sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:1115700 loss:MatryoshkaLoss loss:MultipleNegativesRankingLoss arxiv:1908.10084 arxiv:2205.13147 arxiv:1705.00652 base_model:mixedbread-ai/mxbai-embed-large-v1 base_model:finetune:mixedbread-ai/mxbai-embed-large-v1 model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: mixedbread-ai/mxbai-embed-large-v1
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:1115700
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: Ndege mwenye mdomo mrefu katikati ya ndege.
  sentences:
  - Panya anayekimbia juu ya gurudumu.
  - Mtu anashindana katika mashindano ya mbio.
  - Ndege anayeruka.
- source_sentence: Msichana mchanga mwenye nywele nyeusi anakabili kamera na kushikilia
    mfuko wa karatasi wakati amevaa shati la machungwa na mabawa ya kipepeo yenye
    rangi nyingi.
  sentences:
  - Mwanamke mzee anakataa kupigwa picha.
  - mtu akila na mvulana mdogo kwenye kijia cha jiji
  - Msichana mchanga anakabili kamera.
- source_sentence: Wanawake na watoto wameketi nje katika kivuli wakati kikundi cha
    watoto wadogo wameketi ndani katika kivuli.
  sentences:
  - Mwanamke na watoto na kukaa chini.
  - Mwanamke huyo anakimbia.
  - Watu wanasafiri kwa baiskeli.
- source_sentence: Mtoto mdogo anaruka mikononi mwa mwanamke aliyevalia suti nyeusi
    ya kuogelea akiwa kwenye dimbwi.
  sentences:
  - Mtoto akiruka mikononi mwa mwanamke aliyevalia suti ya kuogelea kwenye dimbwi.
  - Someone is holding oranges and walking
  - Mama na binti wakinunua viatu.
- source_sentence: Mwanamume na mwanamke wachanga waliovaa mikoba wanaweka au kuondoa
    kitu kutoka kwenye mti mweupe wa zamani, huku watu wengine wamesimama au wameketi
    nyuma.
  sentences:
  - tai huruka
  - mwanamume na mwanamke wenye mikoba
  - Wanaume wawili wameketi karibu na mwanamke.
model-index:
- name: SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1
  results:
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 768
      type: sts-test-768
    metrics:
    - type: pearson_cosine
      value: 0.7132706238512434
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.7051536841043449
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6350557885817543
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6244954371574937
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6378177587771076
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.62660657495158
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.5703890363847545
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5603263508842454
      name: Spearman Dot
    - type: pearson_max
      value: 0.7132706238512434
      name: Pearson Max
    - type: spearman_max
      value: 0.7051536841043449
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 512
      type: sts-test-512
    metrics:
    - type: pearson_cosine
      value: 0.7123126668825692
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.703609966898051
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6388434483972429
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6281398975795567
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6419247701070586
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6310772735048756
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.5490282729432092
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5413067160939415
      name: Spearman Dot
    - type: pearson_max
      value: 0.7123126668825692
      name: Pearson Max
    - type: spearman_max
      value: 0.703609966898051
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 256
      type: sts-test-256
    metrics:
    - type: pearson_cosine
      value: 0.7077861691807766
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.7000862774499549
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.643288835639384
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6325033715865666
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6460218727916103
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6343987601663327
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.5115397990320991
      name: Pearson Dot
    - type: spearman_dot
      value: 0.5059807217044437
      name: Spearman Dot
    - type: pearson_max
      value: 0.7077861691807766
      name: Pearson Max
    - type: spearman_max
      value: 0.7000862774499549
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 128
      type: sts-test-128
    metrics:
    - type: pearson_cosine
      value: 0.7028807205576924
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.6967519700533644
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6497250338362586
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6388633921530281
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.650616035583963
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6388752538429412
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.473211586813894
      name: Pearson Dot
    - type: spearman_dot
      value: 0.468867985238822
      name: Spearman Dot
    - type: pearson_max
      value: 0.7028807205576924
      name: Pearson Max
    - type: spearman_max
      value: 0.6967519700533644
      name: Spearman Max
  - task:
      type: semantic-similarity
      name: Semantic Similarity
    dataset:
      name: sts test 64
      type: sts-test-64
    metrics:
    - type: pearson_cosine
      value: 0.6904004410097948
      name: Pearson Cosine
    - type: spearman_cosine
      value: 0.684874855155489
      name: Spearman Cosine
    - type: pearson_manhattan
      value: 0.6498424787891348
      name: Pearson Manhattan
    - type: spearman_manhattan
      value: 0.6359659710580793
      name: Spearman Manhattan
    - type: pearson_euclidean
      value: 0.6513241092538908
      name: Pearson Euclidean
    - type: spearman_euclidean
      value: 0.6369881684130174
      name: Spearman Euclidean
    - type: pearson_dot
      value: 0.42134226096367267
      name: Pearson Dot
    - type: spearman_dot
      value: 0.4179675632105097
      name: Spearman Dot
    - type: pearson_max
      value: 0.6904004410097948
      name: Pearson Max
    - type: spearman_max
      value: 0.684874855155489
      name: Spearman Max
---

# SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) on the Mollel/swahili-n_li-triplet-swh-eng dataset. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) <!-- at revision 990580e27d329c7408b3741ecff85876e128e203 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 1024 tokens
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - Mollel/swahili-n_li-triplet-swh-eng
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

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

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': 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/MultiLinguSwahili-mxbai-embed-large-v1-nli-matryoshka")
# Run inference
sentences = [
    'Mwanamume na mwanamke wachanga waliovaa mikoba wanaweka au kuondoa kitu kutoka kwenye mti mweupe wa zamani, huku watu wengine wamesimama au wameketi nyuma.',
    'mwanamume na mwanamke wenye mikoba',
    'tai huruka',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

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

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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      | 0.7133     |
| **spearman_cosine** | **0.7052** |
| pearson_manhattan   | 0.6351     |
| spearman_manhattan  | 0.6245     |
| pearson_euclidean   | 0.6378     |
| spearman_euclidean  | 0.6266     |
| pearson_dot         | 0.5704     |
| spearman_dot        | 0.5603     |
| pearson_max         | 0.7133     |
| spearman_max        | 0.7052     |

#### 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      | 0.7123     |
| **spearman_cosine** | **0.7036** |
| pearson_manhattan   | 0.6388     |
| spearman_manhattan  | 0.6281     |
| pearson_euclidean   | 0.6419     |
| spearman_euclidean  | 0.6311     |
| pearson_dot         | 0.549      |
| spearman_dot        | 0.5413     |
| pearson_max         | 0.7123     |
| spearman_max        | 0.7036     |

#### 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      | 0.7078     |
| **spearman_cosine** | **0.7001** |
| pearson_manhattan   | 0.6433     |
| spearman_manhattan  | 0.6325     |
| pearson_euclidean   | 0.646      |
| spearman_euclidean  | 0.6344     |
| pearson_dot         | 0.5115     |
| spearman_dot        | 0.506      |
| pearson_max         | 0.7078     |
| spearman_max        | 0.7001     |

#### 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      | 0.7029     |
| **spearman_cosine** | **0.6968** |
| pearson_manhattan   | 0.6497     |
| spearman_manhattan  | 0.6389     |
| pearson_euclidean   | 0.6506     |
| spearman_euclidean  | 0.6389     |
| pearson_dot         | 0.4732     |
| spearman_dot        | 0.4689     |
| pearson_max         | 0.7029     |
| spearman_max        | 0.6968     |

#### 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      | 0.6904     |
| **spearman_cosine** | **0.6849** |
| pearson_manhattan   | 0.6498     |
| spearman_manhattan  | 0.636      |
| pearson_euclidean   | 0.6513     |
| spearman_euclidean  | 0.637      |
| pearson_dot         | 0.4213     |
| spearman_dot        | 0.418      |
| pearson_max         | 0.6904     |
| spearman_max        | 0.6849     |

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## Training Details

### Training Dataset

#### Mollel/swahili-n_li-triplet-swh-eng

* Dataset: Mollel/swahili-n_li-triplet-swh-eng
