sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:65749 loss:MultipleNegativesRankingLoss loss:ContrastiveLoss loss:CosineSimilarityLoss loss:TripletLoss en dataset:sentence-transformers/all-nli dataset:sentence-transformers/stsb dataset:sentence-transformers/quora-duplicates dataset:sentence-transformers/natural-questions arxiv:1908.10084 arxiv:1705.00652 arxiv:1703.07737 base_model:google-bert/bert-base-uncased base_model:finetune:google-bert/bert-base-uncased autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: google-bert/bert-base-uncased
datasets:
- sentence-transformers/all-nli
- sentence-transformers/stsb
- sentence-transformers/quora-duplicates
- sentence-transformers/natural-questions
language:
- en
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:65749
- loss:MultipleNegativesRankingLoss
- loss:ContrastiveLoss
- loss:CosineSimilarityLoss
- loss:TripletLoss
widget:
- source_sentence: Can a US President destroy a city with actions?
  sentences:
  - What are best kids educational games?
  - Can a US president destroy a city through actions?
  - Why do people ask questions on Quora that are just as, if not more than easier
    to, look up with a search engine?
- source_sentence: How would you handle stress people?
  sentences:
  - How do I handle stress with a parent?
  - Why do some people on QUORA ask questions that they can easily findout on Google?
  - How do I make a quick right decision?
- source_sentence: Two women playing field hockey on AstroTurf.
  sentences:
  - Women playing a game of field hockey.
  - The children are outside.
  - Women re-sod a field hockey field.
- source_sentence: A dog reaches to catch a ball with its mouth.
  sentences:
  - The dog is playing with a rope.
  - The dog is playing with a ball.
  - Someone holding their baby is smiling while sitting down.
- source_sentence: There is a very full description of the various types of hormone
    rooting compound here.
  sentences:
  - The least that can be said is that we must be born with the ability and 'knowledge'
    to learn.
  - It is meant to stimulate root growth - in particular to stimulate the creation
    of roots.
  - A person folds a piece of paper.
---

# SentenceTransformer based on google-bert/bert-base-uncased

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) on the [all-nli-pair](https://huggingface.co/datasets/sentence-transformers/all-nli), [all-nli-pair-class](https://huggingface.co/datasets/sentence-transformers/all-nli), [all-nli-pair-score](https://huggingface.co/datasets/sentence-transformers/all-nli), [all-nli-triplet](https://huggingface.co/datasets/sentence-transformers/all-nli), [stsb](https://huggingface.co/datasets/sentence-transformers/stsb), [quora](https://huggingface.co/datasets/sentence-transformers/quora-duplicates) and [natural-questions](https://huggingface.co/datasets/sentence-transformers/natural-questions) datasets. It maps sentences & paragraphs to a 768-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:** [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) <!-- at revision 86b5e0934494bd15c9632b12f734a8a67f723594 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
- **Training Datasets:**
    - [all-nli-pair](https://huggingface.co/datasets/sentence-transformers/all-nli)
    - [all-nli-pair-class](https://huggingface.co/datasets/sentence-transformers/all-nli)
    - [all-nli-pair-score](https://huggingface.co/datasets/sentence-transformers/all-nli)
    - [all-nli-triplet](https://huggingface.co/datasets/sentence-transformers/all-nli)
    - [stsb](https://huggingface.co/datasets/sentence-transformers/stsb)
    - [quora](https://huggingface.co/datasets/sentence-transformers/quora-duplicates)
    - [natural-questions](https://huggingface.co/datasets/sentence-transformers/natural-questions)
- **Language:** en
<!-- - **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': 768, '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("kh-li/bert-base-all-nli-stsb-quora-nq")
# Run inference
sentences = [
    'There is a very full description of the various types of hormone rooting compound here.',
    'It is meant to stimulate root growth - in particular to stimulate the creation of roots.',
    "The least that can be said is that we must be born with the ability and 'knowledge' to learn.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# 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.*
-->

<!--
## 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.*
-->

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### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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## Training Details

### Training Datasets

#### all-nli-pair

* Dataset: [all-nli-pair](https://huggingface.co/datasets/sentence-transformers/all-nli) at [d482672](https://huggingface.co/datasets/sentence-transformers/all-nli/tree/d482672c8e74ce18da116f430137434ba2e52fab)
* Size: 10,000 training samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                         |
  |:--------|:----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                           |
  | details | <ul><li>min: 5 tokens</li><li>mean: 17.03 tokens</li><li>max: 64 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 9.62 tokens</li><li>max: 31 tokens</li></ul> |
* Samples:
  | anchor                                                                     | positive                                         |
  |:---------------------------------------------------------------------------|:-------------------------------------------------|
  | <code>A person on a horse jumps over a broken down airplane.</code>        | <code>A person is outdoors, on a horse.</code>   |
  | <code>Children smiling and waving at camera</code>                         | <code>There are children present</code>          |
  | <code>A boy is jumping on skateboard in the middle of a red bridge.</code> | <code>The boy does a skateboarding trick.</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"
  }
  ```

#### all-nli-pair-class

* Dataset: [all-nli-pair-class](https://huggingface.co/datasets/sentence-transformers/all-nli) at [d482672](https://huggingface.co/datasets/sentence-transformers/all-nli/tree/d482672c8e74ce18da116f430137434ba2e52fab)
* Size: 10,000 training samples
* Columns: <code>premise</code>, <code>hypothesis</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | premise                                                                           | hypothesis                                                                       | label                                                              |
  |:--------|:----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                           | int                                                                |
  | details | <ul><li>min: 6 tokens</li><li>mean: 17.38 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 10.7 tokens</li><li>max: 31 tokens</li></ul> | <ul><li>0: ~33.40%</li><li>1: ~33.30%</li><li>2: ~33.30%</li></ul> |
* Samples:
  | premise                                                             | hypothesis                                                     | label          |
  |:--------------------------------------------------------------------|:---------------------------------------------------------------|:---------------|
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is training his horse for a competition.</code> | <code>1</code> |
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is at a diner, ordering an omelette.</code>     | <code>2</code> |
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is outdoors, on a horse.</code>                 | <code>0</code> |
* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
  ```json
  {
      "distance_metric": "SiameseDistanceMetric.COSINE_DISTANCE",
      "margin": 0.5,
      "size_average": true
  }
  ```

#### all-nli-pair-score

* Dataset: [all-nli-pair-score](https://huggingface.co/datasets/sentence-transformers/all-nli) at [d482672](https://huggingface.co/datasets/sentence-transformers/all-nli/tree/d482672c8e74ce18da116f430137434ba2e52fab)
* Size: 10,000 training samples
* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>score</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence1                                                                         | sentence2                                                                        | score                                                         |
  |:--------|:----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:--------------------------------------------------------------|
  | type    | string                                                                            | string                                                                           | float                                                         |
  | details | <ul><li>min: 6 tokens</li><li>mean: 17.38 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 10.7 tokens</li><li>max: 31 tokens</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.5</li><li>max: 1.0</li></ul> |
* Samples:
  | sentence1                                                           | sentence2                                                      | score            |
  |:--------------------------------------------------------------------|:---------------------------------------------------------------|:-----------------|
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is training his horse for a competition.</code> | <code>0.5</code> |
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is at a diner, ordering an omelette.</code>     | <code>0.0</code> |
  | <code>A person on a horse jumps over a broken down airplane.</code> | <code>A person is outdoors, on a horse.</code>                 | <code>1.0</code> |
* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
  ```json
  {
      "loss_fct": "torch.nn.modules.loss.MSELoss"
  }
  ```

#### all-nli-triplet

* Dataset: [all-nli-triplet](https://huggingface.co/datasets/sentence-transformers/all-nli) at [d482672](https://huggingface.co/datasets/sentence-transformers/all-nli/tree/d482672c8e74ce18da116f430137434ba2e52fab)
* Size: 10,000 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: 7 tokens</li><li>mean: 10.46 tokens</li><li>max: 46 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 12.81 tokens</li><li>max: 40 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 13.4 tokens</li><li>max: 50 tokens</li></ul> |
* Samples:
  | anchor                                                                     | positive                                         | negative                                                   |
  |:---------------------------------------------------------------------------|:-------------------------------------------------|:-----------------------------------------------------------|
  | <code>A person on a horse jumps over a broken down airplane.</code>        | <code>A person is outdoors, on a horse.</code>   | <code>A person is at a diner, ordering an omelette.</code> |
  | <code>Children smiling and waving at camera</code>                         | <code>There are children present</code>          | <code>The kids are frowning</code>                         |
  | <code>A boy is jumping on skateboard in the middle of a red bridge.</code> | <code>The boy does a skateboarding trick.</code> | <code>The boy skates down the sidewalk.</code>             |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
  ```json
  {
      "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
      "triplet_margin": 5
  }
  ```

#### stsb

* Dataset: [stsb](https://huggingface.co/datasets/sentence-transformers/stsb) at [ab7a5ac](https://huggingface.co/datasets/sentence-transformers/stsb/tree/ab7a5ac0e35aa22088bdcf23e7fd99b220e53308)
* Size: 5,749 training samples
* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>score</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence1                                                                        | sentence2                                                                        | score                                                          |
  |:--------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:---------------------------------------------------------------|
  | type    | string                                                                           | string                                                                           | float                                                          |
  | details | <ul><li>min: 6 tokens</li><li>mean: 10.0 tokens</li><li>max: 28 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 9.95 tokens</li><li>max: 25 tokens</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.54</li><li>max: 1.0</li></ul> |
* Samples:
  | sentence1                                                  | sentence2                                                             | score             |
  |:-----------------------------------------------------------|:----------------------------------------------------------------------|:------------------|
  | <code>A plane is taking off.</code>                        | <code>An air plane is taking off.</code>                              | <code>1.0</code>  |
  | <code>A man is playing a large flute.</code>               | <code>A man is playing a flute.</code>                                | <code>0.76</code> |
  | <code>A man is spreading shreded cheese on a pizza.</code> | <code>A man is spreading shredded cheese on an uncooked pizza.</code> | <code>0.76</code> |
* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
  ```json
  {
      "loss_fct": "torch.nn.modules.loss.MSELoss"
  }
  ```

#### quora

* Dataset: [quora](https://huggingface.co/datasets/sentence-transformers/quora-duplicates) at [451a485](https://huggingface.co/datasets/sentence-transformers/quora-duplicates/tree/451a4850bd141edb44ade1b5828c259abd762cdb)
* Size: 10,000 training samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                          |
  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                            |
  | details | <ul><li>min: 6 tokens</li><li>mean: 13.92 tokens</li><li>max: 42 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 14.09 tokens</li><li>max: 43 tokens</li></ul> |
* Samples:
  | anchor                                                                                              | positive                                                                                                |
  |:----------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------|
  | <code>Astrology: I am a Capricorn Sun Cap moon and cap rising...what does that say about me?</code> | <code>I'm a triple Capricorn (Sun, Moon and ascendant in Capricorn) What does this say about me?</code> |
  | <code>How can I be a good geologist?</code>                                                         | <code>What should I do to be a great geologist?</code>                                                  |
  | <code>How do I read and find my YouTube comments?</code>                                            | <code>How can I see all my Youtube comments?</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"
  }
  ```

#### natural-questions

* Dataset: [natural-questions](https://huggingface.co/datasets/sentence-transformers/natural-questions) at [f9e894e](https://huggingface.co/datasets/sentence-transformers/natural-questions/tree/f9e894e1081e206e577b4eaa9ee6de2b06ae6f17)
* Size: 10,000 training samples
* Columns: <code>query</code> and <code>answer</code>
* Approximate statistics based on the first 1000 samples:
  |         | query                                                                              | answer                                                                               |
  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                             | string                                                                               |
  | details | <ul><li>min: 10 tokens</li><li>mean: 11.74 tokens</li><li>max: 21 tokens</li></ul> | <ul><li>min: 17 tokens</li><li>mean: 135.66 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | query                                                           | answer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  |:----------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>when did richmond last play in a preliminary final</code> | <code>Richmond Football Club Richmond began 2017 with 5 straight wins, a feat it had not achieved since 1995. A series of close losses hampered the Tigers throughout the middle of the season, including a 5-point loss to the Western Bulldogs, 2-point loss to Fremantle, and a 3-point loss to the Giants. Richmond ended the season strongly with convincing victories over Fremantle and St Kilda in the final two rounds, elevating the club to 3rd on the ladder. Richmond's first final of the season against the Cats at the MCG attracted a record qualifying final crowd of 95,028; the Tigers won by 51 points. Having advanced to the first preliminary finals for the first time since 2001, Richmond defeated Greater Western Sydney by 36 points in front of a crowd of 94,258 to progress to the Grand Final against Adelaide, their first Grand Final appearance since 1982. The attendance was 100,021, the largest crowd to a grand final since 1986. The Crows led at quarter time and led by as many as 13, but the Tigers took over the game as it progressed and scored seven straight goals at one point. They eventually would win by 48 points – 16.12 (108) to Adelaide's 8.12 (60) – to end their 37-year flag drought.[22] Dustin Martin also became the first player to win a Premiership medal, the Brownlow Medal and the Norm Smith Medal in the same season, while Damien Hardwick was named AFL Coaches Association Coach of the Year. Richmond's jump from 13th to premiers also marked the biggest jump from one AFL season to the next.</code> |
  | <code>who sang what in the world's come over you</code>         | <code>Jack Scott (singer) At the beginning of 1960, Scott again changed record labels, this time to Top Rank Records.[1] He then recorded four Billboard Hot 100 hits – "What in the World's Come Over You" (#5), "Burning Bridges" (#3) b/w "Oh Little One" (#34), and "It Only Happened Yesterday" (#38).[1] "What in the World's Come Over You" was Scott's second gold disc winner.[6] Scott continued to record and perform during the 1960s and 1970s.[1] His song "You're Just Gettin' Better" reached the country charts in 1974.[1] In May 1977, Scott recorded a Peel session for BBC Radio 1 disc jockey, John Peel.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
  | <code>who produces the most wool in the world</code>            | <code>Wool Global wool production is about 2 million tonnes per year, of which 60% goes into apparel. Wool comprises ca 3% of the global textile market, but its value is higher owing to dying and other modifications of the material.[1] Australia is a leading producer of wool which is mostly from Merino sheep but has been eclipsed by China in terms of total weight.[30] New Zealand (2016) is the third-largest producer of wool, and the largest producer of crossbred wool. Breeds such as Lincoln, Romney, Drysdale, and Elliotdale produce coarser fibers, and wool from these sheep is usually used for making carpets.</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"
  }
  ```

### Evaluation Datasets

#### all-nli-triplet

* Dataset: [all-nli-triplet](https://huggingface.co/datasets/sentence-transformers/all-nli) at [d482672](https://huggingface.co/datasets/sentence-transformers/all-nli/tree/d482672c8e74ce18da116f430137434ba2e52fab)
* Size: 6,584 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: 6 tokens</li><li>mean: 17.95 tokens</li><li>max: 63 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 9.78 tokens</li><li>max: 29 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 10.35 tokens</li><li>max: 29 tokens</li></ul> |
* Samples:
  | anchor                                                                                                                                                                         | positive                                                    | negative                                                |
  |:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------|:--------------------------------------------------------|
  | <code>Two women are embracing while holding to go packages.</code>                                                                                                             | <code>Two woman are holding packages.</code>                | <code>The men are fighting outside a deli.</code>       |
  | <code>Two young children in blue jerseys, one with the number 9 and one with the number 2 are standing on wooden steps in a bathroom and washing their hands in a sink.</code> | <code>Two kids in numbered jerseys wash their hands.</code> | <code>Two kids in jackets walk to school.</code>        |
  | <code>A man selling donuts to a customer during a world exhibition event held in the city of Angeles</code>                                                                    | <code>A man selling donuts to a customer.</code>            | <code>A woman drinks her coffee in a small cafe.</code> |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
  ```json
  {
      "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
      "triplet_margin": 5
  }
  ```

#### stsb

* Dataset: [stsb](https://huggingface.co/datasets/sentence-transformers/stsb) at [ab7a5ac](https://huggingface.co/datasets/sentence-transformers/stsb/tree/ab7a5ac0e35aa22088bdcf23e7fd99b220e53308)
* Size: 1,500 evaluation samples
* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>score</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence1                                                                        | sentence2                                                                         | score                                                          |
  |:--------|:---------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:---------------------------------------------------------------|
  | type    | string                                                                           | string                                                                            | float                                                          |
  | details | <ul><li>min: 5 tokens</li><li>mean: 15.1 tokens</li><li>max: 45 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 15.11 tokens</li><li>max: 53 tokens</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.47</li><li>max: 1.0</li></ul> |
* Samples:
  | sentence1                                         | sentence2                                             | score             |
  |:--------------------------------------------------|:------------------------------------------------------|:------------------|
  | <code>A man with a hard hat is dancing.</code>    | <code>A man wearing a hard hat is dancing.</code>     | <code>1.0</code>  |
  | <code>A young child is riding a horse.</code>     | <code>A child is riding a horse.</code>               | <code>0.95</code> |
  | <code>A man is feeding a mouse to a snake.</code> | <code>The man is feeding a mouse to the snake.</code> | <code>1.0</code>  |
* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
  ```json
  {
      "loss_fct": "torch.nn.modules.loss.MSELoss"
  }
  ```

#### quora

* Dataset: [quora](https://huggingface.co/datasets/sentence-transformers/quora-duplicates) at [451a485](https://huggingface.co/datasets/sentence-transformers/quora-duplicates/tree/451a4850bd141edb44ade1b5828c259abd762cdb)
* Size: 1,000 evaluation samples
* Columns: <code>anchor</code> and <code>positive</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                            | positive                                                                          |
  |:--------|:----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                            |
  | details | <ul><li>min: 6 tokens</li><li>mean: 14.05 tokens</li><li>max: 70 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 14.11 tokens</li><li>max: 49 tokens</li></ul> |
* Samples:
  | anchor                                                                      | positive                                                                        |
  |:----------------------------------------------------------------------------|:--------------------------------------------------------------------------------|
  | <code>What is your New Year resolution?</code>                              | <code>What can be my new year resolution for 2017?</code>                       |
  | <code>Should I buy the IPhone 6s or Samsung Galaxy s7?</code>               | <code>Which is better: the iPhone 6S Plus or the Samsung Galaxy S7 Edge?</code> |
  | <code>What are the differences between transgression and regression?</code> | <code>What is the difference between transgression and regression?</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"
  }
  ```

