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halong_colbert

Sentence Similarity
PyTorch
Safetensors
sentence-transformers
PyLate
xlm-roberta
ColBERT
feature-extraction
Generated from Trainer
dataset_size:200000
loss:Distillation
text-embeddings-inference
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 ---
tags:
- ColBERT
- PyLate
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:200000
- loss:Distillation
base_model: hiieu/halong_embedding
datasets:
- another-symato/msmacro-vi
pipeline_tag: sentence-similarity
library_name: PyLate
---
# PyLate model based on hiieu/halong_embedding
This is a [PyLate](https://github.com/lightonai/pylate) model finetuned from [hiieu/halong_embedding](https://huggingface.co/hiieu/halong_embedding) on the [msmacro-vi](https://huggingface.co/datasets/another-symato/msmacro-vi) dataset. It maps sentences & paragraphs to sequences of 128-dimensional dense vectors and can be used for semantic textual similarity using the MaxSim operator.
## Model Details
### Model Description
- **Model Type:** PyLate model
- **Base model:** [hiieu/halong_embedding](https://huggingface.co/hiieu/halong_embedding) <!-- at revision b57776031035f70ed2030d2e35ecc533eb0f8f71 -->
- **Document Length:** 180 tokens
- **Query Length:** 32 tokens
- **Output Dimensionality:** 128 tokens
- **Similarity Function:** MaxSim
- **Training Dataset:**
- [msmacro-vi](https://huggingface.co/datasets/another-symato/msmacro-vi)
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [PyLate Documentation](https://lightonai.github.io/pylate/)
- **Repository:** [PyLate on GitHub](https://github.com/lightonai/pylate)
- **Hugging Face:** [PyLate models on Hugging Face](https://huggingface.co/models?library=PyLate)
### Full Model Architecture
```
ColBERT(
(0): Transformer({'max_seq_length': 179, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
(1): Dense({'in_features': 768, 'out_features': 128, 'bias': False, 'activation_function': 'torch.nn.modules.linear.Identity'})
)
```
## Usage
First install the PyLate library:
```bash
pip install -U pylate
```
### Retrieval
PyLate provides a streamlined interface to index and retrieve documents using ColBERT models. The index leverages the Voyager HNSW index to efficiently handle document embeddings and enable fast retrieval.
#### Indexing documents
First, load the ColBERT model and initialize the Voyager index, then encode and index your documents:
```python
from pylate import indexes, models, retrieve
# Step 1: Load the ColBERT model
model = models.ColBERT(
model_name_or_path=iambestfeed/halong_colbert,
)
# Step 2: Initialize the Voyager index
index = indexes.Voyager(
index_folder="pylate-index",
index_name="index",
override=True, # This overwrites the existing index if any
)
# Step 3: Encode the documents
documents_ids = ["1", "2", "3"]
documents = ["document 1 text", "document 2 text", "document 3 text"]
documents_embeddings = model.encode(
documents,
batch_size=32,
is_query=False, # Ensure that it is set to False to indicate that these are documents, not queries
show_progress_bar=True,
)
# Step 4: Add document embeddings to the index by providing embeddings and corresponding ids
index.add_documents(
documents_ids=documents_ids,
documents_embeddings=documents_embeddings,
)
```
Note that you do not have to recreate the index and encode the documents every time. Once you have created an index and added the documents, you can re-use the index later by loading it:
```python
# To load an index, simply instantiate it with the correct folder/name and without overriding it
index = indexes.Voyager(
index_folder="pylate-index",
index_name="index",
)
```
#### Retrieving top-k documents for queries
Once the documents are indexed, you can retrieve the top-k most relevant documents for a given set of queries.
To do so, initialize the ColBERT retriever with the index you want to search in, encode the queries and then retrieve the top-k documents to get the top matches ids and relevance scores:
```python
# Step 1: Initialize the ColBERT retriever
retriever = retrieve.ColBERT(index=index)
# Step 2: Encode the queries
queries_embeddings = model.encode(
["query for document 3", "query for document 1"],
batch_size=32,
is_query=True, # # Ensure that it is set to False to indicate that these are queries
show_progress_bar=True,
)
# Step 3: Retrieve top-k documents
scores = retriever.retrieve(
queries_embeddings=queries_embeddings,
k=10, # Retrieve the top 10 matches for each query
)
```
### Reranking
If you only want to use the ColBERT model to perform reranking on top of your first-stage retrieval pipeline without building an index, you can simply use rank function and pass the queries and documents to rerank:
```python
from pylate import rank, models
queries = [
"query A",
"query B",
]
documents = [
["document A", "document B"],
["document 1", "document C", "document B"],
]
documents_ids = [
[1, 2],
[1, 3, 2],
]
model = models.ColBERT(
model_name_or_path=iambestfeed/halong_colbert,
)
queries_embeddings = model.encode(
queries,
is_query=True,
)
documents_embeddings = model.encode(
documents,
is_query=False,
)
reranked_documents = rank.rerank(
documents_ids=documents_ids,
queries_embeddings=queries_embeddings,
documents_embeddings=documents_embeddings,
)
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### msmacro-vi
* Dataset: [msmacro-vi](https://huggingface.co/datasets/another-symato/msmacro-vi) at [ed2394d](https://huggingface.co/datasets/another-symato/msmacro-vi/tree/ed2394d956b0e1419d2e412ba441dbe625d13e15)
* Size: 200,000 training samples
* Columns: <code>query_id</code>, <code>document_ids</code>, and <code>scores</code>
* Approximate statistics based on the first 1000 samples:
| | query_id | document_ids | scores |
|:--------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------|:------------------------------------|
| type | int | list | list |
| details | <ul><li>836: ~0.10%</li><li>3582: ~0.10%</li><li>4599: ~0.10%</li><li>4645: ~0.10%</li><li>4853: ~0.10%</li><li>5154: ~0.10%</li><li>7504: ~0.10%</li><li>12283: ~0.10%</li><li>12335: ~0.10%</li><li>12916: ~0.10%</li><li>14049: ~0.10%</li><li>14828: ~0.10%</li><li>15674: ~0.10%</li><li>15813: ~0.10%</li><li>16728: ~0.10%</li><li>22006: ~0.10%</li><li>23675: ~0.10%</li><li>24199: ~0.10%</li><li>25323: ~0.10%</li><li>28517: ~0.10%</li><li>29213: ~0.10%</li><li>32344: ~0.10%</li><li>34071: ~0.10%</li><li>34604: ~0.10%</li><li>35424: ~0.10%</li><li>35445: ~0.10%</li><li>36148: ~0.10%</li><li>37078: ~0.10%</li><li>37826: ~0.10%</li><li>38185: ~0.10%</li><li>40855: ~0.10%</li><li>42077: ~0.10%</li><li>43614: ~0.10%</li><li>45073: ~0.10%</li><li>46289: ~0.10%</li><li>47507: ~0.10%</li><li>48005: ~0.10%</li><li>48629: ~0.10%</li><li>48785: ~0.10%</li><li>49216: ~0.10%</li><li>49636: ~0.10%</li><li>49970: ~0.10%</li><li>52075: ~0.10%</li><li>52725: ~0.10%</li><li>54142: ~0.10%</li><li>54210: ~0.10%</li><li>55032: ~0.10%</li><li>59546: ~0.10%</li><li>60087: ~0.10%</li><li>60862: ~0.10%</li><li>60941: ~0.10%</li><li>61037: ~0.10%</li><li>61762: ~0.10%</li><li>62649: ~0.10%</li><li>63333: ~0.10%</li><li>64197: ~0.10%</li><li>64879: ~0.10%</li><li>67608: ~0.10%</li><li>67627: ~0.10%</li><li>69463: ~0.10%</li><li>70002: ~0.10%</li><li>70429: ~0.10%</li><li>72166: ~0.10%</li><li>72518: ~0.10%</li><li>72607: ~0.10%</li><li>72791: ~0.10%</li><li>73325: ~0.10%</li><li>74078: ~0.10%</li><li>74857: ~0.10%</li><li>75323: ~0.10%</li><li>75816: ~0.10%</li><li>76929: ~0.10%</li><li>77845: ~0.10%</li><li>77889: ~0.10%</li><li>78077: ~0.10%</li><li>78256: ~0.10%</li><li>78401: ~0.10%</li><li>78798: ~0.10%</li><li>80871: ~0.10%</li><li>81089: ~0.10%</li><li>82179: ~0.10%</li><li>82883: ~0.10%</li><li>84168: ~0.10%</li><li>86891: ~0.10%</li><li>88282: ~0.10%</li><li>89346: ~0.10%</li><li>89386: ~0.10%</li><li>90699: ~0.10%</li><li>90795: ~0.10%</li><li>91367: ~0.10%</li><li>91795: ~0.10%</li><li>92070: ~0.10%</li><li>92523: ~0.10%</li><li>92597: ~0.10%</li><li>92753: ~0.10%</li><li>92787: ~0.10%</li><li>96382: ~0.10%</li><li>96455: ~0.10%</li><li>97274: ~0.10%</li><li>97603: ~0.10%</li><li>100904: ~0.10%</li><li>101205: ~0.10%</li><li>101305: ~0.10%</li><li>102707: ~0.10%</li><li>103074: ~0.10%</li><li>105437: ~0.10%</li><li>108207: ~0.10%</li><li>109776: ~0.10%</li><li>112056: ~0.10%</li><li>112955: ~0.10%</li><li>112977: ~0.10%</li><li>113635: ~0.10%</li><li>115280: ~0.10%</li><li>115551: ~0.10%</li><li>116098: ~0.10%</li><li>117658: ~0.10%</li><li>120255: ~0.10%</li><li>120298: ~0.10%</li><li>121437: ~0.10%</li><li>123429: ~0.10%</li><li>125043: ~0.10%</li><li>125979: ~0.10%</li><li>126851: ~0.10%</li><li>128218: ~0.10%</li><li>128804: ~0.10%</li><li>129598: ~0.10%</li><li>131299: ~0.10%</li><li>132114: ~0.10%</li><li>133696: ~0.10%</li><li>134460: ~0.10%</li><li>137602: ~0.10%</li><li>137679: ~0.10%</li><li>138121: ~0.10%</li><li>138260: ~0.10%</li><li>138823: ~0.10%</li><li>139039: ~0.10%</li><li>140392: ~0.10%</li><li>140651: ~0.10%</li><li>142305: ~0.10%</li><li>145653: ~0.10%</li><li>145683: ~0.10%</li><li>145763: ~0.10%</li><li>150202: ~0.10%</li><li>151135: ~0.10%</li><li>152307: ~0.10%</li><li>152675: ~0.10%</li><li>153693: ~0.10%</li><li>154470: ~0.10%</li><li>155587: ~0.10%</li><li>157602: ~0.10%</li><li>157779: ~0.10%</li><li>158565: ~0.10%</li><li>159177: ~0.10%</li><li>159224: ~0.10%</li><li>159341: ~0.10%</li><li>159892: ~0.10%</li><li>161881: ~0.10%</li><li>162414: ~0.10%</li><li>163765: ~0.10%</li><li>165888: ~0.10%</li><li>168048: ~0.10%</li><li>168425: ~0.10%</li><li>168894: ~0.10%</li><li>169991: ~0.10%</li><li>170731: ~0.10%</li><li>171705: ~0.10%</li><li>176165: ~0.10%</li><li>176798: ~0.10%</li><li>180259: ~0.10%</li><li>181243: ~0.10%</li><li>182102: ~0.10%</li><li>182660: ~0.10%</li><li>183426: ~0.10%</li><li>183930: ~0.10%</li><li>184045: ~0.10%</li><li>184676: ~0.10%</li><li>185294: ~0.10%</li><li>186475: ~0.10%</li><li>187155: ~0.10%</li><li>188198: ~0.10%</li><li>191383: ~0.10%</li><li>192165: ~0.10%</li><li>193507: ~0.10%</li><li>194207: ~0.10%</li><li>195056: ~0.10%</li><li>197377: ~0.10%</li><li>198224: ~0.10%</li><li>198546: ~0.10%</li><li>202122: ~0.10%</li><li>203519: ~0.10%</li><li>206220: ~0.10%</li><li>209739: ~0.10%</li><li>210554: ~0.10%</li><li>212638: ~0.10%</li><li>213096: ~0.10%</li><li>213410: ~0.10%</li><li>214255: ~0.10%</li><li>217541: ~0.10%</li><li>219718: ~0.10%</li><li>220993: ~0.10%</li><li>223241: ~0.10%</li><li>224657: ~0.10%</li><li>227101: ~0.10%</li><li>227497: ~0.10%</li><li>227726: ~0.10%</li><li>228099: ~0.10%</li><li>228451: ~0.10%</li><li>230413: ~0.10%</li><li>231416: ~0.10%</li><li>233312: ~0.10%</li><li>234348: ~0.10%</li><li>235869: ~0.10%</li><li>237784: ~0.10%</li><li>240739: ~0.10%</li><li>246495: ~0.10%</li><li>246821: ~0.10%</li><li>248675: ~0.10%</li><li>249798: ~0.10%</li><li>249962: ~0.10%</li><li>249977: ~0.10%</li><li>250019: ~0.10%</li><li>250548: ~0.10%</li><li>251089: ~0.10%</li><li>254878: ~0.10%</li><li>255183: ~0.10%</li><li>255727: ~0.10%</li><li>256321: ~0.10%</li><li>258276: ~0.10%</li><li>260993: ~0.10%</li><li>261247: ~0.10%</li><li>262123: ~0.10%</li><li>262508: ~0.10%</li><li>266047: ~0.10%</li><li>267089: ~0.10%</li><li>267192: ~0.10%</li><li>268642: ~0.10%</li><li>269025: ~0.10%</li><li>273171: ~0.10%</li><li>273864: ~0.10%</li><li>274521: ~0.10%</li><li>274586: ~0.10%</li><li>275037: ~0.10%</li><li>275643: ~0.10%</li><li>276744: ~0.10%</li><li>277212: ~0.10%</li><li>277990: ~0.10%</li><li>279931: ~0.10%</li><li>280012: ~0.10%</li><li>281699: ~0.10%</li><li>282128: ~0.10%</li><li>283298: ~0.10%</li><li>284268: ~0.10%</li><li>285697: ~0.10%</li><li>285905: ~0.10%</li><li>287456: ~0.10%</li><li>287506: ~0.10%</li><li>288154: ~0.10%</li><li>289046: ~0.10%</li><li>292211: ~0.10%</li><li>292588: ~0.10%</li><li>293357: ~0.10%</li><li>293661: ~0.10%</li><li>294123: ~0.10%</li><li>299287: ~0.10%</li><li>300622: ~0.10%</li><li>302135: ~0.10%</li><li>303224: ~0.10%</li><li>304353: ~0.10%</li><li>304820: ~0.10%</li><li>310215: ~0.10%</li><li>310236: ~0.10%</li><li>310409: ~0.10%</li><li>311231: ~0.10%</li><li>312821: ~0.10%</li><li>314244: ~0.10%</li><li>314415: ~0.10%</li><li>314745: ~0.10%</li><li>316385: ~0.10%</li><li>316883: ~0.10%</li><li>317442: ~0.10%</li><li>318639: ~0.10%</li><li>318652: ~0.10%</li><li>320855: ~0.10%</li><li>321867: ~0.10%</li><li>322114: ~0.10%</li><li>323196: ~0.10%</li><li>324868: ~0.10%</li><li>327581: ~0.10%</li><li>329337: ~0.10%</li><li>331572: ~0.10%</li><li>331650: ~0.10%</li><li>331993: ~0.10%</li><li>332500: ~0.10%</li><li>334757: ~0.10%</li><li>336561: ~0.10%</li><li>336791: ~0.10%</li><li>337002: ~0.10%</li><li>338332: ~0.10%</li><li>338456: ~0.10%</li><li>339065: ~0.10%</li><li>339870: ~0.10%</li><li>340599: ~0.10%</li><li>341156: ~0.10%</li><li>342121: ~0.10%</li><li>342381: 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~0.10%</li><li>929821: ~0.10%</li><li>930300: ~0.10%</li><li>930796: ~0.10%</li><li>931617: ~0.10%</li><li>932719: ~0.10%</li><li>933784: ~0.10%</li><li>934378: ~0.10%</li><li>935900: ~0.10%</li><li>936118: ~0.10%</li><li>936336: ~0.10%</li><li>937231: ~0.10%</li><li>938420: ~0.10%</li><li>939184: ~0.10%</li><li>939567: ~0.10%</li><li>941588: ~0.10%</li><li>944093: ~0.10%</li><li>944912: ~0.10%</li><li>945069: ~0.10%</li><li>945659: ~0.10%</li><li>946110: ~0.10%</li><li>950044: ~0.10%</li><li>954101: ~0.10%</li><li>954147: ~0.10%</li><li>958697: ~0.10%</li><li>959530: ~0.10%</li><li>961721: ~0.10%</li><li>963582: ~0.10%</li><li>964471: ~0.10%</li><li>965026: ~0.10%</li><li>966573: ~0.10%</li><li>967330: ~0.10%</li><li>968346: ~0.10%</li><li>970649: ~0.10%</li><li>970873: ~0.10%</li><li>971636: ~0.10%</li><li>971664: ~0.10%</li><li>973555: ~0.10%</li><li>973851: ~0.10%</li><li>974207: ~0.10%</li><li>976896: ~0.10%</li><li>981402: ~0.10%</li><li>983723: ~0.10%</li><li>984358: ~0.10%</li><li>984653: ~0.10%</li><li>987107: ~0.10%</li><li>987167: ~0.10%</li><li>994360: ~0.10%</li><li>995049: ~0.10%</li><li>1002688: ~0.10%</li><li>1004305: ~0.10%</li><li>1004650: ~0.10%</li><li>1004849: ~0.10%</li><li>1005118: ~0.10%</li><li>1005614: ~0.10%</li><li>1005626: ~0.10%</li><li>1005669: ~0.10%</li><li>1006835: ~0.10%</li><li>1011008: ~0.10%</li><li>1012299: ~0.10%</li><li>1014010: ~0.10%</li><li>1014030: ~0.10%</li><li>1016549: ~0.10%</li><li>1017016: ~0.10%</li><li>1017335: ~0.10%</li><li>1018386: ~0.10%</li><li>1020640: ~0.10%</li><li>1021041: ~0.10%</li><li>1021411: ~0.10%</li><li>1025341: ~0.10%</li><li>1025423: ~0.10%</li><li>1025767: ~0.10%</li><li>1026066: ~0.10%</li><li>1026434: ~0.10%</li><li>1027516: ~0.10%</li><li>1027703: ~0.10%</li><li>1028119: ~0.10%</li><li>1028642: ~0.10%</li><li>1031554: ~0.10%</li><li>1032300: ~0.10%</li><li>1033639: ~0.10%</li><li>1033660: ~0.10%</li><li>1034832: ~0.10%</li><li>1035274: ~0.10%</li><li>1037432: ~0.10%</li><li>1037536: ~0.10%</li><li>1037759: ~0.10%</li><li>1039860: ~0.10%</li><li>1041131: ~0.10%</li><li>1041892: ~0.10%</li><li>1043066: ~0.10%</li><li>1044326: ~0.10%</li><li>1044905: ~0.10%</li><li>1047848: ~0.10%</li><li>1048534: ~0.10%</li><li>1049477: ~0.10%</li><li>1050531: ~0.10%</li><li>1052073: ~0.10%</li><li>1052617: ~0.10%</li><li>1054049: ~0.10%</li><li>1055142: ~0.10%</li><li>1056933: ~0.10%</li><li>1057358: ~0.10%</li><li>1057911: ~0.10%</li><li>1061411: ~0.10%</li><li>1062328: ~0.10%</li><li>1062485: ~0.10%</li><li>1062534: ~0.10%</li><li>1062794: ~0.10%</li><li>1063269: ~0.10%</li><li>1063467: ~0.10%</li><li>1064568: ~0.10%</li><li>1064868: ~0.10%</li><li>1065481: ~0.10%</li><li>1065565: ~0.10%</li><li>1067970: ~0.10%</li><li>1068014: ~0.10%</li><li>1070203: ~0.10%</li><li>1070708: ~0.10%</li><li>1072038: ~0.10%</li><li>1072214: ~0.10%</li><li>1074885: ~0.10%</li><li>1075308: ~0.10%</li><li>1078872: ~0.10%</li><li>1078979: ~0.10%</li><li>1079266: ~0.10%</li><li>1079736: ~0.10%</li><li>1080075: ~0.10%</li><li>1081716: ~0.10%</li><li>1137391: ~0.10%</li><li>1138530: ~0.10%</li><li>1139697: ~0.10%</li><li>1140119: ~0.10%</li><li>1140869: ~0.10%</li><li>1141527: ~0.10%</li><li>1144693: ~0.10%</li><li>1145425: ~0.10%</li><li>1149162: ~0.10%</li><li>1149207: ~0.10%</li><li>1150086: ~0.10%</li><li>1150398: ~0.10%</li><li>1150731: ~0.10%</li><li>1151256: ~0.10%</li><li>1151403: ~0.10%</li><li>1152236: ~0.10%</li><li>1153693: ~0.10%</li><li>1155859: ~0.10%</li><li>1156918: ~0.10%</li><li>1158007: ~0.10%</li><li>1158559: ~0.10%</li><li>1158952: ~0.10%</li><li>1159165: ~0.10%</li><li>1161242: ~0.10%</li><li>1163227: ~0.10%</li><li>1166023: ~0.10%</li><li>1166231: ~0.10%</li><li>1167002: ~0.10%</li><li>1169844: ~0.10%</li><li>1170663: ~0.10%</li><li>1171580: ~0.10%</li><li>1172072: ~0.10%</li><li>1172083: ~0.10%</li><li>1173371: ~0.10%</li><li>1173809: ~0.10%</li><li>1174049: ~0.10%</li><li>1175044: ~0.10%</li><li>1175745: ~0.10%</li><li>1176061: ~0.10%</li><li>1176414: ~0.10%</li><li>1176993: ~0.10%</li><li>1177449: ~0.10%</li><li>1178311: ~0.10%</li><li>1179029: ~0.10%</li><li>1179069: ~0.10%</li><li>1180579: ~0.10%</li><li>1181077: ~0.10%</li><li>1183293: ~0.10%</li><li>1184313: ~0.10%</li><li>1185090: ~0.10%</li><li>1185669: ~0.10%</li></ul> | <ul><li>size: 32 elements</li></ul> | <ul><li>size: 32 elements</li></ul> |
* Samples:
| query_id | document_ids | scores |
|:--------------------|:----------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------|
| <code>685613</code> | <code>[7546874, 1176459, 197677, 2306318, 8541504, ...]</code> | <code>[0.9999999992804947, 0.24845418756716053, 0.7594154013647826, 0.26644182105618575, 0.390668914839766, ...]</code> |
| <code>237784</code> | <code>[6366584, 4034101, 2325374, 6914618, 6042146, ...]</code> | <code>[0.9999999991784339, 0.42233632827946693, 0.5956354295491569, 0.12644415907455164, 0.6636713730105909, ...]</code> |
| <code>904294</code> | <code>[448408, 8743975, 49600, 7339401, 2714261, ...]</code> | <code>[0.9999999991841937, 0.877629062381539, 0.8330146583389045, 0.3116634796692611, 0.4633524534142185, ...]</code> |
* Loss: <code>pylate.losses.distillation.Distillation</code>
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 4
- `learning_rate`: 1e-05
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `save_safetensors`: False
- `fp16`: True
- `push_to_hub`: True
- `hub_model_id`: iambestfeed/halong_colbert
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 4
- `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
- `torch_empty_cache_steps`: None
- `learning_rate`: 1e-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`: False
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 1
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: True
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: iambestfeed/halong_colbert
- `hub_strategy`: every_save
- `hub_private_repo`: None
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: False
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