* Size: 1,115,700 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: 15.18 tokens</li><li>max: 80 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 18.53 tokens</li><li>max: 52 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 17.8 tokens</li><li>max: 53 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>Mtu aliyepanda farasi anaruka juu ya ndege iliyovunjika.</code> | <code>Mtu yuko nje, juu ya farasi.</code>      | <code>Mtu yuko kwenye mkahawa, akiagiza omelette.</code>   |
  | <code>Children smiling and waving at camera</code>                    | <code>There are children present</code>        | <code>The kids are frowning</code>                         |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
  ```json
  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512,
          256,
          128,
          64
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  ```

### Evaluation Dataset

#### Mollel/swahili-n_li-triplet-swh-eng

* Dataset: Mollel/swahili-n_li-triplet-swh-eng
* Size: 13,168 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: 26.43 tokens</li><li>max: 94 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 13.37 tokens</li><li>max: 65 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 14.7 tokens</li><li>max: 54 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>Wanawake wawili wanakumbatiana huku wakishikilia vifurushi vya kwenda.</code>                                                                                            | <code>Wanawake wawili wanashikilia vifurushi.</code>        | <code>Wanaume hao wanapigana nje ya duka la vyakula vitamu.</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>                   |
* Loss: [<code>MatryoshkaLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
  ```json
  {
      "loss": "MultipleNegativesRankingLoss",
      "matryoshka_dims": [
          768,
          512,
          256,
          128,
          64
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": -1
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `learning_rate`: 2e-05
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `bf16`: 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`: 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
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, '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   | 9.6293        | -                            | -                            | -                            | -                           | -                            |
| 0.0057 | 200   | 8.1059        | -                            | -                            | -                            | -                           | -                            |
| 0.0086 | 300   | 8.6054        | -                            | -                            | -                            | -                           | -                            |
| 0.0115 | 400   | 6.8896        | -                            | -                            | -                            | -                           | -                            |
| 0.0143 | 500   | 6.9096        | -                            | -                            | -                            | -                           | -                            |
| 0.0172 | 600   | 6.7797        | -                            | -                            | -                            | -                           | -                            |
| 0.0201 | 700   | 6.8013        | -                            | -                            | -                            | -                           | -                            |
| 0.0229 | 800   | 7.49          | -                            | -                            | -                            | -                           | -                            |
| 0.0258 | 900   | 7.2888        | -                            | -                            | -                            | -                           | -                            |
| 0.0287 | 1000  | 7.3862        | -                            | -                            | -                            | -                           | -                            |
| 0.0315 | 1100  | 6.8292        | -                            | -                            | -                            | -                           | -                            |
| 0.0344 | 1200  | 6.2505        | -                            | -                            | -                            | -                           | -                            |
| 0.0373 | 1300  | 4.8736        | -                            | -                            | -                            | -                           | -                            |
| 0.0402 | 1400  | 4.7668        | -                            | -                            | -                            | -                           | -                            |
| 0.0430 | 1500  | 5.0843        | -                            | -                            | -                            | -                           | -                            |
| 0.0459 | 1600  | 3.8507        | -                            | -                            | -                            | -                           | -                            |
| 0.0488 | 1700  | 5.1235        | -                            | -                            | -                            | -                           | -                            |
| 0.0516 | 1800  | 4.6187        | -                            | -                            | -                            | -                           | -                            |
| 0.0545 | 1900  | 3.8704        | -                            | -                            | -                            | -                           | -                            |
| 0.0574 | 2000  | 3.3635        | -                            | -                            | -                            | -                           | -                            |
| 0.0602 | 2100  | 3.4204        | -                            | -                            | -                            | -                           | -                            |
| 0.0631 | 2200  | 3.5258        | -                            | -                            | -                            | -                           | -                            |
| 0.0660 | 2300  | 3.6726        | -                            | -                            | -                            | -                           | -                            |
| 0.0688 | 2400  | 3.8007        | -                            | -                            | -                            | -                           | -                            |
| 0.0717 | 2500  | 3.5593        | -                            | -                            | -                            | -                           | -                            |
| 0.0746 | 2600  | 3.3407        | -                            | -                            | -                            | -                           | -                            |
| 0.0774 | 2700  | 4.6645        | -                            | -                            | -                            | -                           | -                            |
| 0.0803 | 2800  | 4.5431        | -                            | -                            | -                            | -                           | -                            |
| 0.0832 | 2900  | 4.0496        | -                            | -                            | -                            | -                           | -                            |
| 0.0860 | 3000  | 3.8313        | -                            | -                            | -                            | -                           | -                            |
| 0.0889 | 3100  | 3.6324        | -                            | -                            | -                            | -                           | -                            |
| 0.0918 | 3200  | 3.3442        | -                            | -                            | -                            | -                           | -                            |
| 0.0946 | 3300  | 2.9437        | -                            | -                            | -                            | -                           | -                            |
| 0.0975 | 3400  | 2.8352        | -                            | -                            | -                            | -                           | -                            |
| 0.1004 | 3500  | 2.8069        | -                            | -                            | -                            | -                           | -                            |
| 0.1033 | 3600  | 2.9686        | -                            | -                            | -                            | -                           | -                            |
| 0.1061 | 3700  | 2.8355        | -                            | -                            | -                            | -                           | -                            |
| 0.1090 | 3800  | 2.9827        | -                            | -                            | -                            | -                           | -                            |
| 0.1119 | 3900  | 3.1181        | -                            | -                            | -                            | -                           | -                            |
| 0.1147 | 4000  | 4.1636        | -                            | -                            | -                            | -                           | -                            |