#### natural-questions

* Dataset: [natural-questions](https://huggingface.co/datasets/sentence-transformers/natural-questions) at [f9e894e](https://huggingface.co/datasets/sentence-transformers/natural-questions/tree/f9e894e1081e206e577b4eaa9ee6de2b06ae6f17)
* Size: 1,000 evaluation samples
* Columns: <code>query</code> and <code>answer</code>
* Approximate statistics based on the first 1000 samples:
  |         | query                                                                            | answer                                                                               |
  |:--------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                           | string                                                                               |
  | details | <ul><li>min: 9 tokens</li><li>mean: 11.8 tokens</li><li>max: 21 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 138.84 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | query                                                         | answer                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
  |:--------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>where does the waikato river begin and end</code>       | <code>Waikato River The Waikato River is the longest river in New Zealand, running for 425 kilometres (264Â mi) through the North Island. It rises in the eastern slopes of Mount Ruapehu, joining the Tongariro River system and flowing through Lake Taupo, New Zealand's largest lake. It then drains Taupo at the lake's northeastern edge, creates the Huka Falls, and flows northwest through the Waikato Plains. It empties into the Tasman Sea south of Auckland, at Port Waikato. It gives its name to the Waikato Region that surrounds the Waikato Plains. The present course of the river was largely formed about 17,000 years ago. Contributing factors were climate warming, forest being reestablished in the river headwaters and the deepening, rather than widening, of the existing river channel. The channel was gradually eroded as far up river as Piarere, leaving the old Hinuera channel high and dry.[2] The remains of the old river path can be clearly seen at Hinuera where the cliffs mark the ancient river edges. The river's main tributary is the Waipa River, which has its confluence with the Waikato at Ngaruawahia.</code> |
  | <code>what type of gas is produced during fermentation</code> | <code>Fermentation Fermentation reacts NADH with an endogenous, organic electron acceptor.[1] Usually this is pyruvate formed from sugar through glycolysis. The reaction produces NAD+ and an organic product, typical examples being ethanol, lactic acid, carbon dioxide, and hydrogen gas (H2). However, more exotic compounds can be produced by fermentation, such as butyric acid and acetone. Fermentation products contain chemical energy (they are not fully oxidized), but are considered waste products, since they cannot be metabolized further without the use of oxygen.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
  | <code>why was star wars episode iv released first</code>      | <code>Star Wars (film) Star Wars (later retitled Star Wars: Episode IV â€“ A New Hope) is a 1977 American epic space opera film written and directed by George Lucas. It is the first film in the original Star Wars trilogy and the beginning of the Star Wars franchise. Starring Mark Hamill, Harrison Ford, Carrie Fisher, Peter Cushing, Alec Guinness, David Prowse, James Earl Jones, Anthony Daniels, Kenny Baker, and Peter Mayhew, the film's plot focuses on the Rebel Alliance, led by Princess Leia (Fisher), and its attempt to destroy the Galactic Empire's space station, the Death Star. This conflict disrupts the isolated life of farmhand Luke Skywalker (Hamill), who inadvertently acquires two droids that possess stolen architectural plans for the Death Star. When the Empire begins a destructive search for the missing droids, Skywalker accompanies Jedi Master Obi-Wan Kenobi (Guinness) on a mission to return the plans to the Rebel Alliance and rescue Leia from her imprisonment by the Empire.</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`: epoch
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `learning_rate`: 2e-05
- `weight_decay`: 0.01

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `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`: 0.01
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 3
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `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`: 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
- `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`: False
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

