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---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:1115217
- loss:GISTEmbedLoss
base_model: hon9kon9ize/bert-large-cantonese
widget:
- source_sentence: 呢度係一班唔同背景嘅人嘅遊行，大家都行緊，有個著住綠色衫嘅男人攞住面旗。
sentences:
- 一個男人攞住面旗。
- 一個男人攬住佢阿媽，然後去打仗。
- 個市集入面有個女售貨員。
- source_sentence: 一個人行過一條有火車軌嘅橋。
sentences:
- 一個人由橋邊跳落去。
- 有個男人蹲喺扶手上面。
- 座橋上面有條鐵路軌。
- source_sentence: 一個細女仔著住黃色衫同條花裙，企喺張毯上面，咬住個玩具。
sentences:
- 一個女仔企喺度。
- 一個著住紅色外套嘅人耍緊嘢，周圍嘅人望住佢。（或者：一個著住紅色外套嘅人表演緊特技，周圍嘅人望住佢）
- 大家都坐低咗。
- source_sentence: 一家人同一個士兵一齊行。
sentences:
- 個髮型師幫個男人剪頭髮。
- 一班人喺度行街。
- 一班人望緊上面。
- source_sentence: 有個男人拋過咗個杆，後面有啲人同埋遮蓬。
sentences:
- 個男人追緊個賊。
- 有個男人有啲工具。
- 有個男人騰空躍起。
datasets:
- hon9kon9ize/yue-all-nli
- sentence-transformers/all-nli
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- pearson_cosine
- spearman_cosine
model-index:
- name: SentenceTransformer based on hon9kon9ize/bert-large-cantonese
results:
- task:
type: semantic-similarity
name: Semantic Similarity
dataset:
name: sts dev
type: sts-dev
metrics:
- type: pearson_cosine
value: 0.8076520997482407
name: Pearson Cosine
- type: spearman_cosine
value: 0.8071778727370035
name: Spearman Cosine
- task:
type: semantic-similarity
name: Semantic Similarity
dataset:
name: sts test
type: sts-test
metrics:
- type: pearson_cosine
value: 0.7647935379004702
name: Pearson Cosine
- type: spearman_cosine
value: 0.7611182804778411
name: Spearman Cosine
---
# SentenceTransformer based on hon9kon9ize/bert-large-cantonese
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [hon9kon9ize/bert-large-cantonese](https://huggingface.co/hon9kon9ize/bert-large-cantonese) on the [yue-all-nli](https://huggingface.co/datasets/hon9kon9ize/yue-all-nli) and [sentence-transformers/all-nli](https://huggingface.co/datasets/sentence-transformers/all-nli) dataset. 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:** [hon9kon9ize/bert-large-cantonese](https://huggingface.co/hon9kon9ize/bert-large-cantonese) <!-- at revision 4c82d4dde5872eb16822cd04c8f17aa08117c203 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### 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': 512, 'do_lower_case': False}) with Transformer model: BertModel
(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})
)
```
## 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("hon9kon9ize/bert-large-cantonese-nli")
# Run inference
sentences = [
'有個男人拋過咗個杆，後面有啲人同埋遮蓬。',
'有個男人騰空躍起。',
'個男人追緊個賊。',
]
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]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
## Evaluation
### Metrics
#### Semantic Similarity
* Datasets: `sts-dev` and `sts-test`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)
| Metric | sts-dev | sts-test |
|:--------------------|:-----------|:-----------|
| pearson_cosine | 0.8077 | 0.7648 |
| **spearman_cosine** | **0.8072** | **0.7611** |
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 1,115,217 training samples
* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
* Approximate statistics based on the first 1000 samples:
| | anchor | positive | negative |
|:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
| type | string | string | string |
| details | <ul><li>min: 4 tokens</li><li>mean: 25.84 tokens</li><li>max: 216 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 16.04 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 16.68 tokens</li><li>max: 52 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:-----------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------|:---------------------------------------------------------------|
| <code>From Lincoln to Wilson it was 34, and since Wilson it has been 25.</code> | <code>Since Wilson it has been 25, and from Lincoln to Wilson 34.</code> | <code>From Lincoln to Wilson it was 99.</code> |
| <code>「我會上返我房。」跟住我就跟咗佢。</code> | <code>「我上房啦。」跟住我就跟咗佢上去。</code> | <code>我落去廚房沖杯茶先。</code> |
| <code>(To restore Internet Explorer, you'll need to have it on your original Windows 95 CD-ROM or another disk.</code> | <code>You need to have the original disk to restore Internet Explorer.</code> | <code>Internet explorer can be restored without a disk.</code> |
* Loss: [<code>GISTEmbedLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#gistembedloss) with these parameters:
```json
{'guide': SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: NewModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, '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()
), 'temperature': 0.01}
```
### Evaluation Dataset
#### yue-all-nli
* Dataset: [yue-all-nli](https://huggingface.co/datasets/hon9kon9ize/yue-all-nli) at [f6757e9](https://huggingface.co/datasets/hon9kon9ize/yue-all-nli/tree/f6757e966cef6cf4f55df0439934bfd2aae0f452)
* Size: 6,572 evaluation samples
* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
* Approximate statistics based on the first 1000 samples:
| | anchor | positive | negative |
|:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|
| type | string | string | string |
| details | <ul><li>min: 7 tokens</li><li>mean: 24.98 tokens</li><li>max: 103 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 13.09 tokens</li><li>max: 50 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 13.7 tokens</li><li>max: 40 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:---------------------------------------------------------|:--------------------------------|:-------------------------------|
| <code>「兩個女人攬住，仲手持外賣包裝。」</code> | <code>兩個女人手持包裹。</code> | <code>班男人喺間熟食店外面打緊交。</code> |
| <code>「兩個著住藍色球衣嘅細路，一個背號係9，另一個係2，企喺浴室嘅木梯度，喺個鋅盤度洗手。</code> | <code>兩個著住有號碼球衣嘅細路仔喺度洗手。</code> | <code>兩個著住外套嘅小朋友返緊學。</code> |
| <code>一個男人喺安吉利斯市舉行嘅世界博覽會活動期間，向顧客賣甜甜圈。</code> | <code>有個男人賣緊甜甜圈俾個客人。</code> | <code>一個女人喺間細細嘅咖啡店飲緊咖啡。</code> |
* Loss: [<code>MultipleNegativesRankingLoss</code>](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`: steps
- `per_device_train_batch_size`: 80
- `per_device_eval_batch_size`: 80
- `learning_rate`: 2e-05
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `bf16`: True
- `use_liger_kernel`: True
- `batch_sampler`: no_duplicates
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 80
- `per_device_eval_batch_size`: 80
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_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`: 1
- `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`: True
- `fp16`: False
- `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`: False
- `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`: None
- `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
- `include_for_metrics`: []
- `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
- `eval_on_start`: False
- `use_liger_kernel`: True
- `eval_use_gather_object`: False
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
</details>
### Training Logs
<details><summary>Click to expand</summary>
| Epoch | Step | Training Loss | Validation Loss | sts-dev_spearman_cosine | sts-test_spearman_cosine |
|:------:|:-----:|:-------------:|:---------------:|:-----------------------:|:------------------------:|
| 0 | 0 | - | - | 0.6088 | - |
| 0.0007 | 10 | 8.9182 | - | - | - |
| 0.0014 | 20 | 8.3335 | - | - | - |
| 0.0022 | 30 | 7.8536 | - | - | - |
| 0.0029 | 40 | 7.2262 | - | - | - |
| 0.0036 | 50 | 5.892 | - | - | - |
| 0.0043 | 60 | 5.1125 | - | - | - |
| 0.0050 | 70 | 4.5982 | - | - | - |
| 0.0057 | 80 | 3.9755 | - | - | - |
| 0.0065 | 90 | 3.7588 | - | - | - |
| 0.0072 | 100 | 3.6977 | - | - | - |
| 0.0079 | 110 | 3.5546 | - | - | - |
| 0.0086 | 120 | 3.3271 | - | - | - |
| 0.0093 | 130 | 3.1647 | - | - | - |
| 0.0100 | 140 | 3.0859 | - | - | - |
| 0.0108 | 150 | 2.9647 | - | - | - |
| 0.0115 | 160 | 2.9156 | - | - | - |
| 0.0122 | 170 | 2.9001 | - | - | - |
| 0.0129 | 180 | 2.721 | - | - | - |