| 0.1176 | 4100  | 5.4112        | -                            | -                            | -                            | -                           | -                            |
| 0.1205 | 4200  | 5.3505        | -                            | -                            | -                            | -                           | -                            |
| 0.1233 | 4300  | 3.8779        | -                            | -                            | -                            | -                           | -                            |
| 0.1262 | 4400  | 3.7439        | -                            | -                            | -                            | -                           | -                            |
| 0.1291 | 4500  | 3.3232        | -                            | -                            | -                            | -                           | -                            |
| 0.1319 | 4600  | 3.6257        | -                            | -                            | -                            | -                           | -                            |
| 0.1348 | 4700  | 3.8231        | -                            | -                            | -                            | -                           | -                            |
| 0.1377 | 4800  | 3.4048        | -                            | -                            | -                            | -                           | -                            |
| 0.1405 | 4900  | 3.0996        | -                            | -                            | -                            | -                           | -                            |
| 0.1434 | 5000  | 3.386         | -                            | -                            | -                            | -                           | -                            |
| 0.1463 | 5100  | 2.8902        | -                            | -                            | -                            | -                           | -                            |
| 0.1491 | 5200  | 3.2461        | -                            | -                            | -                            | -                           | -                            |
| 0.1520 | 5300  | 2.6888        | -                            | -                            | -                            | -                           | -                            |
| 0.1549 | 5400  | 3.2005        | -                            | -                            | -                            | -                           | -                            |
| 0.1577 | 5500  | 3.1291        | -                            | -                            | -                            | -                           | -                            |
| 0.1606 | 5600  | 2.993         | -                            | -                            | -                            | -                           | -                            |
| 0.1635 | 5700  | 3.3405        | -                            | -                            | -                            | -                           | -                            |
| 0.1664 | 5800  | 3.3929        | -                            | -                            | -                            | -                           | -                            |
| 0.1692 | 5900  | 4.0071        | -                            | -                            | -                            | -                           | -                            |
| 0.1721 | 6000  | 3.8775        | -                            | -                            | -                            | -                           | -                            |
| 0.1750 | 6100  | 4.0725        | -                            | -                            | -                            | -                           | -                            |
| 0.1778 | 6200  | 4.3434        | -                            | -                            | -                            | -                           | -                            |
| 0.1807 | 6300  | 4.0734        | -                            | -                            | -                            | -                           | -                            |
| 0.1836 | 6400  | 3.805         | -                            | -                            | -                            | -                           | -                            |
| 0.1864 | 6500  | 3.9273        | -                            | -                            | -                            | -                           | -                            |
| 0.1893 | 6600  | 3.9514        | -                            | -                            | -                            | -                           | -                            |
| 0.1922 | 6700  | 3.8316        | -                            | -                            | -                            | -                           | -                            |
| 0.1950 | 6800  | 3.2888        | -                            | -                            | -                            | -                           | -                            |
| 0.1979 | 6900  | 3.4367        | -                            | -                            | -                            | -                           | -                            |
| 0.2008 | 7000  | 3.0205        | -                            | -                            | -                            | -                           | -                            |
| 0.2036 | 7100  | 3.404         | -                            | -                            | -                            | -                           | -                            |
| 0.2065 | 7200  | 3.225         | -                            | -                            | -                            | -                           | -                            |
| 0.2094 | 7300  | 3.8446        | -                            | -                            | -                            | -                           | -                            |
| 0.2122 | 7400  | 3.2551        | -                            | -                            | -                            | -                           | -                            |
| 0.2151 | 7500  | 3.35          | -                            | -                            | -                            | -                           | -                            |
| 0.2180 | 7600  | 3.5524        | -                            | -                            | -                            | -                           | -                            |
| 0.2208 | 7700  | 3.7775        | -                            | -                            | -                            | -                           | -                            |
| 0.2237 | 7800  | 3.2797        | -                            | -                            | -                            | -                           | -                            |
| 0.2266 | 7900  | 3.96          | -                            | -                            | -                            | -                           | -                            |
| 0.2294 | 8000  | 3.7124        | -                            | -                            | -                            | -                           | -                            |
| 0.2323 | 8100  | 3.2713        | -                            | -                            | -                            | -                           | -                            |
| 0.2352 | 8200  | 3.8838        | -                            | -                            | -                            | -                           | -                            |
| 0.2381 | 8300  | 3.3932        | -                            | -                            | -                            | -                           | -                            |
| 0.2409 | 8400  | 3.3798        | -                            | -                            | -                            | -                           | -                            |
| 0.2438 | 8500  | 3.2386        | -                            | -                            | -                            | -                           | -                            |
| 0.2467 | 8600  | 3.1264        | -                            | -                            | -                            | -                           | -                            |
| 0.2495 | 8700  | 3.9248        | -                            | -                            | -                            | -                           | -                            |
| 0.2524 | 8800  | 3.5402        | -                            | -                            | -                            | -                           | -                            |
| 0.2553 | 8900  | 3.688         | -                            | -                            | -                            | -                           | -                            |
| 0.2581 | 9000  | 4.0903        | -                            | -                            | -                            | -                           | -                            |
| 0.2610 | 9100  | 4.4358        | -                            | -                            | -                            | -                           | -                            |
| 0.2639 | 9200  | 4.1334        | -                            | -                            | -                            | -                           | -                            |