### Training Logs
<details><summary>Click to expand</summary>

| Epoch  | Step  | Training Loss | quora loss | all-nli-triplet loss | natural-questions loss | stsb loss |
|:------:|:-----:|:-------------:|:----------:|:--------------------:|:----------------------:|:---------:|
| 0.0024 | 10    | 1.1198        | -          | -                    | -                      | -         |
| 0.0049 | 20    | 1.8886        | -          | -                    | -                      | -         |
| 0.0073 | 30    | 0.2303        | -          | -                    | -                      | -         |
| 0.0097 | 40    | 0.1287        | -          | -                    | -                      | -         |
| 0.0122 | 50    | 0.4993        | -          | -                    | -                      | -         |
| 0.0146 | 60    | 0.7388        | -          | -                    | -                      | -         |
| 0.0170 | 70    | 0.8465        | -          | -                    | -                      | -         |
| 0.0195 | 80    | 0.8701        | -          | -                    | -                      | -         |
| 0.0219 | 90    | 0.4349        | -          | -                    | -                      | -         |
| 0.0243 | 100   | 0.2214        | -          | -                    | -                      | -         |
| 0.0268 | 110   | 0.1308        | -          | -                    | -                      | -         |
| 0.0292 | 120   | 0.3163        | -          | -                    | -                      | -         |
| 0.0316 | 130   | 0.3892        | -          | -                    | -                      | -         |
| 0.0341 | 140   | 0.2641        | -          | -                    | -                      | -         |
| 0.0365 | 150   | 0.3359        | -          | -                    | -                      | -         |
| 0.0389 | 160   | 0.5498        | -          | -                    | -                      | -         |
| 0.0414 | 170   | 0.2354        | -          | -                    | -                      | -         |
| 0.0438 | 180   | 0.13          | -          | -                    | -                      | -         |
| 0.0462 | 190   | 0.2307        | -          | -                    | -                      | -         |
| 0.0487 | 200   | 0.1271        | -          | -                    | -                      | -         |
| 0.0511 | 210   | 0.064         | -          | -                    | -                      | -         |
| 0.0535 | 220   | 0.1842        | -          | -                    | -                      | -         |
| 0.0560 | 230   | 0.1626        | -          | -                    | -                      | -         |
| 0.0584 | 240   | 0.1869        | -          | -                    | -                      | -         |
| 0.0608 | 250   | 0.2147        | -          | -                    | -                      | -         |
| 0.0633 | 260   | 0.2534        | -          | -                    | -                      | -         |
| 0.0657 | 270   | 0.1005        | -          | -                    | -                      | -         |
| 0.0681 | 280   | 0.185         | -          | -                    | -                      | -         |
| 0.0706 | 290   | 0.1867        | -          | -                    | -                      | -         |
| 0.0730 | 300   | 0.1905        | -          | -                    | -                      | -         |
| 0.0754 | 310   | 0.2056        | -          | -                    | -                      | -         |
| 0.0779 | 320   | 0.2223        | -          | -                    | -                      | -         |
| 0.0803 | 330   | 0.1499        | -          | -                    | -                      | -         |
| 0.0827 | 340   | 0.107         | -          | -                    | -                      | -         |
| 0.0852 | 350   | 0.1481        | -          | -                    | -                      | -         |
| 0.0876 | 360   | 0.1723        | -          | -                    | -                      | -         |
| 0.0900 | 370   | 0.2387        | -          | -                    | -                      | -         |
| 0.0925 | 380   | 0.274         | -          | -                    | -                      | -         |
| 0.0949 | 390   | 0.1058        | -          | -                    | -                      | -         |
| 0.0973 | 400   | 0.2053        | -          | -                    | -                      | -         |
| 0.0998 | 410   | 0.1103        | -          | -                    | -                      | -         |
| 0.1022 | 420   | 0.1839        | -          | -                    | -                      | -         |
| 0.1046 | 430   | 0.2341        | -          | -                    | -                      | -         |
| 0.1071 | 440   | 0.2015        | -          | -                    | -                      | -         |
| 0.1095 | 450   | 0.1356        | -          | -                    | -                      | -         |
| 0.1119 | 460   | 0.0793        | -          | -                    | -                      | -         |
| 0.1144 | 470   | 0.2756        | -          | -                    | -                      | -         |
| 0.1168 | 480   | 0.0957        | -          | -                    | -                      | -         |
| 0.1192 | 490   | 0.2549        | -          | -                    | -                      | -         |
| 0.1217 | 500   | 0.1483        | -          | -                    | -                      | -         |
| 0.1241 | 510   | 0.2444        | -          | -                    | -                      | -         |
| 0.1265 | 520   | 0.1665        | -          | -                    | -                      | -         |
| 0.1290 | 530   | 0.1091        | -          | -                    | -                      | -         |
| 0.1314 | 540   | 0.1562        | -          | -                    | -                      | -         |
| 0.1338 | 550   | 0.2385        | -          | -                    | -                      | -         |
| 0.1363 | 560   | 0.2801        | -          | -                    | -                      | -         |
| 0.1387 | 570   | 0.2929        | -          | -                    | -                      | -         |
| 0.1411 | 580   | 0.2027        | -          | -                    | -                      | -         |
| 0.1436 | 590   | 0.1628        | -          | -                    | -                      | -         |
| 0.1460 | 600   | 0.1434        | -          | -                    | -                      | -         |
| 0.1484 | 610   | 0.1009        | -          | -                    | -                      | -         |
| 0.1509 | 620   | 0.2225        | -          | -                    | -                      | -         |
| 0.1533 | 630   | 0.1103        | -          | -                    | -                      | -         |
| 0.1557 | 640   | 0.1945        | -          | -                    | -                      | -         |
| 0.1582 | 650   | 0.096         | -          | -                    | -                      | -         |
| 0.1606 | 660   | 0.089         | -          | -                    | -                      | -         |
| 0.1630 | 670   | 0.1493        | -          | -                    | -                      | -         |
| 0.1655 | 680   | 0.1297        | -          | -                    | -                      | -         |
| 0.1679 | 690   | 0.0811        | -          | -                    | -                      | -         |
| 0.1703 | 700   | 0.1718        | -          | -                    | -                      | -         |
| 0.1727 | 710   | 0.1139        | -          | -                    | -                      | -         |
| 0.1752 | 720   | 0.2218        | -          | -                    | -                      | -         |
| 0.1776 | 730   | 0.1397        | -          | -                    | -                      | -         |
| 0.1800 | 740   | 0.1163        | -          | -                    | -                      | -         |
| 0.1825 | 750   | 0.1232        | -          | -                    | -                      | -         |
| 0.1849 | 760   | 0.1724        | -          | -                    | -                      | -         |
| 0.1873 | 770   | 0.051         | -          | -                    | -                      | -         |
| 0.1898 | 780   | 0.1442        | -          | -                    | -                      | -         |
| 0.1922 | 790   | 0.3022        | -          | -                    | -                      | -         |
| 0.1946 | 800   | 0.1056        | -          | -                    | -                      | -         |
| 0.1971 | 810   | 0.1798        | -          | -                    | -                      | -         |
| 0.1995 | 820   | 0.2234        | -          | -                    | -                      | -         |
| 0.2019 | 830   | 0.1251        | -          | -                    | -                      | -         |
| 0.2044 | 840   | 0.2053        | -          | -                    | -                      | -         |
| 0.2068 | 850   | 0.1332        | -          | -                    | -                      | -         |
| 0.2092 | 860   | 0.1611        | -          | -                    | -                      | -         |
| 0.2117 | 870   | 0.0685        | -          | -                    | -                      | -         |
| 0.2141 | 880   | 0.1434        | -          | -                    | -                      | -         |
| 0.2165 | 890   | 0.1516        | -          | -                    | -                      | -         |
| 0.2190 | 900   | 0.1158        | -          | -                    | -                      | -         |
| 0.2214 | 910   | 0.1235        | -          | -                    | -                      | -         |
| 0.2238 | 920   | 0.1113        | -          | -                    | -                      | -         |
| 0.2263 | 930   | 0.2258        | -          | -                    | -                      | -         |
| 0.2287 | 940   | 0.1003        | -          | -                    | -                      | -         |
| 0.2311 | 950   | 0.1943        | -          | -                    | -                      | -         |
| 0.2336 | 960   | 0.1338        | -          | -                    | -                      | -         |
| 0.2360 | 970   | 0.1892        | -          | -                    | -                      | -         |
| 0.2384 | 980   | 0.1784        | -          | -                    | -                      | -         |
| 0.2409 | 990   | 0.1379        | -          | -                    | -                      | -         |
| 0.2433 | 1000  | 0.1426        | -          | -                    | -                      | -         |
| 0.2457 | 1010  | 0.1536        | -          | -                    | -                      | -         |
| 0.2482 | 1020  | 0.118         | -          | -                    | -                      | -         |
| 0.2506 | 1030  | 0.1463        | -          | -                    | -                      | -         |
| 0.2530 | 1040  | 0.1821        | -          | -                    | -                      | -         |
| 0.2555 | 1050  | 0.1829        | -          | -                    | -                      | -         |
| 0.2579 | 1060  | 0.2086        | -          | -                    | -                      | -         |
| 0.2603 | 1070  | 0.1066        | -          | -                    | -                      | -         |
| 0.2628 | 1080  | 0.2072        | -          | -                    | -                      | -         |
| 0.2652 | 1090  | 0.0754        | -          | -                    | -                      | -         |
| 0.2676 | 1100  | 0.0863        | -          | -                    | -                      | -         |
| 0.2701 | 1110  | 0.0821        | -          | -                    | -                      | -         |
| 0.2725 | 1120  | 0.0978        | -          | -                    | -                      | -         |
| 0.2749 | 1130  | 0.093         | -          | -                    | -                      | -         |
| 0.2774 | 1140  | 0.0999        | -          | -                    | -                      | -         |
| 0.2798 | 1150  | 0.1242        | -          | -                    | -                      | -         |
| 0.2822 | 1160  | 0.1832        | -          | -                    | -                      | -         |
| 0.2847 | 1170  | 0.1515        | -          | -                    | -                      | -         |
| 0.2871 | 1180  | 0.187         | -          | -                    | -                      | -         |
| 0.2895 | 1190  | 0.1394        | -          | -                    | -                      | -         |
| 0.2920 | 1200  | 0.1922        | -          | -                    | -                      | -         |
| 0.2944 | 1210  | 0.1522        | -          | -                    | -                      | -         |
| 0.2968 | 1220  | 0.2439        | -          | -                    | -                      | -         |
| 0.2993 | 1230  | 0.0743        | -          | -                    | -                      | -         |
| 0.3017 | 1240  | 0.101         | -          | -                    | -                      | -         |
| 0.3041 | 1250  | 0.0736        | -          | -                    | -                      | -         |
| 0.3066 | 1260  | 0.1892        | -          | -                    | -                      | -         |
| 0.3090 | 1270  | 0.1031        | -          | -                    | -                      | -         |
| 0.3114 | 1280  | 0.1348        | -          | -                    | -                      | -         |
| 0.3139 | 1290  | 0.0839        | -          | -                    | -                      | -         |
| 0.3163 | 1300  | 0.104         | -          | -                    | -                      | -         |
| 0.3187 | 1310  | 0.1508        | -          | -                    | -                      | -         |
| 0.3212 | 1320  | 0.163         | -          | -                    | -                      | -         |
| 0.3236 | 1330  | 0.1057        | -          | -                    | -                      | -         |
| 0.3260 | 1340  | 0.0979        | -          | -                    | -                      | -         |
| 0.3285 | 1350  | 0.1521        | -          | -                    | -                      | -         |
| 0.3309 | 1360  | 0.0549        | -          | -                    | -                      | -         |
| 0.3333 | 1370  | 0.1038        | -          | -                    | -                      | -         |
| 0.3358 | 1380  | 0.1023        | -          | -                    | -                      | -         |
| 0.3382 | 1390  | 0.0543        | -          | -                    | -                      | -         |
| 0.3406 | 1400  | 0.1276        | -          | -                    | -                      | -         |
| 0.3431 | 1410  | 0.0705        | -          | -                    | -                      | -         |
| 0.3455 | 1420  | 0.1127        | -          | -                    | -                      | -         |
| 0.3479 | 1430  | 0.0737        | -          | -                    | -                      | -         |
| 0.3504 | 1440  | 0.066         | -          | -                    | -                      | -         |
| 0.3528 | 1450  | 0.0864        | -          | -                    | -                      | -         |
| 0.3552 | 1460  | 0.1299        | -          | -                    | -                      | -         |
| 0.3577 | 1470  | 0.1171        | -          | -                    | -                      | -         |
| 0.3601 | 1480  | 0.1578        | -          | -                    | -                      | -         |
| 0.3625 | 1490  | 0.0774        | -          | -                    | -                      | -         |
| 0.3650 | 1500  | 0.2007        | -          | -                    | -                      | -         |
| 0.3674 | 1510  | 0.1538        | -          | -                    | -                      | -         |
| 0.3698 | 1520  | 0.1343        | -          | -                    | -                      | -         |
| 0.3723 | 1530  | 0.0861        | -          | -                    | -                      | -         |
| 0.3747 | 1540  | 0.1305        | -          | -                    | -                      | -         |
| 0.3771 | 1550  | 0.3199        | -          | -                    | -                      | -         |
| 0.3796 | 1560  | 0.0887        | -          | -                    | -                      | -         |
| 0.3820 | 1570  | 0.1275        | -          | -                    | -                      | -         |
| 0.3844 | 1580  | 0.1526        | -          | -                    | -                      | -         |
| 0.3869 | 1590  | 0.1412        | -          | -                    | -                      | -         |
| 0.3893 | 1600  | 0.096         | -          | -                    | -                      | -         |
| 0.3917 | 1610  | 0.1666        | -          | -                    | -                      | -         |
| 0.3942 | 1620  | 0.1311        | -          | -                    | -                      | -         |
| 0.3966 | 1630  | 0.0828        | -          | -                    | -                      | -         |
| 0.3990 | 1640  | 0.0929        | -          | -                    | -                      | -         |
| 0.4015 | 1650  | 0.1271        | -          | -                    | -                      | -         |
| 0.4039 | 1660  | 0.0411        | -          | -                    | -                      | -         |
| 0.4063 | 1670  | 0.0848        | -          | -                    | -                      | -         |
| 0.4088 | 1680  | 0.2556        | -          | -                    | -                      | -         |
| 0.4112 | 1690  | 0.1273        | -          | -                    | -                      | -         |
| 0.4136 | 1700  | 0.1636        | -          | -                    | -                      | -         |
| 0.4161 | 1710  | 0.0851        | -          | -                    | -                      | -         |
| 0.4185 | 1720  | 0.1129        | -          | -                    | -                      | -         |
| 0.4209 | 1730  | 0.1433        | -          | -                    | -                      | -         |
| 0.4234 | 1740  | 0.1752        | -          | -                    | -                      | -         |
| 0.4258 | 1750  | 0.1049        | -          | -                    | -                      | -         |
| 0.4282 | 1760  | 0.1691        | -          | -                    | -                      | -         |
| 0.4307 | 1770  | 0.2687        | -          | -                    | -                      | -         |
| 0.4331 | 1780  | 0.1624        | -          | -                    | -                      | -         |
| 0.4355 | 1790  | 0.1654        | -          | -                    | -                      | -         |
| 0.4380 | 1800  | 0.1209        | -          | -                    | -                      | -         |
| 0.4404 | 1810  | 0.2127        | -          | -                    | -                      | -         |
| 0.4428 | 1820  | 0.0449        | -          | -                    | -                      | -         |
| 0.4453 | 1830  | 0.0906        | -          | -                    | -                      | -         |
| 0.4477 | 1840  | 0.1546        | -          | -                    | -                      | -         |
| 0.4501 | 1850  | 0.0938        | -          | -                    | -                      | -         |
| 0.4526 | 1860  | 0.1115        | -          | -                    | -                      | -         |
| 0.4550 | 1870  | 0.0864        | -          | -                    | -                      | -         |
| 0.4574 | 1880  | 0.1515        | -          | -                    | -                      | -         |
| 0.4599 | 1890  | 0.091         | -          | -                    | -                      | -         |
| 0.4623 | 1900  | 0.1496        | -          | -                    | -                      | -         |
| 0.4647 | 1910  | 0.1807        | -          | -                    | -                      | -         |
| 0.4672 | 1920  | 0.1351        | -          | -                    | -                      | -         |
| 0.4696 | 1930  | 0.114         | -          | -                    | -                      | -         |
| 0.4720 | 1940  | 0.1673        | -          | -                    | -                      | -         |
| 0.4745 | 1950  | 0.1655        | -          | -                    | -                      | -         |
| 0.4769 | 1960  | 0.0662        | -          | -                    | -                      | -         |
| 0.4793 | 1970  | 0.1377        | -          | -                    | -                      | -         |
| 0.4818 | 1980  | 0.0512        | -          | -                    | -                      | -         |
| 0.4842 | 1990  | 0.1399        | -          | -                    | -                      | -         |
| 0.4866 | 2000  | 0.1613        | -          | -                    | -                      | -         |
| 0.4891 | 2010  | 0.1326        | -          | -                    | -                      | -         |
| 0.4915 | 2020  | 0.1201        | -          | -                    | -                      | -         |
| 0.4939 | 2030  | 0.097         | -          | -                    | -                      | -         |
| 0.4964 | 2040  | 0.0788        | -          | -                    | -                      | -         |
| 0.4988 | 2050  | 0.1282        | -          | -                    | -                      | -         |
