | 32500 | 0.0879 | - |
| 3.3111 | 32525 | 0.0765 | - |
| 3.3137 | 32550 | 0.063 | - |
| 3.3162 | 32575 | 0.0773 | - |
| 3.3187 | 32600 | 0.0614 | - |
| 3.3213 | 32625 | 0.0876 | - |
| 3.3238 | 32650 | 0.0801 | - |
| 3.3264 | 32675 | 0.0864 | - |
| 3.3289 | 32700 | 0.0991 | - |
| 3.3315 | 32725 | 0.1021 | - |
| 3.3340 | 32750 | 0.0542 | - |
| 3.3366 | 32775 | 0.0896 | - |
| 3.3391 | 32800 | 0.0828 | - |
| 3.3416 | 32825 | 0.0814 | - |
| 3.3442 | 32850 | 0.0883 | - |
| 3.3467 | 32875 | 0.0829 | - |
| 3.3493 | 32900 | 0.0717 | - |
| 3.3518 | 32925 | 0.0727 | - |
| 3.3544 | 32950 | 0.0573 | - |
| 3.3569 | 32975 | 0.0789 | - |
| 3.3595 | 33000 | 0.0763 | - |
| 3.3620 | 33025 | 0.071 | - |
| 3.3646 | 33050 | 0.0943 | - |
| 3.3671 | 33075 | 0.0653 | - |
| 3.3696 | 33100 | 0.098 | - |
| 3.3722 | 33125 | 0.0764 | - |
| 3.3747 | 33150 | 0.0687 | - |
| 3.3773 | 33175 | 0.083 | - |
| 3.3798 | 33200 | 0.0731 | - |
| 3.3824 | 33225 | 0.0699 | - |
| 3.3849 | 33250 | 0.0962 | - |
| 3.3875 | 33275 | 0.0867 | - |
| 3.3900 | 33300 | 0.0845 | - |
| 3.3925 | 33325 | 0.0667 | - |
| 3.3951 | 33350 | 0.0715 | - |
| 3.3976 | 33375 | 0.113 | - |
| 3.4002 | 33400 | 0.076 | - |
| 3.4027 | 33425 | 0.0642 | - |
| 3.4053 | 33450 | 0.0691 | - |
| 3.4078 | 33475 | 0.0813 | - |
| 3.4104 | 33500 | 0.0828 | - |
| 3.4129 | 33525 | 0.0724 | - |
| 3.4155 | 33550 | 0.0923 | - |
| 3.4180 | 33575 | 0.0926 | - |
| 3.4205 | 33600 | 0.0837 | - |
| 3.4231 | 33625 | 0.0948 | - |
| 3.4256 | 33650 | 0.1054 | - |
| 3.4282 | 33675 | 0.0792 | - |
| 3.4307 | 33700 | 0.0857 | - |
| 3.4333 | 33725 | 0.0751 | - |
| 3.4358 | 33750 | 0.0847 | - |
| 3.4384 | 33775 | 0.0598 | - |
| 3.4409 | 33800 | 0.0697 | - |
| 3.4434 | 33825 | 0.0943 | - |
| 3.4460 | 33850 | 0.089 | - |
| 3.4485 | 33875 | 0.0887 | - |
| 3.4511 | 33900 | 0.0665 | - |
| 3.4536 | 33925 | 0.0661 | - |
| 3.4562 | 33950 | 0.0894 | - |
| 3.4587 | 33975 | 0.0913 | - |
| 3.4613 | 34000 | 0.0917 | - |
| 3.4638 | 34025 | 0.1008 | - |
| 3.4664 | 34050 | 0.0715 | - |
| 3.4689 | 34075 | 0.0698 | - |
| 3.4714 | 34100 | 0.0722 | - |
| 3.4740 | 34125 | 0.0854 | - |
| 3.4765 | 34150 | 0.0733 | - |
| 3.4791 | 34175 | 0.089 | - |
| 3.4816 | 34200 | 0.0828 | - |
| 3.4842 | 34225 | 0.1021 | - |
| 3.4867 | 34250 | 0.0603 | - |
| 3.4893 | 34275 | 0.127 | - |
| 3.4918 | 34300 | 0.0795 | - |
| 3.4943 | 34325 | 0.0925 | - |
| 3.4969 | 34350 | 0.0838 | - |
| 3.4994 | 34375 | 0.0792 | - |
| 3.5020 | 34400 | 0.0866 | - |
| 3.5045 | 34425 | 0.0775 | - |
| 3.5071 | 34450 | 0.0887 | - |
| 3.5096 | 34475 | 0.1262 | - |
| 3.5122 | 34500 | 0.0753 | - |
| 3.5147 | 34525 | 0.1185 | - |
| 3.5173 | 34550 | 0.1017 | - |
| 3.5198 | 34575 | 0.0829 | - |
| 3.5223 | 34600 | 0.0883 | - |