</details>
### Training Logs
<details><summary>Click to expand</summary>
| Epoch | Step | Training Loss |
|:------:|:-----:|:-------------:|
| 0.0004 | 10 | 0.0329 |
| 0.0008 | 20 | 0.0301 |
| 0.0012 | 30 | 0.0312 |
| 0.0016 | 40 | 0.0313 |
| 0.002 | 50 | 0.0346 |
| 0.0024 | 60 | 0.0315 |
| 0.0028 | 70 | 0.0329 |
| 0.0032 | 80 | 0.0325 |
| 0.0036 | 90 | 0.0309 |
| 0.004 | 100 | 0.0316 |
| 0.0044 | 110 | 0.032 |
| 0.0048 | 120 | 0.0304 |
| 0.0052 | 130 | 0.0309 |
| 0.0056 | 140 | 0.035 |
| 0.006 | 150 | 0.0301 |
| 0.0064 | 160 | 0.0323 |
| 0.0068 | 170 | 0.0293 |
| 0.0072 | 180 | 0.0326 |
| 0.0076 | 190 | 0.0339 |
| 0.008 | 200 | 0.0335 |
| 0.0084 | 210 | 0.0329 |
| 0.0088 | 220 | 0.0294 |
| 0.0092 | 230 | 0.0311 |
| 0.0096 | 240 | 0.0292 |
| 0.01 | 250 | 0.0313 |
| 0.0104 | 260 | 0.0307 |
| 0.0108 | 270 | 0.0293 |
| 0.0112 | 280 | 0.0281 |
| 0.0116 | 290 | 0.0289 |
| 0.012 | 300 | 0.03 |
| 0.0124 | 310 | 0.0304 |
| 0.0128 | 320 | 0.0292 |
| 0.0132 | 330 | 0.0304 |
| 0.0136 | 340 | 0.0304 |
| 0.014 | 350 | 0.0277 |
| 0.0144 | 360 | 0.0306 |
| 0.0148 | 370 | 0.0304 |
| 0.0152 | 380 | 0.0304 |
| 0.0156 | 390 | 0.0284 |
| 0.016 | 400 | 0.0295 |
| 0.0164 | 410 | 0.0276 |
| 0.0168 | 420 | 0.0282 |
| 0.0172 | 430 | 0.0282 |
| 0.0176 | 440 | 0.0305 |
| 0.018 | 450 | 0.0284 |
| 0.0184 | 460 | 0.0284 |
| 0.0188 | 470 | 0.0327 |
| 0.0192 | 480 | 0.0294 |
| 0.0196 | 490 | 0.0291 |
| 0.02 | 500 | 0.0274 |
| 0.0204 | 510 | 0.0276 |
| 0.0208 | 520 | 0.027 |
| 0.0212 | 530 | 0.0273 |
| 0.0216 | 540 | 0.0267 |
| 0.022 | 550 | 0.033 |
| 0.0224 | 560 | 0.03 |
| 0.0228 | 570 | 0.0314 |
| 0.0232 | 580 | 0.0287 |
| 0.0236 | 590 | 0.0257 |
| 0.024 | 600 | 0.0292 |
| 0.0244 | 610 | 0.0282 |
| 0.0248 | 620 | 0.0285 |
| 0.0252 | 630 | 0.028 |
| 0.0256 | 640 | 0.0299 |
| 0.026 | 650 | 0.0291 |
| 0.0264 | 660 | 0.0255 |
| 0.0268 | 670 | 0.0275 |
| 0.0272 | 680 | 0.0281 |
| 0.0276 | 690 | 0.0306 |
| 0.028 | 700 | 0.0269 |
| 0.0284 | 710 | 0.0283 |
| 0.0288 | 720 | 0.027 |
| 0.0292 | 730 | 0.0272 |
| 0.0296 | 740 | 0.0277 |
| 0.03 | 750 | 0.0279 |
| 0.0304 | 760 | 0.0287 |
| 0.0308 | 770 | 0.0274 |
| 0.0312 | 780 | 0.0289 |
| 0.0316 | 790 | 0.0253 |
| 0.032 | 800 | 0.0288 |
| 0.0324 | 810 | 0.0288 |
| 0.0328 | 820 | 0.029 |
| 0.0332 | 830 | 0.0266 |
| 0.0336 | 840 | 0.0247 |
| 0.034 | 850 | 0.0281 |
| 0.0344 | 860 | 0.0277 |
| 0.0348 | 870 | 0.0274 |
| 0.0352 | 880 | 0.0251 |
| 0.0356 | 890 | 0.0269 |
| 0.036 | 900 | 0.0277 |
| 0.0364 | 910 | 0.0258 |
| 0.0368 | 920 | 0.0275 |
| 0.0372 | 930 | 0.0274 |
| 0.0376 | 940 | 0.0271 |
| 0.038 | 950 | 0.0291 |
| 0.0384 | 960 | 0.0284 |
| 0.0388 | 970 | 0.0283 |
| 0.0392 | 980 | 0.0294 |
| 0.0396 | 990 | 0.0266 |
| 0.04 | 1000 | 0.0266 |
| 0.0404 | 1010 | 0.0271 |
| 0.0408 | 1020 | 0.0294 |
| 0.0412 | 1030 | 0.0281 |
| 0.0416 | 1040 | 0.0273 |
| 0.042 | 1050 | 0.0284 |
| 0.0424 | 1060 | 0.0283 |
| 0.0428 | 1070 | 0.0244 |
| 0.0432 | 1080 | 0.0273 |
| 0.0436 | 1090 | 0.0267 |
| 0.044 | 1100 | 0.0264 |
| 0.0444 | 1110 | 0.0269 |
| 0.0448 | 1120 | 0.0281 |
| 0.0452 | 1130 | 0.0256 |
| 0.0456 | 1140 | 0.0271 |
| 0.046 | 1150 | 0.027 |
| 0.0464 | 1160 | 0.0278 |
| 0.0468 | 1170 | 0.0261 |
| 0.0472 | 1180 | 0.0263 |
| 0.0476 | 1190 | 0.0272 |
| 0.048 | 1200 | 0.0268 |
| 0.0484 | 1210 | 0.0283 |
| 0.0488 | 1220 | 0.0261 |
| 0.0492 | 1230 | 0.0259 |
| 0.0496 | 1240 | 0.0282 |
| 0.05 | 1250 | 0.0258 |
| 0.0504 | 1260 | 0.028 |
| 0.0508 | 1270 | 0.0253 |
| 0.0512 | 1280 | 0.0274 |
| 0.0516 | 1290 | 0.0259 |
| 0.052 | 1300 | 0.0254 |
| 0.0524 | 1310 | 0.0265 |
| 0.0528 | 1320 | 0.0235 |
| 0.0532 | 1330 | 0.0268 |
| 0.0536 | 1340 | 0.0291 |
| 0.054 | 1350 | 0.028 |
| 0.0544 | 1360 | 0.0259 |
| 0.0548 | 1370 | 0.0284 |
| 0.0552 | 1380 | 0.0268 |
| 0.0556 | 1390 | 0.0279 |
| 0.056 | 1400 | 0.0284 |
| 0.0564 | 1410 | 0.0265 |
| 0.0568 | 1420 | 0.0276 |
| 0.0572 | 1430 | 0.0278 |
| 0.0576 | 1440 | 0.0264 |
| 0.058 | 1450 | 0.025 |
| 0.0584 | 1460 | 0.0243 |
| 0.0588 | 1470 | 0.0262 |
| 0.0592 | 1480 | 0.0292 |
| 0.0596 | 1490 | 0.0279 |
| 0.06 | 1500 | 0.0274 |
| 0.0604 | 1510 | 0.0261 |
| 0.0608 | 1520 | 0.0271 |
| 0.0612 | 1530 | 0.0268 |
| 0.0616 | 1540 | 0.0249 |
| 0.062 | 1550 | 0.0294 |
| 0.0624 | 1560 | 0.0252 |
| 0.0628 | 1570 | 0.0282 |
| 0.0632 | 1580 | 0.0246 |
| 0.0636 | 1590 | 0.0267 |
| 0.064 | 1600 | 0.0264 |
| 0.0644 | 1610 | 0.027 |
| 0.0648 | 1620 | 0.0262 |
| 0.0652 | 1630 | 0.0287 |
| 0.0656 | 1640 | 0.0257 |
| 0.066 | 1650 | 0.0244 |
| 0.0664 | 1660 | 0.027 |
| 0.0668 | 1670 | 0.0246 |
| 0.0672 | 1680 | 0.0273 |
| 0.0676 | 1690 | 0.026 |
| 0.068 | 1700 | 0.0264 |
| 0.0684 | 1710 | 0.0278 |
| 0.0688 | 1720 | 0.0243 |
| 0.0692 | 1730 | 0.0227 |
| 0.0696 | 1740 | 0.0268 |
| 0.07 | 1750 | 0.0227 |