| 0.5012 | 2060  | 0.2038        | -          | -                    | -                      | -         |
| 0.5036 | 2070  | 0.1078        | -          | -                    | -                      | -         |
| 0.5061 | 2080  | 0.1594        | -          | -                    | -                      | -         |
| 0.5085 | 2090  | 0.1628        | -          | -                    | -                      | -         |
| 0.5109 | 2100  | 0.0744        | -          | -                    | -                      | -         |
| 0.5134 | 2110  | 0.1587        | -          | -                    | -                      | -         |
| 0.5158 | 2120  | 0.0573        | -          | -                    | -                      | -         |
| 0.5182 | 2130  | 0.1672        | -          | -                    | -                      | -         |
| 0.5207 | 2140  | 0.1139        | -          | -                    | -                      | -         |
| 0.5231 | 2150  | 0.1285        | -          | -                    | -                      | -         |
| 0.5255 | 2160  | 0.1538        | -          | -                    | -                      | -         |
| 0.5280 | 2170  | 0.1642        | -          | -                    | -                      | -         |
| 0.5304 | 2180  | 0.1012        | -          | -                    | -                      | -         |
| 0.5328 | 2190  | 0.0554        | -          | -                    | -                      | -         |
| 0.5353 | 2200  | 0.0656        | -          | -                    | -                      | -         |
| 0.5377 | 2210  | 0.1206        | -          | -                    | -                      | -         |
| 0.5401 | 2220  | 0.1164        | -          | -                    | -                      | -         |
| 0.5426 | 2230  | 0.1364        | -          | -                    | -                      | -         |
| 0.5450 | 2240  | 0.1188        | -          | -                    | -                      | -         |
| 0.5474 | 2250  | 0.0965        | -          | -                    | -                      | -         |
| 0.5499 | 2260  | 0.0789        | -          | -                    | -                      | -         |
| 0.5523 | 2270  | 0.0793        | -          | -                    | -                      | -         |
| 0.5547 | 2280  | 0.1205        | -          | -                    | -                      | -         |
| 0.5572 | 2290  | 0.089         | -          | -                    | -                      | -         |
| 0.5596 | 2300  | 0.1049        | -          | -                    | -                      | -         |
| 0.5620 | 2310  | 0.0989        | -          | -                    | -                      | -         |
| 0.5645 | 2320  | 0.1822        | -          | -                    | -                      | -         |
| 0.5669 | 2330  | 0.1367        | -          | -                    | -                      | -         |
| 0.5693 | 2340  | 0.1238        | -          | -                    | -                      | -         |
| 0.5718 | 2350  | 0.1383        | -          | -                    | -                      | -         |
| 0.5742 | 2360  | 0.184         | -          | -                    | -                      | -         |
| 0.5766 | 2370  | 0.1254        | -          | -                    | -                      | -         |
| 0.5791 | 2380  | 0.1046        | -          | -                    | -                      | -         |
| 0.5815 | 2390  | 0.1175        | -          | -                    | -                      | -         |
| 0.5839 | 2400  | 0.0698        | -          | -                    | -                      | -         |
| 0.5864 | 2410  | 0.111         | -          | -                    | -                      | -         |
| 0.5888 | 2420  | 0.115         | -          | -                    | -                      | -         |
| 0.5912 | 2430  | 0.1721        | -          | -                    | -                      | -         |
| 0.5937 | 2440  | 0.0904        | -          | -                    | -                      | -         |
| 0.5961 | 2450  | 0.1142        | -          | -                    | -                      | -         |
| 0.5985 | 2460  | 0.1021        | -          | -                    | -                      | -         |
| 0.6010 | 2470  | 0.0307        | -          | -                    | -                      | -         |
| 0.6034 | 2480  | 0.1495        | -          | -                    | -                      | -         |
| 0.6058 | 2490  | 0.1031        | -          | -                    | -                      | -         |
| 0.6083 | 2500  | 0.0951        | -          | -                    | -                      | -         |
| 0.6107 | 2510  | 0.0941        | -          | -                    | -                      | -         |
| 0.6131 | 2520  | 0.2231        | -          | -                    | -                      | -         |
| 0.6156 | 2530  | 0.1572        | -          | -                    | -                      | -         |
| 0.6180 | 2540  | 0.2004        | -          | -                    | -                      | -         |
| 0.6204 | 2550  | 0.0573        | -          | -                    | -                      | -         |
| 0.6229 | 2560  | 0.156         | -          | -                    | -                      | -         |
| 0.6253 | 2570  | 0.1244        | -          | -                    | -                      | -         |
| 0.6277 | 2580  | 0.0996        | -          | -                    | -                      | -         |
| 0.6302 | 2590  | 0.163         | -          | -                    | -                      | -         |
| 0.6326 | 2600  | 0.169         | -          | -                    | -                      | -         |
| 0.6350 | 2610  | 0.1593        | -          | -                    | -                      | -         |
| 0.6375 | 2620  | 0.098         | -          | -                    | -                      | -         |
| 0.6399 | 2630  | 0.1133        | -          | -                    | -                      | -         |
| 0.6423 | 2640  | 0.1267        | -          | -                    | -                      | -         |
| 0.6448 | 2650  | 0.1006        | -          | -                    | -                      | -         |
| 0.6472 | 2660  | 0.178         | -          | -                    | -                      | -         |
| 0.6496 | 2670  | 0.1124        | -          | -                    | -                      | -         |
| 0.6521 | 2680  | 0.0952        | -          | -                    | -                      | -         |
| 0.6545 | 2690  | 0.0726        | -          | -                    | -                      | -         |
| 0.6569 | 2700  | 0.1105        | -          | -                    | -                      | -         |
| 0.6594 | 2710  | 0.1675        | -          | -                    | -                      | -         |
| 0.6618 | 2720  | 0.1711        | -          | -                    | -                      | -         |
| 0.6642 | 2730  | 0.1481        | -          | -                    | -                      | -         |
| 0.6667 | 2740  | 0.1078        | -          | -                    | -                      | -         |
| 0.6691 | 2750  | 0.0981        | -          | -                    | -                      | -         |
| 0.6715 | 2760  | 0.115         | -          | -                    | -                      | -         |
| 0.6740 | 2770  | 0.0855        | -          | -                    | -                      | -         |
| 0.6764 | 2780  | 0.0657        | -          | -                    | -                      | -         |
| 0.6788 | 2790  | 0.0539        | -          | -                    | -                      | -         |
| 0.6813 | 2800  | 0.0766        | -          | -                    | -                      | -         |
| 0.6837 | 2810  | 0.1608        | -          | -                    | -                      | -         |
| 0.6861 | 2820  | 0.1263        | -          | -                    | -                      | -         |
| 0.6886 | 2830  | 0.0992        | -          | -                    | -                      | -         |
| 0.6910 | 2840  | 0.1147        | -          | -                    | -                      | -         |
| 0.6934 | 2850  | 0.1697        | -          | -                    | -                      | -         |
| 0.6959 | 2860  | 0.1602        | -          | -                    | -                      | -         |
| 0.6983 | 2870  | 0.083         | -          | -                    | -                      | -         |
| 0.7007 | 2880  | 0.1068        | -          | -                    | -                      | -         |
| 0.7032 | 2890  | 0.1074        | -          | -                    | -                      | -         |
| 0.7056 | 2900  | 0.0695        | -          | -                    | -                      | -         |
| 0.7080 | 2910  | 0.0529        | -          | -                    | -                      | -         |
| 0.7105 | 2920  | 0.1381        | -          | -                    | -                      | -         |
| 0.7129 | 2930  | 0.1418        | -          | -                    | -                      | -         |
| 0.7153 | 2940  | 0.1506        | -          | -                    | -                      | -         |
| 0.7178 | 2950  | 0.1069        | -          | -                    | -                      | -         |
| 0.7202 | 2960  | 0.147         | -          | -                    | -                      | -         |
| 0.7226 | 2970  | 0.1358        | -          | -                    | -                      | -         |
| 0.7251 | 2980  | 0.1592        | -          | -                    | -                      | -         |
| 0.7275 | 2990  | 0.1387        | -          | -                    | -                      | -         |
| 0.7299 | 3000  | 0.0886        | -          | -                    | -                      | -         |
| 0.7324 | 3010  | 0.149         | -          | -                    | -                      | -         |
| 0.7348 | 3020  | 0.1347        | -          | -                    | -                      | -         |
| 0.7372 | 3030  | 0.1022        | -          | -                    | -                      | -         |
| 0.7397 | 3040  | 0.0747        | -          | -                    | -                      | -         |
| 0.7421 | 3050  | 0.0839        | -          | -                    | -                      | -         |
| 0.7445 | 3060  | 0.1364        | -          | -                    | -                      | -         |
| 0.7470 | 3070  | 0.1191        | -          | -                    | -                      | -         |
| 0.7494 | 3080  | 0.0779        | -          | -                    | -                      | -         |
| 0.7518 | 3090  | 0.0654        | -          | -                    | -                      | -         |
| 0.7543 | 3100  | 0.0714        | -          | -                    | -                      | -         |
| 0.7567 | 3110  | 0.1154        | -          | -                    | -                      | -         |
| 0.7591 | 3120  | 0.0546        | -          | -                    | -                      | -         |
| 0.7616 | 3130  | 0.0548        | -          | -                    | -                      | -         |
| 0.7640 | 3140  | 0.0569        | -          | -                    | -                      | -         |
| 0.7664 | 3150  | 0.0964        | -          | -                    | -                      | -         |
| 0.7689 | 3160  | 0.0445        | -          | -                    | -                      | -         |
| 0.7713 | 3170  | 0.1362        | -          | -                    | -                      | -         |
| 0.7737 | 3180  | 0.1239        | -          | -                    | -                      | -         |
| 0.7762 | 3190  | 0.0981        | -          | -                    | -                      | -         |
| 0.7786 | 3200  | 0.0422        | -          | -                    | -                      | -         |
| 0.7810 | 3210  | 0.1282        | -          | -                    | -                      | -         |
| 0.7835 | 3220  | 0.0847        | -          | -                    | -                      | -         |
| 0.7859 | 3230  | 0.1134        | -          | -                    | -                      | -         |
| 0.7883 | 3240  | 0.1048        | -          | -                    | -                      | -         |
| 0.7908 | 3250  | 0.1091        | -          | -                    | -                      | -         |
| 0.7932 | 3260  | 0.0428        | -          | -                    | -                      | -         |
| 0.7956 | 3270  | 0.0632        | -          | -                    | -                      | -         |
| 0.7981 | 3280  | 0.0808        | -          | -                    | -                      | -         |
| 0.8005 | 3290  | 0.0604        | -          | -                    | -                      | -         |
| 0.8029 | 3300  | 0.1614        | -          | -                    | -                      | -         |
| 0.8054 | 3310  | 0.1604        | -          | -                    | -                      | -         |
| 0.8078 | 3320  | 0.0899        | -          | -                    | -                      | -         |
| 0.8102 | 3330  | 0.1097        | -          | -                    | -                      | -         |
| 0.8127 | 3340  | 0.1269        | -          | -                    | -                      | -         |
| 0.8151 | 3350  | 0.0738        | -          | -                    | -                      | -         |
| 0.8175 | 3360  | 0.0768        | -          | -                    | -                      | -         |
| 0.8200 | 3370  | 0.0752        | -          | -                    | -                      | -         |
| 0.8224 | 3380  | 0.1379        | -          | -                    | -                      | -         |
| 0.8248 | 3390  | 0.0877        | -          | -                    | -                      | -         |
| 0.8273 | 3400  | 0.1311        | -          | -                    | -                      | -         |
| 0.8297 | 3410  | 0.1109        | -          | -                    | -                      | -         |
| 0.8321 | 3420  | 0.1557        | -          | -                    | -                      | -         |
| 0.8345 | 3430  | 0.1509        | -          | -                    | -                      | -         |
| 0.8370 | 3440  | 0.0962        | -          | -                    | -                      | -         |
| 0.8394 | 3450  | 0.0631        | -          | -                    | -                      | -         |
| 0.8418 | 3460  | 0.0835        | -          | -                    | -                      | -         |
| 0.8443 | 3470  | 0.1488        | -          | -                    | -                      | -         |
| 0.8467 | 3480  | 0.0903        | -          | -                    | -                      | -         |
| 0.8491 | 3490  | 0.0927        | -          | -                    | -                      | -         |
| 0.8516 | 3500  | 0.1457        | -          | -                    | -                      | -         |
| 0.8540 | 3510  | 0.0775        | -          | -                    | -                      | -         |
| 0.8564 | 3520  | 0.1314        | -          | -                    | -                      | -         |
| 0.8589 | 3530  | 0.1528        | -          | -                    | -                      | -         |
| 0.8613 | 3540  | 0.0695        | -          | -                    | -                      | -         |
| 0.8637 | 3550  | 0.0673        | -          | -                    | -                      | -         |
| 0.8662 | 3560  | 0.1441        | -          | -                    | -                      | -         |
| 0.8686 | 3570  | 0.135         | -          | -                    | -                      | -         |
| 0.8710 | 3580  | 0.1595        | -          | -                    | -                      | -         |
| 0.8735 | 3590  | 0.1125        | -          | -                    | -                      | -         |
| 0.8759 | 3600  | 0.0709        | -          | -                    | -                      | -         |
| 0.8783 | 3610  | 0.1191        | -          | -                    | -                      | -         |
| 0.8808 | 3620  | 0.1614        | -          | -                    | -                      | -         |
| 0.8832 | 3630  | 0.086         | -          | -                    | -                      | -         |
| 0.8856 | 3640  | 0.0818        | -          | -                    | -                      | -         |
| 0.8881 | 3650  | 0.0544        | -          | -                    | -                      | -         |
| 0.8905 | 3660  | 0.0797        | -          | -                    | -                      | -         |
| 0.8929 | 3670  | 0.0691        | -          | -                    | -                      | -         |
| 0.8954 | 3680  | 0.0924        | -          | -                    | -                      | -         |
| 0.8978 | 3690  | 0.0572        | -          | -                    | -                      | -         |
| 0.9002 | 3700  | 0.0532        | -          | -                    | -                      | -         |
| 0.9027 | 3710  | 0.1519        | -          | -                    | -                      | -         |
| 0.9051 | 3720  | 0.0983        | -          | -                    | -                      | -         |
| 0.9075 | 3730  | 0.0772        | -          | -                    | -                      | -         |
| 0.9100 | 3740  | 0.18          | -          | -                    | -                      | -         |
| 0.9124 | 3750  | 0.0485        | -          | -                    | -                      | -         |
| 0.9148 | 3760  | 0.0872        | -          | -                    | -                      | -         |
| 0.9173 | 3770  | 0.1069        | -          | -                    | -                      | -         |
| 0.9197 | 3780  | 0.0657        | -          | -                    | -                      | -         |
| 0.9221 | 3790  | 0.1811        | -          | -                    | -                      | -         |
| 0.9246 | 3800  | 0.1038        | -          | -                    | -                      | -         |
| 0.9270 | 3810  | 0.087         | -          | -                    | -                      | -         |
| 0.9294 | 3820  | 0.1569        | -          | -                    | -                      | -         |
| 0.9319 | 3830  | 0.0404        | -          | -                    | -                      | -         |
| 0.9343 | 3840  | 0.1468        | -          | -                    | -                      | -         |
| 0.9367 | 3850  | 0.0974        | -          | -                    | -                      | -         |
| 0.9392 | 3860  | 0.1231        | -          | -                    | -                      | -         |
| 0.9416 | 3870  | 0.1511        | -          | -                    | -                      | -         |
| 0.9440 | 3880  | 0.0386        | -          | -                    | -                      | -         |
| 0.9465 | 3890  | 0.0918        | -          | -                    | -                      | -         |
| 0.9489 | 3900  | 0.0661        | -          | -                    | -                      | -         |
| 0.9513 | 3910  | 0.1355        | -          | -                    | -                      | -         |
| 0.9538 | 3920  | 0.1182        | -          | -                    | -                      | -         |
| 0.9562 | 3930  | 0.1254        | -          | -                    | -                      | -         |
| 0.9586 | 3940  | 0.1999        | -          | -                    | -                      | -         |
| 0.9611 | 3950  | 0.125         | -          | -                    | -                      | -         |
| 0.9635 | 3960  | 0.0303        | -          | -                    | -                      | -         |
| 0.9659 | 3970  | 0.1192        | -          | -                    | -                      | -         |
| 0.9684 | 3980  | 0.1182        | -          | -                    | -                      | -         |
| 0.9708 | 3990  | 0.1449        | -          | -                    | -                      | -         |
| 0.9732 | 4000  | 0.1387        | -          | -                    | -                      | -         |
| 0.9757 | 4010  | 0.077         | -          | -                    | -                      | -         |
| 0.9781 | 4020  | 0.1118        | -          | -                    | -                      | -         |
| 0.9805 | 4030  | 0.0567        | -          | -                    | -                      | -         |
| 0.9830 | 4040  | 0.0454        | -          | -                    | -                      | -         |
| 0.9854 | 4050  | 0.1179        | -          | -                    | -                      | -         |
| 0.9878 | 4060  | 0.0993        | -          | -                    | -                      | -         |
| 0.9903 | 4070  | 0.1377        | -          | -                    | -                      | -         |
| 0.9927 | 4080  | 0.1308        | -          | -                    | -                      | -         |
| 0.9951 | 4090  | 0.0982        | -          | -                    | -                      | -         |
| 0.9976 | 4100  | 0.1211        | -          | -                    | -                      | -         |
| 1.0    | 4110  | 0.2036        | 0.0136     | 2.3842               | 0.0331                 | 0.0606    |
| 1.0024 | 4120  | 0.1825        | -          | -                    | -                      | -         |