| 3.5249 | 34625 | 0.0912 | - |
| 3.5274 | 34650 | 0.0796 | - |
| 3.5300 | 34675 | 0.0784 | - |
| 3.5325 | 34700 | 0.0777 | - |
| 3.5351 | 34725 | 0.0695 | - |
| 3.5376 | 34750 | 0.0839 | - |
| 3.5402 | 34775 | 0.0931 | - |
| 3.5427 | 34800 | 0.07 | - |
| 3.5453 | 34825 | 0.0715 | - |
| 3.5478 | 34850 | 0.0697 | - |
| 3.5503 | 34875 | 0.0925 | - |
| 3.5529 | 34900 | 0.0657 | - |
| 3.5554 | 34925 | 0.0755 | - |
| 3.5580 | 34950 | 0.0978 | - |
| 3.5605 | 34975 | 0.0792 | - |
| 3.5631 | 35000 | 0.0853 | - |
| 3.5656 | 35025 | 0.0852 | - |
| 3.5682 | 35050 | 0.1186 | - |
| 3.5707 | 35075 | 0.1153 | - |
| 3.5732 | 35100 | 0.0848 | - |
| 3.5758 | 35125 | 0.0753 | - |
| 3.5783 | 35150 | 0.076 | - |
| 3.5809 | 35175 | 0.0626 | - |
| 3.5834 | 35200 | 0.0944 | - |
| 3.5860 | 35225 | 0.0923 | - |
| 3.5885 | 35250 | 0.0982 | - |
| 3.5911 | 35275 | 0.0916 | - |
| 3.5936 | 35300 | 0.1102 | - |
| 3.5962 | 35325 | 0.0769 | - |
| 3.5987 | 35350 | 0.0769 | - |
| 3.6012 | 35375 | 0.0771 | - |
| 3.6038 | 35400 | 0.0928 | - |
| 3.6063 | 35425 | 0.074 | - |
| 3.6089 | 35450 | 0.1027 | - |
| 3.6114 | 35475 | 0.0874 | - |
| 3.6140 | 35500 | 0.0627 | - |
| 3.6165 | 35525 | 0.108 | - |
| 3.6191 | 35550 | 0.101 | - |
| 3.6216 | 35575 | 0.0738 | - |
| 3.6241 | 35600 | 0.0988 | - |
| 3.6267 | 35625 | 0.0928 | - |
| 3.6292 | 35650 | 0.0771 | - |
| 3.6318 | 35675 | 0.0965 | - |
| 3.6343 | 35700 | 0.0954 | - |
| 3.6369 | 35725 | 0.0736 | - |
| 3.6394 | 35750 | 0.0914 | - |
| 3.6420 | 35775 | 0.0849 | - |
| 3.6445 | 35800 | 0.0997 | - |
| 3.6471 | 35825 | 0.0755 | - |
| 3.6496 | 35850 | 0.0858 | - |
| 3.6521 | 35875 | 0.1136 | - |
| 3.6547 | 35900 | 0.0758 | - |
| 3.6572 | 35925 | 0.0922 | - |
| 3.6598 | 35950 | 0.0701 | - |
| 3.6623 | 35975 | 0.0724 | - |
| 3.6649 | 36000 | 0.0842 | - |
| 3.6674 | 36025 | 0.0763 | - |
| 3.6700 | 36050 | 0.0806 | - |
| 3.6725 | 36075 | 0.1168 | - |
| 3.6750 | 36100 | 0.1051 | - |
| 3.6776 | 36125 | 0.0837 | - |
| 3.6801 | 36150 | 0.0634 | - |
| 3.6827 | 36175 | 0.0702 | - |
| 3.6852 | 36200 | 0.0892 | - |
| 3.6878 | 36225 | 0.073 | - |
| 3.6903 | 36250 | 0.0872 | - |
| 3.6929 | 36275 | 0.102 | - |
| 3.6954 | 36300 | 0.098 | - |
| 3.6980 | 36325 | 0.0982 | - |
| 3.7005 | 36350 | 0.0527 | - |
| 3.7030 | 36375 | 0.0883 | - |
| 3.7056 | 36400 | 0.0966 | - |
| 3.7081 | 36425 | 0.0637 | - |
| 3.7107 | 36450 | 0.0837 | - |
| 3.7132 | 36475 | 0.0747 | - |
| 3.7158 | 36500 | 0.0524 | - |
| 3.7183 | 36525 | 0.094 | - |
| 3.7209 | 36550 | 0.0596 | - |
| 3.7234 | 36575 | 0.0859 | - |
| 3.7259 | 36600 | 0.075 | - |
| 3.7285 | 36625 | 0.0861 | - |
| 3.7310 | 36650 | 0.0569 | - |
| 3.7336 | 36675 | 0.0641 | - |
| 3.7361 | 36700 | 0.0787 | - |
| 3.7387 | 36725 | 0.0642 | - |