| 0.2667 | 9300  | 3.4894        | -                            | -                            | -                            | -                           | -                            |
| 0.2696 | 9400  | 4.0032        | -                            | -                            | -                            | -                           | -                            |
| 0.2725 | 9500  | 4.1421        | -                            | -                            | -                            | -                           | -                            |
| 0.2753 | 9600  | 3.6995        | -                            | -                            | -                            | -                           | -                            |
| 0.2782 | 9700  | 3.8307        | -                            | -                            | -                            | -                           | -                            |
| 0.2811 | 9800  | 3.7448        | -                            | -                            | -                            | -                           | -                            |
| 0.2839 | 9900  | 3.6962        | -                            | -                            | -                            | -                           | -                            |
| 0.2868 | 10000 | 3.3733        | -                            | -                            | -                            | -                           | -                            |
| 0.2897 | 10100 | 3.4597        | -                            | -                            | -                            | -                           | -                            |
| 0.2925 | 10200 | 3.6834        | -                            | -                            | -                            | -                           | -                            |
| 0.2954 | 10300 | 3.7873        | -                            | -                            | -                            | -                           | -                            |
| 0.2983 | 10400 | 3.1388        | -                            | -                            | -                            | -                           | -                            |
| 0.3012 | 10500 | 3.9492        | -                            | -                            | -                            | -                           | -                            |
| 0.3040 | 10600 | 3.5991        | -                            | -                            | -                            | -                           | -                            |
| 0.3069 | 10700 | 4.2448        | -                            | -                            | -                            | -                           | -                            |
| 0.3098 | 10800 | 3.92          | -                            | -                            | -                            | -                           | -                            |
| 0.3126 | 10900 | 3.8442        | -                            | -                            | -                            | -                           | -                            |
| 0.3155 | 11000 | 4.3227        | -                            | -                            | -                            | -                           | -                            |
| 0.3184 | 11100 | 3.6447        | -                            | -                            | -                            | -                           | -                            |
| 0.3212 | 11200 | 3.8106        | -                            | -                            | -                            | -                           | -                            |
| 0.3241 | 11300 | 3.3499        | -                            | -                            | -                            | -                           | -                            |
| 0.3270 | 11400 | 3.8586        | -                            | -                            | -                            | -                           | -                            |
| 0.3298 | 11500 | 3.4284        | -                            | -                            | -                            | -                           | -                            |
| 0.3327 | 11600 | 3.2439        | -                            | -                            | -                            | -                           | -                            |
| 0.3356 | 11700 | 3.6645        | -                            | -                            | -                            | -                           | -                            |
| 0.3384 | 11800 | 3.9315        | -                            | -                            | -                            | -                           | -                            |
| 0.3413 | 11900 | 3.6439        | -                            | -                            | -                            | -                           | -                            |
| 0.3442 | 12000 | 3.6706        | -                            | -                            | -                            | -                           | -                            |
| 0.3470 | 12100 | 3.5084        | -                            | -                            | -                            | -                           | -                            |
| 0.3499 | 12200 | 3.9352        | -                            | -                            | -                            | -                           | -                            |
| 0.3528 | 12300 | 3.7615        | -                            | -                            | -                            | -                           | -                            |
| 0.3556 | 12400 | 3.7642        | -                            | -                            | -                            | -                           | -                            |
| 0.3585 | 12500 | 3.8085        | -                            | -                            | -                            | -                           | -                            |
| 0.3614 | 12600 | 3.411         | -                            | -                            | -                            | -                           | -                            |
| 0.3643 | 12700 | 3.8521        | -                            | -                            | -                            | -                           | -                            |
| 0.3671 | 12800 | 3.5473        | -                            | -                            | -                            | -                           | -                            |
| 0.3700 | 12900 | 3.5322        | -                            | -                            | -                            | -                           | -                            |
| 0.3729 | 13000 | 3.1496        | -                            | -                            | -                            | -                           | -                            |
| 0.3757 | 13100 | 3.5285        | -                            | -                            | -                            | -                           | -                            |
| 0.3786 | 13200 | 4.4428        | -                            | -                            | -                            | -                           | -                            |
| 0.3815 | 13300 | 3.4391        | -                            | -                            | -                            | -                           | -                            |
| 0.3843 | 13400 | 3.6457        | -                            | -                            | -                            | -                           | -                            |
| 0.3872 | 13500 | 3.2051        | -                            | -                            | -                            | -                           | -                            |
| 0.3901 | 13600 | 3.3738        | -                            | -                            | -                            | -                           | -                            |
| 0.3929 | 13700 | 3.5465        | -                            | -                            | -                            | -                           | -                            |
| 0.3958 | 13800 | 3.5853        | -                            | -                            | -                            | -                           | -                            |
| 0.3987 | 13900 | 3.297         | -                            | -                            | -                            | -                           | -                            |
| 0.4015 | 14000 | 3.3994        | -                            | -                            | -                            | -                           | -                            |
| 0.4044 | 14100 | 3.542         | -                            | -                            | -                            | -                           | -                            |
| 0.4073 | 14200 | 3.8516        | -                            | -                            | -                            | -                           | -                            |
| 0.4101 | 14300 | 3.6002        | -                            | -                            | -                            | -                           | -                            |