| 0.0704 | 1760 | 0.0248 |
| 0.0708 | 1770 | 0.0272 |
| 0.0712 | 1780 | 0.0238 |
| 0.0716 | 1790 | 0.0262 |
| 0.072 | 1800 | 0.0255 |
| 0.0724 | 1810 | 0.0272 |
| 0.0728 | 1820 | 0.0246 |
| 0.0732 | 1830 | 0.0279 |
| 0.0736 | 1840 | 0.0265 |
| 0.074 | 1850 | 0.0264 |
| 0.0744 | 1860 | 0.0253 |
| 0.0748 | 1870 | 0.0255 |
| 0.0752 | 1880 | 0.0264 |
| 0.0756 | 1890 | 0.0253 |
| 0.076 | 1900 | 0.0265 |
| 0.0764 | 1910 | 0.0258 |
| 0.0768 | 1920 | 0.0265 |
| 0.0772 | 1930 | 0.0252 |
| 0.0776 | 1940 | 0.0234 |
| 0.078 | 1950 | 0.026 |
| 0.0784 | 1960 | 0.0264 |
| 0.0788 | 1970 | 0.0268 |
| 0.0792 | 1980 | 0.0258 |
| 0.0796 | 1990 | 0.0253 |
| 0.08 | 2000 | 0.0254 |
| 0.0804 | 2010 | 0.0271 |
| 0.0808 | 2020 | 0.0242 |
| 0.0812 | 2030 | 0.0265 |
| 0.0816 | 2040 | 0.0261 |
| 0.082 | 2050 | 0.0271 |
| 0.0824 | 2060 | 0.0236 |
| 0.0828 | 2070 | 0.0258 |
| 0.0832 | 2080 | 0.0231 |
| 0.0836 | 2090 | 0.0273 |
| 0.084 | 2100 | 0.0231 |
| 0.0844 | 2110 | 0.0255 |
| 0.0848 | 2120 | 0.0243 |
| 0.0852 | 2130 | 0.0248 |
| 0.0856 | 2140 | 0.0229 |
| 0.086 | 2150 | 0.0225 |
| 0.0864 | 2160 | 0.0237 |
| 0.0868 | 2170 | 0.0241 |
| 0.0872 | 2180 | 0.025 |
| 0.0876 | 2190 | 0.0254 |
| 0.088 | 2200 | 0.0234 |
| 0.0884 | 2210 | 0.0224 |
| 0.0888 | 2220 | 0.0248 |
| 0.0892 | 2230 | 0.0239 |
| 0.0896 | 2240 | 0.025 |
| 0.09 | 2250 | 0.0246 |
| 0.0904 | 2260 | 0.0219 |
| 0.0908 | 2270 | 0.0248 |
| 0.0912 | 2280 | 0.0233 |
| 0.0916 | 2290 | 0.0243 |
| 0.092 | 2300 | 0.0237 |
| 0.0924 | 2310 | 0.0243 |
| 0.0928 | 2320 | 0.0256 |
| 0.0932 | 2330 | 0.0238 |
| 0.0936 | 2340 | 0.0222 |
| 0.094 | 2350 | 0.0245 |
| 0.0944 | 2360 | 0.0242 |
| 0.0948 | 2370 | 0.0247 |
| 0.0952 | 2380 | 0.0251 |
| 0.0956 | 2390 | 0.0225 |
| 0.096 | 2400 | 0.0259 |
| 0.0964 | 2410 | 0.0236 |
| 0.0968 | 2420 | 0.0226 |
| 0.0972 | 2430 | 0.0231 |
| 0.0976 | 2440 | 0.0237 |
| 0.098 | 2450 | 0.0219 |
| 0.0984 | 2460 | 0.0236 |
| 0.0988 | 2470 | 0.0211 |
| 0.0992 | 2480 | 0.0249 |
| 0.0996 | 2490 | 0.0245 |
| 0.1 | 2500 | 0.0239 |
| 0.1004 | 2510 | 0.0249 |
| 0.1008 | 2520 | 0.0223 |
| 0.1012 | 2530 | 0.0208 |
| 0.1016 | 2540 | 0.026 |
| 0.102 | 2550 | 0.0227 |
| 0.1024 | 2560 | 0.0238 |
| 0.1028 | 2570 | 0.023 |
| 0.1032 | 2580 | 0.024 |
| 0.1036 | 2590 | 0.0237 |
| 0.104 | 2600 | 0.0227 |
| 0.1044 | 2610 | 0.0245 |
| 0.1048 | 2620 | 0.0219 |
| 0.1052 | 2630 | 0.0226 |
| 0.1056 | 2640 | 0.0224 |
| 0.106 | 2650 | 0.0226 |
| 0.1064 | 2660 | 0.0234 |
| 0.1068 | 2670 | 0.0224 |
| 0.1072 | 2680 | 0.0215 |
| 0.1076 | 2690 | 0.0196 |
| 0.108 | 2700 | 0.0247 |
| 0.1084 | 2710 | 0.0233 |
| 0.1088 | 2720 | 0.0233 |
| 0.1092 | 2730 | 0.0237 |
| 0.1096 | 2740 | 0.0234 |
| 0.11 | 2750 | 0.02 |
| 0.1104 | 2760 | 0.0228 |
| 0.1108 | 2770 | 0.0223 |
| 0.1112 | 2780 | 0.025 |
| 0.1116 | 2790 | 0.021 |
| 0.112 | 2800 | 0.023 |
| 0.1124 | 2810 | 0.0225 |
| 0.1128 | 2820 | 0.0201 |
| 0.1132 | 2830 | 0.0244 |
| 0.1136 | 2840 | 0.0238 |
| 0.114 | 2850 | 0.0223 |
| 0.1144 | 2860 | 0.0232 |
| 0.1148 | 2870 | 0.0248 |
| 0.1152 | 2880 | 0.0247 |
| 0.1156 | 2890 | 0.0255 |
| 0.116 | 2900 | 0.0213 |
| 0.1164 | 2910 | 0.0231 |
| 0.1168 | 2920 | 0.0218 |
| 0.1172 | 2930 | 0.0237 |
| 0.1176 | 2940 | 0.0236 |
| 0.118 | 2950 | 0.0229 |
| 0.1184 | 2960 | 0.0205 |
| 0.1188 | 2970 | 0.0227 |
| 0.1192 | 2980 | 0.0225 |
| 0.1196 | 2990 | 0.0219 |
| 0.12 | 3000 | 0.0239 |
| 0.1204 | 3010 | 0.024 |
| 0.1208 | 3020 | 0.023 |
| 0.1212 | 3030 | 0.0216 |
| 0.1216 | 3040 | 0.0237 |
| 0.122 | 3050 | 0.0224 |
| 0.1224 | 3060 | 0.0222 |
| 0.1228 | 3070 | 0.023 |
| 0.1232 | 3080 | 0.0215 |
| 0.1236 | 3090 | 0.0221 |
| 0.124 | 3100 | 0.0213 |
| 0.1244 | 3110 | 0.0214 |
| 0.1248 | 3120 | 0.0205 |
| 0.1252 | 3130 | 0.0224 |
| 0.1256 | 3140 | 0.0221 |
| 0.126 | 3150 | 0.0184 |
| 0.1264 | 3160 | 0.0215 |
| 0.1268 | 3170 | 0.0205 |
| 0.1272 | 3180 | 0.0211 |
| 0.1276 | 3190 | 0.0214 |
| 0.128 | 3200 | 0.0242 |
| 0.1284 | 3210 | 0.02 |
| 0.1288 | 3220 | 0.0232 |
| 0.1292 | 3230 | 0.0221 |
| 0.1296 | 3240 | 0.0215 |
| 0.13 | 3250 | 0.0211 |
| 0.1304 | 3260 | 0.0226 |
| 0.1308 | 3270 | 0.025 |
| 0.1312 | 3280 | 0.0205 |
| 0.1316 | 3290 | 0.0212 |
| 0.132 | 3300 | 0.0244 |
| 0.1324 | 3310 | 0.0197 |
| 0.1328 | 3320 | 0.0216 |
| 0.1332 | 3330 | 0.0199 |
| 0.1336 | 3340 | 0.0199 |
| 0.134 | 3350 | 0.0241 |
| 0.1344 | 3360 | 0.0203 |
| 0.1348 | 3370 | 0.0212 |
| 0.1352 | 3380 | 0.023 |
| 0.1356 | 3390 | 0.0228 |
| 0.136 | 3400 | 0.0223 |
| 0.1364 | 3410 | 0.0211 |
| 0.1368 | 3420 | 0.0249 |
| 0.1372 | 3430 | 0.0208 |
| 0.1376 | 3440 | 0.0252 |
| 0.138 | 3450 | 0.0222 |
| 0.1384 | 3460 | 0.0225 |
| 0.1388 | 3470 | 0.0225 |
| 0.1392 | 3480 | 0.0244 |
| 0.1396 | 3490 | 0.0196 |
| 0.14 | 3500 | 0.0233 |
| 0.1404 | 3510 | 0.0216 |
| 0.1408 | 3520 | 0.0232 |