| 3.7412 | 36750 | 0.0821 | - |
| 3.7438 | 36775 | 0.0636 | - |
| 3.7463 | 36800 | 0.0769 | - |
| 3.7489 | 36825 | 0.0983 | - |
| 3.7514 | 36850 | 0.0821 | - |
| 3.7539 | 36875 | 0.0777 | - |
| 3.7565 | 36900 | 0.0798 | - |
| 3.7590 | 36925 | 0.0885 | - |
| 3.7616 | 36950 | 0.0832 | - |
| 3.7641 | 36975 | 0.0762 | - |
| 3.7667 | 37000 | 0.1048 | - |
| 3.7692 | 37025 | 0.0884 | - |
| 3.7718 | 37050 | 0.0967 | - |
| 3.7743 | 37075 | 0.0947 | - |
| 3.7769 | 37100 | 0.0829 | - |
| 3.7794 | 37125 | 0.1081 | - |
| 3.7819 | 37150 | 0.0677 | - |
| 3.7845 | 37175 | 0.0542 | - |
| 3.7870 | 37200 | 0.0905 | - |
| 3.7896 | 37225 | 0.0844 | - |
| 3.7921 | 37250 | 0.081 | - |
| 3.7947 | 37275 | 0.085 | - |
| 3.7972 | 37300 | 0.104 | - |
| 3.7998 | 37325 | 0.0711 | - |
| 3.8023 | 37350 | 0.0774 | - |
| 3.8048 | 37375 | 0.0951 | - |
| 3.8074 | 37400 | 0.0613 | - |
| 3.8099 | 37425 | 0.0795 | - |
| 3.8125 | 37450 | 0.0954 | - |
| 3.8150 | 37475 | 0.1211 | - |
| 3.8176 | 37500 | 0.0835 | - |
| 3.8201 | 37525 | 0.0829 | - |
| 3.8227 | 37550 | 0.0862 | - |
| 3.8252 | 37575 | 0.0696 | - |
| 3.8278 | 37600 | 0.0963 | - |
| 3.8303 | 37625 | 0.0757 | - |
| 3.8328 | 37650 | 0.0781 | - |
| 3.8354 | 37675 | 0.0585 | - |
| 3.8379 | 37700 | 0.0915 | - |
| 3.8405 | 37725 | 0.1021 | - |
| 3.8430 | 37750 | 0.0943 | - |
| 3.8456 | 37775 | 0.0666 | - |
| 3.8481 | 37800 | 0.0564 | - |
| 3.8507 | 37825 | 0.0717 | - |
| 3.8532 | 37850 | 0.0861 | - |
| 3.8557 | 37875 | 0.0611 | - |
| 3.8583 | 37900 | 0.0868 | - |
| 3.8608 | 37925 | 0.0844 | - |
| 3.8634 | 37950 | 0.0842 | - |
| 3.8659 | 37975 | 0.0689 | - |
| 3.8685 | 38000 | 0.0747 | - |
| 3.8710 | 38025 | 0.0557 | - |
| 3.8736 | 38050 | 0.0761 | - |
| 3.8761 | 38075 | 0.0843 | - |
| 3.8787 | 38100 | 0.099 | - |
| 3.8812 | 38125 | 0.0812 | - |
| 3.8837 | 38150 | 0.0668 | - |
| 3.8863 | 38175 | 0.074 | - |
| 3.8888 | 38200 | 0.0933 | - |
| 3.8914 | 38225 | 0.1152 | - |
| 3.8939 | 38250 | 0.0639 | - |
| 3.8965 | 38275 | 0.0997 | - |
| 3.8990 | 38300 | 0.0741 | - |
| 3.9016 | 38325 | 0.0705 | - |
| 3.9041 | 38350 | 0.0663 | - |
| 3.9066 | 38375 | 0.0659 | - |
| 3.9092 | 38400 | 0.0894 | - |
| 3.9117 | 38425 | 0.0752 | - |
| 3.9143 | 38450 | 0.0588 | - |
| 3.9168 | 38475 | 0.0914 | - |
| 3.9194 | 38500 | 0.1153 | - |
| 3.9219 | 38525 | 0.0536 | - |
| 3.9245 | 38550 | 0.0906 | - |
| 3.9270 | 38575 | 0.0871 | - |
| 3.9296 | 38600 | 0.0968 | - |
| 3.9321 | 38625 | 0.0918 | - |
| 3.9346 | 38650 | 0.0939 | - |
| 3.9372 | 38675 | 0.0861 | - |
| 3.9397 | 38700 | 0.0662 | - |
| 3.9423 | 38725 | 0.0845 | - |
| 3.9448 | 38750 | 0.0843 | - |
| 3.9474 | 38775 | 0.0902 | - |
| 3.9499 | 38800 | 0.1097 | - |
| 3.9525 | 38825 | 0.0721 | - |