| 1.0049 | 4130  | 0.1088        | -          | -                    | -                      | -         |
| 1.0073 | 4140  | 0.1301        | -          | -                    | -                      | -         |
| 1.0097 | 4150  | 0.0549        | -          | -                    | -                      | -         |
| 1.0122 | 4160  | 0.0714        | -          | -                    | -                      | -         |
| 1.0146 | 4170  | 0.0743        | -          | -                    | -                      | -         |
| 1.0170 | 4180  | 0.0531        | -          | -                    | -                      | -         |
| 1.0195 | 4190  | 0.0749        | -          | -                    | -                      | -         |
| 1.0219 | 4200  | 0.0868        | -          | -                    | -                      | -         |
| 1.0243 | 4210  | 0.0544        | -          | -                    | -                      | -         |
| 1.0268 | 4220  | 0.0894        | -          | -                    | -                      | -         |
| 1.0292 | 4230  | 0.0971        | -          | -                    | -                      | -         |
| 1.0316 | 4240  | 0.0709        | -          | -                    | -                      | -         |
| 1.0341 | 4250  | 0.055         | -          | -                    | -                      | -         |
| 1.0365 | 4260  | 0.0386        | -          | -                    | -                      | -         |
| 1.0389 | 4270  | 0.1549        | -          | -                    | -                      | -         |
| 1.0414 | 4280  | 0.102         | -          | -                    | -                      | -         |
| 1.0438 | 4290  | 0.0422        | -          | -                    | -                      | -         |
| 1.0462 | 4300  | 0.0886        | -          | -                    | -                      | -         |
| 1.0487 | 4310  | 0.0583        | -          | -                    | -                      | -         |
| 1.0511 | 4320  | 0.0522        | -          | -                    | -                      | -         |
| 1.0535 | 4330  | 0.0478        | -          | -                    | -                      | -         |
| 1.0560 | 4340  | 0.0328        | -          | -                    | -                      | -         |
| 1.0584 | 4350  | 0.028         | -          | -                    | -                      | -         |
| 1.0608 | 4360  | 0.0129        | -          | -                    | -                      | -         |
| 1.0633 | 4370  | 0.084         | -          | -                    | -                      | -         |
| 1.0657 | 4380  | 0.0523        | -          | -                    | -                      | -         |
| 1.0681 | 4390  | 0.1178        | -          | -                    | -                      | -         |
| 1.0706 | 4400  | 0.0294        | -          | -                    | -                      | -         |
| 1.0730 | 4410  | 0.0648        | -          | -                    | -                      | -         |
| 1.0754 | 4420  | 0.0422        | -          | -                    | -                      | -         |
| 1.0779 | 4430  | 0.0922        | -          | -                    | -                      | -         |
| 1.0803 | 4440  | 0.0587        | -          | -                    | -                      | -         |
| 1.0827 | 4450  | 0.0554        | -          | -                    | -                      | -         |
| 1.0852 | 4460  | 0.0951        | -          | -                    | -                      | -         |
| 1.0876 | 4470  | 0.108         | -          | -                    | -                      | -         |
| 1.0900 | 4480  | 0.0677        | -          | -                    | -                      | -         |
| 1.0925 | 4490  | 0.0737        | -          | -                    | -                      | -         |
| 1.0949 | 4500  | 0.0447        | -          | -                    | -                      | -         |
| 1.0973 | 4510  | 0.0531        | -          | -                    | -                      | -         |
| 1.0998 | 4520  | 0.0605        | -          | -                    | -                      | -         |
| 1.1022 | 4530  | 0.0871        | -          | -                    | -                      | -         |
| 1.1046 | 4540  | 0.0718        | -          | -                    | -                      | -         |
| 1.1071 | 4550  | 0.0672        | -          | -                    | -                      | -         |
| 1.1095 | 4560  | 0.0829        | -          | -                    | -                      | -         |
| 1.1119 | 4570  | 0.0539        | -          | -                    | -                      | -         |
| 1.1144 | 4580  | 0.0751        | -          | -                    | -                      | -         |
| 1.1168 | 4590  | 0.0521        | -          | -                    | -                      | -         |
| 1.1192 | 4600  | 0.1046        | -          | -                    | -                      | -         |
| 1.1217 | 4610  | 0.0631        | -          | -                    | -                      | -         |
| 1.1241 | 4620  | 0.1142        | -          | -                    | -                      | -         |
| 1.1265 | 4630  | 0.0556        | -          | -                    | -                      | -         |
| 1.1290 | 4640  | 0.0398        | -          | -                    | -                      | -         |
| 1.1314 | 4650  | 0.0817        | -          | -                    | -                      | -         |
| 1.1338 | 4660  | 0.054         | -          | -                    | -                      | -         |
| 1.1363 | 4670  | 0.12          | -          | -                    | -                      | -         |
| 1.1387 | 4680  | 0.0762        | -          | -                    | -                      | -         |
| 1.1411 | 4690  | 0.0138        | -          | -                    | -                      | -         |
| 1.1436 | 4700  | 0.0777        | -          | -                    | -                      | -         |
| 1.1460 | 4710  | 0.0582        | -          | -                    | -                      | -         |
| 1.1484 | 4720  | 0.0721        | -          | -                    | -                      | -         |
| 1.1509 | 4730  | 0.104         | -          | -                    | -                      | -         |
| 1.1533 | 4740  | 0.087         | -          | -                    | -                      | -         |
| 1.1557 | 4750  | 0.0842        | -          | -                    | -                      | -         |
| 1.1582 | 4760  | 0.0416        | -          | -                    | -                      | -         |
| 1.1606 | 4770  | 0.0806        | -          | -                    | -                      | -         |
| 1.1630 | 4780  | 0.0588        | -          | -                    | -                      | -         |
| 1.1655 | 4790  | 0.0291        | -          | -                    | -                      | -         |
| 1.1679 | 4800  | 0.0638        | -          | -                    | -                      | -         |
| 1.1703 | 4810  | 0.0837        | -          | -                    | -                      | -         |
| 1.1727 | 4820  | 0.0702        | -          | -                    | -                      | -         |
| 1.1752 | 4830  | 0.0442        | -          | -                    | -                      | -         |
| 1.1776 | 4840  | 0.0528        | -          | -                    | -                      | -         |
| 1.1800 | 4850  | 0.0601        | -          | -                    | -                      | -         |
| 1.1825 | 4860  | 0.0344        | -          | -                    | -                      | -         |
| 1.1849 | 4870  | 0.0443        | -          | -                    | -                      | -         |
| 1.1873 | 4880  | 0.0383        | -          | -                    | -                      | -         |
| 1.1898 | 4890  | 0.0359        | -          | -                    | -                      | -         |
| 1.1922 | 4900  | 0.137         | -          | -                    | -                      | -         |
| 1.1946 | 4910  | 0.0451        | -          | -                    | -                      | -         |
| 1.1971 | 4920  | 0.0635        | -          | -                    | -                      | -         |
| 1.1995 | 4930  | 0.0927        | -          | -                    | -                      | -         |
| 1.2019 | 4940  | 0.0734        | -          | -                    | -                      | -         |
| 1.2044 | 4950  | 0.0839        | -          | -                    | -                      | -         |
| 1.2068 | 4960  | 0.1103        | -          | -                    | -                      | -         |
| 1.2092 | 4970  | 0.0715        | -          | -                    | -                      | -         |
| 1.2117 | 4980  | 0.0229        | -          | -                    | -                      | -         |
| 1.2141 | 4990  | 0.0237        | -          | -                    | -                      | -         |
| 1.2165 | 5000  | 0.0618        | -          | -                    | -                      | -         |
| 1.2190 | 5010  | 0.0559        | -          | -                    | -                      | -         |
| 1.2214 | 5020  | 0.0967        | -          | -                    | -                      | -         |
| 1.2238 | 5030  | 0.0697        | -          | -                    | -                      | -         |
| 1.2263 | 5040  | 0.0507        | -          | -                    | -                      | -         |
| 1.2287 | 5050  | 0.0642        | -          | -                    | -                      | -         |
| 1.2311 | 5060  | 0.0485        | -          | -                    | -                      | -         |
| 1.2336 | 5070  | 0.0676        | -          | -                    | -                      | -         |
| 1.2360 | 5080  | 0.1147        | -          | -                    | -                      | -         |
| 1.2384 | 5090  | 0.061         | -          | -                    | -                      | -         |
| 1.2409 | 5100  | 0.0333        | -          | -                    | -                      | -         |
| 1.2433 | 5110  | 0.0334        | -          | -                    | -                      | -         |
| 1.2457 | 5120  | 0.0751        | -          | -                    | -                      | -         |
| 1.2482 | 5130  | 0.0942        | -          | -                    | -                      | -         |
| 1.2506 | 5140  | 0.0609        | -          | -                    | -                      | -         |
| 1.2530 | 5150  | 0.0983        | -          | -                    | -                      | -         |
| 1.2555 | 5160  | 0.033         | -          | -                    | -                      | -         |
| 1.2579 | 5170  | 0.0805        | -          | -                    | -                      | -         |
| 1.2603 | 5180  | 0.0561        | -          | -                    | -                      | -         |
| 1.2628 | 5190  | 0.0961        | -          | -                    | -                      | -         |
| 1.2652 | 5200  | 0.0579        | -          | -                    | -                      | -         |
| 1.2676 | 5210  | 0.0648        | -          | -                    | -                      | -         |
| 1.2701 | 5220  | 0.0507        | -          | -                    | -                      | -         |
| 1.2725 | 5230  | 0.0313        | -          | -                    | -                      | -         |
| 1.2749 | 5240  | 0.0429        | -          | -                    | -                      | -         |
| 1.2774 | 5250  | 0.0673        | -          | -                    | -                      | -         |
| 1.2798 | 5260  | 0.0926        | -          | -                    | -                      | -         |
| 1.2822 | 5270  | 0.0745        | -          | -                    | -                      | -         |
| 1.2847 | 5280  | 0.0566        | -          | -                    | -                      | -         |
| 1.2871 | 5290  | 0.0657        | -          | -                    | -                      | -         |
| 1.2895 | 5300  | 0.0755        | -          | -                    | -                      | -         |
| 1.2920 | 5310  | 0.0607        | -          | -                    | -                      | -         |
| 1.2944 | 5320  | 0.0849        | -          | -                    | -                      | -         |
| 1.2968 | 5330  | 0.106         | -          | -                    | -                      | -         |
| 1.2993 | 5340  | 0.0283        | -          | -                    | -                      | -         |
| 1.3017 | 5350  | 0.0628        | -          | -                    | -                      | -         |
| 1.3041 | 5360  | 0.0603        | -          | -                    | -                      | -         |
| 1.3066 | 5370  | 0.0616        | -          | -                    | -                      | -         |
| 1.3090 | 5380  | 0.0463        | -          | -                    | -                      | -         |
| 1.3114 | 5390  | 0.0546        | -          | -                    | -                      | -         |
| 1.3139 | 5400  | 0.0492        | -          | -                    | -                      | -         |
| 1.3163 | 5410  | 0.0555        | -          | -                    | -                      | -         |
| 1.3187 | 5420  | 0.0817        | -          | -                    | -                      | -         |
| 1.3212 | 5430  | 0.0876        | -          | -                    | -                      | -         |
| 1.3236 | 5440  | 0.0379        | -          | -                    | -                      | -         |
| 1.3260 | 5450  | 0.0788        | -          | -                    | -                      | -         |
| 1.3285 | 5460  | 0.0751        | -          | -                    | -                      | -         |
| 1.3309 | 5470  | 0.0366        | -          | -                    | -                      | -         |
| 1.3333 | 5480  | 0.073         | -          | -                    | -                      | -         |
| 1.3358 | 5490  | 0.0562        | -          | -                    | -                      | -         |
| 1.3382 | 5500  | 0.0129        | -          | -                    | -                      | -         |
| 1.3406 | 5510  | 0.0575        | -          | -                    | -                      | -         |
| 1.3431 | 5520  | 0.0644        | -          | -                    | -                      | -         |
| 1.3455 | 5530  | 0.0419        | -          | -                    | -                      | -         |
| 1.3479 | 5540  | 0.0578        | -          | -                    | -                      | -         |
| 1.3504 | 5550  | 0.0402        | -          | -                    | -                      | -         |
| 1.3528 | 5560  | 0.0455        | -          | -                    | -                      | -         |
| 1.3552 | 5570  | 0.0676        | -          | -                    | -                      | -         |
| 1.3577 | 5580  | 0.0503        | -          | -                    | -                      | -         |
| 1.3601 | 5590  | 0.0824        | -          | -                    | -                      | -         |
| 1.3625 | 5600  | 0.0288        | -          | -                    | -                      | -         |
| 1.3650 | 5610  | 0.1038        | -          | -                    | -                      | -         |
| 1.3674 | 5620  | 0.0681        | -          | -                    | -                      | -         |
| 1.3698 | 5630  | 0.0767        | -          | -                    | -                      | -         |
| 1.3723 | 5640  | 0.0507        | -          | -                    | -                      | -         |
| 1.3747 | 5650  | 0.0532        | -          | -                    | -                      | -         |
| 1.3771 | 5660  | 0.1468        | -          | -                    | -                      | -         |
| 1.3796 | 5670  | 0.0391        | -          | -                    | -                      | -         |
| 1.3820 | 5680  | 0.0566        | -          | -                    | -                      | -         |
| 1.3844 | 5690  | 0.0496        | -          | -                    | -                      | -         |
| 1.3869 | 5700  | 0.0688        | -          | -                    | -                      | -         |
| 1.3893 | 5710  | 0.062         | -          | -                    | -                      | -         |
| 1.3917 | 5720  | 0.0834        | -          | -                    | -                      | -         |
| 1.3942 | 5730  | 0.0611        | -          | -                    | -                      | -         |
| 1.3966 | 5740  | 0.0593        | -          | -                    | -                      | -         |
| 1.3990 | 5750  | 0.0664        | -          | -                    | -                      | -         |
| 1.4015 | 5760  | 0.0841        | -          | -                    | -                      | -         |
| 1.4039 | 5770  | 0.02          | -          | -                    | -                      | -         |
| 1.4063 | 5780  | 0.0283        | -          | -                    | -                      | -         |
| 1.4088 | 5790  | 0.1089        | -          | -                    | -                      | -         |
| 1.4112 | 5800  | 0.0583        | -          | -                    | -                      | -         |
| 1.4136 | 5810  | 0.0692        | -          | -                    | -                      | -         |
| 1.4161 | 5820  | 0.0371        | -          | -                    | -                      | -         |
| 1.4185 | 5830  | 0.0575        | -          | -                    | -                      | -         |
| 1.4209 | 5840  | 0.0822        | -          | -                    | -                      | -         |
| 1.4234 | 5850  | 0.1046        | -          | -                    | -                      | -         |
| 1.4258 | 5860  | 0.0509        | -          | -                    | -                      | -         |
| 1.4282 | 5870  | 0.0943        | -          | -                    | -                      | -         |
| 1.4307 | 5880  | 0.1221        | -          | -                    | -                      | -         |
| 1.4331 | 5890  | 0.0651        | -          | -                    | -                      | -         |
| 1.4355 | 5900  | 0.0701        | -          | -                    | -                      | -         |
| 1.4380 | 5910  | 0.0638        | -          | -                    | -                      | -         |
| 1.4404 | 5920  | 0.1021        | -          | -                    | -                      | -         |
| 1.4428 | 5930  | 0.0386        | -          | -                    | -                      | -         |
| 1.4453 | 5940  | 0.0697        | -          | -                    | -                      | -         |
| 1.4477 | 5950  | 0.064         | -          | -                    | -                      | -         |
| 1.4501 | 5960  | 0.0522        | -          | -                    | -                      | -         |
| 1.4526 | 5970  | 0.075         | -          | -                    | -                      | -         |
| 1.4550 | 5980  | 0.0383        | -          | -                    | -                      | -         |
| 1.4574 | 5990  | 0.0818        | -          | -                    | -                      | -         |
| 1.4599 | 6000  | 0.0472        | -          | -                    | -                      | -         |
| 1.4623 | 6010  | 0.0783        | -          | -                    | -                      | -         |
| 1.4647 | 6020  | 0.0517        | -          | -                    | -                      | -         |
| 1.4672 | 6030  | 0.046         | -          | -                    | -                      | -         |
| 1.4696 | 6040  | 0.0759        | -          | -                    | -                      | -         |
| 1.4720 | 6050  | 0.0645        | -          | -                    | -                      | -         |
| 1.4745 | 6060  | 0.0794        | -          | -                    | -                      | -         |
| 1.4769 | 6070  | 0.0396        | -          | -                    | -                      | -         |
| 1.4793 | 6080  | 0.0524        | -          | -                    | -                      | -         |
| 1.4818 | 6090  | 0.0116        | -          | -                    | -                      | -         |
| 1.4842 | 6100  | 0.0657        | -          | -                    | -                      | -         |
| 1.4866 | 6110  | 0.0728        | -          | -                    | -                      | -         |
| 1.4891 | 6120  | 0.0663        | -          | -                    | -                      | -         |
| 1.4915 | 6130  | 0.0965        | -          | -                    | -                      | -         |
| 1.4939 | 6140  | 0.0535        | -          | -                    | -                      | -         |
| 1.4964 | 6150  | 0.0389        | -          | -                    | -                      | -         |
| 1.4988 | 6160  | 0.0976        | -          | -                    | -                      | -         |
| 1.5012 | 6170  | 0.1219        | -          | -                    | -                      | -         |
| 1.5036 | 6180  | 0.0488        | -          | -                    | -                      | -         |
| 1.5061 | 6190  | 0.1015        | -          | -                    | -                      | -         |
