sentence-transformers safetensors new sentence-similarity feature-extraction generated_from_trainer dataset_size:557850 loss:MatryoshkaLoss loss:MultipleNegativesRankingLoss custom_code arxiv:1908.10084 arxiv:2205.13147 arxiv:1705.00652 base_model:Alibaba-NLP/gte-base-en-v1.5 base_model:finetune:Alibaba-NLP/gte-base-en-v1.5 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: Alibaba-NLP/gte-base-en-v1.5
datasets: []
language: []
library_name: sentence-transformers
metrics:
- pearson_cosine
- spearman_cosine
- pearson_manhattan
- spearman_manhattan
- pearson_euclidean
- spearman_euclidean
- pearson_dot
- spearman_dot
- pearson_max
- spearman_max
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:557850
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: Mwanamume aliyepangwa vizuri anasimama kwa mguu mmoja karibu na
    pwani safi ya bahari.
  sentences:
  - mtu anacheka wakati wa kufua nguo
  - Mwanamume fulani yuko nje karibu na ufuo wa bahari.
  - Mwanamume fulani ameketi kwenye sofa yake.
- source_sentence: Mwanamume mwenye ngozi nyeusi akivuta sigareti karibu na chombo
    cha taka cha kijani.
  sentences:
  - Karibu na chombo cha taka mwanamume huyo alisimama na kuvuta sigareti
  - Kitanda ni chafu.
  - Alipokuwa kwenye dimbwi la kuogelea mvulana huyo mwenye ugonjwa wa albino alijihadhari
    na jua kupita kiasi
- source_sentence: Mwanamume kijana mwenye nywele nyekundu anaketi ukutani akisoma
    gazeti huku mwanamke na msichana mchanga wakipita.
  sentences:
  - Mwanamume aliyevalia shati la bluu amegonga ukuta kando ya barabara na gari la
    bluu na gari nyekundu lenye maji nyuma.
  - Mwanamume mchanga anatazama gazeti huku wanawake wawili wakipita karibu naye.
  - Mwanamume huyo mchanga analala huku Mama akimwongoza binti yake kwenye bustani.
- source_sentence: Wasichana wako nje.
  sentences:
  - Wasichana wawili wakisafiri kwenye sehemu ya kusisimua.
  - Kuna watu watatu wakiongoza gari linaloweza kugeuzwa-geuzwa wakipita watu wengine.
  - Wasichana watatu wamesimama pamoja katika chumba, mmoja anasikiliza, mwingine
    anaandika ukutani na wa tatu anaongea nao.
- source_sentence: Mwanamume aliyevalia koti la bluu la kuzuia upepo, amelala uso
    chini kwenye benchi ya bustani, akiwa na chupa ya pombe iliyofungwa kwenye mojawapo
    ya miguu ya benchi.
  sentences:
  - Mwanamume amelala uso chini kwenye benchi ya bustani.
  - Mwanamke anaunganisha uzi katika mipira kando ya rundo la mipira
  - Mwanamume fulani anacheza dansi kwenye klabu hiyo akifungua chupa.
model-index:
- name: SentenceTransformer based on Alibaba-NLP/gte-base-en-v1.5
  results:
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 768
      type: sts-test-768
    metrics:
    - type: pearson_cosine
      value: 0.7043347377864616
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6964343322647693
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6909108013214409
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6918757829517036
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6929234868177542
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6937500609344119
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.70124411699517
      name: Pearson Dot
    - type: spearman_dot
      value: 0.6918131755587139
      name: Spearman Dot
    - type: pearson_max
      value: 0.7043347377864616
      name: Pearson Max
    - type: spearman_max
      value: 0.6964343322647693
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 512
      type: sts-test-512
    metrics:
    - type: pearson_cosine
      value: 0.7024370656682521
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6960997397306026
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6937121372484026
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6942680507505805
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6958879339072266
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6965067811247516
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.6739585793600888
      name: Pearson Dot
    - type: spearman_dot
      value: 0.6635969331239819
      name: Spearman Dot
    - type: pearson_max
      value: 0.7024370656682521
      name: Pearson Max
    - type: spearman_max
      value: 0.6965067811247516
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 256
      type: sts-test-256
    metrics:
    - type: pearson_cosine
      value: 0.6975572102129655
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6922084123611896
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.7012769244476563
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.7002000478097333
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.7033203116396916
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.7027884000644871
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.6353839704898405
      name: Pearson Dot
    - type: spearman_dot
      value: 0.6242173680909447
      name: Spearman Dot
    - type: pearson_max
      value: 0.7033203116396916
      name: Pearson Max
    - type: spearman_max
      value: 0.7027884000644871
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 128
      type: sts-test-128
    metrics:
    - type: pearson_cosine
      value: 0.6909605436368886
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6880114885304113
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.7044693468919807
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.7001174190718876
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.7063530897910422
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.7028721535481625
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.5846530941942547
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5728728042034709
      name: Spearman Dot
    - type: pearson_max
      value: 0.7063530897910422
      name: Pearson Max
    - type: spearman_max
      value: 0.7028721535481625
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 64
      type: sts-test-64
    metrics:
    - type: pearson_cosine
      value: 0.680996097859508
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6803001320954455
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.7053262249895214
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6987184531053297
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.7061173611755747
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.7003828247494553
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.5177214664781289
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5019887605325859
      name: Spearman Dot
    - type: pearson_max
      value: 0.7061173611755747
      name: Pearson Max
    - type: spearman_max
      value: 0.7003828247494553
      name: Spearman Max
---

# SentenceTransformer based on Alibaba-NLP/gte-base-en-v1.5

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Alibaba-NLP/gte-base-en-v1.5](https://huggingface.co/Alibaba-NLP/gte-base-en-v1.5). 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:** [Alibaba-NLP/gte-base-en-v1.5](https://huggingface.co/Alibaba-NLP/gte-base-en-v1.5) <!-- at revision 269b9aca14a582d83e31b8c76b2e85a266fc1d77 -->
- **Maximum Sequence Length:** 8192 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: NewModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
```

## 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("sartifyllc/swahili-gte-base-en-v1.5-nli-matryoshka")
# Run inference
sentences = [
    'Mwanamume aliyevalia koti la bluu la kuzuia upepo, amelala uso chini kwenye benchi ya bustani, akiwa na chupa ya pombe iliyofungwa kwenye mojawapo ya miguu ya benchi.',
    'Mwanamume amelala uso chini kwenye benchi ya bustani.',
    'Mwanamume fulani anacheza dansi kwenye klabu hiyo akifungua chupa.',
]
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>
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### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
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### Out-of-Scope Use

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## Evaluation

### Metrics

#### Semantic Similarity
* Dataset: `sts-test-768`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.7043     |
| **spearman_cosine** | **0.6964** |
| pearson_manhattan   | 0.6909     |
| spearman_manhattan  | 0.6919     |
| pearson_euclidean   | 0.6929     |
| spearman_euclidean  | 0.6938     |
| pearson_dot         | 0.7012     |
| spearman_dot        | 0.6918     |
| pearson_max         | 0.7043     |
| spearman_max        | 0.6964     |

#### Semantic Similarity
* Dataset: `sts-test-512`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.7024     |
| **spearman_cosine** | **0.6961** |
| pearson_manhattan   | 0.6937     |
| spearman_manhattan  | 0.6943     |
| pearson_euclidean   | 0.6959     |
| spearman_euclidean  | 0.6965     |
| pearson_dot         | 0.674      |
| spearman_dot        | 0.6636     |
| pearson_max         | 0.7024     |
| spearman_max        | 0.6965     |

#### Semantic Similarity
* Dataset: `sts-test-256`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.6976     |
| **spearman_cosine** | **0.6922** |
| pearson_manhattan   | 0.7013     |
| spearman_manhattan  | 0.7002     |
| pearson_euclidean   | 0.7033     |
| spearman_euclidean  | 0.7028     |
| pearson_dot         | 0.6354     |
| spearman_dot        | 0.6242     |
| pearson_max         | 0.7033     |
| spearman_max        | 0.7028     |

#### Semantic Similarity
* Dataset: `sts-test-128`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value     |
|:--------------------|:----------|
| pearson_cosine      | 0.691     |
| **spearman_cosine** | **0.688** |
| pearson_manhattan   | 0.7045    |
| spearman_manhattan  | 0.7001    |
| pearson_euclidean   | 0.7064    |
| spearman_euclidean  | 0.7029    |