| 0.0136 | 190 | 2.7586 | - | - | - |
| 0.0143 | 200 | 2.601 | - | - | - |
| 0.0151 | 210 | 2.5653 | - | - | - |
| 0.0158 | 220 | 2.5726 | - | - | - |
| 0.0165 | 230 | 2.4649 | - | - | - |
| 0.0172 | 240 | 2.4707 | - | - | - |
| 0.0179 | 250 | 2.5434 | - | - | - |
| 0.0187 | 260 | 2.3945 | - | - | - |
| 0.0194 | 270 | 2.2557 | - | - | - |
| 0.0201 | 280 | 2.3749 | - | - | - |
| 0.0208 | 290 | 2.1641 | - | - | - |
| 0.0215 | 300 | 2.0744 | - | - | - |
| 0.0222 | 310 | 2.2832 | - | - | - |
| 0.0230 | 320 | 2.2298 | - | - | - |
| 0.0237 | 330 | 2.2006 | - | - | - |
| 0.0244 | 340 | 2.0964 | - | - | - |
| 0.0251 | 350 | 2.208 | - | - | - |
| 0.0258 | 360 | 2.1591 | - | - | - |
| 0.0265 | 370 | 1.9641 | - | - | - |
| 0.0273 | 380 | 2.1122 | - | - | - |
| 0.0280 | 390 | 1.9392 | - | - | - |
| 0.0287 | 400 | 1.9073 | - | - | - |
| 0.0294 | 410 | 2.115 | - | - | - |
| 0.0301 | 420 | 1.7491 | - | - | - |
| 0.0308 | 430 | 1.8553 | - | - | - |
| 0.0316 | 440 | 1.997 | - | - | - |
| 0.0323 | 450 | 1.8158 | - | - | - |
| 0.0330 | 460 | 1.8158 | - | - | - |
| 0.0337 | 470 | 1.78 | - | - | - |
| 0.0344 | 480 | 1.8675 | - | - | - |
| 0.0351 | 490 | 1.7096 | - | - | - |
| 0.0359 | 500 | 1.7854 | - | - | - |
| 0.0366 | 510 | 1.8731 | - | - | - |
| 0.0373 | 520 | 1.8561 | - | - | - |
| 0.0380 | 530 | 1.6927 | - | - | - |
| 0.0387 | 540 | 1.7424 | - | - | - |
| 0.0395 | 550 | 1.7394 | - | - | - |
| 0.0402 | 560 | 1.7621 | - | - | - |
| 0.0409 | 570 | 1.8423 | - | - | - |
| 0.0416 | 580 | 1.8296 | - | - | - |
| 0.0423 | 590 | 1.7202 | - | - | - |
| 0.0430 | 600 | 1.7966 | - | - | - |
| 0.0438 | 610 | 1.5712 | - | - | - |
| 0.0445 | 620 | 1.6416 | - | - | - |
| 0.0452 | 630 | 1.5977 | - | - | - |
| 0.0459 | 640 | 1.7382 | - | - | - |
| 0.0466 | 650 | 1.6744 | - | - | - |
| 0.0473 | 660 | 1.7537 | - | - | - |
| 0.0481 | 670 | 1.7131 | - | - | - |
| 0.0488 | 680 | 1.6714 | - | - | - |
| 0.0495 | 690 | 1.651 | - | - | - |
| 0.0502 | 700 | 1.6177 | - | - | - |
| 0.0509 | 710 | 1.5179 | - | - | - |
| 0.0516 | 720 | 1.612 | - | - | - |
| 0.0524 | 730 | 1.561 | - | - | - |
| 0.0531 | 740 | 1.5283 | - | - | - |
| 0.0538 | 750 | 1.5407 | - | - | - |
| 0.0545 | 760 | 1.4809 | - | - | - |
| 0.0552 | 770 | 1.5749 | - | - | - |
| 0.0560 | 780 | 1.5744 | - | - | - |
| 0.0567 | 790 | 1.5428 | - | - | - |
| 0.0574 | 800 | 1.4429 | - | - | - |
| 0.0581 | 810 | 1.4721 | - | - | - |
| 0.0588 | 820 | 1.3807 | - | - | - |
| 0.0595 | 830 | 1.4229 | - | - | - |
| 0.0603 | 840 | 1.5178 | - | - | - |
| 0.0610 | 850 | 1.4231 | - | - | - |
| 0.0617 | 860 | 1.4853 | - | - | - |
| 0.0624 | 870 | 1.4032 | - | - | - |
| 0.0631 | 880 | 1.473 | - | - | - |
| 0.0638 | 890 | 1.3368 | - | - | - |
| 0.0646 | 900 | 1.3146 | - | - | - |
| 0.0653 | 910 | 1.4207 | - | - | - |
| 0.0660 | 920 | 1.3747 | - | - | - |
| 0.0667 | 930 | 1.406 | - | - | - |
| 0.0674 | 940 | 1.2829 | - | - | - |
| 0.0681 | 950 | 1.3115 | - | - | - |
| 0.0689 | 960 | 1.4112 | - | - | - |
| 0.0696 | 970 | 1.4644 | - | - | - |
| 0.0703 | 980 | 1.3492 | - | - | - |
| 0.0710 | 990 | 1.4076 | - | - | - |
| 0.0717 | 1000 | 1.4196 | - | - | - |
| 0.0724 | 1010 | 1.4376 | - | - | - |
| 0.0732 | 1020 | 1.2883 | - | - | - |
| 0.0739 | 1030 | 1.3183 | - | - | - |
| 0.0746 | 1040 | 1.4535 | - | - | - |
| 0.0753 | 1050 | 1.28 | - | - | - |
| 0.0760 | 1060 | 1.2585 | - | - | - |
| 0.0768 | 1070 | 1.3905 | - | - | - |
| 0.0775 | 1080 | 1.3414 | - | - | - |
| 0.0782 | 1090 | 1.2586 | - | - | - |
| 0.0789 | 1100 | 1.2527 | - | - | - |
| 0.0796 | 1110 | 1.2847 | - | - | - |
| 0.0803 | 1120 | 1.2187 | - | - | - |
| 0.0811 | 1130 | 1.2561 | - | - | - |
| 0.0818 | 1140 | 1.3247 | - | - | - |
| 0.0825 | 1150 | 1.2935 | - | - | - |
| 0.0832 | 1160 | 1.4118 | - | - | - |
| 0.0839 | 1170 | 1.2976 | - | - | - |
| 0.0846 | 1180 | 1.2084 | - | - | - |
| 0.0854 | 1190 | 1.3157 | - | - | - |
| 0.0861 | 1200 | 1.2973 | - | - | - |
| 0.0868 | 1210 | 1.24 | - | - | - |
| 0.0875 | 1220 | 1.3447 | - | - | - |
| 0.0882 | 1230 | 1.2246 | - | - | - |
| 0.0889 | 1240 | 1.2742 | - | - | - |
| 0.0897 | 1250 | 1.1727 | - | - | - |
| 0.0904 | 1260 | 1.3523 | - | - | - |
| 0.0911 | 1270 | 1.228 | - | - | - |
| 0.0918 | 1280 | 1.1218 | - | - | - |
| 0.0925 | 1290 | 1.1027 | - | - | - |
| 0.0933 | 1300 | 1.3143 | - | - | - |
| 0.0940 | 1310 | 1.1356 | - | - | - |
| 0.0947 | 1320 | 1.2 | - | - | - |
| 0.0954 | 1330 | 1.118 | - | - | - |
| 0.0961 | 1340 | 1.1889 | - | - | - |
| 0.0968 | 1350 | 1.1722 | - | - | - |
| 0.0976 | 1360 | 1.1186 | - | - | - |
| 0.0983 | 1370 | 1.2979 | - | - | - |
| 0.0990 | 1380 | 1.1622 | - | - | - |
| 0.0997 | 1390 | 1.2492 | - | - | - |
| 0.1004 | 1400 | 1.1449 | - | - | - |
| 0.1011 | 1410 | 1.1141 | - | - | - |
| 0.1019 | 1420 | 1.3464 | - | - | - |
| 0.1026 | 1430 | 1.1921 | - | - | - |
| 0.1033 | 1440 | 1.0709 | - | - | - |
| 0.1040 | 1450 | 1.1985 | - | - | - |
| 0.1047 | 1460 | 1.1392 | - | - | - |
| 0.1054 | 1470 | 1.1942 | - | - | - |
| 0.1062 | 1480 | 1.1897 | - | - | - |
| 0.1069 | 1490 | 1.1081 | - | - | - |
| 0.1076 | 1500 | 1.1641 | - | - | - |
| 0.1083 | 1510 | 1.1414 | - | - | - |
| 0.1090 | 1520 | 1.1705 | - | - | - |
| 0.1097 | 1530 | 1.1629 | - | - | - |
| 0.1105 | 1540 | 1.1342 | - | - | - |
| 0.1112 | 1550 | 1.1283 | - | - | - |
| 0.1119 | 1560 | 1.1242 | - | - | - |
| 0.1126 | 1570 | 1.1932 | - | - | - |
| 0.1133 | 1580 | 1.075 | - | - | - |
| 0.1141 | 1590 | 1.1319 | - | - | - |
| 0.1148 | 1600 | 1.2497 | - | - | - |
| 0.1155 | 1610 | 0.9953 | - | - | - |
| 0.1162 | 1620 | 1.1005 | - | - | - |
| 0.1169 | 1630 | 1.0989 | - | - | - |
| 0.1176 | 1640 | 1.0662 | - | - | - |
| 0.1184 | 1650 | 1.1136 | - | - | - |
| 0.1191 | 1660 | 1.129 | - | - | - |
| 0.1198 | 1670 | 1.0414 | - | - | - |
| 0.1205 | 1680 | 1.0026 | - | - | - |
| 0.1212 | 1690 | 1.035 | - | - | - |
| 0.1219 | 1700 | 1.0701 | - | - | - |
| 0.1227 | 1710 | 1.0386 | - | - | - |
| 0.1234 | 1720 | 1.1529 | - | - | - |
| 0.1241 | 1730 | 1.0426 | - | - | - |
| 0.1248 | 1740 | 1.077 | - | - | - |
| 0.1255 | 1750 | 1.1176 | - | - | - |
| 0.1262 | 1760 | 1.0752 | - | - | - |
| 0.1270 | 1770 | 1.0145 | - | - | - |
| 0.1277 | 1780 | 1.0539 | - | - | - |
| 0.1284 | 1790 | 1.1963 | - | - | - |
| 0.1291 | 1800 | 1.1032 | - | - | - |
| 0.1298 | 1810 | 1.0652 | - | - | - |
| 0.1306 | 1820 | 1.144 | - | - | - |
| 0.1313 | 1830 | 1.1093 | - | - | - |
| 0.1320 | 1840 | 1.0215 | - | - | - |
| 0.1327 | 1850 | 1.152 | - | - | - |
| 0.1334 | 1860 | 0.9941 | - | - | - |
| 0.1341 | 1870 | 1.0329 | - | - | - |
| 0.1349 | 1880 | 0.9976 | - | - | - |
| 0.1356 | 1890 | 0.9901 | - | - | - |
| 0.1363 | 1900 | 1.1014 | - | - | - |
| 0.1370 | 1910 | 1.0418 | - | - | - |
| 0.1377 | 1920 | 1.1701 | - | - | - |
| 0.1384 | 1930 | 0.973 | - | - | - |
| 0.1392 | 1940 | 1.0644 | - | - | - |
| 0.1399 | 1950 | 1.0022 | - | - | - |
| 0.1406 | 1960 | 0.9863 | - | - | - |
| 0.1413 | 1970 | 0.929 | - | - | - |
| 0.1420 | 1980 | 1.0516 | - | - | - |
| 0.1427 | 1990 | 1.0123 | - | - | - |
| 0.1435 | 2000 | 1.0731 | - | - | - |
| 0.1442 | 2010 | 1.0337 | - | - | - |
| 0.1449 | 2020 | 0.9423 | - | - | - |
| 0.1456 | 2030 | 0.966 | - | - | - |
| 0.1463 | 2040 | 1.046 | - | - | - |
| 0.1470 | 2050 | 1.045 | - | - | - |
| 0.1478 | 2060 | 0.9203 | - | - | - |
| 0.1485 | 2070 | 0.9721 | - | - | - |
| 0.1492 | 2080 | 1.0341 | - | - | - |
| 0.1499 | 2090 | 1.0463 | - | - | - |
| 0.1506 | 2100 | 1.0051 | - | - | - |
| 0.1514 | 2110 | 1.0055 | - | - | - |
| 0.1521 | 2120 | 0.9688 | - | - | - |
| 0.1528 | 2130 | 1.0974 | - | - | - |
| 0.1535 | 2140 | 0.8852 | - | - | - |
| 0.1542 | 2150 | 1.0356 | - | - | - |
| 0.1549 | 2160 | 0.9915 | - | - | - |
| 0.1557 | 2170 | 0.9609 | - | - | - |
| 0.1562 | 2178 | - | 1.2093 | 0.7866 | - |
| 0.1564 | 2180 | 1.0349 | - | - | - |
| 0.1571 | 2190 | 0.899 | - | - | - |
| 0.1578 | 2200 | 1.0112 | - | - | - |