| 1.5085 | 6200  | 0.0982        | -          | -                    | -                      | -         |
| 1.5109 | 6210  | 0.0565        | -          | -                    | -                      | -         |
| 1.5134 | 6220  | 0.0831        | -          | -                    | -                      | -         |
| 1.5158 | 6230  | 0.0463        | -          | -                    | -                      | -         |
| 1.5182 | 6240  | 0.1356        | -          | -                    | -                      | -         |
| 1.5207 | 6250  | 0.0567        | -          | -                    | -                      | -         |
| 1.5231 | 6260  | 0.0459        | -          | -                    | -                      | -         |
| 1.5255 | 6270  | 0.0767        | -          | -                    | -                      | -         |
| 1.5280 | 6280  | 0.0798        | -          | -                    | -                      | -         |
| 1.5304 | 6290  | 0.0632        | -          | -                    | -                      | -         |
| 1.5328 | 6300  | 0.0431        | -          | -                    | -                      | -         |
| 1.5353 | 6310  | 0.0175        | -          | -                    | -                      | -         |
| 1.5377 | 6320  | 0.0482        | -          | -                    | -                      | -         |
| 1.5401 | 6330  | 0.0841        | -          | -                    | -                      | -         |
| 1.5426 | 6340  | 0.0756        | -          | -                    | -                      | -         |
| 1.5450 | 6350  | 0.078         | -          | -                    | -                      | -         |
| 1.5474 | 6360  | 0.0608        | -          | -                    | -                      | -         |
| 1.5499 | 6370  | 0.0678        | -          | -                    | -                      | -         |
| 1.5523 | 6380  | 0.054         | -          | -                    | -                      | -         |
| 1.5547 | 6390  | 0.0823        | -          | -                    | -                      | -         |
| 1.5572 | 6400  | 0.0322        | -          | -                    | -                      | -         |
| 1.5596 | 6410  | 0.0432        | -          | -                    | -                      | -         |
| 1.5620 | 6420  | 0.0251        | -          | -                    | -                      | -         |
| 1.5645 | 6430  | 0.0349        | -          | -                    | -                      | -         |
| 1.5669 | 6440  | 0.0591        | -          | -                    | -                      | -         |
| 1.5693 | 6450  | 0.095         | -          | -                    | -                      | -         |
| 1.5718 | 6460  | 0.0654        | -          | -                    | -                      | -         |
| 1.5742 | 6470  | 0.1019        | -          | -                    | -                      | -         |
| 1.5766 | 6480  | 0.0418        | -          | -                    | -                      | -         |
| 1.5791 | 6490  | 0.038         | -          | -                    | -                      | -         |
| 1.5815 | 6500  | 0.0884        | -          | -                    | -                      | -         |
| 1.5839 | 6510  | 0.0439        | -          | -                    | -                      | -         |
| 1.5864 | 6520  | 0.0704        | -          | -                    | -                      | -         |
| 1.5888 | 6530  | 0.0664        | -          | -                    | -                      | -         |
| 1.5912 | 6540  | 0.0776        | -          | -                    | -                      | -         |
| 1.5937 | 6550  | 0.0295        | -          | -                    | -                      | -         |
| 1.5961 | 6560  | 0.0735        | -          | -                    | -                      | -         |
| 1.5985 | 6570  | 0.0668        | -          | -                    | -                      | -         |
| 1.6010 | 6580  | 0.0202        | -          | -                    | -                      | -         |
| 1.6034 | 6590  | 0.0638        | -          | -                    | -                      | -         |
| 1.6058 | 6600  | 0.0705        | -          | -                    | -                      | -         |
| 1.6083 | 6610  | 0.0558        | -          | -                    | -                      | -         |
| 1.6107 | 6620  | 0.0474        | -          | -                    | -                      | -         |
| 1.6131 | 6630  | 0.1205        | -          | -                    | -                      | -         |
| 1.6156 | 6640  | 0.0995        | -          | -                    | -                      | -         |
| 1.6180 | 6650  | 0.0837        | -          | -                    | -                      | -         |
| 1.6204 | 6660  | 0.0146        | -          | -                    | -                      | -         |
| 1.6229 | 6670  | 0.0445        | -          | -                    | -                      | -         |
| 1.6253 | 6680  | 0.0797        | -          | -                    | -                      | -         |
| 1.6277 | 6690  | 0.0484        | -          | -                    | -                      | -         |
| 1.6302 | 6700  | 0.0699        | -          | -                    | -                      | -         |
| 1.6326 | 6710  | 0.0832        | -          | -                    | -                      | -         |
| 1.6350 | 6720  | 0.0718        | -          | -                    | -                      | -         |
| 1.6375 | 6730  | 0.0552        | -          | -                    | -                      | -         |
| 1.6399 | 6740  | 0.0694        | -          | -                    | -                      | -         |
| 1.6423 | 6750  | 0.0937        | -          | -                    | -                      | -         |
| 1.6448 | 6760  | 0.068         | -          | -                    | -                      | -         |
| 1.6472 | 6770  | 0.081         | -          | -                    | -                      | -         |
| 1.6496 | 6780  | 0.069         | -          | -                    | -                      | -         |
| 1.6521 | 6790  | 0.0253        | -          | -                    | -                      | -         |
| 1.6545 | 6800  | 0.0411        | -          | -                    | -                      | -         |
| 1.6569 | 6810  | 0.0496        | -          | -                    | -                      | -         |
| 1.6594 | 6820  | 0.0868        | -          | -                    | -                      | -         |
| 1.6618 | 6830  | 0.1038        | -          | -                    | -                      | -         |
| 1.6642 | 6840  | 0.0789        | -          | -                    | -                      | -         |
| 1.6667 | 6850  | 0.0385        | -          | -                    | -                      | -         |
| 1.6691 | 6860  | 0.0467        | -          | -                    | -                      | -         |
| 1.6715 | 6870  | 0.0699        | -          | -                    | -                      | -         |
| 1.6740 | 6880  | 0.0553        | -          | -                    | -                      | -         |
| 1.6764 | 6890  | 0.0439        | -          | -                    | -                      | -         |
| 1.6788 | 6900  | 0.0426        | -          | -                    | -                      | -         |
| 1.6813 | 6910  | 0.0337        | -          | -                    | -                      | -         |
| 1.6837 | 6920  | 0.0668        | -          | -                    | -                      | -         |
| 1.6861 | 6930  | 0.1154        | -          | -                    | -                      | -         |
| 1.6886 | 6940  | 0.0544        | -          | -                    | -                      | -         |
| 1.6910 | 6950  | 0.076         | -          | -                    | -                      | -         |
| 1.6934 | 6960  | 0.0725        | -          | -                    | -                      | -         |
| 1.6959 | 6970  | 0.1054        | -          | -                    | -                      | -         |
| 1.6983 | 6980  | 0.0595        | -          | -                    | -                      | -         |
| 1.7007 | 6990  | 0.0569        | -          | -                    | -                      | -         |
| 1.7032 | 7000  | 0.075         | -          | -                    | -                      | -         |
| 1.7056 | 7010  | 0.0664        | -          | -                    | -                      | -         |
| 1.7080 | 7020  | 0.0363        | -          | -                    | -                      | -         |
| 1.7105 | 7030  | 0.0685        | -          | -                    | -                      | -         |
| 1.7129 | 7040  | 0.1046        | -          | -                    | -                      | -         |
| 1.7153 | 7050  | 0.1213        | -          | -                    | -                      | -         |
| 1.7178 | 7060  | 0.0692        | -          | -                    | -                      | -         |
| 1.7202 | 7070  | 0.0937        | -          | -                    | -                      | -         |
| 1.7226 | 7080  | 0.0795        | -          | -                    | -                      | -         |
| 1.7251 | 7090  | 0.1151        | -          | -                    | -                      | -         |
| 1.7275 | 7100  | 0.0604        | -          | -                    | -                      | -         |
| 1.7299 | 7110  | 0.0719        | -          | -                    | -                      | -         |
| 1.7324 | 7120  | 0.0456        | -          | -                    | -                      | -         |
| 1.7348 | 7130  | 0.0431        | -          | -                    | -                      | -         |
| 1.7372 | 7140  | 0.0706        | -          | -                    | -                      | -         |
| 1.7397 | 7150  | 0.0568        | -          | -                    | -                      | -         |
| 1.7421 | 7160  | 0.0664        | -          | -                    | -                      | -         |
| 1.7445 | 7170  | 0.0706        | -          | -                    | -                      | -         |
| 1.7470 | 7180  | 0.0558        | -          | -                    | -                      | -         |
| 1.7494 | 7190  | 0.0526        | -          | -                    | -                      | -         |
| 1.7518 | 7200  | 0.0426        | -          | -                    | -                      | -         |
| 1.7543 | 7210  | 0.0602        | -          | -                    | -                      | -         |
| 1.7567 | 7220  | 0.0664        | -          | -                    | -                      | -         |
| 1.7591 | 7230  | 0.0236        | -          | -                    | -                      | -         |
| 1.7616 | 7240  | 0.0321        | -          | -                    | -                      | -         |
| 1.7640 | 7250  | 0.0192        | -          | -                    | -                      | -         |
| 1.7664 | 7260  | 0.0523        | -          | -                    | -                      | -         |
| 1.7689 | 7270  | 0.0377        | -          | -                    | -                      | -         |
| 1.7713 | 7280  | 0.0878        | -          | -                    | -                      | -         |
| 1.7737 | 7290  | 0.0751        | -          | -                    | -                      | -         |
| 1.7762 | 7300  | 0.0664        | -          | -                    | -                      | -         |
| 1.7786 | 7310  | 0.0178        | -          | -                    | -                      | -         |
| 1.7810 | 7320  | 0.0668        | -          | -                    | -                      | -         |
| 1.7835 | 7330  | 0.0341        | -          | -                    | -                      | -         |
| 1.7859 | 7340  | 0.0747        | -          | -                    | -                      | -         |
| 1.7883 | 7350  | 0.0541        | -          | -                    | -                      | -         |
| 1.7908 | 7360  | 0.067         | -          | -                    | -                      | -         |
| 1.7932 | 7370  | 0.0315        | -          | -                    | -                      | -         |
| 1.7956 | 7380  | 0.0576        | -          | -                    | -                      | -         |
| 1.7981 | 7390  | 0.0542        | -          | -                    | -                      | -         |
| 1.8005 | 7400  | 0.0496        | -          | -                    | -                      | -         |
| 1.8029 | 7410  | 0.0919        | -          | -                    | -                      | -         |
| 1.8054 | 7420  | 0.0877        | -          | -                    | -                      | -         |
| 1.8078 | 7430  | 0.047         | -          | -                    | -                      | -         |
| 1.8102 | 7440  | 0.0859        | -          | -                    | -                      | -         |
| 1.8127 | 7450  | 0.0671        | -          | -                    | -                      | -         |
| 1.8151 | 7460  | 0.0484        | -          | -                    | -                      | -         |
| 1.8175 | 7470  | 0.0698        | -          | -                    | -                      | -         |
| 1.8200 | 7480  | 0.0536        | -          | -                    | -                      | -         |
| 1.8224 | 7490  | 0.0583        | -          | -                    | -                      | -         |
| 1.8248 | 7500  | 0.0768        | -          | -                    | -                      | -         |
| 1.8273 | 7510  | 0.0643        | -          | -                    | -                      | -         |
| 1.8297 | 7520  | 0.0699        | -          | -                    | -                      | -         |
| 1.8321 | 7530  | 0.0855        | -          | -                    | -                      | -         |
| 1.8345 | 7540  | 0.1032        | -          | -                    | -                      | -         |
| 1.8370 | 7550  | 0.0707        | -          | -                    | -                      | -         |
| 1.8394 | 7560  | 0.0352        | -          | -                    | -                      | -         |
| 1.8418 | 7570  | 0.0503        | -          | -                    | -                      | -         |
| 1.8443 | 7580  | 0.0736        | -          | -                    | -                      | -         |
| 1.8467 | 7590  | 0.0543        | -          | -                    | -                      | -         |
| 1.8491 | 7600  | 0.0808        | -          | -                    | -                      | -         |
| 1.8516 | 7610  | 0.0945        | -          | -                    | -                      | -         |
| 1.8540 | 7620  | 0.0433        | -          | -                    | -                      | -         |
| 1.8564 | 7630  | 0.0907        | -          | -                    | -                      | -         |
| 1.8589 | 7640  | 0.0914        | -          | -                    | -                      | -         |
| 1.8613 | 7650  | 0.0424        | -          | -                    | -                      | -         |
| 1.8637 | 7660  | 0.0614        | -          | -                    | -                      | -         |
| 1.8662 | 7670  | 0.1035        | -          | -                    | -                      | -         |
| 1.8686 | 7680  | 0.0734        | -          | -                    | -                      | -         |
| 1.8710 | 7690  | 0.0926        | -          | -                    | -                      | -         |
| 1.8735 | 7700  | 0.0756        | -          | -                    | -                      | -         |
| 1.8759 | 7710  | 0.0406        | -          | -                    | -                      | -         |
| 1.8783 | 7720  | 0.0985        | -          | -                    | -                      | -         |
| 1.8808 | 7730  | 0.0984        | -          | -                    | -                      | -         |
| 1.8832 | 7740  | 0.0425        | -          | -                    | -                      | -         |
| 1.8856 | 7750  | 0.0519        | -          | -                    | -                      | -         |
| 1.8881 | 7760  | 0.0508        | -          | -                    | -                      | -         |
| 1.8905 | 7770  | 0.0372        | -          | -                    | -                      | -         |
| 1.8929 | 7780  | 0.0582        | -          | -                    | -                      | -         |
| 1.8954 | 7790  | 0.0589        | -          | -                    | -                      | -         |
| 1.8978 | 7800  | 0.0356        | -          | -                    | -                      | -         |
| 1.9002 | 7810  | 0.0334        | -          | -                    | -                      | -         |
| 1.9027 | 7820  | 0.052         | -          | -                    | -                      | -         |
| 1.9051 | 7830  | 0.0696        | -          | -                    | -                      | -         |
| 1.9075 | 7840  | 0.0684        | -          | -                    | -                      | -         |
| 1.9100 | 7850  | 0.1165        | -          | -                    | -                      | -         |
| 1.9124 | 7860  | 0.0419        | -          | -                    | -                      | -         |
| 1.9148 | 7870  | 0.0706        | -          | -                    | -                      | -         |
| 1.9173 | 7880  | 0.0609        | -          | -                    | -                      | -         |
| 1.9197 | 7890  | 0.0283        | -          | -                    | -                      | -         |
| 1.9221 | 7900  | 0.0722        | -          | -                    | -                      | -         |
| 1.9246 | 7910  | 0.0866        | -          | -                    | -                      | -         |
| 1.9270 | 7920  | 0.0671        | -          | -                    | -                      | -         |
| 1.9294 | 7930  | 0.0753        | -          | -                    | -                      | -         |
| 1.9319 | 7940  | 0.0265        | -          | -                    | -                      | -         |
| 1.9343 | 7950  | 0.0934        | -          | -                    | -                      | -         |
| 1.9367 | 7960  | 0.0661        | -          | -                    | -                      | -         |
| 1.9392 | 7970  | 0.0798        | -          | -                    | -                      | -         |
| 1.9416 | 7980  | 0.0953        | -          | -                    | -                      | -         |
| 1.9440 | 7990  | 0.0078        | -          | -                    | -                      | -         |
| 1.9465 | 8000  | 0.0631        | -          | -                    | -                      | -         |
| 1.9489 | 8010  | 0.059         | -          | -                    | -                      | -         |
| 1.9513 | 8020  | 0.0951        | -          | -                    | -                      | -         |
| 1.9538 | 8030  | 0.0726        | -          | -                    | -                      | -         |
| 1.9562 | 8040  | 0.0837        | -          | -                    | -                      | -         |
| 1.9586 | 8050  | 0.113         | -          | -                    | -                      | -         |
| 1.9611 | 8060  | 0.0732        | -          | -                    | -                      | -         |
| 1.9635 | 8070  | 0.0227        | -          | -                    | -                      | -         |
| 1.9659 | 8080  | 0.0766        | -          | -                    | -                      | -         |
| 1.9684 | 8090  | 0.0684        | -          | -                    | -                      | -         |
| 1.9708 | 8100  | 0.0923        | -          | -                    | -                      | -         |
| 1.9732 | 8110  | 0.0949        | -          | -                    | -                      | -         |
| 1.9757 | 8120  | 0.06          | -          | -                    | -                      | -         |
| 1.9781 | 8130  | 0.0832        | -          | -                    | -                      | -         |
| 1.9805 | 8140  | 0.0387        | -          | -                    | -                      | -         |
| 1.9830 | 8150  | 0.0307        | -          | -                    | -                      | -         |
| 1.9854 | 8160  | 0.0728        | -          | -                    | -                      | -         |
| 1.9878 | 8170  | 0.0708        | -          | -                    | -                      | -         |
| 1.9903 | 8180  | 0.1074        | -          | -                    | -                      | -         |
| 1.9927 | 8190  | 0.0625        | -          | -                    | -                      | -         |
| 1.9951 | 8200  | 0.0645        | -          | -                    | -                      | -         |
| 1.9976 | 8210  | 0.0818        | -          | -                    | -                      | -         |
| 2.0    | 8220  | 0.114         | 0.0109     | 2.2181               | 0.0328                 | 0.0483    |
| 2.0024 | 8230  | 0.1097        | -          | -                    | -                      | -         |
| 2.0049 | 8240  | 0.0758        | -          | -                    | -                      | -         |
| 2.0073 | 8250  | 0.0848        | -          | -                    | -                      | -         |
| 2.0097 | 8260  | 0.0365        | -          | -                    | -                      | -         |