| pearson_dot         | 0.5847    |
| spearman_dot        | 0.5729    |
| pearson_max         | 0.7064    |
| spearman_max        | 0.7029    |

#### Semantic Similarity
* Dataset: `sts-test-64`
* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)

| Metric              | Value      |
|:--------------------|:-----------|
| pearson_cosine      | 0.681      |
| **spearman_cosine** | **0.6803** |
| pearson_manhattan   | 0.7053     |
| spearman_manhattan  | 0.6987     |
| pearson_euclidean   | 0.7061     |
| spearman_euclidean  | 0.7004     |
| pearson_dot         | 0.5177     |
| spearman_dot        | 0.502      |
| pearson_max         | 0.7061     |
| spearman_max        | 0.7004     |

<!--
## Bias, Risks and Limitations

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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 Hyperparameters
#### Non-Default Hyperparameters

- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `fp16`: True
- `batch_sampler`: no_duplicates

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

- `overwrite_output_dir`: False
- `do_predict`: False
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 8
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: 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, '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_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional

</details>

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

| Epoch  | Step  | Training Loss | sts-test-128_spearman_cosine | sts-test-256_spearman_cosine | sts-test-512_spearman_cosine | sts-test-64_spearman_cosine | sts-test-768_spearman_cosine |
|:------:|:-----:|:-------------:|:----------------------------:|:----------------------------:|:----------------------------:|:---------------------------:|:----------------------------:|
| 0.0029 | 100   | 13.2716       | -                            | -                            | -                            | -                           | -                            |
| 0.0057 | 200   | 9.83          | -                            | -                            | -                            | -                           | -                            |
| 0.0086 | 300   | 9.9047        | -                            | -                            | -                            | -                           | -                            |
| 0.0115 | 400   | 7.5137        | -                            | -                            | -                            | -                           | -                            |
| 0.0143 | 500   | 7.6419        | -                            | -                            | -                            | -                           | -                            |
| 0.0172 | 600   | 6.9603        | -                            | -                            | -                            | -                           | -                            |
| 0.0201 | 700   | 7.3009        | -                            | -                            | -                            | -                           | -                            |
| 0.0229 | 800   | 7.1397        | -                            | -                            | -                            | -                           | -                            |
| 0.0258 | 900   | 8.1352        | -                            | -                            | -                            | -                           | -                            |
| 0.0287 | 1000  | 7.5945        | -                            | -                            | -                            | -                           | -                            |
| 0.0315 | 1100  | 7.0476        | -                            | -                            | -                            | -                           | -                            |
| 0.0344 | 1200  | 5.3356        | -                            | -                            | -                            | -                           | -                            |
| 0.0373 | 1300  | 5.1529        | -                            | -                            | -                            | -                           | -                            |
| 0.0402 | 1400  | 4.9726        | -                            | -                            | -                            | -                           | -                            |
| 0.0430 | 1500  | 5.1683        | -                            | -                            | -                            | -                           | -                            |
| 0.0459 | 1600  | 4.7945        | -                            | -                            | -                            | -                           | -                            |
| 0.0488 | 1700  | 4.9624        | -                            | -                            | -                            | -                           | -                            |
| 0.0516 | 1800  | 4.4254        | -                            | -                            | -                            | -                           | -                            |
| 0.0545 | 1900  | 4.4379        | -                            | -                            | -                            | -                           | -                            |
| 0.0574 | 2000  | 4.0327        | -                            | -                            | -                            | -                           | -                            |
| 0.0602 | 2100  | 3.5138        | -                            | -                            | -                            | -                           | -                            |
| 0.0631 | 2200  | 4.5055        | -                            | -                            | -                            | -                           | -                            |
| 0.0660 | 2300  | 3.8966        | -                            | -                            | -                            | -                           | -                            |
| 0.0688 | 2400  | 4.4884        | -                            | -                            | -                            | -                           | -                            |
| 0.0717 | 2500  | 3.5825        | -                            | -                            | -                            | -                           | -                            |
| 0.0746 | 2600  | 4.0155        | -                            | -                            | -                            | -                           | -                            |
| 0.0774 | 2700  | 4.9842        | -                            | -                            | -                            | -                           | -                            |
| 0.0803 | 2800  | 4.7732        | -                            | -                            | -                            | -                           | -                            |
| 0.0832 | 2900  | 4.5095        | -                            | -                            | -                            | -                           | -                            |
| 0.0860 | 3000  | 4.2526        | -                            | -                            | -                            | -                           | -                            |
| 0.0889 | 3100  | 4.033         | -                            | -                            | -                            | -                           | -                            |
| 0.0918 | 3200  | 4.0052        | -                            | -                            | -                            | -                           | -                            |
| 0.0946 | 3300  | 3.197         | -                            | -                            | -                            | -                           | -                            |
| 0.0975 | 3400  | 3.3423        | -                            | -                            | -                            | -                           | -                            |
| 0.1004 | 3500  | 2.9528        | -                            | -                            | -                            | -                           | -                            |
| 0.1033 | 3600  | 3.9315        | -                            | -                            | -                            | -                           | -                            |
| 0.1061 | 3700  | 3.7733        | -                            | -                            | -                            | -                           | -                            |
| 0.1090 | 3800  | 3.5153        | -                            | -                            | -                            | -                           | -                            |
| 0.1119 | 3900  | 4.1326        | -                            | -                            | -                            | -                           | -                            |
| 0.1147 | 4000  | 5.2179        | -                            | -                            | -                            | -                           | -                            |
| 0.1176 | 4100  | 6.4314        | -                            | -                            | -                            | -                           | -                            |
| 0.1205 | 4200  | 6.3485        | -                            | -                            | -                            | -                           | -                            |