| 0.1585 | 2210 | 1.0009 | - | - | - |
| 0.1592 | 2220 | 0.9221 | - | - | - |
| 0.1600 | 2230 | 0.9595 | - | - | - |
| 0.1607 | 2240 | 0.9516 | - | - | - |
| 0.1614 | 2250 | 1.0355 | - | - | - |
| 0.1621 | 2260 | 0.9125 | - | - | - |
| 0.1628 | 2270 | 0.9046 | - | - | - |
| 0.1635 | 2280 | 0.9773 | - | - | - |
| 0.1643 | 2290 | 1.0821 | - | - | - |
| 0.1650 | 2300 | 0.9773 | - | - | - |
| 0.1657 | 2310 | 0.9909 | - | - | - |
| 0.1664 | 2320 | 0.9288 | - | - | - |
| 0.1671 | 2330 | 0.9354 | - | - | - |
| 0.1679 | 2340 | 0.9196 | - | - | - |
| 0.1686 | 2350 | 0.8961 | - | - | - |
| 0.1693 | 2360 | 0.9685 | - | - | - |
| 0.1700 | 2370 | 0.9669 | - | - | - |
| 0.1707 | 2380 | 0.9542 | - | - | - |
| 0.1714 | 2390 | 0.9911 | - | - | - |
| 0.1722 | 2400 | 0.8908 | - | - | - |
| 0.1729 | 2410 | 0.9395 | - | - | - |
| 0.1736 | 2420 | 0.9501 | - | - | - |
| 0.1743 | 2430 | 0.9534 | - | - | - |
| 0.1750 | 2440 | 0.9839 | - | - | - |
| 0.1757 | 2450 | 0.9619 | - | - | - |
| 0.1765 | 2460 | 0.937 | - | - | - |
| 0.1772 | 2470 | 0.8549 | - | - | - |
| 0.1779 | 2480 | 0.9377 | - | - | - |
| 0.1786 | 2490 | 0.8928 | - | - | - |
| 0.1793 | 2500 | 0.8883 | - | - | - |
| 0.1800 | 2510 | 0.9459 | - | - | - |
| 0.1808 | 2520 | 0.8577 | - | - | - |
| 0.1815 | 2530 | 0.8096 | - | - | - |
| 0.1822 | 2540 | 0.8988 | - | - | - |
| 0.1829 | 2550 | 0.9359 | - | - | - |
| 0.1836 | 2560 | 0.944 | - | - | - |
| 0.1843 | 2570 | 0.9284 | - | - | - |
| 0.1851 | 2580 | 0.8583 | - | - | - |
| 0.1858 | 2590 | 0.8604 | - | - | - |
| 0.1865 | 2600 | 0.9531 | - | - | - |
| 0.1872 | 2610 | 0.9074 | - | - | - |
| 0.1879 | 2620 | 0.8655 | - | - | - |
| 0.1887 | 2630 | 0.9546 | - | - | - |
| 0.1894 | 2640 | 0.9259 | - | - | - |
| 0.1901 | 2650 | 0.945 | - | - | - |
| 0.1908 | 2660 | 0.861 | - | - | - |
| 0.1915 | 2670 | 0.8892 | - | - | - |
| 0.1922 | 2680 | 0.9798 | - | - | - |
| 0.1930 | 2690 | 0.8644 | - | - | - |
| 0.1937 | 2700 | 0.95 | - | - | - |
| 0.1944 | 2710 | 0.931 | - | - | - |
| 0.1951 | 2720 | 0.7496 | - | - | - |
| 0.1958 | 2730 | 0.8855 | - | - | - |
| 0.1965 | 2740 | 0.8926 | - | - | - |
| 0.1973 | 2750 | 0.8792 | - | - | - |
| 0.1980 | 2760 | 0.8397 | - | - | - |
| 0.1987 | 2770 | 0.9355 | - | - | - |
| 0.1994 | 2780 | 0.9362 | - | - | - |
| 0.2001 | 2790 | 0.8009 | - | - | - |
| 0.2008 | 2800 | 0.7962 | - | - | - |
| 0.2016 | 2810 | 0.8475 | - | - | - |
| 0.2023 | 2820 | 0.8982 | - | - | - |
| 0.2030 | 2830 | 0.8046 | - | - | - |
| 0.2037 | 2840 | 0.9624 | - | - | - |
| 0.2044 | 2850 | 0.8324 | - | - | - |
| 0.2052 | 2860 | 0.7491 | - | - | - |
| 0.2059 | 2870 | 0.9558 | - | - | - |
| 0.2066 | 2880 | 0.8514 | - | - | - |
| 0.2073 | 2890 | 0.7838 | - | - | - |
| 0.2080 | 2900 | 0.7808 | - | - | - |
| 0.2087 | 2910 | 1.0037 | - | - | - |
| 0.2095 | 2920 | 0.9283 | - | - | - |
| 0.2102 | 2930 | 0.8422 | - | - | - |
| 0.2109 | 2940 | 0.8594 | - | - | - |
| 0.2116 | 2950 | 0.8546 | - | - | - |
| 0.2123 | 2960 | 0.8496 | - | - | - |
| 0.2130 | 2970 | 0.845 | - | - | - |
| 0.2138 | 2980 | 0.7914 | - | - | - |
| 0.2145 | 2990 | 0.8316 | - | - | - |
| 0.2152 | 3000 | 0.8721 | - | - | - |
| 0.2159 | 3010 | 0.6566 | - | - | - |
| 0.2166 | 3020 | 0.8026 | - | - | - |
| 0.2173 | 3030 | 0.8237 | - | - | - |
| 0.2181 | 3040 | 0.8142 | - | - | - |
| 0.2188 | 3050 | 0.7932 | - | - | - |
| 0.2195 | 3060 | 0.8751 | - | - | - |
| 0.2202 | 3070 | 0.8583 | - | - | - |
| 0.2209 | 3080 | 0.8627 | - | - | - |
| 0.2216 | 3090 | 0.8593 | - | - | - |
| 0.2224 | 3100 | 0.8595 | - | - | - |
| 0.2231 | 3110 | 0.8371 | - | - | - |
| 0.2238 | 3120 | 0.8579 | - | - | - |
| 0.2245 | 3130 | 0.8658 | - | - | - |
| 0.2252 | 3140 | 0.7946 | - | - | - |
| 0.2260 | 3150 | 0.8652 | - | - | - |
| 0.2267 | 3160 | 0.7412 | - | - | - |
| 0.2274 | 3170 | 0.7563 | - | - | - |
| 0.2281 | 3180 | 0.9034 | - | - | - |
| 0.2288 | 3190 | 0.8193 | - | - | - |
| 0.2295 | 3200 | 0.8001 | - | - | - |
| 0.2303 | 3210 | 0.794 | - | - | - |
| 0.2310 | 3220 | 0.8222 | - | - | - |
| 0.2317 | 3230 | 0.8456 | - | - | - |
| 0.2324 | 3240 | 0.8093 | - | - | - |
| 0.2331 | 3250 | 0.7943 | - | - | - |
| 0.2338 | 3260 | 0.8158 | - | - | - |
| 0.2346 | 3270 | 0.8379 | - | - | - |
| 0.2353 | 3280 | 0.8711 | - | - | - |
| 0.2360 | 3290 | 0.8452 | - | - | - |
| 0.2367 | 3300 | 0.7533 | - | - | - |
| 0.2374 | 3310 | 0.8267 | - | - | - |
| 0.2381 | 3320 | 0.818 | - | - | - |
| 0.2389 | 3330 | 0.8427 | - | - | - |
| 0.2396 | 3340 | 0.7445 | - | - | - |
| 0.2403 | 3350 | 0.8246 | - | - | - |
| 0.2410 | 3360 | 0.8033 | - | - | - |
| 0.2417 | 3370 | 0.8017 | - | - | - |
| 0.2425 | 3380 | 0.7425 | - | - | - |
| 0.2432 | 3390 | 0.8606 | - | - | - |
| 0.2439 | 3400 | 0.7978 | - | - | - |
| 0.2446 | 3410 | 0.8827 | - | - | - |
| 0.2453 | 3420 | 0.7308 | - | - | - |
| 0.2460 | 3430 | 0.819 | - | - | - |
| 0.2468 | 3440 | 0.7908 | - | - | - |
| 0.2475 | 3450 | 0.7302 | - | - | - |
| 0.2482 | 3460 | 0.7982 | - | - | - |
| 0.2489 | 3470 | 0.8015 | - | - | - |
| 0.2496 | 3480 | 0.7676 | - | - | - |
| 0.2503 | 3490 | 0.8107 | - | - | - |
| 0.2511 | 3500 | 0.8125 | - | - | - |
| 0.2518 | 3510 | 0.8307 | - | - | - |
| 0.2525 | 3520 | 0.7488 | - | - | - |
| 0.2532 | 3530 | 0.92 | - | - | - |
| 0.2539 | 3540 | 0.6889 | - | - | - |
| 0.2546 | 3550 | 0.7914 | - | - | - |
| 0.2554 | 3560 | 0.7938 | - | - | - |
| 0.2561 | 3570 | 0.8257 | - | - | - |
| 0.2568 | 3580 | 0.7064 | - | - | - |
| 0.2575 | 3590 | 0.7717 | - | - | - |
| 0.2582 | 3600 | 0.631 | - | - | - |
| 0.2589 | 3610 | 0.8091 | - | - | - |
| 0.2597 | 3620 | 0.7559 | - | - | - |
| 0.2604 | 3630 | 0.7483 | - | - | - |
| 0.2611 | 3640 | 0.7886 | - | - | - |
| 0.2618 | 3650 | 0.6773 | - | - | - |
| 0.2625 | 3660 | 0.7352 | - | - | - |
| 0.2633 | 3670 | 0.8096 | - | - | - |
| 0.2640 | 3680 | 0.79 | - | - | - |
| 0.2647 | 3690 | 0.6886 | - | - | - |
| 0.2654 | 3700 | 0.7923 | - | - | - |
| 0.2661 | 3710 | 0.7476 | - | - | - |
| 0.2668 | 3720 | 0.8992 | - | - | - |
| 0.2676 | 3730 | 0.733 | - | - | - |
| 0.2683 | 3740 | 0.6898 | - | - | - |
| 0.2690 | 3750 | 0.7969 | - | - | - |
| 0.2697 | 3760 | 0.7556 | - | - | - |
| 0.2704 | 3770 | 0.786 | - | - | - |
| 0.2711 | 3780 | 0.827 | - | - | - |
| 0.2719 | 3790 | 0.75 | - | - | - |
| 0.2726 | 3800 | 0.7101 | - | - | - |
| 0.2733 | 3810 | 0.8142 | - | - | - |
| 0.2740 | 3820 | 0.7928 | - | - | - |
| 0.2747 | 3830 | 0.788 | - | - | - |
| 0.2754 | 3840 | 0.7075 | - | - | - |
| 0.2762 | 3850 | 0.695 | - | - | - |
| 0.2769 | 3860 | 0.7571 | - | - | - |
| 0.2776 | 3870 | 0.6798 | - | - | - |
| 0.2783 | 3880 | 0.8626 | - | - | - |
| 0.2790 | 3890 | 0.7438 | - | - | - |
| 0.2798 | 3900 | 0.7301 | - | - | - |
| 0.2805 | 3910 | 0.7628 | - | - | - |
| 0.2812 | 3920 | 0.726 | - | - | - |
| 0.2819 | 3930 | 0.7678 | - | - | - |
| 0.2826 | 3940 | 0.7113 | - | - | - |
| 0.2833 | 3950 | 0.723 | - | - | - |
| 0.2841 | 3960 | 0.771 | - | - | - |
| 0.2848 | 3970 | 0.787 | - | - | - |
| 0.2855 | 3980 | 0.6815 | - | - | - |
| 0.2862 | 3990 | 0.7384 | - | - | - |
| 0.2869 | 4000 | 0.7465 | - | - | - |
| 0.2876 | 4010 | 0.6722 | - | - | - |
| 0.2884 | 4020 | 0.7361 | - | - | - |
| 0.2891 | 4030 | 0.7149 | - | - | - |
| 0.2898 | 4040 | 0.773 | - | - | - |
| 0.2905 | 4050 | 0.7779 | - | - | - |
| 0.2912 | 4060 | 0.7116 | - | - | - |
| 0.2919 | 4070 | 0.6573 | - | - | - |
| 0.2927 | 4080 | 0.8571 | - | - | - |
| 0.2934 | 4090 | 0.7424 | - | - | - |
| 0.2941 | 4100 | 0.7404 | - | - | - |
| 0.2948 | 4110 | 0.7462 | - | - | - |
| 0.2955 | 4120 | 0.625 | - | - | - |
| 0.2962 | 4130 | 0.7387 | - | - | - |
| 0.2970 | 4140 | 0.7127 | - | - | - |
| 0.2977 | 4150 | 0.7645 | - | - | - |
| 0.2984 | 4160 | 0.7598 | - | - | - |
| 0.2991 | 4170 | 0.649 | - | - | - |
| 0.2998 | 4180 | 0.7683 | - | - | - |
| 0.3006 | 4190 | 0.6465 | - | - | - |
| 0.3013 | 4200 | 0.7598 | - | - | - |
| 0.3020 | 4210 | 0.7458 | - | - | - |