| 0.1412 | 3530 | 0.0235 |
| 0.1416 | 3540 | 0.0229 |
| 0.142 | 3550 | 0.022 |
| 0.1424 | 3560 | 0.0231 |
| 0.1428 | 3570 | 0.0225 |
| 0.1432 | 3580 | 0.0209 |
| 0.1436 | 3590 | 0.0201 |
| 0.144 | 3600 | 0.021 |
| 0.1444 | 3610 | 0.0209 |
| 0.1448 | 3620 | 0.0218 |
| 0.1452 | 3630 | 0.0215 |
| 0.1456 | 3640 | 0.0212 |
| 0.146 | 3650 | 0.0222 |
| 0.1464 | 3660 | 0.0224 |
| 0.1468 | 3670 | 0.0205 |
| 0.1472 | 3680 | 0.0209 |
| 0.1476 | 3690 | 0.0217 |
| 0.148 | 3700 | 0.0193 |
| 0.1484 | 3710 | 0.0222 |
| 0.1488 | 3720 | 0.0183 |
| 0.1492 | 3730 | 0.0189 |
| 0.1496 | 3740 | 0.023 |
| 0.15 | 3750 | 0.0206 |
| 0.1504 | 3760 | 0.0239 |
| 0.1508 | 3770 | 0.0223 |
| 0.1512 | 3780 | 0.0208 |
| 0.1516 | 3790 | 0.0214 |
| 0.152 | 3800 | 0.0217 |
| 0.1524 | 3810 | 0.0217 |
| 0.1528 | 3820 | 0.0211 |
| 0.1532 | 3830 | 0.0218 |
| 0.1536 | 3840 | 0.0219 |
| 0.154 | 3850 | 0.0206 |
| 0.1544 | 3860 | 0.02 |
| 0.1548 | 3870 | 0.0204 |
| 0.1552 | 3880 | 0.0208 |
| 0.1556 | 3890 | 0.0199 |
| 0.156 | 3900 | 0.0216 |
| 0.1564 | 3910 | 0.0192 |
| 0.1568 | 3920 | 0.0217 |
| 0.1572 | 3930 | 0.021 |
| 0.1576 | 3940 | 0.0204 |
| 0.158 | 3950 | 0.0236 |
| 0.1584 | 3960 | 0.0209 |
| 0.1588 | 3970 | 0.022 |
| 0.1592 | 3980 | 0.0201 |
| 0.1596 | 3990 | 0.0184 |
| 0.16 | 4000 | 0.0242 |
| 0.1604 | 4010 | 0.0224 |
| 0.1608 | 4020 | 0.0199 |
| 0.1612 | 4030 | 0.022 |
| 0.1616 | 4040 | 0.024 |
| 0.162 | 4050 | 0.0207 |
| 0.1624 | 4060 | 0.0219 |
| 0.1628 | 4070 | 0.0213 |
| 0.1632 | 4080 | 0.0242 |
| 0.1636 | 4090 | 0.0197 |
| 0.164 | 4100 | 0.0204 |
| 0.1644 | 4110 | 0.0203 |
| 0.1648 | 4120 | 0.0222 |
| 0.1652 | 4130 | 0.0235 |
| 0.1656 | 4140 | 0.0218 |
| 0.166 | 4150 | 0.0222 |
| 0.1664 | 4160 | 0.0201 |
| 0.1668 | 4170 | 0.0225 |
| 0.1672 | 4180 | 0.0222 |
| 0.1676 | 4190 | 0.0202 |
| 0.168 | 4200 | 0.0197 |
| 0.1684 | 4210 | 0.0214 |
| 0.1688 | 4220 | 0.0238 |
| 0.1692 | 4230 | 0.0191 |
| 0.1696 | 4240 | 0.025 |
| 0.17 | 4250 | 0.0186 |
| 0.1704 | 4260 | 0.0198 |
| 0.1708 | 4270 | 0.0187 |
| 0.1712 | 4280 | 0.0218 |
| 0.1716 | 4290 | 0.0207 |
| 0.172 | 4300 | 0.0214 |
| 0.1724 | 4310 | 0.02 |
| 0.1728 | 4320 | 0.0199 |
| 0.1732 | 4330 | 0.0203 |
| 0.1736 | 4340 | 0.0202 |
| 0.174 | 4350 | 0.0191 |
| 0.1744 | 4360 | 0.021 |
| 0.1748 | 4370 | 0.018 |
| 0.1752 | 4380 | 0.0214 |
| 0.1756 | 4390 | 0.0227 |
| 0.176 | 4400 | 0.0209 |
| 0.1764 | 4410 | 0.0247 |
| 0.1768 | 4420 | 0.0193 |
| 0.1772 | 4430 | 0.0201 |
| 0.1776 | 4440 | 0.0176 |
| 0.178 | 4450 | 0.0214 |
| 0.1784 | 4460 | 0.0211 |
| 0.1788 | 4470 | 0.0211 |
| 0.1792 | 4480 | 0.0197 |
| 0.1796 | 4490 | 0.0213 |
| 0.18 | 4500 | 0.02 |
| 0.1804 | 4510 | 0.0207 |
| 0.1808 | 4520 | 0.0235 |
| 0.1812 | 4530 | 0.02 |
| 0.1816 | 4540 | 0.0215 |
| 0.182 | 4550 | 0.0201 |
| 0.1824 | 4560 | 0.0229 |
| 0.1828 | 4570 | 0.0236 |
| 0.1832 | 4580 | 0.0202 |
| 0.1836 | 4590 | 0.0215 |
| 0.184 | 4600 | 0.0202 |
| 0.1844 | 4610 | 0.0199 |
| 0.1848 | 4620 | 0.0171 |
| 0.1852 | 4630 | 0.0218 |
| 0.1856 | 4640 | 0.0213 |
| 0.186 | 4650 | 0.0198 |
| 0.1864 | 4660 | 0.0203 |
| 0.1868 | 4670 | 0.0225 |
| 0.1872 | 4680 | 0.022 |
| 0.1876 | 4690 | 0.0196 |
| 0.188 | 4700 | 0.0211 |
| 0.1884 | 4710 | 0.0208 |
| 0.1888 | 4720 | 0.021 |
| 0.1892 | 4730 | 0.0196 |
| 0.1896 | 4740 | 0.0222 |
| 0.19 | 4750 | 0.0214 |
| 0.1904 | 4760 | 0.022 |
| 0.1908 | 4770 | 0.0193 |
| 0.1912 | 4780 | 0.0193 |
| 0.1916 | 4790 | 0.0182 |
| 0.192 | 4800 | 0.0203 |
| 0.1924 | 4810 | 0.0184 |
| 0.1928 | 4820 | 0.0213 |
| 0.1932 | 4830 | 0.0211 |
| 0.1936 | 4840 | 0.0185 |
| 0.194 | 4850 | 0.0208 |
| 0.1944 | 4860 | 0.0206 |
| 0.1948 | 4870 | 0.0195 |
| 0.1952 | 4880 | 0.0185 |
| 0.1956 | 4890 | 0.0235 |
| 0.196 | 4900 | 0.0203 |
| 0.1964 | 4910 | 0.0201 |
| 0.1968 | 4920 | 0.0193 |
| 0.1972 | 4930 | 0.0248 |
| 0.1976 | 4940 | 0.0206 |
| 0.198 | 4950 | 0.0205 |
| 0.1984 | 4960 | 0.0193 |
| 0.1988 | 4970 | 0.0219 |
| 0.1992 | 4980 | 0.0217 |
| 0.1996 | 4990 | 0.0203 |
| 0.2 | 5000 | 0.0202 |
| 0.2004 | 5010 | 0.0229 |
| 0.2008 | 5020 | 0.0201 |
| 0.2012 | 5030 | 0.02 |
| 0.2016 | 5040 | 0.0206 |
| 0.202 | 5050 | 0.0197 |
| 0.2024 | 5060 | 0.0186 |
| 0.2028 | 5070 | 0.0207 |
| 0.2032 | 5080 | 0.0203 |
| 0.2036 | 5090 | 0.0212 |
| 0.204 | 5100 | 0.0197 |
| 0.2044 | 5110 | 0.0235 |
| 0.2048 | 5120 | 0.0223 |
| 0.2052 | 5130 | 0.02 |
| 0.2056 | 5140 | 0.0211 |
| 0.206 | 5150 | 0.0203 |
| 0.2064 | 5160 | 0.0191 |
| 0.2068 | 5170 | 0.0182 |
| 0.2072 | 5180 | 0.0226 |
| 0.2076 | 5190 | 0.0232 |
| 0.208 | 5200 | 0.0192 |
| 0.2084 | 5210 | 0.0231 |
| 0.2088 | 5220 | 0.0217 |
| 0.2092 | 5230 | 0.0202 |
| 0.2096 | 5240 | 0.0232 |
| 0.21 | 5250 | 0.0193 |
| 0.2104 | 5260 | 0.0236 |
| 0.2108 | 5270 | 0.0217 |
| 0.2112 | 5280 | 0.0201 |
| 0.2116 | 5290 | 0.0185 |
| 0.212 | 5300 | 0.0207 |