| 0.1233 | 4300  | 4.7771        | -                            | -                            | -                            | -                           | -                            |
| 0.1262 | 4400  | 4.9055        | -                            | -                            | -                            | -                           | -                            |
| 0.1291 | 4500  | 3.9025        | -                            | -                            | -                            | -                           | -                            |
| 0.1319 | 4600  | 4.4638        | -                            | -                            | -                            | -                           | -                            |
| 0.1348 | 4700  | 5.0049        | -                            | -                            | -                            | -                           | -                            |
| 0.1377 | 4800  | 4.3124        | -                            | -                            | -                            | -                           | -                            |
| 0.1405 | 4900  | 4.0027        | -                            | -                            | -                            | -                           | -                            |
| 0.1434 | 5000  | 4.3173        | -                            | -                            | -                            | -                           | -                            |
| 0.1463 | 5100  | 3.6629        | -                            | -                            | -                            | -                           | -                            |
| 0.1491 | 5200  | 4.2759        | -                            | -                            | -                            | -                           | -                            |
| 0.1520 | 5300  | 3.4621        | -                            | -                            | -                            | -                           | -                            |
| 0.1549 | 5400  | 3.9251        | -                            | -                            | -                            | -                           | -                            |
| 0.1577 | 5500  | 4.2294        | -                            | -                            | -                            | -                           | -                            |
| 0.1606 | 5600  | 3.6244        | -                            | -                            | -                            | -                           | -                            |
| 0.1635 | 5700  | 4.283         | -                            | -                            | -                            | -                           | -                            |
| 0.1664 | 5800  | 4.4665        | -                            | -                            | -                            | -                           | -                            |
| 0.1692 | 5900  | 4.956         | -                            | -                            | -                            | -                           | -                            |
| 0.1721 | 6000  | 4.795         | -                            | -                            | -                            | -                           | -                            |
| 0.1750 | 6100  | 4.998         | -                            | -                            | -                            | -                           | -                            |
| 0.1778 | 6200  | 5.3316        | -                            | -                            | -                            | -                           | -                            |
| 0.1807 | 6300  | 5.2247        | -                            | -                            | -                            | -                           | -                            |
| 0.1836 | 6400  | 4.6554        | -                            | -                            | -                            | -                           | -                            |
| 0.1864 | 6500  | 5.2474        | -                            | -                            | -                            | -                           | -                            |
| 0.1893 | 6600  | 5.1168        | -                            | -                            | -                            | -                           | -                            |
| 0.1922 | 6700  | 5.1372        | -                            | -                            | -                            | -                           | -                            |
| 0.1950 | 6800  | 4.1564        | -                            | -                            | -                            | -                           | -                            |
| 0.1979 | 6900  | 4.6997        | -                            | -                            | -                            | -                           | -                            |
| 0.2008 | 7000  | 4.1854        | -                            | -                            | -                            | -                           | -                            |
| 0.2036 | 7100  | 4.4574        | -                            | -                            | -                            | -                           | -                            |
| 0.2065 | 7200  | 4.1859        | -                            | -                            | -                            | -                           | -                            |
| 0.2094 | 7300  | 4.8306        | -                            | -                            | -                            | -                           | -                            |
| 0.2122 | 7400  | 4.4487        | -                            | -                            | -                            | -                           | -                            |
| 0.2151 | 7500  | 4.4606        | -                            | -                            | -                            | -                           | -                            |
| 0.2180 | 7600  | 4.4222        | -                            | -                            | -                            | -                           | -                            |
| 0.2208 | 7700  | 4.7836        | -                            | -                            | -                            | -                           | -                            |
| 0.2237 | 7800  | 4.1475        | -                            | -                            | -                            | -                           | -                            |
| 0.2266 | 7900  | 5.1679        | -                            | -                            | -                            | -                           | -                            |
| 0.2294 | 8000  | 5.0106        | -                            | -                            | -                            | -                           | -                            |
| 0.2323 | 8100  | 4.1899        | -                            | -                            | -                            | -                           | -                            |
| 0.2352 | 8200  | 4.9873        | -                            | -                            | -                            | -                           | -                            |
| 0.2381 | 8300  | 4.3656        | -                            | -                            | -                            | -                           | -                            |
| 0.2409 | 8400  | 4.6117        | -                            | -                            | -                            | -                           | -                            |
| 0.2438 | 8500  | 4.1785        | -                            | -                            | -                            | -                           | -                            |
| 0.2467 | 8600  | 3.7809        | -                            | -                            | -                            | -                           | -                            |
| 0.2495 | 8700  | 4.9116        | -                            | -                            | -                            | -                           | -                            |
| 0.2524 | 8800  | 4.553         | -                            | -                            | -                            | -                           | -                            |
| 0.2553 | 8900  | 4.3178        | -                            | -                            | -                            | -                           | -                            |
| 0.2581 | 9000  | 5.6111        | -                            | -                            | -                            | -                           | -                            |
| 0.2610 | 9100  | 5.4219        | -                            | -                            | -                            | -                           | -                            |
| 0.2639 | 9200  | 5.5628        | -                            | -                            | -                            | -                           | -                            |
| 0.2667 | 9300  | 4.4221        | -                            | -                            | -                            | -                           | -                            |
| 0.2696 | 9400  | 4.7988        | -                            | -                            | -                            | -                           | -                            |