| 3.9550 | 38850 | 0.1045 | - |
| 3.9575 | 38875 | 0.0846 | - |
| 3.9601 | 38900 | 0.0772 | - |
| 3.9626 | 38925 | 0.0605 | - |
| 3.9652 | 38950 | 0.076 | - |
| 3.9677 | 38975 | 0.0584 | - |
| 3.9703 | 39000 | 0.076 | - |
| 3.9728 | 39025 | 0.0854 | - |
| 3.9754 | 39050 | 0.0836 | - |
| 3.9779 | 39075 | 0.0704 | - |
| 3.9805 | 39100 | 0.081 | - |
| 3.9830 | 39125 | 0.0846 | - |
| 3.9855 | 39150 | 0.056 | - |
| 3.9881 | 39175 | 0.063 | - |
| 3.9906 | 39200 | 0.0935 | - |
| 3.9932 | 39225 | 0.0895 | - |
| 3.9957 | 39250 | 0.0748 | - |
| 3.9983 | 39275 | 0.0704 | - |
| 4.0 | 39292 | - | 0.0832 |
| 4.0008 | 39300 | 0.0657 | - |
| 4.0034 | 39325 | 0.0788 | - |
| 4.0059 | 39350 | 0.0847 | - |
| 4.0084 | 39375 | 0.0667 | - |
| 4.0110 | 39400 | 0.0646 | - |
| 4.0135 | 39425 | 0.0528 | - |
| 4.0161 | 39450 | 0.0563 | - |
| 4.0186 | 39475 | 0.0723 | - |
| 4.0212 | 39500 | 0.0703 | - |
| 4.0237 | 39525 | 0.0788 | - |
| 4.0263 | 39550 | 0.0572 | - |
| 4.0288 | 39575 | 0.0757 | - |
| 4.0314 | 39600 | 0.0593 | - |
| 4.0339 | 39625 | 0.0739 | - |
| 4.0364 | 39650 | 0.06 | - |
| 4.0390 | 39675 | 0.0736 | - |
| 4.0415 | 39700 | 0.0743 | - |
| 4.0441 | 39725 | 0.0655 | - |
| 4.0466 | 39750 | 0.0398 | - |
| 4.0492 | 39775 | 0.0622 | - |
| 4.0517 | 39800 | 0.0774 | - |
| 4.0543 | 39825 | 0.074 | - |
| 4.0568 | 39850 | 0.0537 | - |
| 4.0594 | 39875 | 0.0635 | - |
| 4.0619 | 39900 | 0.0578 | - |
| 4.0644 | 39925 | 0.0987 | - |
| 4.0670 | 39950 | 0.0931 | - |
| 4.0695 | 39975 | 0.0899 | - |
| 4.0721 | 40000 | 0.0797 | - |
| 4.0746 | 40025 | 0.0803 | - |
| 4.0772 | 40050 | 0.0851 | - |
| 4.0797 | 40075 | 0.0826 | - |
| 4.0823 | 40100 | 0.0808 | - |
| 4.0848 | 40125 | 0.0734 | - |
| 4.0873 | 40150 | 0.0634 | - |
| 4.0899 | 40175 | 0.0792 | - |
| 4.0924 | 40200 | 0.0921 | - |
| 4.0950 | 40225 | 0.0754 | - |
| 4.0975 | 40250 | 0.0925 | - |
| 4.1001 | 40275 | 0.0777 | - |
| 4.1026 | 40300 | 0.0746 | - |
| 4.1052 | 40325 | 0.058 | - |
| 4.1077 | 40350 | 0.0549 | - |
| 4.1103 | 40375 | 0.0958 | - |
| 4.1128 | 40400 | 0.1041 | - |
| 4.1153 | 40425 | 0.0841 | - |
| 4.1179 | 40450 | 0.1077 | - |
| 4.1204 | 40475 | 0.0653 | - |
| 4.1230 | 40500 | 0.065 | - |
| 4.1255 | 40525 | 0.094 | - |
| 4.1281 | 40550 | 0.0612 | - |
| 4.1306 | 40575 | 0.0677 | - |
| 4.1332 | 40600 | 0.092 | - |
| 4.1357 | 40625 | 0.0927 | - |
| 4.1382 | 40650 | 0.073 | - |
| 4.1408 | 40675 | 0.0581 | - |
| 4.1433 | 40700 | 0.0616 | - |
| 4.1459 | 40725 | 0.0797 | - |
| 4.1484 | 40750 | 0.0869 | - |
| 4.1510 | 40775 | 0.0808 | - |
| 4.1535 | 40800 | 0.0762 | - |
| 4.1561 | 40825 | 0.0831 | - |
| 4.1586 | 40850 | 0.0775 | - |
| 4.1612 | 40875 | 0.0685 | - |
| 4.1637 | 40900 | 0.055 | - |
| 4.1662 | 40925 | 0.0893 | - |