| 0.4130 | 14400 | 3.7251        | -                            | -                            | -                            | -                           | -                            |
| 0.4159 | 14500 | 3.4421        | -                            | -                            | -                            | -                           | -                            |
| 0.4187 | 14600 | 3.365         | -                            | -                            | -                            | -                           | -                            |
| 0.4216 | 14700 | 3.5327        | -                            | -                            | -                            | -                           | -                            |
| 0.4245 | 14800 | 3.1557        | -                            | -                            | -                            | -                           | -                            |
| 0.4274 | 14900 | 3.7096        | -                            | -                            | -                            | -                           | -                            |
| 0.4302 | 15000 | 3.9073        | -                            | -                            | -                            | -                           | -                            |
| 0.4331 | 15100 | 3.2662        | -                            | -                            | -                            | -                           | -                            |
| 0.4360 | 15200 | 3.3979        | -                            | -                            | -                            | -                           | -                            |
| 0.4388 | 15300 | 3.1515        | -                            | -                            | -                            | -                           | -                            |
| 0.4417 | 15400 | 3.247         | -                            | -                            | -                            | -                           | -                            |
| 0.4446 | 15500 | 3.3723        | -                            | -                            | -                            | -                           | -                            |
| 0.4474 | 15600 | 3.6837        | -                            | -                            | -                            | -                           | -                            |
| 0.4503 | 15700 | 3.4302        | -                            | -                            | -                            | -                           | -                            |
| 0.4532 | 15800 | 3.8231        | -                            | -                            | -                            | -                           | -                            |
| 0.4560 | 15900 | 3.1679        | -                            | -                            | -                            | -                           | -                            |
| 0.4589 | 16000 | 3.2766        | -                            | -                            | -                            | -                           | -                            |
| 0.4618 | 16100 | 3.3           | -                            | -                            | -                            | -                           | -                            |
| 0.4646 | 16200 | 3.557         | -                            | -                            | -                            | -                           | -                            |
| 0.4675 | 16300 | 3.5876        | -                            | -                            | -                            | -                           | -                            |
| 0.4704 | 16400 | 3.0928        | -                            | -                            | -                            | -                           | -                            |
| 0.4732 | 16500 | 2.9105        | -                            | -                            | -                            | -                           | -                            |
| 0.4761 | 16600 | 3.254         | -                            | -                            | -                            | -                           | -                            |
| 0.4790 | 16700 | 3.8005        | -                            | -                            | -                            | -                           | -                            |
| 0.4818 | 16800 | 3.1539        | -                            | -                            | -                            | -                           | -                            |
| 0.4847 | 16900 | 3.0174        | -                            | -                            | -                            | -                           | -                            |
| 0.4876 | 17000 | 3.4317        | -                            | -                            | -                            | -                           | -                            |
| 0.4904 | 17100 | 3.6292        | -                            | -                            | -                            | -                           | -                            |
| 0.4933 | 17200 | 3.7037        | -                            | -                            | -                            | -                           | -                            |
| 0.4962 | 17300 | 3.5144        | -                            | -                            | -                            | -                           | -                            |
| 0.4991 | 17400 | 3.7012        | -                            | -                            | -                            | -                           | -                            |
| 0.5019 | 17500 | 3.2587        | -                            | -                            | -                            | -                           | -                            |
| 0.5048 | 17600 | 3.1335        | -                            | -                            | -                            | -                           | -                            |
| 0.5077 | 17700 | 3.4027        | -                            | -                            | -                            | -                           | -                            |
| 0.5105 | 17800 | 3.6637        | -                            | -                            | -                            | -                           | -                            |
| 0.5134 | 17900 | 3.1682        | -                            | -                            | -                            | -                           | -                            |
| 0.5163 | 18000 | 3.2303        | -                            | -                            | -                            | -                           | -                            |
| 0.5191 | 18100 | 3.2155        | -                            | -                            | -                            | -                           | -                            |
| 0.5220 | 18200 | 3.431         | -                            | -                            | -                            | -                           | -                            |
| 0.5249 | 18300 | 3.1019        | -                            | -                            | -                            | -                           | -                            |
| 0.5277 | 18400 | 3.5245        | -                            | -                            | -                            | -                           | -                            |
| 0.5306 | 18500 | 3.1072        | -                            | -                            | -                            | -                           | -                            |
| 0.5335 | 18600 | 2.9673        | -                            | -                            | -                            | -                           | -                            |
| 0.5363 | 18700 | 3.0401        | -                            | -                            | -                            | -                           | -                            |
| 0.5392 | 18800 | 3.0617        | -                            | -                            | -                            | -                           | -                            |
| 0.5421 | 18900 | 3.6658        | -                            | -                            | -                            | -                           | -                            |
| 0.5449 | 19000 | 3.5137        | -                            | -                            | -                            | -                           | -                            |
| 0.5478 | 19100 | 3.5897        | -                            | -                            | -                            | -                           | -                            |
| 0.5507 | 19200 | 2.8309        | -                            | -                            | -                            | -                           | -                            |
| 0.5535 | 19300 | 3.7047        | -                            | -                            | -                            | -                           | -                            |
| 0.5564 | 19400 | 3.3343        | -                            | -                            | -                            | -                           | -                            |
| 0.5593 | 19500 | 3.3689        | -                            | -                            | -                            | -                           | -                            |