| 0.2725 | 9500  | 4.9361        | -                            | -                            | -                            | -                           | -                            |
| 0.2753 | 9600  | 4.7225        | -                            | -                            | -                            | -                           | -                            |
| 0.2782 | 9700  | 4.7258        | -                            | -                            | -                            | -                           | -                            |
| 0.2811 | 9800  | 4.7071        | -                            | -                            | -                            | -                           | -                            |
| 0.2839 | 9900  | 4.5519        | -                            | -                            | -                            | -                           | -                            |
| 0.2868 | 10000 | 4.5354        | -                            | -                            | -                            | -                           | -                            |
| 0.2897 | 10100 | 4.3893        | -                            | -                            | -                            | -                           | -                            |
| 0.2925 | 10200 | 4.7848        | -                            | -                            | -                            | -                           | -                            |
| 0.2954 | 10300 | 4.7195        | -                            | -                            | -                            | -                           | -                            |
| 0.2983 | 10400 | 4.0155        | -                            | -                            | -                            | -                           | -                            |
| 0.3012 | 10500 | 5.1602        | -                            | -                            | -                            | -                           | -                            |
| 0.3040 | 10600 | 4.6345        | -                            | -                            | -                            | -                           | -                            |
| 0.3069 | 10700 | 5.39          | -                            | -                            | -                            | -                           | -                            |
| 0.3098 | 10800 | 4.7974        | -                            | -                            | -                            | -                           | -                            |
| 0.3126 | 10900 | 4.9736        | -                            | -                            | -                            | -                           | -                            |
| 0.3155 | 11000 | 5.0949        | -                            | -                            | -                            | -                           | -                            |
| 0.3184 | 11100 | 4.6704        | -                            | -                            | -                            | -                           | -                            |
| 0.3212 | 11200 | 4.7001        | -                            | -                            | -                            | -                           | -                            |
| 0.3241 | 11300 | 4.2913        | -                            | -                            | -                            | -                           | -                            |
| 0.3270 | 11400 | 4.7536        | -                            | -                            | -                            | -                           | -                            |
| 0.3298 | 11500 | 4.8349        | -                            | -                            | -                            | -                           | -                            |
| 0.3327 | 11600 | 4.2567        | -                            | -                            | -                            | -                           | -                            |
| 0.3356 | 11700 | 4.6754        | -                            | -                            | -                            | -                           | -                            |
| 0.3384 | 11800 | 4.8534        | -                            | -                            | -                            | -                           | -                            |
| 0.3413 | 11900 | 4.7486        | -                            | -                            | -                            | -                           | -                            |
| 0.3442 | 12000 | 4.9194        | -                            | -                            | -                            | -                           | -                            |
| 0.3470 | 12100 | 4.4572        | -                            | -                            | -                            | -                           | -                            |
| 0.3499 | 12200 | 4.6173        | -                            | -                            | -                            | -                           | -                            |
| 0.3528 | 12300 | 5.1292        | -                            | -                            | -                            | -                           | -                            |
| 0.3556 | 12400 | 4.6138        | -                            | -                            | -                            | -                           | -                            |
| 0.3585 | 12500 | 4.6884        | -                            | -                            | -                            | -                           | -                            |
| 0.3614 | 12600 | 4.4245        | -                            | -                            | -                            | -                           | -                            |
| 0.3643 | 12700 | 4.7534        | -                            | -                            | -                            | -                           | -                            |
| 0.3671 | 12800 | 4.7027        | -                            | -                            | -                            | -                           | -                            |
| 0.3700 | 12900 | 4.5186        | -                            | -                            | -                            | -                           | -                            |
| 0.3729 | 13000 | 3.8917        | -                            | -                            | -                            | -                           | -                            |
| 0.3757 | 13100 | 4.507         | -                            | -                            | -                            | -                           | -                            |
| 0.3786 | 13200 | 5.4866        | -                            | -                            | -                            | -                           | -                            |
| 0.3815 | 13300 | 4.0424        | -                            | -                            | -                            | -                           | -                            |
| 0.3843 | 13400 | 4.4017        | -                            | -                            | -                            | -                           | -                            |
| 0.3872 | 13500 | 4.0016        | -                            | -                            | -                            | -                           | -                            |
| 0.3901 | 13600 | 4.0695        | -                            | -                            | -                            | -                           | -                            |
| 0.3929 | 13700 | 4.4957        | -                            | -                            | -                            | -                           | -                            |
| 0.3958 | 13800 | 4.4655        | -                            | -                            | -                            | -                           | -                            |
| 0.3987 | 13900 | 4.5717        | -                            | -                            | -                            | -                           | -                            |
| 0.4015 | 14000 | 4.134         | -                            | -                            | -                            | -                           | -                            |
| 0.4044 | 14100 | 4.2704        | -                            | -                            | -                            | -                           | -                            |
| 0.4073 | 14200 | 4.7712        | -                            | -                            | -                            | -                           | -                            |
| 0.4101 | 14300 | 4.3946        | -                            | -                            | -                            | -                           | -                            |
| 0.4130 | 14400 | 4.5848        | -                            | -                            | -                            | -                           | -                            |
| 0.4159 | 14500 | 4.4655        | -                            | -                            | -                            | -                           | -                            |