| 4.1688 | 40950 | 0.0536 | - |
| 4.1713 | 40975 | 0.0943 | - |
| 4.1739 | 41000 | 0.0643 | - |
| 4.1764 | 41025 | 0.0601 | - |
| 4.1790 | 41050 | 0.0836 | - |
| 4.1815 | 41075 | 0.0687 | - |
| 4.1841 | 41100 | 0.0577 | - |
| 4.1866 | 41125 | 0.0838 | - |
| 4.1891 | 41150 | 0.0694 | - |
| 4.1917 | 41175 | 0.0835 | - |
| 4.1942 | 41200 | 0.0767 | - |
| 4.1968 | 41225 | 0.0542 | - |
| 4.1993 | 41250 | 0.0838 | - |
| 4.2019 | 41275 | 0.06 | - |
| 4.2044 | 41300 | 0.067 | - |
| 4.2070 | 41325 | 0.0531 | - |
| 4.2095 | 41350 | 0.0502 | - |
| 4.2121 | 41375 | 0.0748 | - |
| 4.2146 | 41400 | 0.0845 | - |
| 4.2171 | 41425 | 0.0725 | - |
| 4.2197 | 41450 | 0.07 | - |
| 4.2222 | 41475 | 0.0587 | - |
| 4.2248 | 41500 | 0.0811 | - |
| 4.2273 | 41525 | 0.0902 | - |
| 4.2299 | 41550 | 0.0587 | - |
| 4.2324 | 41575 | 0.0882 | - |
| 4.2350 | 41600 | 0.0491 | - |
| 4.2375 | 41625 | 0.0747 | - |
| 4.2400 | 41650 | 0.0634 | - |
| 4.2426 | 41675 | 0.0718 | - |
| 4.2451 | 41700 | 0.0572 | - |
| 4.2477 | 41725 | 0.0779 | - |
| 4.2502 | 41750 | 0.0938 | - |
| 4.2528 | 41775 | 0.0509 | - |
| 4.2553 | 41800 | 0.0669 | - |
| 4.2579 | 41825 | 0.0862 | - |
| 4.2604 | 41850 | 0.0594 | - |
| 4.2630 | 41875 | 0.0773 | - |
| 4.2655 | 41900 | 0.0618 | - |
| 4.2680 | 41925 | 0.0524 | - |
| 4.2706 | 41950 | 0.0597 | - |
| 4.2731 | 41975 | 0.0994 | - |
| 4.2757 | 42000 | 0.055 | - |
| 4.2782 | 42025 | 0.0937 | - |
| 4.2808 | 42050 | 0.0678 | - |
| 4.2833 | 42075 | 0.0581 | - |
| 4.2859 | 42100 | 0.0821 | - |
| 4.2884 | 42125 | 0.088 | - |
| 4.2909 | 42150 | 0.0634 | - |
| 4.2935 | 42175 | 0.0826 | - |
| 4.2960 | 42200 | 0.1037 | - |
| 4.2986 | 42225 | 0.0693 | - |
| 4.3011 | 42250 | 0.074 | - |
| 4.3037 | 42275 | 0.0831 | - |
| 4.3062 | 42300 | 0.0691 | - |
| 4.3088 | 42325 | 0.0689 | - |
| 4.3113 | 42350 | 0.0668 | - |
| 4.3139 | 42375 | 0.0782 | - |
| 4.3164 | 42400 | 0.0566 | - |
| 4.3189 | 42425 | 0.0602 | - |
| 4.3215 | 42450 | 0.0789 | - |
| 4.3240 | 42475 | 0.088 | - |
| 4.3266 | 42500 | 0.0787 | - |
| 4.3291 | 42525 | 0.1013 | - |
| 4.3317 | 42550 | 0.0691 | - |
| 4.3342 | 42575 | 0.0796 | - |
| 4.3368 | 42600 | 0.0927 | - |
| 4.3393 | 42625 | 0.0613 | - |
| 4.3419 | 42650 | 0.0857 | - |
| 4.3444 | 42675 | 0.0583 | - |
| 4.3469 | 42700 | 0.0684 | - |
| 4.3495 | 42725 | 0.0699 | - |
| 4.3520 | 42750 | 0.0771 | - |
| 4.3546 | 42775 | 0.0912 | - |
| 4.3571 | 42800 | 0.0766 | - |
| 4.3597 | 42825 | 0.0637 | - |
| 4.3622 | 42850 | 0.0932 | - |
| 4.3648 | 42875 | 0.0606 | - |
| 4.3673 | 42900 | 0.0749 | - |
| 4.3698 | 42925 | 0.0793 | - |
| 4.3724 | 42950 | 0.091 | - |
| 4.3749 | 42975 | 0.0951 | - |
| 4.3775 | 43000 | 0.081 | - |
| 4.3800 | 43025 | 0.0565 | - |
| 4.3826 | 43050 | 0.0604 | - |