| 0.3027 | 4220 | 0.7207 | - | - | - |
| 0.3034 | 4230 | 0.6873 | - | - | - |
| 0.3041 | 4240 | 0.7018 | - | - | - |
| 0.3049 | 4250 | 0.7524 | - | - | - |
| 0.3056 | 4260 | 0.6823 | - | - | - |
| 0.3063 | 4270 | 0.5722 | - | - | - |
| 0.3070 | 4280 | 0.7361 | - | - | - |
| 0.3077 | 4290 | 0.7342 | - | - | - |
| 0.3084 | 4300 | 0.6414 | - | - | - |
| 0.3092 | 4310 | 0.6505 | - | - | - |
| 0.3099 | 4320 | 0.7799 | - | - | - |
| 0.3106 | 4330 | 0.7294 | - | - | - |
| 0.3113 | 4340 | 0.6403 | - | - | - |
| 0.3120 | 4350 | 0.7521 | - | - | - |
| 0.3125 | 4356 | - | 0.9868 | 0.7972 | - |
| 0.3127 | 4360 | 0.7467 | - | - | - |
| 0.3135 | 4370 | 0.7838 | - | - | - |
| 0.3142 | 4380 | 0.683 | - | - | - |
| 0.3149 | 4390 | 0.7511 | - | - | - |
| 0.3156 | 4400 | 0.6735 | - | - | - |
| 0.3163 | 4410 | 0.7084 | - | - | - |
| 0.3171 | 4420 | 0.7538 | - | - | - |
| 0.3178 | 4430 | 0.8077 | - | - | - |
| 0.3185 | 4440 | 0.7891 | - | - | - |
| 0.3192 | 4450 | 0.6701 | - | - | - |
| 0.3199 | 4460 | 0.7232 | - | - | - |
| 0.3206 | 4470 | 0.787 | - | - | - |
| 0.3214 | 4480 | 0.6689 | - | - | - |
| 0.3221 | 4490 | 0.7594 | - | - | - |
| 0.3228 | 4500 | 0.75 | - | - | - |
| 0.3235 | 4510 | 0.6784 | - | - | - |
| 0.3242 | 4520 | 0.7004 | - | - | - |
| 0.3249 | 4530 | 0.7308 | - | - | - |
| 0.3257 | 4540 | 0.752 | - | - | - |
| 0.3264 | 4550 | 0.7164 | - | - | - |
| 0.3271 | 4560 | 0.6964 | - | - | - |
| 0.3278 | 4570 | 0.7029 | - | - | - |
| 0.3285 | 4580 | 0.6584 | - | - | - |
| 0.3292 | 4590 | 0.6218 | - | - | - |
| 0.3300 | 4600 | 0.779 | - | - | - |
| 0.3307 | 4610 | 0.6442 | - | - | - |
| 0.3314 | 4620 | 0.6317 | - | - | - |
| 0.3321 | 4630 | 0.6734 | - | - | - |
| 0.3328 | 4640 | 0.7953 | - | - | - |
| 0.3335 | 4650 | 0.6617 | - | - | - |
| 0.3343 | 4660 | 0.6404 | - | - | - |
| 0.3350 | 4670 | 0.6407 | - | - | - |
| 0.3357 | 4680 | 0.6547 | - | - | - |
| 0.3364 | 4690 | 0.7249 | - | - | - |
| 0.3371 | 4700 | 0.7525 | - | - | - |
| 0.3379 | 4710 | 0.7395 | - | - | - |
| 0.3386 | 4720 | 0.6307 | - | - | - |
| 0.3393 | 4730 | 0.6092 | - | - | - |
| 0.3400 | 4740 | 0.6135 | - | - | - |
| 0.3407 | 4750 | 0.7408 | - | - | - |
| 0.3414 | 4760 | 0.6585 | - | - | - |
| 0.3422 | 4770 | 0.6396 | - | - | - |
| 0.3429 | 4780 | 0.6022 | - | - | - |
| 0.3436 | 4790 | 0.6295 | - | - | - |
| 0.3443 | 4800 | 0.8024 | - | - | - |
| 0.3450 | 4810 | 0.6866 | - | - | - |
| 0.3457 | 4820 | 0.5793 | - | - | - |
| 0.3465 | 4830 | 0.6637 | - | - | - |
| 0.3472 | 4840 | 0.6971 | - | - | - |
| 0.3479 | 4850 | 0.6391 | - | - | - |
| 0.3486 | 4860 | 0.7 | - | - | - |
| 0.3493 | 4870 | 0.6213 | - | - | - |
| 0.3500 | 4880 | 0.6752 | - | - | - |
| 0.3508 | 4890 | 0.6263 | - | - | - |
| 0.3515 | 4900 | 0.6575 | - | - | - |
| 0.3522 | 4910 | 0.6694 | - | - | - |
| 0.3529 | 4920 | 0.6498 | - | - | - |
| 0.3536 | 4930 | 0.6279 | - | - | - |
| 0.3544 | 4940 | 0.7128 | - | - | - |
| 0.3551 | 4950 | 0.6603 | - | - | - |
| 0.3558 | 4960 | 0.6351 | - | - | - |
| 0.3565 | 4970 | 0.6578 | - | - | - |
| 0.3572 | 4980 | 0.6546 | - | - | - |
| 0.3579 | 4990 | 0.7007 | - | - | - |
| 0.3587 | 5000 | 0.6485 | - | - | - |
| 0.3594 | 5010 | 0.6139 | - | - | - |
| 0.3601 | 5020 | 0.6885 | - | - | - |
| 0.3608 | 5030 | 0.6312 | - | - | - |
| 0.3615 | 5040 | 0.5633 | - | - | - |
| 0.3622 | 5050 | 0.6518 | - | - | - |
| 0.3630 | 5060 | 0.7098 | - | - | - |
| 0.3637 | 5070 | 0.583 | - | - | - |
| 0.3644 | 5080 | 0.5949 | - | - | - |
| 0.3651 | 5090 | 0.7185 | - | - | - |
| 0.3658 | 5100 | 0.6777 | - | - | - |
| 0.3665 | 5110 | 0.6809 | - | - | - |
| 0.3673 | 5120 | 0.6909 | - | - | - |
| 0.3680 | 5130 | 0.6251 | - | - | - |
| 0.3687 | 5140 | 0.6099 | - | - | - |
| 0.3694 | 5150 | 0.6659 | - | - | - |
| 0.3701 | 5160 | 0.6516 | - | - | - |
| 0.3708 | 5170 | 0.664 | - | - | - |
| 0.3716 | 5180 | 0.6589 | - | - | - |
| 0.3723 | 5190 | 0.6371 | - | - | - |
| 0.3730 | 5200 | 0.6692 | - | - | - |
| 0.3737 | 5210 | 0.6228 | - | - | - |
| 0.3744 | 5220 | 0.6432 | - | - | - |
| 0.3752 | 5230 | 0.6663 | - | - | - |
| 0.3759 | 5240 | 0.6402 | - | - | - |
| 0.3766 | 5250 | 0.5334 | - | - | - |
| 0.3773 | 5260 | 0.6676 | - | - | - |
| 0.3780 | 5270 | 0.6822 | - | - | - |
| 0.3787 | 5280 | 0.5719 | - | - | - |
| 0.3795 | 5290 | 0.6703 | - | - | - |
| 0.3802 | 5300 | 0.6444 | - | - | - |
| 0.3809 | 5310 | 0.6299 | - | - | - |
| 0.3816 | 5320 | 0.6906 | - | - | - |
| 0.3823 | 5330 | 0.5978 | - | - | - |
| 0.3830 | 5340 | 0.6278 | - | - | - |
| 0.3838 | 5350 | 0.6683 | - | - | - |
| 0.3845 | 5360 | 0.5997 | - | - | - |
| 0.3852 | 5370 | 0.6662 | - | - | - |
| 0.3859 | 5380 | 0.6641 | - | - | - |
| 0.3866 | 5390 | 0.6498 | - | - | - |
| 0.3873 | 5400 | 0.6363 | - | - | - |
| 0.3881 | 5410 | 0.6324 | - | - | - |
| 0.3888 | 5420 | 0.6702 | - | - | - |
| 0.3895 | 5430 | 0.6308 | - | - | - |
| 0.3902 | 5440 | 0.6571 | - | - | - |
| 0.3909 | 5450 | 0.6408 | - | - | - |
| 0.3917 | 5460 | 0.6606 | - | - | - |
| 0.3924 | 5470 | 0.6572 | - | - | - |
| 0.3931 | 5480 | 0.624 | - | - | - |
| 0.3938 | 5490 | 0.5959 | - | - | - |
| 0.3945 | 5500 | 0.5782 | - | - | - |
| 0.3952 | 5510 | 0.6109 | - | - | - |
| 0.3960 | 5520 | 0.6388 | - | - | - |
| 0.3967 | 5530 | 0.7233 | - | - | - |
| 0.3974 | 5540 | 0.6029 | - | - | - |
| 0.3981 | 5550 | 0.6285 | - | - | - |
| 0.3988 | 5560 | 0.6243 | - | - | - |
| 0.3995 | 5570 | 0.6196 | - | - | - |
| 0.4003 | 5580 | 0.579 | - | - | - |
| 0.4010 | 5590 | 0.5563 | - | - | - |
| 0.4017 | 5600 | 0.5994 | - | - | - |
| 0.4024 | 5610 | 0.6865 | - | - | - |
| 0.4031 | 5620 | 0.6909 | - | - | - |
| 0.4038 | 5630 | 0.6201 | - | - | - |
| 0.4046 | 5640 | 0.5478 | - | - | - |
| 0.4053 | 5650 | 0.6121 | - | - | - |
| 0.4060 | 5660 | 0.5546 | - | - | - |
| 0.4067 | 5670 | 0.6614 | - | - | - |
| 0.4074 | 5680 | 0.657 | - | - | - |
| 0.4081 | 5690 | 0.6096 | - | - | - |
| 0.4089 | 5700 | 0.6035 | - | - | - |
| 0.4096 | 5710 | 0.605 | - | - | - |
| 0.4103 | 5720 | 0.5959 | - | - | - |
| 0.4110 | 5730 | 0.6696 | - | - | - |
| 0.4117 | 5740 | 0.5671 | - | - | - |
| 0.4125 | 5750 | 0.6159 | - | - | - |
| 0.4132 | 5760 | 0.64 | - | - | - |
| 0.4139 | 5770 | 0.5673 | - | - | - |
| 0.4146 | 5780 | 0.6086 | - | - | - |
| 0.4153 | 5790 | 0.5885 | - | - | - |
| 0.4160 | 5800 | 0.5774 | - | - | - |
| 0.4168 | 5810 | 0.6652 | - | - | - |
| 0.4175 | 5820 | 0.7244 | - | - | - |
| 0.4182 | 5830 | 0.6169 | - | - | - |
| 0.4189 | 5840 | 0.612 | - | - | - |
| 0.4196 | 5850 | 0.6474 | - | - | - |
| 0.4203 | 5860 | 0.6296 | - | - | - |
| 0.4211 | 5870 | 0.6413 | - | - | - |
| 0.4218 | 5880 | 0.5958 | - | - | - |
| 0.4225 | 5890 | 0.7245 | - | - | - |
| 0.4232 | 5900 | 0.6638 | - | - | - |
| 0.4239 | 5910 | 0.6368 | - | - | - |
| 0.4246 | 5920 | 0.4921 | - | - | - |
| 0.4254 | 5930 | 0.5735 | - | - | - |
| 0.4261 | 5940 | 0.6299 | - | - | - |
| 0.4268 | 5950 | 0.6276 | - | - | - |
| 0.4275 | 5960 | 0.6121 | - | - | - |
| 0.4282 | 5970 | 0.6351 | - | - | - |
| 0.4290 | 5980 | 0.6644 | - | - | - |
| 0.4297 | 5990 | 0.5185 | - | - | - |
| 0.4304 | 6000 | 0.6165 | - | - | - |
| 0.4311 | 6010 | 0.6107 | - | - | - |
| 0.4318 | 6020 | 0.5443 | - | - | - |
| 0.4325 | 6030 | 0.6167 | - | - | - |
| 0.4333 | 6040 | 0.58 | - | - | - |
| 0.4340 | 6050 | 0.5833 | - | - | - |
| 0.4347 | 6060 | 0.6181 | - | - | - |
| 0.4354 | 6070 | 0.574 | - | - | - |
| 0.4361 | 6080 | 0.5628 | - | - | - |
| 0.4368 | 6090 | 0.6423 | - | - | - |
| 0.4376 | 6100 | 0.6041 | - | - | - |
| 0.4383 | 6110 | 0.596 | - | - | - |
| 0.4390 | 6120 | 0.5613 | - | - | - |
| 0.4397 | 6130 | 0.5559 | - | - | - |
| 0.4404 | 6140 | 0.64 | - | - | - |
| 0.4411 | 6150 | 0.5376 | - | - | - |
| 0.4419 | 6160 | 0.5798 | - | - | - |
| 0.4426 | 6170 | 0.5994 | - | - | - |
| 0.4433 | 6180 | 0.6344 | - | - | - |
| 0.4440 | 6190 | 0.6665 | - | - | - |
| 0.4447 | 6200 | 0.4965 | - | - | - |