| 0.4187 | 14600 | 4.278         | -                            | -                            | -                            | -                           | -                            |
| 0.4216 | 14700 | 4.2877        | -                            | -                            | -                            | -                           | -                            |
| 0.4245 | 14800 | 3.9299        | -                            | -                            | -                            | -                           | -                            |
| 0.4274 | 14900 | 4.7078        | -                            | -                            | -                            | -                           | -                            |
| 0.4302 | 15000 | 4.8527        | -                            | -                            | -                            | -                           | -                            |
| 0.4331 | 15100 | 4.3476        | -                            | -                            | -                            | -                           | -                            |
| 0.4360 | 15200 | 4.2012        | -                            | -                            | -                            | -                           | -                            |
| 0.4388 | 15300 | 4.1766        | -                            | -                            | -                            | -                           | -                            |
| 0.4417 | 15400 | 3.9842        | -                            | -                            | -                            | -                           | -                            |
| 0.4446 | 15500 | 4.1244        | -                            | -                            | -                            | -                           | -                            |
| 0.4474 | 15600 | 4.7983        | -                            | -                            | -                            | -                           | -                            |
| 0.4503 | 15700 | 4.2341        | -                            | -                            | -                            | -                           | -                            |
| 0.4532 | 15800 | 4.9829        | -                            | -                            | -                            | -                           | -                            |
| 0.4560 | 15900 | 4.0221        | -                            | -                            | -                            | -                           | -                            |
| 0.4589 | 16000 | 4.1082        | -                            | -                            | -                            | -                           | -                            |
| 0.4618 | 16100 | 3.8922        | -                            | -                            | -                            | -                           | -                            |
| 0.4646 | 16200 | 4.5382        | -                            | -                            | -                            | -                           | -                            |
| 0.4675 | 16300 | 4.4428        | -                            | -                            | -                            | -                           | -                            |
| 0.4704 | 16400 | 3.9087        | -                            | -                            | -                            | -                           | -                            |
| 0.4732 | 16500 | 3.7465        | -                            | -                            | -                            | -                           | -                            |
| 0.4761 | 16600 | 4.149         | -                            | -                            | -                            | -                           | -                            |
| 0.4790 | 16700 | 4.5691        | -                            | -                            | -                            | -                           | -                            |
| 0.4818 | 16800 | 3.8776        | -                            | -                            | -                            | -                           | -                            |
| 0.4847 | 16900 | 3.7354        | -                            | -                            | -                            | -                           | -                            |
| 0.4876 | 17000 | 4.25          | -                            | -                            | -                            | -                           | -                            |
| 0.4904 | 17100 | 4.4119        | -                            | -                            | -                            | -                           | -                            |
| 0.4933 | 17200 | 4.2319        | -                            | -                            | -                            | -                           | -                            |
| 0.4962 | 17300 | 4.3736        | -                            | -                            | -                            | -                           | -                            |
| 0.4991 | 17400 | 4.5345        | -                            | -                            | -                            | -                           | -                            |
| 0.5019 | 17500 | 4.1824        | -                            | -                            | -                            | -                           | -                            |
| 0.5048 | 17600 | 4.0033        | -                            | -                            | -                            | -                           | -                            |
| 0.5077 | 17700 | 4.277         | -                            | -                            | -                            | -                           | -                            |
| 0.5105 | 17800 | 4.3553        | -                            | -                            | -                            | -                           | -                            |
| 0.5134 | 17900 | 3.9528        | -                            | -                            | -                            | -                           | -                            |
| 0.5163 | 18000 | 4.068         | -                            | -                            | -                            | -                           | -                            |
| 0.5191 | 18100 | 4.0464        | -                            | -                            | -                            | -                           | -                            |
| 0.5220 | 18200 | 4.1665        | -                            | -                            | -                            | -                           | -                            |
| 0.5249 | 18300 | 3.7445        | -                            | -                            | -                            | -                           | -                            |
| 0.5277 | 18400 | 4.2248        | -                            | -                            | -                            | -                           | -                            |
| 0.5306 | 18500 | 3.9295        | -                            | -                            | -                            | -                           | -                            |
| 0.5335 | 18600 | 3.546         | -                            | -                            | -                            | -                           | -                            |
| 0.5363 | 18700 | 3.7463        | -                            | -                            | -                            | -                           | -                            |
| 0.5392 | 18800 | 3.9798        | -                            | -                            | -                            | -                           | -                            |
| 0.5421 | 18900 | 4.4773        | -                            | -                            | -                            | -                           | -                            |
| 0.5449 | 19000 | 4.3534        | -                            | -                            | -                            | -                           | -                            |
| 0.5478 | 19100 | 4.2347        | -                            | -                            | -                            | -                           | -                            |
| 0.5507 | 19200 | 3.8113        | -                            | -                            | -                            | -                           | -                            |
| 0.5535 | 19300 | 4.4689        | -                            | -                            | -                            | -                           | -                            |
| 0.5564 | 19400 | 4.2188        | -                            | -                            | -                            | -                           | -                            |
| 0.5593 | 19500 | 4.1266        | -                            | -                            | -                            | -                           | -                            |
| 0.5622 | 19600 | 3.9222        | -                            | -                            | -                            | -                           | -                            |
| 0.5650 | 19700 | 4.38          | -                            | -                            | -                            | -                           | -                            |