| 0.5622 | 19600 | 3.1783        | -                            | -                            | -                            | -                           | -                            |
| 0.5650 | 19700 | 3.6135        | -                            | -                            | -                            | -                           | -                            |
| 0.5679 | 19800 | 3.5106        | -                            | -                            | -                            | -                           | -                            |
| 0.5708 | 19900 | 3.8416        | -                            | -                            | -                            | -                           | -                            |
| 0.5736 | 20000 | 3.1559        | -                            | -                            | -                            | -                           | -                            |
| 0.5765 | 20100 | 3.2931        | -                            | -                            | -                            | -                           | -                            |
| 0.5794 | 20200 | 3.2411        | -                            | -                            | -                            | -                           | -                            |
| 0.5822 | 20300 | 3.5898        | -                            | -                            | -                            | -                           | -                            |
| 0.5851 | 20400 | 3.2916        | -                            | -                            | -                            | -                           | -                            |
| 0.5880 | 20500 | 3.619         | -                            | -                            | -                            | -                           | -                            |
| 0.5908 | 20600 | 3.8023        | -                            | -                            | -                            | -                           | -                            |
| 0.5937 | 20700 | 3.1023        | -                            | -                            | -                            | -                           | -                            |
| 0.5966 | 20800 | 3.2682        | -                            | -                            | -                            | -                           | -                            |
| 0.5994 | 20900 | 2.9783        | -                            | -                            | -                            | -                           | -                            |
| 0.6023 | 21000 | 3.1373        | -                            | -                            | -                            | -                           | -                            |
| 0.6052 | 21100 | 3.5358        | -                            | -                            | -                            | -                           | -                            |
| 0.6080 | 21200 | 3.2374        | -                            | -                            | -                            | -                           | -                            |
| 0.6109 | 21300 | 3.6793        | -                            | -                            | -                            | -                           | -                            |
| 0.6138 | 21400 | 3.388         | -                            | -                            | -                            | -                           | -                            |
| 0.6166 | 21500 | 3.1295        | -                            | -                            | -                            | -                           | -                            |
| 0.6195 | 21600 | 3.7971        | -                            | -                            | -                            | -                           | -                            |
| 0.6224 | 21700 | 3.4638        | -                            | -                            | -                            | -                           | -                            |
| 0.6253 | 21800 | 3.1254        | -                            | -                            | -                            | -                           | -                            |
| 0.6281 | 21900 | 3.705         | -                            | -                            | -                            | -                           | -                            |
| 0.6310 | 22000 | 2.9319        | -                            | -                            | -                            | -                           | -                            |
| 0.6339 | 22100 | 3.6908        | -                            | -                            | -                            | -                           | -                            |
| 0.6367 | 22200 | 3.3938        | -                            | -                            | -                            | -                           | -                            |
| 0.6396 | 22300 | 3.389         | -                            | -                            | -                            | -                           | -                            |
| 0.6425 | 22400 | 2.9946        | -                            | -                            | -                            | -                           | -                            |
| 0.6453 | 22500 | 3.9109        | -                            | -                            | -                            | -                           | -                            |
| 0.6482 | 22600 | 3.4698        | -                            | -                            | -                            | -                           | -                            |
| 0.6511 | 22700 | 3.1229        | -                            | -                            | -                            | -                           | -                            |
| 0.6539 | 22800 | 3.3769        | -                            | -                            | -                            | -                           | -                            |
| 0.6568 | 22900 | 3.1849        | -                            | -                            | -                            | -                           | -                            |
| 0.6597 | 23000 | 3.4464        | -                            | -                            | -                            | -                           | -                            |
| 0.6625 | 23100 | 2.9192        | -                            | -                            | -                            | -                           | -                            |
| 0.6654 | 23200 | 3.0796        | -                            | -                            | -                            | -                           | -                            |
| 0.6683 | 23300 | 3.4603        | -                            | -                            | -                            | -                           | -                            |
| 0.6711 | 23400 | 3.6775        | -                            | -                            | -                            | -                           | -                            |
| 0.6740 | 23500 | 3.5132        | -                            | -                            | -                            | -                           | -                            |
| 0.6769 | 23600 | 3.7764        | -                            | -                            | -                            | -                           | -                            |
| 0.6797 | 23700 | 3.0643        | -                            | -                            | -                            | -                           | -                            |
| 0.6826 | 23800 | 3.1545        | -                            | -                            | -                            | -                           | -                            |
| 0.6855 | 23900 | 2.997         | -                            | -                            | -                            | -                           | -                            |
| 0.6883 | 24000 | 3.1385        | -                            | -                            | -                            | -                           | -                            |
| 0.6912 | 24100 | 3.3879        | -                            | -                            | -                            | -                           | -                            |
| 0.6941 | 24200 | 3.5442        | -                            | -                            | -                            | -                           | -                            |
| 0.6970 | 24300 | 3.3687        | -                            | -                            | -                            | -                           | -                            |
| 0.6998 | 24400 | 3.4195        | -                            | -                            | -                            | -                           | -                            |
| 0.7027 | 24500 | 3.4057        | -                            | -                            | -                            | -                           | -                            |
| 0.7056 | 24600 | 3.2503        | -                            | -                            | -                            | -                           | -                            |