| 0.4454 | 6210 | 0.5973 | - | - | - |
| 0.4462 | 6220 | 0.5608 | - | - | - |
| 0.4469 | 6230 | 0.6146 | - | - | - |
| 0.4476 | 6240 | 0.5945 | - | - | - |
| 0.4483 | 6250 | 0.5044 | - | - | - |
| 0.4490 | 6260 | 0.6034 | - | - | - |
| 0.4498 | 6270 | 0.6141 | - | - | - |
| 0.4505 | 6280 | 0.5858 | - | - | - |
| 0.4512 | 6290 | 0.5974 | - | - | - |
| 0.4519 | 6300 | 0.6554 | - | - | - |
| 0.4526 | 6310 | 0.5202 | - | - | - |
| 0.4533 | 6320 | 0.5724 | - | - | - |
| 0.4541 | 6330 | 0.6492 | - | - | - |
| 0.4548 | 6340 | 0.5159 | - | - | - |
| 0.4555 | 6350 | 0.5591 | - | - | - |
| 0.4562 | 6360 | 0.6472 | - | - | - |
| 0.4569 | 6370 | 0.6088 | - | - | - |
| 0.4576 | 6380 | 0.6208 | - | - | - |
| 0.4584 | 6390 | 0.6376 | - | - | - |
| 0.4591 | 6400 | 0.572 | - | - | - |
| 0.4598 | 6410 | 0.5349 | - | - | - |
| 0.4605 | 6420 | 0.5964 | - | - | - |
| 0.4612 | 6430 | 0.5505 | - | - | - |
| 0.4619 | 6440 | 0.6732 | - | - | - |
| 0.4627 | 6450 | 0.6193 | - | - | - |
| 0.4634 | 6460 | 0.5998 | - | - | - |
| 0.4641 | 6470 | 0.6722 | - | - | - |
| 0.4648 | 6480 | 0.562 | - | - | - |
| 0.4655 | 6490 | 0.6163 | - | - | - |
| 0.4663 | 6500 | 0.6194 | - | - | - |
| 0.4670 | 6510 | 0.6307 | - | - | - |
| 0.4677 | 6520 | 0.6048 | - | - | - |
| 0.4684 | 6530 | 0.6088 | - | - | - |
| 0.4687 | 6534 | - | 0.8857 | 0.8003 | - |
| 0.4691 | 6540 | 0.5555 | - | - | - |
| 0.4698 | 6550 | 0.5695 | - | - | - |
| 0.4706 | 6560 | 0.5297 | - | - | - |
| 0.4713 | 6570 | 0.5887 | - | - | - |
| 0.4720 | 6580 | 0.5488 | - | - | - |
| 0.4727 | 6590 | 0.5199 | - | - | - |
| 0.4734 | 6600 | 0.6172 | - | - | - |
| 0.4741 | 6610 | 0.6275 | - | - | - |
| 0.4749 | 6620 | 0.552 | - | - | - |
| 0.4756 | 6630 | 0.5625 | - | - | - |
| 0.4763 | 6640 | 0.6341 | - | - | - |
| 0.4770 | 6650 | 0.624 | - | - | - |
| 0.4777 | 6660 | 0.5949 | - | - | - |
| 0.4784 | 6670 | 0.592 | - | - | - |
| 0.4792 | 6680 | 0.63 | - | - | - |
| 0.4799 | 6690 | 0.539 | - | - | - |
| 0.4806 | 6700 | 0.4893 | - | - | - |
| 0.4813 | 6710 | 0.5384 | - | - | - |
| 0.4820 | 6720 | 0.6262 | - | - | - |
| 0.4827 | 6730 | 0.5817 | - | - | - |
| 0.4835 | 6740 | 0.5142 | - | - | - |
| 0.4842 | 6750 | 0.6155 | - | - | - |
| 0.4849 | 6760 | 0.6046 | - | - | - |
| 0.4856 | 6770 | 0.5208 | - | - | - |
| 0.4863 | 6780 | 0.5693 | - | - | - |
| 0.4871 | 6790 | 0.5925 | - | - | - |
| 0.4878 | 6800 | 0.5335 | - | - | - |
| 0.4885 | 6810 | 0.5036 | - | - | - |
| 0.4892 | 6820 | 0.6136 | - | - | - |
| 0.4899 | 6830 | 0.5461 | - | - | - |
| 0.4906 | 6840 | 0.5427 | - | - | - |
| 0.4914 | 6850 | 0.6388 | - | - | - |
| 0.4921 | 6860 | 0.5486 | - | - | - |
| 0.4928 | 6870 | 0.5807 | - | - | - |
| 0.4935 | 6880 | 0.5927 | - | - | - |
| 0.4942 | 6890 | 0.5138 | - | - | - |
| 0.4949 | 6900 | 0.5692 | - | - | - |
| 0.4957 | 6910 | 0.512 | - | - | - |
| 0.4964 | 6920 | 0.6018 | - | - | - |
| 0.4971 | 6930 | 0.5529 | - | - | - |
| 0.4978 | 6940 | 0.5709 | - | - | - |
| 0.4985 | 6950 | 0.5649 | - | - | - |
| 0.4992 | 6960 | 0.6347 | - | - | - |
| 0.5000 | 6970 | 0.6457 | - | - | - |
| 0.5007 | 6980 | 0.493 | - | - | - |
| 0.5014 | 6990 | 0.5897 | - | - | - |
| 0.5021 | 7000 | 0.5963 | - | - | - |
| 0.5028 | 7010 | 0.5828 | - | - | - |
| 0.5036 | 7020 | 0.4462 | - | - | - |
| 0.5043 | 7030 | 0.5167 | - | - | - |
| 0.5050 | 7040 | 0.6401 | - | - | - |
| 0.5057 | 7050 | 0.5416 | - | - | - |
| 0.5064 | 7060 | 0.5534 | - | - | - |
| 0.5071 | 7070 | 0.5706 | - | - | - |
| 0.5079 | 7080 | 0.6137 | - | - | - |
| 0.5086 | 7090 | 0.5938 | - | - | - |
| 0.5093 | 7100 | 0.5648 | - | - | - |
| 0.5100 | 7110 | 0.4971 | - | - | - |
| 0.5107 | 7120 | 0.604 | - | - | - |
| 0.5114 | 7130 | 0.5265 | - | - | - |
| 0.5122 | 7140 | 0.6485 | - | - | - |
| 0.5129 | 7150 | 0.4953 | - | - | - |
| 0.5136 | 7160 | 0.556 | - | - | - |
| 0.5143 | 7170 | 0.5575 | - | - | - |
| 0.5150 | 7180 | 0.5176 | - | - | - |
| 0.5157 | 7190 | 0.5259 | - | - | - |
| 0.5165 | 7200 | 0.6056 | - | - | - |
| 0.5172 | 7210 | 0.6033 | - | - | - |
| 0.5179 | 7220 | 0.5388 | - | - | - |
| 0.5186 | 7230 | 0.4771 | - | - | - |
| 0.5193 | 7240 | 0.5286 | - | - | - |
| 0.5200 | 7250 | 0.522 | - | - | - |
| 0.5208 | 7260 | 0.5192 | - | - | - |
| 0.5215 | 7270 | 0.4642 | - | - | - |
| 0.5222 | 7280 | 0.5815 | - | - | - |
| 0.5229 | 7290 | 0.5689 | - | - | - |
| 0.5236 | 7300 | 0.5474 | - | - | - |
| 0.5244 | 7310 | 0.5578 | - | - | - |
| 0.5251 | 7320 | 0.5625 | - | - | - |
| 0.5258 | 7330 | 0.5808 | - | - | - |
| 0.5265 | 7340 | 0.4624 | - | - | - |
| 0.5272 | 7350 | 0.5725 | - | - | - |
| 0.5279 | 7360 | 0.5179 | - | - | - |
| 0.5287 | 7370 | 0.5718 | - | - | - |
| 0.5294 | 7380 | 0.5296 | - | - | - |
| 0.5301 | 7390 | 0.6168 | - | - | - |
| 0.5308 | 7400 | 0.5107 | - | - | - |
| 0.5315 | 7410 | 0.4983 | - | - | - |
| 0.5322 | 7420 | 0.5214 | - | - | - |
| 0.5330 | 7430 | 0.6323 | - | - | - |
| 0.5337 | 7440 | 0.5855 | - | - | - |
| 0.5344 | 7450 | 0.4729 | - | - | - |
| 0.5351 | 7460 | 0.4938 | - | - | - |
| 0.5358 | 7470 | 0.553 | - | - | - |
| 0.5365 | 7480 | 0.5566 | - | - | - |
| 0.5373 | 7490 | 0.5617 | - | - | - |
| 0.5380 | 7500 | 0.5156 | - | - | - |
| 0.5387 | 7510 | 0.4875 | - | - | - |
| 0.5394 | 7520 | 0.5156 | - | - | - |
| 0.5401 | 7530 | 0.4714 | - | - | - |
| 0.5409 | 7540 | 0.4578 | - | - | - |
| 0.5416 | 7550 | 0.5131 | - | - | - |
| 0.5423 | 7560 | 0.5552 | - | - | - |
| 0.5430 | 7570 | 0.5136 | - | - | - |
| 0.5437 | 7580 | 0.4777 | - | - | - |
| 0.5444 | 7590 | 0.5379 | - | - | - |
| 0.5452 | 7600 | 0.6732 | - | - | - |
| 0.5459 | 7610 | 0.5154 | - | - | - |
| 0.5466 | 7620 | 0.5178 | - | - | - |
| 0.5473 | 7630 | 0.5495 | - | - | - |
| 0.5480 | 7640 | 0.5128 | - | - | - |
| 0.5487 | 7650 | 0.5204 | - | - | - |
| 0.5495 | 7660 | 0.5271 | - | - | - |
| 0.5502 | 7670 | 0.5384 | - | - | - |
| 0.5509 | 7680 | 0.6433 | - | - | - |
| 0.5516 | 7690 | 0.4918 | - | - | - |
| 0.5523 | 7700 | 0.4363 | - | - | - |
| 0.5530 | 7710 | 0.5323 | - | - | - |
| 0.5538 | 7720 | 0.5474 | - | - | - |
| 0.5545 | 7730 | 0.5893 | - | - | - |
| 0.5552 | 7740 | 0.5152 | - | - | - |
| 0.5559 | 7750 | 0.508 | - | - | - |
| 0.5566 | 7760 | 0.5241 | - | - | - |
| 0.5573 | 7770 | 0.533 | - | - | - |
| 0.5581 | 7780 | 0.5551 | - | - | - |
| 0.5588 | 7790 | 0.5938 | - | - | - |
| 0.5595 | 7800 | 0.5727 | - | - | - |
| 0.5602 | 7810 | 0.5684 | - | - | - |
| 0.5609 | 7820 | 0.4587 | - | - | - |
| 0.5617 | 7830 | 0.5074 | - | - | - |
| 0.5624 | 7840 | 0.5415 | - | - | - |
| 0.5631 | 7850 | 0.5848 | - | - | - |
| 0.5638 | 7860 | 0.5041 | - | - | - |
| 0.5645 | 7870 | 0.5171 | - | - | - |
| 0.5652 | 7880 | 0.4854 | - | - | - |
| 0.5660 | 7890 | 0.4966 | - | - | - |
| 0.5667 | 7900 | 0.5987 | - | - | - |
| 0.5674 | 7910 | 0.4858 | - | - | - |
| 0.5681 | 7920 | 0.5706 | - | - | - |
| 0.5688 | 7930 | 0.5498 | - | - | - |
| 0.5695 | 7940 | 0.5368 | - | - | - |
| 0.5703 | 7950 | 0.4902 | - | - | - |
| 0.5710 | 7960 | 0.5596 | - | - | - |
| 0.5717 | 7970 | 0.5445 | - | - | - |
| 0.5724 | 7980 | 0.5594 | - | - | - |
| 0.5731 | 7990 | 0.4938 | - | - | - |
| 0.5738 | 8000 | 0.5387 | - | - | - |
| 0.5746 | 8010 | 0.5252 | - | - | - |
| 0.5753 | 8020 | 0.4954 | - | - | - |
| 0.5760 | 8030 | 0.5151 | - | - | - |
| 0.5767 | 8040 | 0.4807 | - | - | - |
| 0.5774 | 8050 | 0.529 | - | - | - |
| 0.5782 | 8060 | 0.5128 | - | - | - |
| 0.5789 | 8070 | 0.5226 | - | - | - |
| 0.5796 | 8080 | 0.5176 | - | - | - |
| 0.5803 | 8090 | 0.5473 | - | - | - |
| 0.5810 | 8100 | 0.4694 | - | - | - |
| 0.5817 | 8110 | 0.6168 | - | - | - |
| 0.5825 | 8120 | 0.5293 | - | - | - |
| 0.5832 | 8130 | 0.4965 | - | - | - |
| 0.5839 | 8140 | 0.5242 | - | - | - |
| 0.5846 | 8150 | 0.544 | - | - | - |
| 0.5853 | 8160 | 0.5377 | - | - | - |
| 0.5860 | 8170 | 0.4485 | - | - | - |
| 0.5868 | 8180 | 0.5069 | - | - | - |
| 0.5875 | 8190 | 0.5158 | - | - | - |
| 0.5882 | 8200 | 0.4719 | - | - | - |