| 0.5679 | 19800 | 4.4557        | -                            | -                            | -                            | -                           | -                            |
| 0.5708 | 19900 | 4.7566        | -                            | -                            | -                            | -                           | -                            |
| 0.5736 | 20000 | 3.8922        | -                            | -                            | -                            | -                           | -                            |
| 0.5765 | 20100 | 4.0263        | -                            | -                            | -                            | -                           | -                            |
| 0.5794 | 20200 | 3.9258        | -                            | -                            | -                            | -                           | -                            |
| 0.5822 | 20300 | 4.3767        | -                            | -                            | -                            | -                           | -                            |
| 0.5851 | 20400 | 4.1211        | -                            | -                            | -                            | -                           | -                            |
| 0.5880 | 20500 | 4.3083        | -                            | -                            | -                            | -                           | -                            |
| 0.5908 | 20600 | 4.4544        | -                            | -                            | -                            | -                           | -                            |
| 0.5937 | 20700 | 4.0118        | -                            | -                            | -                            | -                           | -                            |
| 0.5966 | 20800 | 3.9136        | -                            | -                            | -                            | -                           | -                            |
| 0.5994 | 20900 | 3.8614        | -                            | -                            | -                            | -                           | -                            |
| 0.6023 | 21000 | 3.8057        | -                            | -                            | -                            | -                           | -                            |
| 0.6052 | 21100 | 4.4934        | -                            | -                            | -                            | -                           | -                            |
| 0.6080 | 21200 | 3.9206        | -                            | -                            | -                            | -                           | -                            |
| 0.6109 | 21300 | 4.43          | -                            | -                            | -                            | -                           | -                            |
| 0.6138 | 21400 | 4.0576        | -                            | -                            | -                            | -                           | -                            |
| 0.6166 | 21500 | 3.9019        | -                            | -                            | -                            | -                           | -                            |
| 0.6195 | 21600 | 4.4216        | -                            | -                            | -                            | -                           | -                            |
| 0.6224 | 21700 | 4.0959        | -                            | -                            | -                            | -                           | -                            |
| 0.6253 | 21800 | 3.8756        | -                            | -                            | -                            | -                           | -                            |
| 0.6281 | 21900 | 4.7791        | -                            | -                            | -                            | -                           | -                            |
| 0.6310 | 22000 | 3.6284        | -                            | -                            | -                            | -                           | -                            |
| 0.6339 | 22100 | 4.5534        | -                            | -                            | -                            | -                           | -                            |
| 0.6367 | 22200 | 4.18          | -                            | -                            | -                            | -                           | -                            |
| 0.6396 | 22300 | 4.3002        | -                            | -                            | -                            | -                           | -                            |
| 0.6425 | 22400 | 3.7162        | -                            | -                            | -                            | -                           | -                            |
| 0.6453 | 22500 | 4.8495        | -                            | -                            | -                            | -                           | -                            |
| 0.6482 | 22600 | 4.2966        | -                            | -                            | -                            | -                           | -                            |
| 0.6511 | 22700 | 3.7718        | -                            | -                            | -                            | -                           | -                            |
| 0.6539 | 22800 | 4.2257        | -                            | -                            | -                            | -                           | -                            |
| 0.6568 | 22900 | 3.9821        | -                            | -                            | -                            | -                           | -                            |
| 0.6597 | 23000 | 4.0853        | -                            | -                            | -                            | -                           | -                            |
| 0.6625 | 23100 | 3.6124        | -                            | -                            | -                            | -                           | -                            |
| 0.6654 | 23200 | 3.732         | -                            | -                            | -                            | -                           | -                            |
| 0.6683 | 23300 | 4.3821        | -                            | -                            | -                            | -                           | -                            |
| 0.6711 | 23400 | 4.229         | -                            | -                            | -                            | -                           | -                            |
| 0.6740 | 23500 | 4.2589        | -                            | -                            | -                            | -                           | -                            |
| 0.6769 | 23600 | 4.4975        | -                            | -                            | -                            | -                           | -                            |
| 0.6797 | 23700 | 3.8062        | -                            | -                            | -                            | -                           | -                            |
| 0.6826 | 23800 | 3.6924        | -                            | -                            | -                            | -                           | -                            |
| 0.6855 | 23900 | 3.7736        | -                            | -                            | -                            | -                           | -                            |
| 0.6883 | 24000 | 3.7815        | -                            | -                            | -                            | -                           | -                            |
| 0.6912 | 24100 | 4.1192        | -                            | -                            | -                            | -                           | -                            |
| 0.6941 | 24200 | 4.2336        | -                            | -                            | -                            | -                           | -                            |
| 0.6970 | 24300 | 4.1145        | -                            | -                            | -                            | -                           | -                            |
| 0.6998 | 24400 | 4.0681        | -                            | -                            | -                            | -                           | -                            |
| 0.7027 | 24500 | 4.0492        | -                            | -                            | -                            | -                           | -                            |
| 0.7056 | 24600 | 3.7831        | -                            | -                            | -                            | -                           | -                            |
| 0.7084 | 24700 | 4.2445        | -                            | -                            | -                            | -                           | -                            |
| 0.7113 | 24800 | 3.9308        | -                            | -                            | -                            | -                           | -                            |
| 0.7142 | 24900 | 3.8705        | -                            | -                            | -                            | -                           | -                            |