| 2.0122 | 8270  | 0.0404        | -          | -                    | -                      | -         |
| 2.0146 | 8280  | 0.0462        | -          | -                    | -                      | -         |
| 2.0170 | 8290  | 0.022         | -          | -                    | -                      | -         |
| 2.0195 | 8300  | 0.0633        | -          | -                    | -                      | -         |
| 2.0219 | 8310  | 0.0335        | -          | -                    | -                      | -         |
| 2.0243 | 8320  | 0.0332        | -          | -                    | -                      | -         |
| 2.0268 | 8330  | 0.0807        | -          | -                    | -                      | -         |
| 2.0292 | 8340  | 0.0643        | -          | -                    | -                      | -         |
| 2.0316 | 8350  | 0.0233        | -          | -                    | -                      | -         |
| 2.0341 | 8360  | 0.0089        | -          | -                    | -                      | -         |
| 2.0365 | 8370  | 0.0153        | -          | -                    | -                      | -         |
| 2.0389 | 8380  | 0.0939        | -          | -                    | -                      | -         |
| 2.0414 | 8390  | 0.0779        | -          | -                    | -                      | -         |
| 2.0438 | 8400  | 0.0342        | -          | -                    | -                      | -         |
| 2.0462 | 8410  | 0.0741        | -          | -                    | -                      | -         |
| 2.0487 | 8420  | 0.0602        | -          | -                    | -                      | -         |
| 2.0511 | 8430  | 0.0463        | -          | -                    | -                      | -         |
| 2.0535 | 8440  | 0.0382        | -          | -                    | -                      | -         |
| 2.0560 | 8450  | 0.0323        | -          | -                    | -                      | -         |
| 2.0584 | 8460  | 0.0266        | -          | -                    | -                      | -         |
| 2.0608 | 8470  | 0.0018        | -          | -                    | -                      | -         |
| 2.0633 | 8480  | 0.0381        | -          | -                    | -                      | -         |
| 2.0657 | 8490  | 0.0456        | -          | -                    | -                      | -         |
| 2.0681 | 8500  | 0.0965        | -          | -                    | -                      | -         |
| 2.0706 | 8510  | 0.0264        | -          | -                    | -                      | -         |
| 2.0730 | 8520  | 0.0504        | -          | -                    | -                      | -         |
| 2.0754 | 8530  | 0.0251        | -          | -                    | -                      | -         |
| 2.0779 | 8540  | 0.0743        | -          | -                    | -                      | -         |
| 2.0803 | 8550  | 0.0544        | -          | -                    | -                      | -         |
| 2.0827 | 8560  | 0.0296        | -          | -                    | -                      | -         |
| 2.0852 | 8570  | 0.0788        | -          | -                    | -                      | -         |
| 2.0876 | 8580  | 0.0695        | -          | -                    | -                      | -         |
| 2.0900 | 8590  | 0.049         | -          | -                    | -                      | -         |
| 2.0925 | 8600  | 0.0468        | -          | -                    | -                      | -         |
| 2.0949 | 8610  | 0.0398        | -          | -                    | -                      | -         |
| 2.0973 | 8620  | 0.0371        | -          | -                    | -                      | -         |
| 2.0998 | 8630  | 0.0512        | -          | -                    | -                      | -         |
| 2.1022 | 8640  | 0.0699        | -          | -                    | -                      | -         |
| 2.1046 | 8650  | 0.0531        | -          | -                    | -                      | -         |
| 2.1071 | 8660  | 0.0601        | -          | -                    | -                      | -         |
| 2.1095 | 8670  | 0.0666        | -          | -                    | -                      | -         |
| 2.1119 | 8680  | 0.0499        | -          | -                    | -                      | -         |
| 2.1144 | 8690  | 0.0437        | -          | -                    | -                      | -         |
| 2.1168 | 8700  | 0.0445        | -          | -                    | -                      | -         |
| 2.1192 | 8710  | 0.0548        | -          | -                    | -                      | -         |
| 2.1217 | 8720  | 0.047         | -          | -                    | -                      | -         |
| 2.1241 | 8730  | 0.0683        | -          | -                    | -                      | -         |
| 2.1265 | 8740  | 0.0344        | -          | -                    | -                      | -         |
| 2.1290 | 8750  | 0.0305        | -          | -                    | -                      | -         |
| 2.1314 | 8760  | 0.048         | -          | -                    | -                      | -         |
| 2.1338 | 8770  | 0.0402        | -          | -                    | -                      | -         |
| 2.1363 | 8780  | 0.0727        | -          | -                    | -                      | -         |
| 2.1387 | 8790  | 0.0235        | -          | -                    | -                      | -         |
| 2.1411 | 8800  | 0.0088        | -          | -                    | -                      | -         |
| 2.1436 | 8810  | 0.0602        | -          | -                    | -                      | -         |
| 2.1460 | 8820  | 0.028         | -          | -                    | -                      | -         |
| 2.1484 | 8830  | 0.0699        | -          | -                    | -                      | -         |
| 2.1509 | 8840  | 0.0866        | -          | -                    | -                      | -         |
| 2.1533 | 8850  | 0.0819        | -          | -                    | -                      | -         |
| 2.1557 | 8860  | 0.0501        | -          | -                    | -                      | -         |
| 2.1582 | 8870  | 0.0329        | -          | -                    | -                      | -         |
| 2.1606 | 8880  | 0.0735        | -          | -                    | -                      | -         |
| 2.1630 | 8890  | 0.0531        | -          | -                    | -                      | -         |
| 2.1655 | 8900  | 0.0223        | -          | -                    | -                      | -         |
| 2.1679 | 8910  | 0.0546        | -          | -                    | -                      | -         |
| 2.1703 | 8920  | 0.0451        | -          | -                    | -                      | -         |
| 2.1727 | 8930  | 0.047         | -          | -                    | -                      | -         |
| 2.1752 | 8940  | 0.0244        | -          | -                    | -                      | -         |
| 2.1776 | 8950  | 0.0378        | -          | -                    | -                      | -         |
| 2.1800 | 8960  | 0.0182        | -          | -                    | -                      | -         |
| 2.1825 | 8970  | 0.0224        | -          | -                    | -                      | -         |
| 2.1849 | 8980  | 0.0327        | -          | -                    | -                      | -         |
| 2.1873 | 8990  | 0.0323        | -          | -                    | -                      | -         |
| 2.1898 | 9000  | 0.0307        | -          | -                    | -                      | -         |
| 2.1922 | 9010  | 0.0874        | -          | -                    | -                      | -         |
| 2.1946 | 9020  | 0.0407        | -          | -                    | -                      | -         |
| 2.1971 | 9030  | 0.0502        | -          | -                    | -                      | -         |
| 2.1995 | 9040  | 0.0474        | -          | -                    | -                      | -         |
| 2.2019 | 9050  | 0.0437        | -          | -                    | -                      | -         |
| 2.2044 | 9060  | 0.058         | -          | -                    | -                      | -         |
| 2.2068 | 9070  | 0.0851        | -          | -                    | -                      | -         |
| 2.2092 | 9080  | 0.0584        | -          | -                    | -                      | -         |
| 2.2117 | 9090  | 0.0124        | -          | -                    | -                      | -         |
| 2.2141 | 9100  | 0.0085        | -          | -                    | -                      | -         |
| 2.2165 | 9110  | 0.0607        | -          | -                    | -                      | -         |
| 2.2190 | 9120  | 0.0685        | -          | -                    | -                      | -         |
| 2.2214 | 9130  | 0.0807        | -          | -                    | -                      | -         |
| 2.2238 | 9140  | 0.0608        | -          | -                    | -                      | -         |
| 2.2263 | 9150  | 0.0131        | -          | -                    | -                      | -         |
| 2.2287 | 9160  | 0.0451        | -          | -                    | -                      | -         |
| 2.2311 | 9170  | 0.0368        | -          | -                    | -                      | -         |
| 2.2336 | 9180  | 0.0527        | -          | -                    | -                      | -         |
| 2.2360 | 9190  | 0.0846        | -          | -                    | -                      | -         |
| 2.2384 | 9200  | 0.0328        | -          | -                    | -                      | -         |
| 2.2409 | 9210  | 0.0178        | -          | -                    | -                      | -         |
| 2.2433 | 9220  | 0.0274        | -          | -                    | -                      | -         |
| 2.2457 | 9230  | 0.0567        | -          | -                    | -                      | -         |
| 2.2482 | 9240  | 0.0756        | -          | -                    | -                      | -         |
| 2.2506 | 9250  | 0.0369        | -          | -                    | -                      | -         |
| 2.2530 | 9260  | 0.0827        | -          | -                    | -                      | -         |
| 2.2555 | 9270  | 0.023         | -          | -                    | -                      | -         |
| 2.2579 | 9280  | 0.0749        | -          | -                    | -                      | -         |
| 2.2603 | 9290  | 0.048         | -          | -                    | -                      | -         |
| 2.2628 | 9300  | 0.0855        | -          | -                    | -                      | -         |
| 2.2652 | 9310  | 0.0421        | -          | -                    | -                      | -         |
| 2.2676 | 9320  | 0.0437        | -          | -                    | -                      | -         |
| 2.2701 | 9330  | 0.0503        | -          | -                    | -                      | -         |
| 2.2725 | 9340  | 0.0186        | -          | -                    | -                      | -         |
| 2.2749 | 9350  | 0.0321        | -          | -                    | -                      | -         |
| 2.2774 | 9360  | 0.0756        | -          | -                    | -                      | -         |
| 2.2798 | 9370  | 0.0692        | -          | -                    | -                      | -         |
| 2.2822 | 9380  | 0.0629        | -          | -                    | -                      | -         |
| 2.2847 | 9390  | 0.0526        | -          | -                    | -                      | -         |
| 2.2871 | 9400  | 0.0486        | -          | -                    | -                      | -         |
| 2.2895 | 9410  | 0.0419        | -          | -                    | -                      | -         |
| 2.2920 | 9420  | 0.0121        | -          | -                    | -                      | -         |
| 2.2944 | 9430  | 0.0678        | -          | -                    | -                      | -         |
| 2.2968 | 9440  | 0.0896        | -          | -                    | -                      | -         |
| 2.2993 | 9450  | 0.0306        | -          | -                    | -                      | -         |
| 2.3017 | 9460  | 0.0541        | -          | -                    | -                      | -         |
| 2.3041 | 9470  | 0.0504        | -          | -                    | -                      | -         |
| 2.3066 | 9480  | 0.0414        | -          | -                    | -                      | -         |
| 2.3090 | 9490  | 0.0302        | -          | -                    | -                      | -         |
| 2.3114 | 9500  | 0.0434        | -          | -                    | -                      | -         |
| 2.3139 | 9510  | 0.0449        | -          | -                    | -                      | -         |
| 2.3163 | 9520  | 0.0359        | -          | -                    | -                      | -         |
| 2.3187 | 9530  | 0.0547        | -          | -                    | -                      | -         |
| 2.3212 | 9540  | 0.0824        | -          | -                    | -                      | -         |
| 2.3236 | 9550  | 0.0311        | -          | -                    | -                      | -         |
| 2.3260 | 9560  | 0.0722        | -          | -                    | -                      | -         |
| 2.3285 | 9570  | 0.0558        | -          | -                    | -                      | -         |
| 2.3309 | 9580  | 0.0304        | -          | -                    | -                      | -         |
| 2.3333 | 9590  | 0.0678        | -          | -                    | -                      | -         |
| 2.3358 | 9600  | 0.0466        | -          | -                    | -                      | -         |
| 2.3382 | 9610  | 0.0063        | -          | -                    | -                      | -         |
| 2.3406 | 9620  | 0.04          | -          | -                    | -                      | -         |
| 2.3431 | 9630  | 0.0579        | -          | -                    | -                      | -         |
| 2.3455 | 9640  | 0.0286        | -          | -                    | -                      | -         |
| 2.3479 | 9650  | 0.0473        | -          | -                    | -                      | -         |
| 2.3504 | 9660  | 0.0395        | -          | -                    | -                      | -         |
| 2.3528 | 9670  | 0.0344        | -          | -                    | -                      | -         |
| 2.3552 | 9680  | 0.0399        | -          | -                    | -                      | -         |
| 2.3577 | 9690  | 0.0391        | -          | -                    | -                      | -         |
| 2.3601 | 9700  | 0.0393        | -          | -                    | -                      | -         |
| 2.3625 | 9710  | 0.0185        | -          | -                    | -                      | -         |
| 2.3650 | 9720  | 0.071         | -          | -                    | -                      | -         |
| 2.3674 | 9730  | 0.0431        | -          | -                    | -                      | -         |
| 2.3698 | 9740  | 0.0525        | -          | -                    | -                      | -         |
| 2.3723 | 9750  | 0.0459        | -          | -                    | -                      | -         |
| 2.3747 | 9760  | 0.0391        | -          | -                    | -                      | -         |
| 2.3771 | 9770  | 0.1035        | -          | -                    | -                      | -         |
| 2.3796 | 9780  | 0.0356        | -          | -                    | -                      | -         |
| 2.3820 | 9790  | 0.0418        | -          | -                    | -                      | -         |
| 2.3844 | 9800  | 0.0316        | -          | -                    | -                      | -         |
| 2.3869 | 9810  | 0.053         | -          | -                    | -                      | -         |
| 2.3893 | 9820  | 0.0489        | -          | -                    | -                      | -         |
| 2.3917 | 9830  | 0.0603        | -          | -                    | -                      | -         |
| 2.3942 | 9840  | 0.0422        | -          | -                    | -                      | -         |
| 2.3966 | 9850  | 0.0491        | -          | -                    | -                      | -         |
| 2.3990 | 9860  | 0.0441        | -          | -                    | -                      | -         |
| 2.4015 | 9870  | 0.0773        | -          | -                    | -                      | -         |
| 2.4039 | 9880  | 0.0172        | -          | -                    | -                      | -         |
| 2.4063 | 9890  | 0.0274        | -          | -                    | -                      | -         |
| 2.4088 | 9900  | 0.0776        | -          | -                    | -                      | -         |
| 2.4112 | 9910  | 0.0446        | -          | -                    | -                      | -         |
| 2.4136 | 9920  | 0.0502        | -          | -                    | -                      | -         |
| 2.4161 | 9930  | 0.0321        | -          | -                    | -                      | -         |
| 2.4185 | 9940  | 0.0342        | -          | -                    | -                      | -         |
| 2.4209 | 9950  | 0.072         | -          | -                    | -                      | -         |
| 2.4234 | 9960  | 0.0759        | -          | -                    | -                      | -         |
| 2.4258 | 9970  | 0.04          | -          | -                    | -                      | -         |
| 2.4282 | 9980  | 0.0703        | -          | -                    | -                      | -         |
| 2.4307 | 9990  | 0.0674        | -          | -                    | -                      | -         |
| 2.4331 | 10000 | 0.046         | -          | -                    | -                      | -         |
| 2.4355 | 10010 | 0.0412        | -          | -                    | -                      | -         |
| 2.4380 | 10020 | 0.0518        | -          | -                    | -                      | -         |
| 2.4404 | 10030 | 0.0678        | -          | -                    | -                      | -         |
| 2.4428 | 10040 | 0.0352        | -          | -                    | -                      | -         |
| 2.4453 | 10050 | 0.0597        | -          | -                    | -                      | -         |
| 2.4477 | 10060 | 0.0271        | -          | -                    | -                      | -         |
| 2.4501 | 10070 | 0.0425        | -          | -                    | -                      | -         |
| 2.4526 | 10080 | 0.0697        | -          | -                    | -                      | -         |
| 2.4550 | 10090 | 0.0134        | -          | -                    | -                      | -         |
| 2.4574 | 10100 | 0.0704        | -          | -                    | -                      | -         |
| 2.4599 | 10110 | 0.027         | -          | -                    | -                      | -         |
| 2.4623 | 10120 | 0.0523        | -          | -                    | -                      | -         |
| 2.4647 | 10130 | 0.0373        | -          | -                    | -                      | -         |
| 2.4672 | 10140 | 0.0276        | -          | -                    | -                      | -         |
| 2.4696 | 10150 | 0.0715        | -          | -                    | -                      | -         |
| 2.4720 | 10160 | 0.0538        | -          | -                    | -                      | -         |
| 2.4745 | 10170 | 0.0598        | -          | -                    | -                      | -         |
| 2.4769 | 10180 | 0.0349        | -          | -                    | -                      | -         |
| 2.4793 | 10190 | 0.047         | -          | -                    | -                      | -         |
| 2.4818 | 10200 | 0.0048        | -          | -                    | -                      | -         |
| 2.4842 | 10210 | 0.0542        | -          | -                    | -                      | -         |
| 2.4866 | 10220 | 0.0547        | -          | -                    | -                      | -         |
| 2.4891 | 10230 | 0.0622        | -          | -                    | -                      | -         |
| 2.4915 | 10240 | 0.0784        | -          | -                    | -                      | -         |
| 2.4939 | 10250 | 0.0428        | -          | -                    | -                      | -         |
| 2.4964 | 10260 | 0.0284        | -          | -                    | -                      | -         |
| 2.4988 | 10270 | 0.0744        | -          | -                    | -                      | -         |
| 2.5012 | 10280 | 0.0763        | -          | -                    | -                      | -         |
| 2.5036 | 10290 | 0.0495        | -          | -                    | -                      | -         |
| 2.5061 | 10300 | 0.0802        | -          | -                    | -                      | -         |
| 2.5085 | 10310 | 0.077         | -          | -                    | -                      | -         |
| 2.5109 | 10320 | 0.0376        | -          | -                    | -                      | -         |
| 2.5134 | 10330 | 0.058         | -          | -                    | -                      | -         |
| 2.5158 | 10340 | 0.044         | -          | -                    | -                      | -         |