| 0.5889 | 8210 | 0.51 | - | - | - |
| 0.5896 | 8220 | 0.5616 | - | - | - |
| 0.5903 | 8230 | 0.5371 | - | - | - |
| 0.5911 | 8240 | 0.5196 | - | - | - |
| 0.5918 | 8250 | 0.5522 | - | - | - |
| 0.5925 | 8260 | 0.5521 | - | - | - |
| 0.5932 | 8270 | 0.5324 | - | - | - |
| 0.5939 | 8280 | 0.5127 | - | - | - |
| 0.5946 | 8290 | 0.5323 | - | - | - |
| 0.5954 | 8300 | 0.537 | - | - | - |
| 0.5961 | 8310 | 0.4763 | - | - | - |
| 0.5968 | 8320 | 0.5378 | - | - | - |
| 0.5975 | 8330 | 0.5467 | - | - | - |
| 0.5982 | 8340 | 0.4638 | - | - | - |
| 0.5990 | 8350 | 0.4969 | - | - | - |
| 0.5997 | 8360 | 0.4733 | - | - | - |
| 0.6004 | 8370 | 0.5341 | - | - | - |
| 0.6011 | 8380 | 0.5129 | - | - | - |
| 0.6018 | 8390 | 0.5206 | - | - | - |
| 0.6025 | 8400 | 0.5235 | - | - | - |
| 0.6033 | 8410 | 0.5429 | - | - | - |
| 0.6040 | 8420 | 0.5091 | - | - | - |
| 0.6047 | 8430 | 0.4689 | - | - | - |
| 0.6054 | 8440 | 0.4554 | - | - | - |
| 0.6061 | 8450 | 0.5019 | - | - | - |
| 0.6068 | 8460 | 0.5153 | - | - | - |
| 0.6076 | 8470 | 0.6021 | - | - | - |
| 0.6083 | 8480 | 0.4634 | - | - | - |
| 0.6090 | 8490 | 0.4937 | - | - | - |
| 0.6097 | 8500 | 0.5063 | - | - | - |
| 0.6104 | 8510 | 0.516 | - | - | - |
| 0.6111 | 8520 | 0.5554 | - | - | - |
| 0.6119 | 8530 | 0.5347 | - | - | - |
| 0.6126 | 8540 | 0.5134 | - | - | - |
| 0.6133 | 8550 | 0.5225 | - | - | - |
| 0.6140 | 8560 | 0.4929 | - | - | - |
| 0.6147 | 8570 | 0.5203 | - | - | - |
| 0.6155 | 8580 | 0.497 | - | - | - |
| 0.6162 | 8590 | 0.5288 | - | - | - |
| 0.6169 | 8600 | 0.5209 | - | - | - |
| 0.6176 | 8610 | 0.507 | - | - | - |
| 0.6183 | 8620 | 0.5293 | - | - | - |
| 0.6190 | 8630 | 0.5167 | - | - | - |
| 0.6198 | 8640 | 0.5352 | - | - | - |
| 0.6205 | 8650 | 0.5578 | - | - | - |
| 0.6212 | 8660 | 0.5579 | - | - | - |
| 0.6219 | 8670 | 0.5713 | - | - | - |
| 0.6226 | 8680 | 0.4888 | - | - | - |
| 0.6233 | 8690 | 0.4801 | - | - | - |
| 0.6241 | 8700 | 0.4636 | - | - | - |
| 0.6248 | 8710 | 0.5466 | - | - | - |
| 0.6249 | 8712 | - | 0.8224 | 0.8066 | - |
| 0.6255 | 8720 | 0.5104 | - | - | - |
| 0.6262 | 8730 | 0.5216 | - | - | - |
| 0.6269 | 8740 | 0.5057 | - | - | - |
| 0.6276 | 8750 | 0.5063 | - | - | - |
| 0.6284 | 8760 | 0.4317 | - | - | - |
| 0.6291 | 8770 | 0.5023 | - | - | - |
| 0.6298 | 8780 | 0.496 | - | - | - |
| 0.6305 | 8790 | 0.5099 | - | - | - |
| 0.6312 | 8800 | 0.5356 | - | - | - |
| 0.6319 | 8810 | 0.5398 | - | - | - |
| 0.6327 | 8820 | 0.476 | - | - | - |
| 0.6334 | 8830 | 0.4993 | - | - | - |
| 0.6341 | 8840 | 0.4822 | - | - | - |
| 0.6348 | 8850 | 0.4718 | - | - | - |
| 0.6355 | 8860 | 0.4758 | - | - | - |
| 0.6363 | 8870 | 0.5065 | - | - | - |
| 0.6370 | 8880 | 0.5102 | - | - | - |
| 0.6377 | 8890 | 0.4447 | - | - | - |
| 0.6384 | 8900 | 0.546 | - | - | - |
| 0.6391 | 8910 | 0.5625 | - | - | - |
| 0.6398 | 8920 | 0.5806 | - | - | - |
| 0.6406 | 8930 | 0.514 | - | - | - |
| 0.6413 | 8940 | 0.4845 | - | - | - |
| 0.6420 | 8950 | 0.4617 | - | - | - |
| 0.6427 | 8960 | 0.5025 | - | - | - |
| 0.6434 | 8970 | 0.5104 | - | - | - |
| 0.6441 | 8980 | 0.482 | - | - | - |
| 0.6449 | 8990 | 0.4998 | - | - | - |
| 0.6456 | 9000 | 0.4729 | - | - | - |
| 0.6463 | 9010 | 0.5519 | - | - | - |
| 0.6470 | 9020 | 0.5465 | - | - | - |
| 0.6477 | 9030 | 0.4455 | - | - | - |
| 0.6484 | 9040 | 0.4705 | - | - | - |
| 0.6492 | 9050 | 0.4455 | - | - | - |
| 0.6499 | 9060 | 0.5809 | - | - | - |
| 0.6506 | 9070 | 0.4515 | - | - | - |
| 0.6513 | 9080 | 0.5331 | - | - | - |
| 0.6520 | 9090 | 0.4467 | - | - | - |
| 0.6528 | 9100 | 0.4606 | - | - | - |
| 0.6535 | 9110 | 0.5086 | - | - | - |
| 0.6542 | 9120 | 0.4944 | - | - | - |
| 0.6549 | 9130 | 0.5332 | - | - | - |
| 0.6556 | 9140 | 0.5077 | - | - | - |
| 0.6563 | 9150 | 0.4812 | - | - | - |
| 0.6571 | 9160 | 0.5507 | - | - | - |
| 0.6578 | 9170 | 0.4836 | - | - | - |
| 0.6585 | 9180 | 0.4651 | - | - | - |
| 0.6592 | 9190 | 0.5284 | - | - | - |
| 0.6599 | 9200 | 0.4636 | - | - | - |
| 0.6606 | 9210 | 0.5041 | - | - | - |
| 0.6614 | 9220 | 0.418 | - | - | - |
| 0.6621 | 9230 | 0.4231 | - | - | - |
| 0.6628 | 9240 | 0.4677 | - | - | - |
| 0.6635 | 9250 | 0.523 | - | - | - |
| 0.6642 | 9260 | 0.495 | - | - | - |
| 0.6649 | 9270 | 0.4729 | - | - | - |
| 0.6657 | 9280 | 0.4469 | - | - | - |
| 0.6664 | 9290 | 0.4068 | - | - | - |
| 0.6671 | 9300 | 0.4954 | - | - | - |
| 0.6678 | 9310 | 0.4387 | - | - | - |
| 0.6685 | 9320 | 0.4104 | - | - | - |
| 0.6692 | 9330 | 0.4212 | - | - | - |
| 0.6700 | 9340 | 0.5106 | - | - | - |
| 0.6707 | 9350 | 0.4879 | - | - | - |
| 0.6714 | 9360 | 0.4934 | - | - | - |
| 0.6721 | 9370 | 0.5037 | - | - | - |
| 0.6728 | 9380 | 0.4081 | - | - | - |
| 0.6736 | 9390 | 0.4473 | - | - | - |
| 0.6743 | 9400 | 0.4908 | - | - | - |
| 0.6750 | 9410 | 0.5625 | - | - | - |
| 0.6757 | 9420 | 0.5785 | - | - | - |
| 0.6764 | 9430 | 0.5401 | - | - | - |
| 0.6771 | 9440 | 0.4242 | - | - | - |
| 0.6779 | 9450 | 0.4898 | - | - | - |
| 0.6786 | 9460 | 0.435 | - | - | - |
| 0.6793 | 9470 | 0.4314 | - | - | - |
| 0.6800 | 9480 | 0.4553 | - | - | - |
| 0.6807 | 9490 | 0.5175 | - | - | - |
| 0.6814 | 9500 | 0.4092 | - | - | - |
| 0.6822 | 9510 | 0.4513 | - | - | - |
| 0.6829 | 9520 | 0.4797 | - | - | - |
| 0.6836 | 9530 | 0.5147 | - | - | - |
| 0.6843 | 9540 | 0.4793 | - | - | - |
| 0.6850 | 9550 | 0.4406 | - | - | - |
| 0.6857 | 9560 | 0.4882 | - | - | - |
| 0.6865 | 9570 | 0.5474 | - | - | - |
| 0.6872 | 9580 | 0.5141 | - | - | - |
| 0.6879 | 9590 | 0.4602 | - | - | - |
| 0.6886 | 9600 | 0.4935 | - | - | - |
| 0.6893 | 9610 | 0.4411 | - | - | - |
| 0.6901 | 9620 | 0.4962 | - | - | - |
| 0.6908 | 9630 | 0.4408 | - | - | - |
| 0.6915 | 9640 | 0.5038 | - | - | - |
| 0.6922 | 9650 | 0.4907 | - | - | - |
| 0.6929 | 9660 | 0.4232 | - | - | - |
| 0.6936 | 9670 | 0.4522 | - | - | - |
| 0.6944 | 9680 | 0.41 | - | - | - |
| 0.6951 | 9690 | 0.4946 | - | - | - |
| 0.6958 | 9700 | 0.4476 | - | - | - |
| 0.6965 | 9710 | 0.516 | - | - | - |
| 0.6972 | 9720 | 0.4733 | - | - | - |
| 0.6979 | 9730 | 0.4614 | - | - | - |
| 0.6987 | 9740 | 0.3978 | - | - | - |
| 0.6994 | 9750 | 0.5053 | - | - | - |
| 0.7001 | 9760 | 0.5595 | - | - | - |
| 0.7008 | 9770 | 0.4486 | - | - | - |
| 0.7015 | 9780 | 0.5005 | - | - | - |
| 0.7022 | 9790 | 0.4225 | - | - | - |
| 0.7030 | 9800 | 0.5013 | - | - | - |
| 0.7037 | 9810 | 0.4477 | - | - | - |
| 0.7044 | 9820 | 0.4701 | - | - | - |
| 0.7051 | 9830 | 0.49 | - | - | - |
| 0.7058 | 9840 | 0.4581 | - | - | - |
| 0.7065 | 9850 | 0.4411 | - | - | - |
| 0.7073 | 9860 | 0.523 | - | - | - |
| 0.7080 | 9870 | 0.5018 | - | - | - |
| 0.7087 | 9880 | 0.4369 | - | - | - |
| 0.7094 | 9890 | 0.4481 | - | - | - |
| 0.7101 | 9900 | 0.4865 | - | - | - |
| 0.7109 | 9910 | 0.4814 | - | - | - |
| 0.7116 | 9920 | 0.5155 | - | - | - |
| 0.7123 | 9930 | 0.411 | - | - | - |
| 0.7130 | 9940 | 0.4613 | - | - | - |
| 0.7137 | 9950 | 0.444 | - | - | - |
| 0.7144 | 9960 | 0.4229 | - | - | - |
| 0.7152 | 9970 | 0.3818 | - | - | - |
| 0.7159 | 9980 | 0.4605 | - | - | - |
| 0.7166 | 9990 | 0.4462 | - | - | - |
| 0.7173 | 10000 | 0.4238 | - | - | - |
| 0.7180 | 10010 | 0.434 | - | - | - |
| 0.7187 | 10020 | 0.4647 | - | - | - |
| 0.7195 | 10030 | 0.4578 | - | - | - |
| 0.7202 | 10040 | 0.424 | - | - | - |
| 0.7209 | 10050 | 0.4705 | - | - | - |
| 0.7216 | 10060 | 0.4445 | - | - | - |
| 0.7223 | 10070 | 0.5135 | - | - | - |
| 0.7230 | 10080 | 0.41 | - | - | - |
| 0.7238 | 10090 | 0.44 | - | - | - |
| 0.7245 | 10100 | 0.4204 | - | - | - |
| 0.7252 | 10110 | 0.4657 | - | - | - |
| 0.7259 | 10120 | 0.468 | - | - | - |
| 0.7266 | 10130 | 0.4964 | - | - | - |
| 0.7274 | 10140 | 0.4993 | - | - | - |
| 0.7281 | 10150 | 0.4351 | - | - | - |
| 0.7288 | 10160 | 0.4347 | - | - | - |
| 0.7295 | 10170 | 0.3381 | - | - | - |
| 0.7302 | 10180 | 0.5415 | - | - | - |
| 0.7309 | 10190 | 0.4001 | - | - | - |