| 0.7084 | 24700 | 3.3703        | -                            | -                            | -                            | -                           | -                            |
| 0.7113 | 24800 | 3.0839        | -                            | -                            | -                            | -                           | -                            |
| 0.7142 | 24900 | 3.11          | -                            | -                            | -                            | -                           | -                            |
| 0.7170 | 25000 | 3.1105        | -                            | -                            | -                            | -                           | -                            |
| 0.7199 | 25100 | 2.8735        | -                            | -                            | -                            | -                           | -                            |
| 0.7228 | 25200 | 3.0287        | -                            | -                            | -                            | -                           | -                            |
| 0.7256 | 25300 | 3.2992        | -                            | -                            | -                            | -                           | -                            |
| 0.7285 | 25400 | 3.2015        | -                            | -                            | -                            | -                           | -                            |
| 0.7314 | 25500 | 3.3135        | -                            | -                            | -                            | -                           | -                            |
| 0.7342 | 25600 | 3.1618        | -                            | -                            | -                            | -                           | -                            |
| 0.7371 | 25700 | 3.5939        | -                            | -                            | -                            | -                           | -                            |
| 0.7400 | 25800 | 2.9016        | -                            | -                            | -                            | -                           | -                            |
| 0.7428 | 25900 | 3.2528        | -                            | -                            | -                            | -                           | -                            |
| 0.7457 | 26000 | 3.5005        | -                            | -                            | -                            | -                           | -                            |
| 0.7486 | 26100 | 3.2494        | -                            | -                            | -                            | -                           | -                            |
| 0.7514 | 26200 | 2.618         | -                            | -                            | -                            | -                           | -                            |
| 0.7543 | 26300 | 4.3413        | -                            | -                            | -                            | -                           | -                            |
| 0.7572 | 26400 | 4.0215        | -                            | -                            | -                            | -                           | -                            |
| 0.7601 | 26500 | 3.6406        | -                            | -                            | -                            | -                           | -                            |
| 0.7629 | 26600 | 3.6815        | -                            | -                            | -                            | -                           | -                            |
| 0.7658 | 26700 | 3.6911        | -                            | -                            | -                            | -                           | -                            |
| 0.7687 | 26800 | 3.3901        | -                            | -                            | -                            | -                           | -                            |
| 0.7715 | 26900 | 3.7262        | -                            | -                            | -                            | -                           | -                            |
| 0.7744 | 27000 | 3.3099        | -                            | -                            | -                            | -                           | -                            |
| 0.7773 | 27100 | 3.2131        | -                            | -                            | -                            | -                           | -                            |
| 0.7801 | 27200 | 3.1818        | -                            | -                            | -                            | -                           | -                            |
| 0.7830 | 27300 | 3.3306        | -                            | -                            | -                            | -                           | -                            |
| 0.7859 | 27400 | 3.4347        | -                            | -                            | -                            | -                           | -                            |
| 0.7887 | 27500 | 3.1169        | -                            | -                            | -                            | -                           | -                            |
| 0.7916 | 27600 | 3.2788        | -                            | -                            | -                            | -                           | -                            |
| 0.7945 | 27700 | 3.3876        | -                            | -                            | -                            | -                           | -                            |
| 0.7973 | 27800 | 3.0329        | -                            | -                            | -                            | -                           | -                            |
| 0.8002 | 27900 | 2.9935        | -                            | -                            | -                            | -                           | -                            |
| 0.8031 | 28000 | 3.0313        | -                            | -                            | -                            | -                           | -                            |
| 0.8059 | 28100 | 3.0293        | -                            | -                            | -                            | -                           | -                            |
| 0.8088 | 28200 | 3.0225        | -                            | -                            | -                            | -                           | -                            |
| 0.8117 | 28300 | 2.9378        | -                            | -                            | -                            | -                           | -                            |
| 0.8145 | 28400 | 2.8588        | -                            | -                            | -                            | -                           | -                            |
| 0.8174 | 28500 | 3.0936        | -                            | -                            | -                            | -                           | -                            |
| 0.8203 | 28600 | 2.9192        | -                            | -                            | -                            | -                           | -                            |
| 0.8232 | 28700 | 3.0259        | -                            | -                            | -                            | -                           | -                            |
| 0.8260 | 28800 | 2.76          | -                            | -                            | -                            | -                           | -                            |
| 0.8289 | 28900 | 3.0673        | -                            | -                            | -                            | -                           | -                            |
| 0.8318 | 29000 | 2.9333        | -                            | -                            | -                            | -                           | -                            |
| 0.8346 | 29100 | 2.9847        | -                            | -                            | -                            | -                           | -                            |
| 0.8375 | 29200 | 2.9882        | -                            | -                            | -                            | -                           | -                            |
| 0.8404 | 29300 | 2.9578        | -                            | -                            | -                            | -                           | -                            |
| 0.8432 | 29400 | 2.8535        | -                            | -                            | -                            | -                           | -                            |
| 0.8461 | 29500 | 3.012         | -                            | -                            | -                            | -                           | -                            |
| 0.8490 | 29600 | 2.6693        | -                            | -                            | -                            | -                           | -                            |
| 0.8518 | 29700 | 2.9026        | -                            | -                            | -                            | -                           | -                            |
| 0.8547 | 29800 | 2.7965        | -                            | -                            | -                            | -                           | -                            |