| 0.7170 | 25000 | 3.6998        | -                            | -                            | -                            | -                           | -                            |
| 0.7199 | 25100 | 3.4736        | -                            | -                            | -                            | -                           | -                            |
| 0.7228 | 25200 | 3.9971        | -                            | -                            | -                            | -                           | -                            |
| 0.7256 | 25300 | 3.8292        | -                            | -                            | -                            | -                           | -                            |
| 0.7285 | 25400 | 3.8499        | -                            | -                            | -                            | -                           | -                            |
| 0.7314 | 25500 | 3.8732        | -                            | -                            | -                            | -                           | -                            |
| 0.7342 | 25600 | 3.9409        | -                            | -                            | -                            | -                           | -                            |
| 0.7371 | 25700 | 4.4416        | -                            | -                            | -                            | -                           | -                            |
| 0.7400 | 25800 | 3.663         | -                            | -                            | -                            | -                           | -                            |
| 0.7428 | 25900 | 3.9786        | -                            | -                            | -                            | -                           | -                            |
| 0.7457 | 26000 | 4.1781        | -                            | -                            | -                            | -                           | -                            |
| 0.7486 | 26100 | 3.692         | -                            | -                            | -                            | -                           | -                            |
| 0.7514 | 26200 | 3.2601        | -                            | -                            | -                            | -                           | -                            |
| 0.7543 | 26300 | 7.1759        | -                            | -                            | -                            | -                           | -                            |
| 0.7572 | 26400 | 7.0459        | -                            | -                            | -                            | -                           | -                            |
| 0.7601 | 26500 | 6.1797        | -                            | -                            | -                            | -                           | -                            |
| 0.7629 | 26600 | 6.2055        | -                            | -                            | -                            | -                           | -                            |
| 0.7658 | 26700 | 6.1403        | -                            | -                            | -                            | -                           | -                            |
| 0.7687 | 26800 | 5.703         | -                            | -                            | -                            | -                           | -                            |
| 0.7715 | 26900 | 6.1283        | -                            | -                            | -                            | -                           | -                            |
| 0.7744 | 27000 | 5.71          | -                            | -                            | -                            | -                           | -                            |
| 0.7773 | 27100 | 5.3105        | -                            | -                            | -                            | -                           | -                            |
| 0.7801 | 27200 | 5.4202        | -                            | -                            | -                            | -                           | -                            |
| 0.7830 | 27300 | 5.2964        | -                            | -                            | -                            | -                           | -                            |
| 0.7859 | 27400 | 5.4852        | -                            | -                            | -                            | -                           | -                            |
| 0.7887 | 27500 | 5.241         | -                            | -                            | -                            | -                           | -                            |
| 0.7916 | 27600 | 5.4322        | -                            | -                            | -                            | -                           | -                            |
| 0.7945 | 27700 | 5.6285        | -                            | -                            | -                            | -                           | -                            |
| 0.7973 | 27800 | 5.0215        | -                            | -                            | -                            | -                           | -                            |
| 0.8002 | 27900 | 5.2433        | -                            | -                            | -                            | -                           | -                            |
| 0.8031 | 28000 | 4.9617        | -                            | -                            | -                            | -                           | -                            |
| 0.8059 | 28100 | 4.9479        | -                            | -                            | -                            | -                           | -                            |
| 0.8088 | 28200 | 4.9077        | -                            | -                            | -                            | -                           | -                            |
| 0.8117 | 28300 | 4.853         | -                            | -                            | -                            | -                           | -                            |
| 0.8145 | 28400 | 4.6727        | -                            | -                            | -                            | -                           | -                            |
| 0.8174 | 28500 | 4.9987        | -                            | -                            | -                            | -                           | -                            |
| 0.8203 | 28600 | 4.8405        | -                            | -                            | -                            | -                           | -                            |
| 0.8232 | 28700 | 4.9627        | -                            | -                            | -                            | -                           | -                            |
| 0.8260 | 28800 | 4.5608        | -                            | -                            | -                            | -                           | -                            |
| 0.8289 | 28900 | 5.0802        | -                            | -                            | -                            | -                           | -                            |
| 0.8318 | 29000 | 4.9069        | -                            | -                            | -                            | -                           | -                            |
| 0.8346 | 29100 | 4.8605        | -                            | -                            | -                            | -                           | -                            |
| 0.8375 | 29200 | 4.6424        | -                            | -                            | -                            | -                           | -                            |
| 0.8404 | 29300 | 4.7813        | -                            | -                            | -                            | -                           | -                            |
| 0.8432 | 29400 | 4.5925        | -                            | -                            | -                            | -                           | -                            |
| 0.8461 | 29500 | 4.7081        | -                            | -                            | -                            | -                           | -                            |
| 0.8490 | 29600 | 4.4319        | -                            | -                            | -                            | -                           | -                            |
| 0.8518 | 29700 | 4.7291        | -                            | -                            | -                            | -                           | -                            |
| 0.8547 | 29800 | 4.749         | -                            | -                            | -                            | -                           | -                            |
| 0.8576 | 29900 | 4.6148        | -                            | -                            | -                            | -                           | -                            |
| 0.8604 | 30000 | 4.2549        | -                            | -                            | -                            | -                           | -                            |
| 0.8633 | 30100 | 4.3415        | -                            | -                            | -                            | -                           | -                            |