| 0.7317 | 10200 | 0.5359 | - | - | - |
| 0.7324 | 10210 | 0.4191 | - | - | - |
| 0.7331 | 10220 | 0.5139 | - | - | - |
| 0.7338 | 10230 | 0.4038 | - | - | - |
| 0.7345 | 10240 | 0.4754 | - | - | - |
| 0.7352 | 10250 | 0.4629 | - | - | - |
| 0.7360 | 10260 | 0.4581 | - | - | - |
| 0.7367 | 10270 | 0.3917 | - | - | - |
| 0.7374 | 10280 | 0.4575 | - | - | - |
| 0.7381 | 10290 | 0.4549 | - | - | - |
| 0.7388 | 10300 | 0.5175 | - | - | - |
| 0.7395 | 10310 | 0.4308 | - | - | - |
| 0.7403 | 10320 | 0.4396 | - | - | - |
| 0.7410 | 10330 | 0.506 | - | - | - |
| 0.7417 | 10340 | 0.5001 | - | - | - |
| 0.7424 | 10350 | 0.4761 | - | - | - |
| 0.7431 | 10360 | 0.4762 | - | - | - |
| 0.7438 | 10370 | 0.4796 | - | - | - |
| 0.7446 | 10380 | 0.4115 | - | - | - |
| 0.7453 | 10390 | 0.42 | - | - | - |
| 0.7460 | 10400 | 0.4872 | - | - | - |
| 0.7467 | 10410 | 0.4558 | - | - | - |
| 0.7474 | 10420 | 0.4399 | - | - | - |
| 0.7482 | 10430 | 0.4483 | - | - | - |
| 0.7489 | 10440 | 0.4172 | - | - | - |
| 0.7496 | 10450 | 0.4452 | - | - | - |
| 0.7503 | 10460 | 0.4153 | - | - | - |
| 0.7510 | 10470 | 0.4721 | - | - | - |
| 0.7517 | 10480 | 0.4941 | - | - | - |
| 0.7525 | 10490 | 0.4715 | - | - | - |
| 0.7532 | 10500 | 0.498 | - | - | - |
| 0.7539 | 10510 | 0.3506 | - | - | - |
| 0.7546 | 10520 | 0.4197 | - | - | - |
| 0.7553 | 10530 | 0.4125 | - | - | - |
| 0.7560 | 10540 | 0.4328 | - | - | - |
| 0.7568 | 10550 | 0.5102 | - | - | - |
| 0.7575 | 10560 | 0.3991 | - | - | - |
| 0.7582 | 10570 | 0.4378 | - | - | - |
| 0.7589 | 10580 | 0.466 | - | - | - |
| 0.7596 | 10590 | 0.4312 | - | - | - |
| 0.7603 | 10600 | 0.4249 | - | - | - |
| 0.7611 | 10610 | 0.3792 | - | - | - |
| 0.7618 | 10620 | 0.5206 | - | - | - |
| 0.7625 | 10630 | 0.5168 | - | - | - |
| 0.7632 | 10640 | 0.481 | - | - | - |
| 0.7639 | 10650 | 0.4632 | - | - | - |
| 0.7647 | 10660 | 0.3409 | - | - | - |
| 0.7654 | 10670 | 0.4891 | - | - | - |
| 0.7661 | 10680 | 0.4246 | - | - | - |
| 0.7668 | 10690 | 0.4763 | - | - | - |
| 0.7675 | 10700 | 0.4815 | - | - | - |
| 0.7682 | 10710 | 0.399 | - | - | - |
| 0.7690 | 10720 | 0.4272 | - | - | - |
| 0.7697 | 10730 | 0.4586 | - | - | - |
| 0.7704 | 10740 | 0.4231 | - | - | - |
| 0.7711 | 10750 | 0.3829 | - | - | - |
| 0.7718 | 10760 | 0.5181 | - | - | - |
| 0.7725 | 10770 | 0.4894 | - | - | - |
| 0.7733 | 10780 | 0.5098 | - | - | - |
| 0.7740 | 10790 | 0.5215 | - | - | - |
| 0.7747 | 10800 | 0.4637 | - | - | - |
| 0.7754 | 10810 | 0.3917 | - | - | - |
| 0.7761 | 10820 | 0.3441 | - | - | - |
| 0.7768 | 10830 | 0.4249 | - | - | - |
| 0.7776 | 10840 | 0.4442 | - | - | - |
| 0.7783 | 10850 | 0.4463 | - | - | - |
| 0.7790 | 10860 | 0.3829 | - | - | - |
| 0.7797 | 10870 | 0.4264 | - | - | - |
| 0.7804 | 10880 | 0.4512 | - | - | - |
| 0.7811 | 10890 | 0.3809 | 0.7688 | 0.8069 | - |
| 0.7819 | 10900 | 0.4447 | - | - | - |
| 0.7826 | 10910 | 0.4561 | - | - | - |
| 0.7833 | 10920 | 0.4434 | - | - | - |
| 0.7840 | 10930 | 0.3988 | - | - | - |
| 0.7847 | 10940 | 0.4622 | - | - | - |
| 0.7855 | 10950 | 0.4783 | - | - | - |
| 0.7862 | 10960 | 0.4139 | - | - | - |
| 0.7869 | 10970 | 0.4589 | - | - | - |
| 0.7876 | 10980 | 0.4697 | - | - | - |
| 0.7883 | 10990 | 0.443 | - | - | - |
| 0.7890 | 11000 | 0.4469 | - | - | - |
| 0.7898 | 11010 | 0.4428 | - | - | - |
| 0.7905 | 11020 | 0.4773 | - | - | - |
| 0.7912 | 11030 | 0.464 | - | - | - |
| 0.7919 | 11040 | 0.4289 | - | - | - |
| 0.7926 | 11050 | 0.4404 | - | - | - |
| 0.7933 | 11060 | 0.4808 | - | - | - |
| 0.7941 | 11070 | 0.4378 | - | - | - |
| 0.7948 | 11080 | 0.5612 | - | - | - |
| 0.7955 | 11090 | 0.4256 | - | - | - |
| 0.7962 | 11100 | 0.4124 | - | - | - |
| 0.7969 | 11110 | 0.3992 | - | - | - |
| 0.7976 | 11120 | 0.4104 | - | - | - |
| 0.7984 | 11130 | 0.5023 | - | - | - |
| 0.7991 | 11140 | 0.4849 | - | - | - |
| 0.7998 | 11150 | 0.4924 | - | - | - |
| 0.8005 | 11160 | 0.4554 | - | - | - |
| 0.8012 | 11170 | 0.4139 | - | - | - |
| 0.8020 | 11180 | 0.4228 | - | - | - |
| 0.8027 | 11190 | 0.4376 | - | - | - |
| 0.8034 | 11200 | 0.4341 | - | - | - |
| 0.8041 | 11210 | 0.4174 | - | - | - |
| 0.8048 | 11220 | 0.4935 | - | - | - |
| 0.8055 | 11230 | 0.4719 | - | - | - |
| 0.8063 | 11240 | 0.4347 | - | - | - |
| 0.8070 | 11250 | 0.4232 | - | - | - |
| 0.8077 | 11260 | 0.4341 | - | - | - |
| 0.8084 | 11270 | 0.4756 | - | - | - |
| 0.8091 | 11280 | 0.4161 | - | - | - |
| 0.8098 | 11290 | 0.4281 | - | - | - |
| 0.8106 | 11300 | 0.4067 | - | - | - |
| 0.8113 | 11310 | 0.4053 | - | - | - |
| 0.8120 | 11320 | 0.5421 | - | - | - |
| 0.8127 | 11330 | 0.4303 | - | - | - |
| 0.8134 | 11340 | 0.458 | - | - | - |
| 0.8141 | 11350 | 0.4362 | - | - | - |
| 0.8149 | 11360 | 0.3936 | - | - | - |
| 0.8156 | 11370 | 0.437 | - | - | - |
| 0.8163 | 11380 | 0.3638 | - | - | - |
| 0.8170 | 11390 | 0.4194 | - | - | - |
| 0.8177 | 11400 | 0.4276 | - | - | - |
| 0.8184 | 11410 | 0.4101 | - | - | - |
| 0.8192 | 11420 | 0.458 | - | - | - |
| 0.8199 | 11430 | 0.442 | - | - | - |
| 0.8206 | 11440 | 0.4359 | - | - | - |
| 0.8213 | 11450 | 0.4534 | - | - | - |
| 0.8220 | 11460 | 0.4688 | - | - | - |
| 0.8228 | 11470 | 0.4188 | - | - | - |
| 0.8235 | 11480 | 0.4292 | - | - | - |
| 0.8242 | 11490 | 0.4718 | - | - | - |
| 0.8249 | 11500 | 0.3786 | - | - | - |
| 0.8256 | 11510 | 0.4351 | - | - | - |
| 0.8263 | 11520 | 0.3869 | - | - | - |
| 0.8271 | 11530 | 0.4331 | - | - | - |
| 0.8278 | 11540 | 0.4696 | - | - | - |
| 0.8285 | 11550 | 0.4595 | - | - | - |
| 0.8292 | 11560 | 0.4335 | - | - | - |
| 0.8299 | 11570 | 0.4069 | - | - | - |
| 0.8306 | 11580 | 0.45 | - | - | - |
| 0.8314 | 11590 | 0.49 | - | - | - |
| 0.8321 | 11600 | 0.4664 | - | - | - |
| 0.8328 | 11610 | 0.4436 | - | - | - |
| 0.8335 | 11620 | 0.559 | - | - | - |
| 0.8342 | 11630 | 0.4535 | - | - | - |
| 0.8349 | 11640 | 0.4646 | - | - | - |
| 0.8357 | 11650 | 0.3551 | - | - | - |
| 0.8364 | 11660 | 0.4389 | - | - | - |
| 0.8371 | 11670 | 0.4897 | - | - | - |
| 0.8378 | 11680 | 0.4559 | - | - | - |
| 0.8385 | 11690 | 0.4397 | - | - | - |
| 0.8393 | 11700 | 0.3907 | - | - | - |
| 0.8400 | 11710 | 0.5208 | - | - | - |
| 0.8407 | 11720 | 0.4463 | - | - | - |
| 0.8414 | 11730 | 0.4028 | - | - | - |
| 0.8421 | 11740 | 0.3576 | - | - | - |
| 0.8428 | 11750 | 0.4087 | - | - | - |
| 0.8436 | 11760 | 0.3917 | - | - | - |
| 0.8443 | 11770 | 0.5077 | - | - | - |
| 0.8450 | 11780 | 0.4082 | - | - | - |
| 0.8457 | 11790 | 0.474 | - | - | - |
| 0.8464 | 11800 | 0.4174 | - | - | - |
| 0.8471 | 11810 | 0.3767 | - | - | - |
| 0.8479 | 11820 | 0.4821 | - | - | - |
| 0.8486 | 11830 | 0.4108 | - | - | - |
| 0.8493 | 11840 | 0.3639 | - | - | - |
| 0.8500 | 11850 | 0.4432 | - | - | - |
| 0.8507 | 11860 | 0.3886 | - | - | - |
| 0.8514 | 11870 | 0.4779 | - | - | - |
| 0.8522 | 11880 | 0.404 | - | - | - |
| 0.8529 | 11890 | 0.4651 | - | - | - |
| 0.8536 | 11900 | 0.4695 | - | - | - |
| 0.8543 | 11910 | 0.3713 | - | - | - |
| 0.8550 | 11920 | 0.4525 | - | - | - |
| 0.8557 | 11930 | 0.4531 | - | - | - |
| 0.8565 | 11940 | 0.4862 | - | - | - |
| 0.8572 | 11950 | 0.4772 | - | - | - |
| 0.8579 | 11960 | 0.424 | - | - | - |
| 0.8586 | 11970 | 0.3684 | - | - | - |
| 0.8593 | 11980 | 0.3982 | - | - | - |
| 0.8601 | 11990 | 0.4637 | - | - | - |
| 0.8608 | 12000 | 0.4752 | - | - | - |
| 0.8615 | 12010 | 0.4145 | - | - | - |
| 0.8622 | 12020 | 0.4236 | - | - | - |
| 0.8629 | 12030 | 0.4051 | - | - | - |
| 0.8636 | 12040 | 0.4203 | - | - | - |
| 0.8644 | 12050 | 0.3692 | - | - | - |
| 0.8651 | 12060 | 0.394 | - | - | - |
| 0.8658 | 12070 | 0.4427 | - | - | - |
| 0.8665 | 12080 | 0.4394 | - | - | - |
| 0.8672 | 12090 | 0.3222 | - | - | - |
| 0.8679 | 12100 | 0.3932 | - | - | - |
| 0.8687 | 12110 | 0.4082 | - | - | - |
| 0.8694 | 12120 | 0.4096 | - | - | - |
| 0.8701 | 12130 | 0.3993 | - | - | - |
| 0.8708 | 12140 | 0.4015 | - | - | - |