| 0.8576 | 29900 | 2.8402        | -                            | -                            | -                            | -                           | -                            |
| 0.8604 | 30000 | 2.6286        | -                            | -                            | -                            | -                           | -                            |
| 0.8633 | 30100 | 2.6588        | -                            | -                            | -                            | -                           | -                            |
| 0.8662 | 30200 | 2.6185        | -                            | -                            | -                            | -                           | -                            |
| 0.8690 | 30300 | 2.785         | -                            | -                            | -                            | -                           | -                            |
| 0.8719 | 30400 | 2.7637        | -                            | -                            | -                            | -                           | -                            |
| 0.8748 | 30500 | 2.8271        | -                            | -                            | -                            | -                           | -                            |
| 0.8776 | 30600 | 2.6788        | -                            | -                            | -                            | -                           | -                            |
| 0.8805 | 30700 | 2.5934        | -                            | -                            | -                            | -                           | -                            |
| 0.8834 | 30800 | 2.7782        | -                            | -                            | -                            | -                           | -                            |
| 0.8863 | 30900 | 2.7925        | -                            | -                            | -                            | -                           | -                            |
| 0.8891 | 31000 | 2.6091        | -                            | -                            | -                            | -                           | -                            |
| 0.8920 | 31100 | 2.7123        | -                            | -                            | -                            | -                           | -                            |
| 0.8949 | 31200 | 2.6067        | -                            | -                            | -                            | -                           | -                            |
| 0.8977 | 31300 | 2.65          | -                            | -                            | -                            | -                           | -                            |
| 0.9006 | 31400 | 2.7695        | -                            | -                            | -                            | -                           | -                            |
| 0.9035 | 31500 | 2.7075        | -                            | -                            | -                            | -                           | -                            |
| 0.9063 | 31600 | 2.5539        | -                            | -                            | -                            | -                           | -                            |
| 0.9092 | 31700 | 2.5283        | -                            | -                            | -                            | -                           | -                            |
| 0.9121 | 31800 | 2.7156        | -                            | -                            | -                            | -                           | -                            |
| 0.9149 | 31900 | 2.4318        | -                            | -                            | -                            | -                           | -                            |
| 0.9178 | 32000 | 2.7335        | -                            | -                            | -                            | -                           | -                            |
| 0.9207 | 32100 | 2.4435        | -                            | -                            | -                            | -                           | -                            |
| 0.9235 | 32200 | 2.6529        | -                            | -                            | -                            | -                           | -                            |
| 0.9264 | 32300 | 2.568         | -                            | -                            | -                            | -                           | -                            |
| 0.9293 | 32400 | 2.5639        | -                            | -                            | -                            | -                           | -                            |
| 0.9321 | 32500 | 2.6727        | -                            | -                            | -                            | -                           | -                            |
| 0.9350 | 32600 | 2.5063        | -                            | -                            | -                            | -                           | -                            |
| 0.9379 | 32700 | 2.5447        | -                            | -                            | -                            | -                           | -                            |
| 0.9407 | 32800 | 2.5767        | -                            | -                            | -                            | -                           | -                            |
| 0.9436 | 32900 | 2.5155        | -                            | -                            | -                            | -                           | -                            |
| 0.9465 | 33000 | 2.4016        | -                            | -                            | -                            | -                           | -                            |
| 0.9493 | 33100 | 2.7624        | -                            | -                            | -                            | -                           | -                            |
| 0.9522 | 33200 | 2.5887        | -                            | -                            | -                            | -                           | -                            |
| 0.9551 | 33300 | 2.5945        | -                            | -                            | -                            | -                           | -                            |
| 0.9580 | 33400 | 2.4295        | -                            | -                            | -                            | -                           | -                            |
| 0.9608 | 33500 | 2.6082        | -                            | -                            | -                            | -                           | -                            |
| 0.9637 | 33600 | 2.5034        | -                            | -                            | -                            | -                           | -                            |
| 0.9666 | 33700 | 2.5149        | -                            | -                            | -                            | -                           | -                            |
| 0.9694 | 33800 | 2.5311        | -                            | -                            | -                            | -                           | -                            |
| 0.9723 | 33900 | 2.6413        | -                            | -                            | -                            | -                           | -                            |
| 0.9752 | 34000 | 2.6304        | -                            | -                            | -                            | -                           | -                            |
| 0.9780 | 34100 | 2.5159        | -                            | -                            | -                            | -                           | -                            |
| 0.9809 | 34200 | 2.701         | -                            | -                            | -                            | -                           | -                            |
| 0.9838 | 34300 | 2.3928        | -                            | -                            | -                            | -                           | -                            |
| 0.9866 | 34400 | 2.5428        | -                            | -                            | -                            | -                           | -                            |
| 0.9895 | 34500 | 2.4652        | -                            | -                            | -                            | -                           | -                            |
| 0.9924 | 34600 | 2.7281        | -                            | -                            | -                            | -                           | -                            |
| 0.9952 | 34700 | 2.4693        | -                            | -                            | -                            | -                           | -                            |
| 0.9981 | 34800 | 2.4129        | -                            | -                            | -                            | -                           | -                            |
| 1.0    | 34866 | -             | 0.6968                       | 0.7001                       | 0.7036                       | 0.6849                      | 0.7052                       |

</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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