| 0.8662 | 30200 | 4.1999        | -                            | -                            | -                            | -                           | -                            |
| 0.8690 | 30300 | 4.4298        | -                            | -                            | -                            | -                           | -                            |
| 0.8719 | 30400 | 4.3612        | -                            | -                            | -                            | -                           | -                            |
| 0.8748 | 30500 | 4.4834        | -                            | -                            | -                            | -                           | -                            |
| 0.8776 | 30600 | 4.4774        | -                            | -                            | -                            | -                           | -                            |
| 0.8805 | 30700 | 4.2524        | -                            | -                            | -                            | -                           | -                            |
| 0.8834 | 30800 | 4.5562        | -                            | -                            | -                            | -                           | -                            |
| 0.8863 | 30900 | 4.5261        | -                            | -                            | -                            | -                           | -                            |
| 0.8891 | 31000 | 4.0262        | -                            | -                            | -                            | -                           | -                            |
| 0.8920 | 31100 | 4.1109        | -                            | -                            | -                            | -                           | -                            |
| 0.8949 | 31200 | 4.1955        | -                            | -                            | -                            | -                           | -                            |
| 0.8977 | 31300 | 4.3169        | -                            | -                            | -                            | -                           | -                            |
| 0.9006 | 31400 | 4.5862        | -                            | -                            | -                            | -                           | -                            |
| 0.9035 | 31500 | 4.5503        | -                            | -                            | -                            | -                           | -                            |
| 0.9063 | 31600 | 4.2587        | -                            | -                            | -                            | -                           | -                            |
| 0.9092 | 31700 | 4.0028        | -                            | -                            | -                            | -                           | -                            |
| 0.9121 | 31800 | 4.3575        | -                            | -                            | -                            | -                           | -                            |
| 0.9149 | 31900 | 4.1033        | -                            | -                            | -                            | -                           | -                            |
| 0.9178 | 32000 | 4.2877        | -                            | -                            | -                            | -                           | -                            |
| 0.9207 | 32100 | 3.9537        | -                            | -                            | -                            | -                           | -                            |
| 0.9235 | 32200 | 4.107         | -                            | -                            | -                            | -                           | -                            |
| 0.9264 | 32300 | 4.3288        | -                            | -                            | -                            | -                           | -                            |
| 0.9293 | 32400 | 4.102         | -                            | -                            | -                            | -                           | -                            |
| 0.9321 | 32500 | 4.1751        | -                            | -                            | -                            | -                           | -                            |
| 0.9350 | 32600 | 3.7919        | -                            | -                            | -                            | -                           | -                            |
| 0.9379 | 32700 | 4.0939        | -                            | -                            | -                            | -                           | -                            |
| 0.9407 | 32800 | 4.1822        | -                            | -                            | -                            | -                           | -                            |
| 0.9436 | 32900 | 3.959         | -                            | -                            | -                            | -                           | -                            |
| 0.9465 | 33000 | 3.9173        | -                            | -                            | -                            | -                           | -                            |
| 0.9493 | 33100 | 4.3087        | -                            | -                            | -                            | -                           | -                            |
| 0.9522 | 33200 | 4.1239        | -                            | -                            | -                            | -                           | -                            |
| 0.9551 | 33300 | 4.1012        | -                            | -                            | -                            | -                           | -                            |
| 0.9580 | 33400 | 3.9988        | -                            | -                            | -                            | -                           | -                            |
| 0.9608 | 33500 | 4.1478        | -                            | -                            | -                            | -                           | -                            |
| 0.9637 | 33600 | 4.1669        | -                            | -                            | -                            | -                           | -                            |
| 0.9666 | 33700 | 4.0398        | -                            | -                            | -                            | -                           | -                            |
| 0.9694 | 33800 | 3.9814        | -                            | -                            | -                            | -                           | -                            |
| 0.9723 | 33900 | 4.3764        | -                            | -                            | -                            | -                           | -                            |
| 0.9752 | 34000 | 4.2847        | -                            | -                            | -                            | -                           | -                            |
| 0.9780 | 34100 | 3.9461        | -                            | -                            | -                            | -                           | -                            |
| 0.9809 | 34200 | 4.3377        | -                            | -                            | -                            | -                           | -                            |
| 0.9838 | 34300 | 3.8114        | -                            | -                            | -                            | -                           | -                            |
| 0.9866 | 34400 | 4.0827        | -                            | -                            | -                            | -                           | -                            |
| 0.9895 | 34500 | 4.0014        | -                            | -                            | -                            | -                           | -                            |
| 0.9924 | 34600 | 4.3964        | -                            | -                            | -                            | -                           | -                            |
| 0.9952 | 34700 | 3.9103        | -                            | -                            | -                            | -                           | -                            |
| 0.9981 | 34800 | 4.0363        | -                            | -                            | -                            | -                           | -                            |
| 1.0    | 34866 | -             | 0.6880                       | 0.6922                       | 0.6961                       | 0.6803                      | 0.6964                       |

</details>

### Framework Versions
- Python: 3.11.9
- Sentence Transformers: 3.0.1
- Transformers: 4.40.1
- PyTorch: 2.3.0+cu121
- Accelerate: 0.29.3
- Datasets: 2.19.0
- Tokenizers: 0.19.1

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### MatryoshkaLoss
```bibtex
@misc{kusupati2024matryoshka,
    title={Matryoshka Representation Learning}, 
    author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
    year={2024},
    eprint={2205.13147},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

#### 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}
}
```

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