| 0.8715 | 12150 | 0.3619 | - | - | - |
| 0.8722 | 12160 | 0.4456 | - | - | - |
| 0.8730 | 12170 | 0.4571 | - | - | - |
| 0.8737 | 12180 | 0.4556 | - | - | - |
| 0.8744 | 12190 | 0.4558 | - | - | - |
| 0.8751 | 12200 | 0.4459 | - | - | - |
| 0.8758 | 12210 | 0.4515 | - | - | - |
| 0.8766 | 12220 | 0.4004 | - | - | - |
| 0.8773 | 12230 | 0.4654 | - | - | - |
| 0.8780 | 12240 | 0.4023 | - | - | - |
| 0.8787 | 12250 | 0.4333 | - | - | - |
| 0.8794 | 12260 | 0.4455 | - | - | - |
| 0.8801 | 12270 | 0.4145 | - | - | - |
| 0.8809 | 12280 | 0.3526 | - | - | - |
| 0.8816 | 12290 | 0.411 | - | - | - |
| 0.8823 | 12300 | 0.374 | - | - | - |
| 0.8830 | 12310 | 0.4718 | - | - | - |
| 0.8837 | 12320 | 0.401 | - | - | - |
| 0.8844 | 12330 | 0.4038 | - | - | - |
| 0.8852 | 12340 | 0.4706 | - | - | - |
| 0.8859 | 12350 | 0.4091 | - | - | - |
| 0.8866 | 12360 | 0.4187 | - | - | - |
| 0.8873 | 12370 | 0.4024 | - | - | - |
| 0.8880 | 12380 | 0.3695 | - | - | - |
| 0.8887 | 12390 | 0.3591 | - | - | - |
| 0.8895 | 12400 | 0.3335 | - | - | - |
| 0.8902 | 12410 | 0.3606 | - | - | - |
| 0.8909 | 12420 | 0.3709 | - | - | - |
| 0.8916 | 12430 | 0.3524 | - | - | - |
| 0.8923 | 12440 | 0.294 | - | - | - |
| 0.8930 | 12450 | 0.4481 | - | - | - |
| 0.8938 | 12460 | 0.402 | - | - | - |
| 0.8945 | 12470 | 0.4377 | - | - | - |
| 0.8952 | 12480 | 0.3799 | - | - | - |
| 0.8959 | 12490 | 0.431 | - | - | - |
| 0.8966 | 12500 | 0.4675 | - | - | - |
| 0.8974 | 12510 | 0.4373 | - | - | - |
| 0.8981 | 12520 | 0.314 | - | - | - |
| 0.8988 | 12530 | 0.4401 | - | - | - |
| 0.8995 | 12540 | 0.4617 | - | - | - |
| 0.9002 | 12550 | 0.4755 | - | - | - |
| 0.9009 | 12560 | 0.4238 | - | - | - |
| 0.9017 | 12570 | 0.3653 | - | - | - |
| 0.9024 | 12580 | 0.3693 | - | - | - |
| 0.9031 | 12590 | 0.4351 | - | - | - |
| 0.9038 | 12600 | 0.3866 | - | - | - |
| 0.9045 | 12610 | 0.4536 | - | - | - |
| 0.9052 | 12620 | 0.5173 | - | - | - |
| 0.9060 | 12630 | 0.5105 | - | - | - |
| 0.9067 | 12640 | 0.3794 | - | - | - |
| 0.9074 | 12650 | 0.404 | - | - | - |
| 0.9081 | 12660 | 0.4053 | - | - | - |
| 0.9088 | 12670 | 0.4064 | - | - | - |
| 0.9095 | 12680 | 0.4395 | - | - | - |
| 0.9103 | 12690 | 0.3785 | - | - | - |
| 0.9110 | 12700 | 0.4262 | - | - | - |
| 0.9117 | 12710 | 0.3822 | - | - | - |
| 0.9124 | 12720 | 0.3707 | - | - | - |
| 0.9131 | 12730 | 0.3777 | - | - | - |
| 0.9139 | 12740 | 0.4349 | - | - | - |
| 0.9146 | 12750 | 0.3646 | - | - | - |
| 0.9153 | 12760 | 0.4035 | - | - | - |
| 0.9160 | 12770 | 0.3438 | - | - | - |
| 0.9167 | 12780 | 0.337 | - | - | - |
| 0.9174 | 12790 | 0.3754 | - | - | - |
| 0.9182 | 12800 | 0.4289 | - | - | - |
| 0.9189 | 12810 | 0.467 | - | - | - |
| 0.9196 | 12820 | 0.4256 | - | - | - |
| 0.9203 | 12830 | 0.3679 | - | - | - |
| 0.9210 | 12840 | 0.3465 | - | - | - |
| 0.9217 | 12850 | 0.3643 | - | - | - |
| 0.9225 | 12860 | 0.354 | - | - | - |
| 0.9232 | 12870 | 0.4019 | - | - | - |
| 0.9239 | 12880 | 0.3729 | - | - | - |
| 0.9246 | 12890 | 0.3746 | - | - | - |
| 0.9253 | 12900 | 0.4627 | - | - | - |
| 0.9260 | 12910 | 0.3951 | - | - | - |
| 0.9268 | 12920 | 0.3693 | - | - | - |
| 0.9275 | 12930 | 0.4226 | - | - | - |
| 0.9282 | 12940 | 0.3942 | - | - | - |
| 0.9289 | 12950 | 0.4397 | - | - | - |
| 0.9296 | 12960 | 0.4165 | - | - | - |
| 0.9303 | 12970 | 0.3927 | - | - | - |
| 0.9311 | 12980 | 0.3793 | - | - | - |
| 0.9318 | 12990 | 0.4103 | - | - | - |
| 0.9325 | 13000 | 0.3728 | - | - | - |
| 0.9332 | 13010 | 0.3846 | - | - | - |
| 0.9339 | 13020 | 0.4065 | - | - | - |
| 0.9347 | 13030 | 0.3783 | - | - | - |
| 0.9354 | 13040 | 0.3783 | - | - | - |
| 0.9361 | 13050 | 0.4102 | - | - | - |
| 0.9368 | 13060 | 0.3836 | - | - | - |
| 0.9374 | 13068 | - | 0.7355 | 0.8072 | - |
| 0.9375 | 13070 | 0.3368 | - | - | - |
| 0.9382 | 13080 | 0.4058 | - | - | - |
| 0.9390 | 13090 | 0.5002 | - | - | - |
| 0.9397 | 13100 | 0.3993 | - | - | - |
| 0.9404 | 13110 | 0.4017 | - | - | - |
| 0.9411 | 13120 | 0.4148 | - | - | - |
| 0.9418 | 13130 | 0.3592 | - | - | - |
| 0.9425 | 13140 | 0.3963 | - | - | - |
| 0.9433 | 13150 | 0.3987 | - | - | - |
| 0.9440 | 13160 | 0.419 | - | - | - |
| 0.9447 | 13170 | 0.4185 | - | - | - |
| 0.9454 | 13180 | 0.4298 | - | - | - |
| 0.9461 | 13190 | 0.3671 | - | - | - |
| 0.9468 | 13200 | 0.3923 | - | - | - |
| 0.9476 | 13210 | 0.3999 | - | - | - |
| 0.9483 | 13220 | 0.3333 | - | - | - |
| 0.9490 | 13230 | 0.4123 | - | - | - |
| 0.9497 | 13240 | 0.4005 | - | - | - |
| 0.9504 | 13250 | 0.4017 | - | - | - |
| 0.9512 | 13260 | 0.3607 | - | - | - |
| 0.9519 | 13270 | 0.4122 | - | - | - |
| 0.9526 | 13280 | 0.3681 | - | - | - |
| 0.9533 | 13290 | 0.3403 | - | - | - |
| 0.9540 | 13300 | 0.4423 | - | - | - |
| 0.9547 | 13310 | 0.4315 | - | - | - |
| 0.9555 | 13320 | 0.4148 | - | - | - |
| 0.9562 | 13330 | 0.4654 | - | - | - |
| 0.9569 | 13340 | 0.4161 | - | - | - |
| 0.9576 | 13350 | 0.3704 | - | - | - |
| 0.9583 | 13360 | 0.3941 | - | - | - |
| 0.9590 | 13370 | 0.3545 | - | - | - |
| 0.9598 | 13380 | 0.3683 | - | - | - |
| 0.9605 | 13390 | 0.3908 | - | - | - |
| 0.9612 | 13400 | 0.3988 | - | - | - |
| 0.9619 | 13410 | 0.4066 | - | - | - |
| 0.9626 | 13420 | 0.413 | - | - | - |
| 0.9633 | 13430 | 0.427 | - | - | - |
| 0.9641 | 13440 | 0.4173 | - | - | - |
| 0.9648 | 13450 | 0.3884 | - | - | - |
| 0.9655 | 13460 | 0.3745 | - | - | - |
| 0.9662 | 13470 | 0.3937 | - | - | - |
| 0.9669 | 13480 | 0.3334 | - | - | - |
| 0.9676 | 13490 | 0.3882 | - | - | - |
| 0.9684 | 13500 | 0.3987 | - | - | - |
| 0.9691 | 13510 | 0.4433 | - | - | - |
| 0.9698 | 13520 | 0.4267 | - | - | - |
| 0.9705 | 13530 | 0.4004 | - | - | - |
| 0.9712 | 13540 | 0.4384 | - | - | - |
| 0.9720 | 13550 | 0.4509 | - | - | - |
| 0.9727 | 13560 | 0.4531 | - | - | - |
| 0.9734 | 13570 | 0.3745 | - | - | - |
| 0.9741 | 13580 | 0.4051 | - | - | - |
| 0.9748 | 13590 | 0.3827 | - | - | - |
| 0.9755 | 13600 | 0.3747 | - | - | - |
| 0.9763 | 13610 | 0.3756 | - | - | - |
| 0.9770 | 13620 | 0.3712 | - | - | - |
| 0.9777 | 13630 | 0.4406 | - | - | - |
| 0.9784 | 13640 | 0.3874 | - | - | - |
| 0.9791 | 13650 | 0.3802 | - | - | - |
| 0.9798 | 13660 | 0.3969 | - | - | - |
| 0.9806 | 13670 | 0.418 | - | - | - |
| 0.9813 | 13680 | 0.4128 | - | - | - |
| 0.9820 | 13690 | 0.4676 | - | - | - |
| 0.9827 | 13700 | 0.3834 | - | - | - |
| 0.9834 | 13710 | 0.3687 | - | - | - |
| 0.9841 | 13720 | 0.4016 | - | - | - |
| 0.9849 | 13730 | 0.4197 | - | - | - |
| 0.9856 | 13740 | 0.3992 | - | - | - |
| 0.9863 | 13750 | 0.4337 | - | - | - |
| 0.9870 | 13760 | 0.3324 | - | - | - |
| 0.9877 | 13770 | 0.3119 | - | - | - |
| 0.9885 | 13780 | 0.3704 | - | - | - |
| 0.9892 | 13790 | 0.3604 | - | - | - |
| 0.9899 | 13800 | 0.4234 | - | - | - |
| 0.9906 | 13810 | 0.4262 | - | - | - |
| 0.9913 | 13820 | 0.4042 | - | - | - |
| 0.9920 | 13830 | 0.4085 | - | - | - |
| 0.9928 | 13840 | 0.4015 | - | - | - |
| 0.9935 | 13850 | 0.3746 | - | - | - |
| 0.9942 | 13860 | 0.451 | - | - | - |
| 0.9949 | 13870 | 0.4334 | - | - | - |
| 0.9956 | 13880 | 0.4162 | - | - | - |
| 0.9963 | 13890 | 0.4029 | - | - | - |
| 0.9971 | 13900 | 0.427 | - | - | - |
| 0.9978 | 13910 | 0.3278 | - | - | - |
| 0.9985 | 13920 | 0.4409 | - | - | - |
| 0.9992 | 13930 | 0.3603 | - | - | - |
| 0.9999 | 13940 | 0.4769 | - | - | - |
| 1.0 | 13941 | - | - | - | 0.7611 |
</details>
### Framework Versions
- Python: 3.11.2
- Sentence Transformers: 3.3.1
- Transformers: 4.46.1
- PyTorch: 2.4.0+cu121
- Accelerate: 1.0.1
- Datasets: 3.1.0
- Tokenizers: 0.20.3
## 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",
}
```
#### GISTEmbedLoss
```bibtex
@misc{solatorio2024gistembed,
title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning},
author={Aivin V. Solatorio},
year={2024},
eprint={2402.16829},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
```
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