| 4.3851 | 43075 | 0.0684 | - |
| 4.3877 | 43100 | 0.0412 | - |
| 4.3902 | 43125 | 0.0753 | - |
| 4.3928 | 43150 | 0.0708 | - |
| 4.3953 | 43175 | 0.0713 | - |
| 4.3978 | 43200 | 0.0757 | - |
| 4.4004 | 43225 | 0.0795 | - |
| 4.4029 | 43250 | 0.055 | - |
| 4.4055 | 43275 | 0.0775 | - |
| 4.4080 | 43300 | 0.0661 | - |
| 4.4106 | 43325 | 0.0664 | - |
| 4.4131 | 43350 | 0.077 | - |
| 4.4157 | 43375 | 0.0595 | - |
| 4.4182 | 43400 | 0.0633 | - |
| 4.4207 | 43425 | 0.0617 | - |
| 4.4233 | 43450 | 0.0466 | - |
| 4.4258 | 43475 | 0.0636 | - |
| 4.4284 | 43500 | 0.0765 | - |
| 4.4309 | 43525 | 0.0807 | - |
| 4.4335 | 43550 | 0.0659 | - |
| 4.4360 | 43575 | 0.0854 | - |
| 4.4386 | 43600 | 0.0658 | - |
| 4.4411 | 43625 | 0.0696 | - |
| 4.4437 | 43650 | 0.0687 | - |
| 4.4462 | 43675 | 0.0821 | - |
| 4.4487 | 43700 | 0.0924 | - |
| 4.4513 | 43725 | 0.0541 | - |
| 4.4538 | 43750 | 0.061 | - |
| 4.4564 | 43775 | 0.069 | - |
| 4.4589 | 43800 | 0.0944 | - |
| 4.4615 | 43825 | 0.0735 | - |
| 4.4640 | 43850 | 0.0507 | - |
| 4.4666 | 43875 | 0.085 | - |
| 4.4691 | 43900 | 0.0778 | - |
| 4.4716 | 43925 | 0.0658 | - |
| 4.4742 | 43950 | 0.073 | - |
| 4.4767 | 43975 | 0.0753 | - |
| 4.4793 | 44000 | 0.0623 | - |
| 4.4818 | 44025 | 0.078 | - |
| 4.4844 | 44050 | 0.069 | - |
| 4.4869 | 44075 | 0.0685 | - |
| 4.4895 | 44100 | 0.0679 | - |
| 4.4920 | 44125 | 0.0607 | - |
| 4.4946 | 44150 | 0.0845 | - |
| 4.4971 | 44175 | 0.0707 | - |
| 4.4996 | 44200 | 0.0898 | - |
| 4.5022 | 44225 | 0.0622 | - |
| 4.5047 | 44250 | 0.0477 | - |
| 4.5073 | 44275 | 0.0729 | - |
| 4.5098 | 44300 | 0.0633 | - |
| 4.5124 | 44325 | 0.0804 | - |
| 4.5149 | 44350 | 0.0768 | - |
| 4.5175 | 44375 | 0.0566 | - |
| 4.5200 | 44400 | 0.0749 | - |
| 4.5225 | 44425 | 0.0769 | - |
| 4.5251 | 44450 | 0.0692 | - |
| 4.5276 | 44475 | 0.0508 | - |
| 4.5302 | 44500 | 0.0626 | - |
| 4.5327 | 44525 | 0.0684 | - |
| 4.5353 | 44550 | 0.0585 | - |
| 4.5378 | 44575 | 0.0692 | - |
| 4.5404 | 44600 | 0.0932 | - |
| 4.5429 | 44625 | 0.0529 | - |
| 4.5455 | 44650 | 0.0739 | - |
| 4.5480 | 44675 | 0.0529 | - |
| 4.5505 | 44700 | 0.0812 | - |
| 4.5531 | 44725 | 0.0608 | - |
| 4.5556 | 44750 | 0.0618 | - |
| 4.5582 | 44775 | 0.0673 | - |
| 4.5607 | 44800 | 0.0721 | - |
| 4.5633 | 44825 | 0.0691 | - |
| 4.5658 | 44850 | 0.0738 | - |
| 4.5684 | 44875 | 0.0853 | - |
| 4.5709 | 44900 | 0.0587 | - |
| 4.5735 | 44925 | 0.0597 | - |
| 4.5760 | 44950 | 0.04 | - |
| 4.5785 | 44975 | 0.0716 | - |
| 4.5811 | 45000 | 0.0595 | - |
| 4.5836 | 45025 | 0.0798 | - |
| 4.5862 | 45050 | 0.0537 | - |
| 4.5887 | 45075 | 0.08 | - |
| 4.5913 | 45100 | 0.0953 | - |
| 4.5938 | 45125 | 0.0519 | - |
| 4.5964 | 45150 | 0.1003 | - |