| 2.5182 | 10350 | 0.1121        | -          | -                    | -                      | -         |
| 2.5207 | 10360 | 0.0354        | -          | -                    | -                      | -         |
| 2.5231 | 10370 | 0.0267        | -          | -                    | -                      | -         |
| 2.5255 | 10380 | 0.0445        | -          | -                    | -                      | -         |
| 2.5280 | 10390 | 0.0536        | -          | -                    | -                      | -         |
| 2.5304 | 10400 | 0.0539        | -          | -                    | -                      | -         |
| 2.5328 | 10410 | 0.0353        | -          | -                    | -                      | -         |
| 2.5353 | 10420 | 0.0147        | -          | -                    | -                      | -         |
| 2.5377 | 10430 | 0.0319        | -          | -                    | -                      | -         |
| 2.5401 | 10440 | 0.0676        | -          | -                    | -                      | -         |
| 2.5426 | 10450 | 0.0395        | -          | -                    | -                      | -         |
| 2.5450 | 10460 | 0.0648        | -          | -                    | -                      | -         |
| 2.5474 | 10470 | 0.055         | -          | -                    | -                      | -         |
| 2.5499 | 10480 | 0.0625        | -          | -                    | -                      | -         |
| 2.5523 | 10490 | 0.04          | -          | -                    | -                      | -         |
| 2.5547 | 10500 | 0.0678        | -          | -                    | -                      | -         |
| 2.5572 | 10510 | 0.0251        | -          | -                    | -                      | -         |
| 2.5596 | 10520 | 0.036         | -          | -                    | -                      | -         |
| 2.5620 | 10530 | 0.0352        | -          | -                    | -                      | -         |
| 2.5645 | 10540 | 0.0212        | -          | -                    | -                      | -         |
| 2.5669 | 10550 | 0.0459        | -          | -                    | -                      | -         |
| 2.5693 | 10560 | 0.0678        | -          | -                    | -                      | -         |
| 2.5718 | 10570 | 0.053         | -          | -                    | -                      | -         |
| 2.5742 | 10580 | 0.0888        | -          | -                    | -                      | -         |
| 2.5766 | 10590 | 0.0374        | -          | -                    | -                      | -         |
| 2.5791 | 10600 | 0.017         | -          | -                    | -                      | -         |
| 2.5815 | 10610 | 0.0828        | -          | -                    | -                      | -         |
| 2.5839 | 10620 | 0.0393        | -          | -                    | -                      | -         |
| 2.5864 | 10630 | 0.0517        | -          | -                    | -                      | -         |
| 2.5888 | 10640 | 0.0572        | -          | -                    | -                      | -         |
| 2.5912 | 10650 | 0.0577        | -          | -                    | -                      | -         |
| 2.5937 | 10660 | 0.0245        | -          | -                    | -                      | -         |
| 2.5961 | 10670 | 0.0632        | -          | -                    | -                      | -         |
| 2.5985 | 10680 | 0.0612        | -          | -                    | -                      | -         |
| 2.6010 | 10690 | 0.0204        | -          | -                    | -                      | -         |
| 2.6034 | 10700 | 0.0493        | -          | -                    | -                      | -         |
| 2.6058 | 10710 | 0.0613        | -          | -                    | -                      | -         |
| 2.6083 | 10720 | 0.0467        | -          | -                    | -                      | -         |
| 2.6107 | 10730 | 0.0532        | -          | -                    | -                      | -         |
| 2.6131 | 10740 | 0.0962        | -          | -                    | -                      | -         |
| 2.6156 | 10750 | 0.048         | -          | -                    | -                      | -         |
| 2.6180 | 10760 | 0.0623        | -          | -                    | -                      | -         |
| 2.6204 | 10770 | 0.0049        | -          | -                    | -                      | -         |
| 2.6229 | 10780 | 0.0359        | -          | -                    | -                      | -         |
| 2.6253 | 10790 | 0.0536        | -          | -                    | -                      | -         |
| 2.6277 | 10800 | 0.0423        | -          | -                    | -                      | -         |
| 2.6302 | 10810 | 0.0306        | -          | -                    | -                      | -         |
| 2.6326 | 10820 | 0.0412        | -          | -                    | -                      | -         |
| 2.6350 | 10830 | 0.0559        | -          | -                    | -                      | -         |
| 2.6375 | 10840 | 0.0574        | -          | -                    | -                      | -         |
| 2.6399 | 10850 | 0.0521        | -          | -                    | -                      | -         |
| 2.6423 | 10860 | 0.0638        | -          | -                    | -                      | -         |
| 2.6448 | 10870 | 0.0476        | -          | -                    | -                      | -         |
| 2.6472 | 10880 | 0.0715        | -          | -                    | -                      | -         |
| 2.6496 | 10890 | 0.0453        | -          | -                    | -                      | -         |
| 2.6521 | 10900 | 0.0115        | -          | -                    | -                      | -         |
| 2.6545 | 10910 | 0.0339        | -          | -                    | -                      | -         |
| 2.6569 | 10920 | 0.0436        | -          | -                    | -                      | -         |
| 2.6594 | 10930 | 0.0613        | -          | -                    | -                      | -         |
| 2.6618 | 10940 | 0.0697        | -          | -                    | -                      | -         |
| 2.6642 | 10950 | 0.0666        | -          | -                    | -                      | -         |
| 2.6667 | 10960 | 0.0183        | -          | -                    | -                      | -         |
| 2.6691 | 10970 | 0.0405        | -          | -                    | -                      | -         |
| 2.6715 | 10980 | 0.0607        | -          | -                    | -                      | -         |
| 2.6740 | 10990 | 0.0327        | -          | -                    | -                      | -         |
| 2.6764 | 11000 | 0.0367        | -          | -                    | -                      | -         |
| 2.6788 | 11010 | 0.041         | -          | -                    | -                      | -         |
| 2.6813 | 11020 | 0.0351        | -          | -                    | -                      | -         |
| 2.6837 | 11030 | 0.0462        | -          | -                    | -                      | -         |
| 2.6861 | 11040 | 0.1159        | -          | -                    | -                      | -         |
| 2.6886 | 11050 | 0.0369        | -          | -                    | -                      | -         |
| 2.6910 | 11060 | 0.0643        | -          | -                    | -                      | -         |
| 2.6934 | 11070 | 0.0564        | -          | -                    | -                      | -         |
| 2.6959 | 11080 | 0.0576        | -          | -                    | -                      | -         |
| 2.6983 | 11090 | 0.061         | -          | -                    | -                      | -         |
| 2.7007 | 11100 | 0.0513        | -          | -                    | -                      | -         |
| 2.7032 | 11110 | 0.0674        | -          | -                    | -                      | -         |
| 2.7056 | 11120 | 0.0658        | -          | -                    | -                      | -         |
| 2.7080 | 11130 | 0.0182        | -          | -                    | -                      | -         |
| 2.7105 | 11140 | 0.0585        | -          | -                    | -                      | -         |
| 2.7129 | 11150 | 0.0825        | -          | -                    | -                      | -         |
| 2.7153 | 11160 | 0.1078        | -          | -                    | -                      | -         |
| 2.7178 | 11170 | 0.064         | -          | -                    | -                      | -         |
| 2.7202 | 11180 | 0.0745        | -          | -                    | -                      | -         |
| 2.7226 | 11190 | 0.0726        | -          | -                    | -                      | -         |
| 2.7251 | 11200 | 0.0929        | -          | -                    | -                      | -         |
| 2.7275 | 11210 | 0.0519        | -          | -                    | -                      | -         |
| 2.7299 | 11220 | 0.0668        | -          | -                    | -                      | -         |
| 2.7324 | 11230 | 0.0279        | -          | -                    | -                      | -         |
| 2.7348 | 11240 | 0.0315        | -          | -                    | -                      | -         |
| 2.7372 | 11250 | 0.0482        | -          | -                    | -                      | -         |
| 2.7397 | 11260 | 0.0495        | -          | -                    | -                      | -         |
| 2.7421 | 11270 | 0.0664        | -          | -                    | -                      | -         |
| 2.7445 | 11280 | 0.0684        | -          | -                    | -                      | -         |
| 2.7470 | 11290 | 0.0362        | -          | -                    | -                      | -         |
| 2.7494 | 11300 | 0.0451        | -          | -                    | -                      | -         |
| 2.7518 | 11310 | 0.0435        | -          | -                    | -                      | -         |
| 2.7543 | 11320 | 0.0503        | -          | -                    | -                      | -         |
| 2.7567 | 11330 | 0.053         | -          | -                    | -                      | -         |
| 2.7591 | 11340 | 0.0198        | -          | -                    | -                      | -         |
| 2.7616 | 11350 | 0.0289        | -          | -                    | -                      | -         |
| 2.7640 | 11360 | 0.0137        | -          | -                    | -                      | -         |
| 2.7664 | 11370 | 0.0468        | -          | -                    | -                      | -         |
| 2.7689 | 11380 | 0.0349        | -          | -                    | -                      | -         |
| 2.7713 | 11390 | 0.081         | -          | -                    | -                      | -         |
| 2.7737 | 11400 | 0.0557        | -          | -                    | -                      | -         |
| 2.7762 | 11410 | 0.0622        | -          | -                    | -                      | -         |
| 2.7786 | 11420 | 0.0059        | -          | -                    | -                      | -         |
| 2.7810 | 11430 | 0.0582        | -          | -                    | -                      | -         |
| 2.7835 | 11440 | 0.022         | -          | -                    | -                      | -         |
| 2.7859 | 11450 | 0.0539        | -          | -                    | -                      | -         |
| 2.7883 | 11460 | 0.0329        | -          | -                    | -                      | -         |
| 2.7908 | 11470 | 0.0616        | -          | -                    | -                      | -         |
| 2.7932 | 11480 | 0.031         | -          | -                    | -                      | -         |
| 2.7956 | 11490 | 0.0557        | -          | -                    | -                      | -         |
| 2.7981 | 11500 | 0.0511        | -          | -                    | -                      | -         |
| 2.8005 | 11510 | 0.0426        | -          | -                    | -                      | -         |
| 2.8029 | 11520 | 0.0555        | -          | -                    | -                      | -         |
| 2.8054 | 11530 | 0.0764        | -          | -                    | -                      | -         |
| 2.8078 | 11540 | 0.0464        | -          | -                    | -                      | -         |
| 2.8102 | 11550 | 0.0751        | -          | -                    | -                      | -         |
| 2.8127 | 11560 | 0.0633        | -          | -                    | -                      | -         |
| 2.8151 | 11570 | 0.0387        | -          | -                    | -                      | -         |
| 2.8175 | 11580 | 0.0685        | -          | -                    | -                      | -         |
| 2.8200 | 11590 | 0.0439        | -          | -                    | -                      | -         |
| 2.8224 | 11600 | 0.0348        | -          | -                    | -                      | -         |
| 2.8248 | 11610 | 0.0645        | -          | -                    | -                      | -         |
| 2.8273 | 11620 | 0.0528        | -          | -                    | -                      | -         |
| 2.8297 | 11630 | 0.0615        | -          | -                    | -                      | -         |
| 2.8321 | 11640 | 0.0636        | -          | -                    | -                      | -         |
| 2.8345 | 11650 | 0.0804        | -          | -                    | -                      | -         |
| 2.8370 | 11660 | 0.0613        | -          | -                    | -                      | -         |
| 2.8394 | 11670 | 0.0259        | -          | -                    | -                      | -         |
| 2.8418 | 11680 | 0.0494        | -          | -                    | -                      | -         |
| 2.8443 | 11690 | 0.036         | -          | -                    | -                      | -         |
| 2.8467 | 11700 | 0.0453        | -          | -                    | -                      | -         |
| 2.8491 | 11710 | 0.0762        | -          | -                    | -                      | -         |
| 2.8516 | 11720 | 0.0829        | -          | -                    | -                      | -         |
| 2.8540 | 11730 | 0.0434        | -          | -                    | -                      | -         |
| 2.8564 | 11740 | 0.0691        | -          | -                    | -                      | -         |
| 2.8589 | 11750 | 0.0594        | -          | -                    | -                      | -         |
| 2.8613 | 11760 | 0.0345        | -          | -                    | -                      | -         |
| 2.8637 | 11770 | 0.056         | -          | -                    | -                      | -         |
| 2.8662 | 11780 | 0.0962        | -          | -                    | -                      | -         |
| 2.8686 | 11790 | 0.0548        | -          | -                    | -                      | -         |
| 2.8710 | 11800 | 0.0615        | -          | -                    | -                      | -         |
| 2.8735 | 11810 | 0.0581        | -          | -                    | -                      | -         |
| 2.8759 | 11820 | 0.0352        | -          | -                    | -                      | -         |
| 2.8783 | 11830 | 0.0814        | -          | -                    | -                      | -         |
| 2.8808 | 11840 | 0.0641        | -          | -                    | -                      | -         |
| 2.8832 | 11850 | 0.0364        | -          | -                    | -                      | -         |
| 2.8856 | 11860 | 0.0388        | -          | -                    | -                      | -         |
| 2.8881 | 11870 | 0.0479        | -          | -                    | -                      | -         |
| 2.8905 | 11880 | 0.0349        | -          | -                    | -                      | -         |
| 2.8929 | 11890 | 0.0557        | -          | -                    | -                      | -         |
| 2.8954 | 11900 | 0.0437        | -          | -                    | -                      | -         |
| 2.8978 | 11910 | 0.0157        | -          | -                    | -                      | -         |
| 2.9002 | 11920 | 0.0304        | -          | -                    | -                      | -         |
| 2.9027 | 11930 | 0.0377        | -          | -                    | -                      | -         |
| 2.9051 | 11940 | 0.0626        | -          | -                    | -                      | -         |
| 2.9075 | 11950 | 0.0672        | -          | -                    | -                      | -         |
| 2.9100 | 11960 | 0.0835        | -          | -                    | -                      | -         |
| 2.9124 | 11970 | 0.0377        | -          | -                    | -                      | -         |
| 2.9148 | 11980 | 0.0623        | -          | -                    | -                      | -         |
| 2.9173 | 11990 | 0.0375        | -          | -                    | -                      | -         |
| 2.9197 | 12000 | 0.0182        | -          | -                    | -                      | -         |
| 2.9221 | 12010 | 0.0464        | -          | -                    | -                      | -         |
| 2.9246 | 12020 | 0.074         | -          | -                    | -                      | -         |
| 2.9270 | 12030 | 0.0604        | -          | -                    | -                      | -         |
| 2.9294 | 12040 | 0.0447        | -          | -                    | -                      | -         |
| 2.9319 | 12050 | 0.0231        | -          | -                    | -                      | -         |
| 2.9343 | 12060 | 0.0759        | -          | -                    | -                      | -         |
| 2.9367 | 12070 | 0.0592        | -          | -                    | -                      | -         |
| 2.9392 | 12080 | 0.0412        | -          | -                    | -                      | -         |
| 2.9416 | 12090 | 0.0554        | -          | -                    | -                      | -         |
| 2.9440 | 12100 | 0.0086        | -          | -                    | -                      | -         |
| 2.9465 | 12110 | 0.0605        | -          | -                    | -                      | -         |
| 2.9489 | 12120 | 0.0522        | -          | -                    | -                      | -         |
| 2.9513 | 12130 | 0.0822        | -          | -                    | -                      | -         |
| 2.9538 | 12140 | 0.0603        | -          | -                    | -                      | -         |
| 2.9562 | 12150 | 0.0762        | -          | -                    | -                      | -         |
| 2.9586 | 12160 | 0.076         | -          | -                    | -                      | -         |
| 2.9611 | 12170 | 0.0516        | -          | -                    | -                      | -         |
| 2.9635 | 12180 | 0.0221        | -          | -                    | -                      | -         |
| 2.9659 | 12190 | 0.0662        | -          | -                    | -                      | -         |
| 2.9684 | 12200 | 0.0571        | -          | -                    | -                      | -         |
| 2.9708 | 12210 | 0.0738        | -          | -                    | -                      | -         |
| 2.9732 | 12220 | 0.0567        | -          | -                    | -                      | -         |
| 2.9757 | 12230 | 0.0566        | -          | -                    | -                      | -         |
| 2.9781 | 12240 | 0.077         | -          | -                    | -                      | -         |
| 2.9805 | 12250 | 0.0353        | -          | -                    | -                      | -         |
| 2.9830 | 12260 | 0.0313        | -          | -                    | -                      | -         |
| 2.9854 | 12270 | 0.0628        | -          | -                    | -                      | -         |
| 2.9878 | 12280 | 0.0536        | -          | -                    | -                      | -         |
| 2.9903 | 12290 | 0.0972        | -          | -                    | -                      | -         |
| 2.9927 | 12300 | 0.0393        | -          | -                    | -                      | -         |
| 2.9951 | 12310 | 0.0461        | -          | -                    | -                      | -         |
| 2.9976 | 12320 | 0.0585        | -          | -                    | -                      | -         |
| 3.0    | 12330 | 0.0923        | 0.0108     | 2.1017               | 0.0314                 | 0.0328    |

</details>

### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.1.1
- Transformers: 4.45.2
- PyTorch: 2.5.1+cu124
- Accelerate: 1.1.1
- 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",
}
```

#### 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}
}
```

#### ContrastiveLoss
```bibtex
@inproceedings{hadsell2006dimensionality,
    author={Hadsell, R. and Chopra, S. and LeCun, Y.},
    booktitle={2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06)},
    title={Dimensionality Reduction by Learning an Invariant Mapping},
    year={2006},
    volume={2},
    number={},
    pages={1735-1742},
    doi={10.1109/CVPR.2006.100}
}
```

#### TripletLoss
```bibtex
@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification},
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}
```

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