| 4.5989 | 45175 | 0.0774 | - |
| 4.6014 | 45200 | 0.0947 | - |
| 4.6040 | 45225 | 0.0708 | - |
| 4.6065 | 45250 | 0.1066 | - |
| 4.6091 | 45275 | 0.0555 | - |
| 4.6116 | 45300 | 0.0826 | - |
| 4.6142 | 45325 | 0.0528 | - |
| 4.6167 | 45350 | 0.0594 | - |
| 4.6193 | 45375 | 0.0731 | - |
| 4.6218 | 45400 | 0.0808 | - |
| 4.6244 | 45425 | 0.0684 | - |
| 4.6269 | 45450 | 0.079 | - |
| 4.6294 | 45475 | 0.0828 | - |
| 4.6320 | 45500 | 0.0683 | - |
| 4.6345 | 45525 | 0.0757 | - |
| 4.6371 | 45550 | 0.0748 | - |
| 4.6396 | 45575 | 0.0844 | - |
| 4.6422 | 45600 | 0.078 | - |
| 4.6447 | 45625 | 0.0762 | - |
| 4.6473 | 45650 | 0.0811 | - |
| 4.6498 | 45675 | 0.0643 | - |
| 4.6523 | 45700 | 0.0701 | - |
| 4.6549 | 45725 | 0.0684 | - |
| 4.6574 | 45750 | 0.0579 | - |
| 4.6600 | 45775 | 0.0824 | - |
| 4.6625 | 45800 | 0.0851 | - |
| 4.6651 | 45825 | 0.1039 | - |
| 4.6676 | 45850 | 0.0788 | - |
| 4.6702 | 45875 | 0.0558 | - |
| 4.6727 | 45900 | 0.073 | - |
| 4.6753 | 45925 | 0.0696 | - |
| 4.6778 | 45950 | 0.0676 | - |
| 4.6803 | 45975 | 0.0737 | - |
| 4.6829 | 46000 | 0.0587 | - |
| 4.6854 | 46025 | 0.0832 | - |
| 4.6880 | 46050 | 0.0854 | - |
| 4.6905 | 46075 | 0.0774 | - |
| 4.6931 | 46100 | 0.0674 | - |
| 4.6956 | 46125 | 0.0912 | - |
| 4.6982 | 46150 | 0.095 | - |
| 4.7007 | 46175 | 0.0713 | - |
| 4.7032 | 46200 | 0.054 | - |
| 4.7058 | 46225 | 0.0655 | - |
| 4.7083 | 46250 | 0.0738 | - |
| 4.7109 | 46275 | 0.0916 | - |
| 4.7134 | 46300 | 0.068 | - |
| 4.7160 | 46325 | 0.045 | - |
| 4.7185 | 46350 | 0.0564 | - |
| 4.7211 | 46375 | 0.0805 | - |
| 4.7236 | 46400 | 0.0493 | - |
| 4.7262 | 46425 | 0.0859 | - |
| 4.7287 | 46450 | 0.0613 | - |
| 4.7312 | 46475 | 0.0685 | - |
| 4.7338 | 46500 | 0.0697 | - |
| 4.7363 | 46525 | 0.0808 | - |
| 4.7389 | 46550 | 0.081 | - |
| 4.7414 | 46575 | 0.0815 | - |
| 4.7440 | 46600 | 0.0875 | - |
| 4.7465 | 46625 | 0.0711 | - |
| 4.7491 | 46650 | 0.0544 | - |
| 4.7516 | 46675 | 0.0975 | - |
| 4.7541 | 46700 | 0.0843 | - |
| 4.7567 | 46725 | 0.1002 | - |
| 4.7592 | 46750 | 0.0497 | - |
| 4.7618 | 46775 | 0.0993 | - |
| 4.7643 | 46800 | 0.0683 | - |
| 4.7669 | 46825 | 0.0892 | - |
| 4.7694 | 46850 | 0.0594 | - |
| 4.7720 | 46875 | 0.0766 | - |
| 4.7745 | 46900 | 0.0603 | - |
| 4.7771 | 46925 | 0.0797 | - |
| 4.7796 | 46950 | 0.0602 | - |
| 4.7821 | 46975 | 0.0658 | - |
| 4.7847 | 47000 | 0.0669 | - |
| 4.7872 | 47025 | 0.0566 | - |
| 4.7898 | 47050 | 0.0832 | - |
| 4.7923 | 47075 | 0.0925 | - |
| 4.7949 | 47100 | 0.0611 | - |
| 4.7974 | 47125 | 0.0941 | - |
| 4.8000 | 47150 | 0.0621 | - |
| 4.8025 | 47175 | 0.0617 | - |
| 4.8050 | 47200 | 0.0708 | - |
| 4.8076 | 47225 | 0.0732 | - |
| 4.8101 | 47250 | 0.0798 | - |
| 4.8127 | 47275 | 0.0673 | - |
| 4.8152 | 47300 | 0.0998 | - |
| 4.8178 | 47325 | 0.081 | - |
| 4.8203 | 47350 | 0.0713 | - |
| 4.8229 | 47375 | 0.0848 | - |
| 4.8254 | 47400 | 0.0883 | - |
| 4.8280 | 47425 | 0.0579 | - |
| 4.8305 | 47450 | 0.0817 | - |
| 4.8330 | 47475 | 0.083 | - |
| 4.8356 | 47500 | 0.0661 | - |
| 4.8381 | 47525 | 0.0838 | - |
| 4.8407 | 47550 | 0.0773 | - |
| 4.8432 | 47575 | 0.0868 | - |
| 4.8458 | 47600 | 0.0762 | - |
| 4.8483 | 47625 | 0.081 | - |
| 4.8509 | 47650 | 0.0911 | - |
| 4.8534 | 47675 | 0.0695 | - |
| 4.8560 | 47700 | 0.077 | - |
| 4.8585 | 47725 | 0.0641 | - |
| 4.8610 | 47750 | 0.0646 | - |
| 4.8636 | 47775 | 0.0801 | - |
| 4.8661 | 47800 | 0.0714 | - |
| 4.8687 | 47825 | 0.0921 | - |
| 4.8712 | 47850 | 0.0669 | - |
| 4.8738 | 47875 | 0.0996 | - |
| 4.8763 | 47900 | 0.091 | - |
| 4.8789 | 47925 | 0.084 | - |
| 4.8814 | 47950 | 0.0652 | - |
| 4.8839 | 47975 | 0.0904 | - |
| 4.8865 | 48000 | 0.06 | - |
| 4.8890 | 48025 | 0.0668 | - |
| 4.8916 | 48050 | 0.1019 | - |
| 4.8941 | 48075 | 0.0593 | - |
| 4.8967 | 48100 | 0.0817 | - |
| 4.8992 | 48125 | 0.0633 | - |
| 4.9018 | 48150 | 0.0762 | - |
| 4.9043 | 48175 | 0.0879 | - |
| 4.9069 | 48200 | 0.063 | - |
| 4.9094 | 48225 | 0.0613 | - |
| 4.9119 | 48250 | 0.0905 | - |
| 4.9145 | 48275 | 0.097 | - |
| 4.9170 | 48300 | 0.0863 | - |
| 4.9196 | 48325 | 0.0558 | - |
| 4.9221 | 48350 | 0.0819 | - |
| 4.9247 | 48375 | 0.0883 | - |
| 4.9272 | 48400 | 0.0725 | - |
| 4.9298 | 48425 | 0.1031 | - |
| 4.9323 | 48450 | 0.0724 | - |
| 4.9348 | 48475 | 0.0745 | - |
| 4.9374 | 48500 | 0.0655 | - |
| 4.9399 | 48525 | 0.0623 | - |
| 4.9425 | 48550 | 0.0768 | - |
| 4.9450 | 48575 | 0.072 | - |
| 4.9476 | 48600 | 0.0721 | - |
| 4.9501 | 48625 | 0.049 | - |
| 4.9527 | 48650 | 0.0608 | - |
| 4.9552 | 48675 | 0.0593 | - |
| 4.9578 | 48700 | 0.0855 | - |
| 4.9603 | 48725 | 0.0626 | - |
| 4.9628 | 48750 | 0.0859 | - |
| 4.9654 | 48775 | 0.0896 | - |
| 4.9679 | 48800 | 0.0748 | - |
| 4.9705 | 48825 | 0.0663 | - |
| 4.9730 | 48850 | 0.0539 | - |
| 4.9756 | 48875 | 0.0824 | - |
| 4.9781 | 48900 | 0.0556 | - |
| 4.9807 | 48925 | 0.0587 | - |
| 4.9832 | 48950 | 0.0681 | - |
| 4.9857 | 48975 | 0.0651 | - |
| 4.9883 | 49000 | 0.0616 | - |
| 4.9908 | 49025 | 0.071 | - |
| 4.9934 | 49050 | 0.0742 | - |
| 4.9959 | 49075 | 0.0889 | - |
| 4.9985 | 49100 | 0.0777 | - |
| 5.0 | 49115 | - | 0.0826 |
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.0.1
- Transformers: 4.41.2
- PyTorch: 2.3.0+cu121
- Accelerate: 0.31.0
- Datasets: 2.19.1
- Tokenizers: 0.19.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@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
```bibtex
@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}
}
```