| 0.2124 | 5310 | 0.022 |
| 0.2128 | 5320 | 0.021 |
| 0.2132 | 5330 | 0.0188 |
| 0.2136 | 5340 | 0.021 |
| 0.214 | 5350 | 0.0199 |
| 0.2144 | 5360 | 0.0213 |
| 0.2148 | 5370 | 0.0204 |
| 0.2152 | 5380 | 0.0222 |
| 0.2156 | 5390 | 0.0182 |
| 0.216 | 5400 | 0.0217 |
| 0.2164 | 5410 | 0.0184 |
| 0.2168 | 5420 | 0.0216 |
| 0.2172 | 5430 | 0.0193 |
| 0.2176 | 5440 | 0.0221 |
| 0.218 | 5450 | 0.021 |
| 0.2184 | 5460 | 0.0216 |
| 0.2188 | 5470 | 0.0214 |
| 0.2192 | 5480 | 0.0199 |
| 0.2196 | 5490 | 0.0206 |
| 0.22 | 5500 | 0.0216 |
| 0.2204 | 5510 | 0.0205 |
| 0.2208 | 5520 | 0.0199 |
| 0.2212 | 5530 | 0.0208 |
| 0.2216 | 5540 | 0.0183 |
| 0.222 | 5550 | 0.0171 |
| 0.2224 | 5560 | 0.0205 |
| 0.2228 | 5570 | 0.0189 |
| 0.2232 | 5580 | 0.0217 |
| 0.2236 | 5590 | 0.0203 |
| 0.224 | 5600 | 0.0207 |
| 0.2244 | 5610 | 0.0228 |
| 0.2248 | 5620 | 0.0204 |
| 0.2252 | 5630 | 0.0197 |
| 0.2256 | 5640 | 0.0202 |
| 0.226 | 5650 | 0.0226 |
| 0.2264 | 5660 | 0.0223 |
| 0.2268 | 5670 | 0.019 |
| 0.2272 | 5680 | 0.0197 |
| 0.2276 | 5690 | 0.019 |
| 0.228 | 5700 | 0.0194 |
| 0.2284 | 5710 | 0.024 |
| 0.2288 | 5720 | 0.0213 |
| 0.2292 | 5730 | 0.0201 |
| 0.2296 | 5740 | 0.0207 |
| 0.23 | 5750 | 0.0217 |
| 0.2304 | 5760 | 0.0204 |
| 0.2308 | 5770 | 0.0174 |
| 0.2312 | 5780 | 0.0196 |
| 0.2316 | 5790 | 0.0204 |
| 0.232 | 5800 | 0.0185 |
| 0.2324 | 5810 | 0.0195 |
| 0.2328 | 5820 | 0.0231 |
| 0.2332 | 5830 | 0.0202 |
| 0.2336 | 5840 | 0.0193 |
| 0.234 | 5850 | 0.0217 |
| 0.2344 | 5860 | 0.0194 |
| 0.2348 | 5870 | 0.0212 |
| 0.2352 | 5880 | 0.0211 |
| 0.2356 | 5890 | 0.0208 |
| 0.236 | 5900 | 0.0195 |
| 0.2364 | 5910 | 0.0203 |
| 0.2368 | 5920 | 0.0202 |
| 0.2372 | 5930 | 0.0183 |
| 0.2376 | 5940 | 0.02 |
| 0.238 | 5950 | 0.0215 |
| 0.2384 | 5960 | 0.0208 |
| 0.2388 | 5970 | 0.0209 |
| 0.2392 | 5980 | 0.0196 |
| 0.2396 | 5990 | 0.0204 |
| 0.24 | 6000 | 0.0215 |
| 0.2404 | 6010 | 0.0214 |
| 0.2408 | 6020 | 0.0204 |
| 0.2412 | 6030 | 0.0194 |
| 0.2416 | 6040 | 0.0198 |
| 0.242 | 6050 | 0.0201 |
| 0.2424 | 6060 | 0.0204 |
| 0.2428 | 6070 | 0.0182 |
| 0.2432 | 6080 | 0.0206 |
| 0.2436 | 6090 | 0.0194 |
| 0.244 | 6100 | 0.0172 |
| 0.2444 | 6110 | 0.023 |
| 0.2448 | 6120 | 0.0198 |
| 0.2452 | 6130 | 0.0211 |
| 0.2456 | 6140 | 0.0204 |
| 0.246 | 6150 | 0.0196 |
| 0.2464 | 6160 | 0.0195 |
| 0.2468 | 6170 | 0.0192 |
| 0.2472 | 6180 | 0.0209 |
| 0.2476 | 6190 | 0.0191 |
| 0.248 | 6200 | 0.0204 |
| 0.2484 | 6210 | 0.0183 |
| 0.2488 | 6220 | 0.0219 |
| 0.2492 | 6230 | 0.0185 |
| 0.2496 | 6240 | 0.0203 |
| 0.25 | 6250 | 0.0223 |
| 0.2504 | 6260 | 0.0179 |
| 0.2508 | 6270 | 0.021 |
| 0.2512 | 6280 | 0.0214 |
| 0.2516 | 6290 | 0.02 |
| 0.252 | 6300 | 0.018 |
| 0.2524 | 6310 | 0.0205 |
| 0.2528 | 6320 | 0.0189 |
| 0.2532 | 6330 | 0.0201 |
| 0.2536 | 6340 | 0.0199 |
| 0.254 | 6350 | 0.021 |
| 0.2544 | 6360 | 0.02 |
| 0.2548 | 6370 | 0.0198 |
| 0.2552 | 6380 | 0.0204 |
| 0.2556 | 6390 | 0.0214 |
| 0.256 | 6400 | 0.0199 |
| 0.2564 | 6410 | 0.0185 |
| 0.2568 | 6420 | 0.0203 |
| 0.2572 | 6430 | 0.0221 |
| 0.2576 | 6440 | 0.0199 |
| 0.258 | 6450 | 0.017 |
| 0.2584 | 6460 | 0.0216 |
| 0.2588 | 6470 | 0.0219 |
| 0.2592 | 6480 | 0.0207 |
| 0.2596 | 6490 | 0.0203 |
| 0.26 | 6500 | 0.0203 |
| 0.2604 | 6510 | 0.0211 |
| 0.2608 | 6520 | 0.0189 |
| 0.2612 | 6530 | 0.0188 |
| 0.2616 | 6540 | 0.0209 |
| 0.262 | 6550 | 0.0188 |
| 0.2624 | 6560 | 0.0182 |
| 0.2628 | 6570 | 0.0197 |
| 0.2632 | 6580 | 0.0224 |
| 0.2636 | 6590 | 0.0188 |
| 0.264 | 6600 | 0.0197 |
| 0.2644 | 6610 | 0.0193 |
| 0.2648 | 6620 | 0.0173 |
| 0.2652 | 6630 | 0.0196 |
| 0.2656 | 6640 | 0.0193 |
| 0.266 | 6650 | 0.0207 |
| 0.2664 | 6660 | 0.0175 |
| 0.2668 | 6670 | 0.02 |
| 0.2672 | 6680 | 0.0201 |
| 0.2676 | 6690 | 0.0189 |
| 0.268 | 6700 | 0.0214 |
| 0.2684 | 6710 | 0.0202 |
| 0.2688 | 6720 | 0.018 |
| 0.2692 | 6730 | 0.02 |
| 0.2696 | 6740 | 0.0207 |
| 0.27 | 6750 | 0.021 |
| 0.2704 | 6760 | 0.0223 |
| 0.2708 | 6770 | 0.0179 |
| 0.2712 | 6780 | 0.0201 |
| 0.2716 | 6790 | 0.018 |
| 0.272 | 6800 | 0.0189 |
| 0.2724 | 6810 | 0.0212 |
| 0.2728 | 6820 | 0.0216 |
| 0.2732 | 6830 | 0.0206 |
| 0.2736 | 6840 | 0.0213 |
| 0.274 | 6850 | 0.0196 |
| 0.2744 | 6860 | 0.0214 |
| 0.2748 | 6870 | 0.0189 |
| 0.2752 | 6880 | 0.0206 |
| 0.2756 | 6890 | 0.0189 |
| 0.276 | 6900 | 0.0188 |
| 0.2764 | 6910 | 0.0192 |
| 0.2768 | 6920 | 0.0228 |
| 0.2772 | 6930 | 0.0199 |
| 0.2776 | 6940 | 0.0217 |
| 0.278 | 6950 | 0.0198 |
| 0.2784 | 6960 | 0.0202 |
| 0.2788 | 6970 | 0.0191 |
| 0.2792 | 6980 | 0.0221 |
| 0.2796 | 6990 | 0.0188 |
| 0.28 | 7000 | 0.0208 |
| 0.2804 | 7010 | 0.02 |
| 0.2808 | 7020 | 0.019 |
| 0.2812 | 7030 | 0.0213 |
| 0.2816 | 7040 | 0.0213 |
| 0.282 | 7050 | 0.0214 |
| 0.2824 | 7060 | 0.0164 |
| 0.2828 | 7070 | 0.0192 |
| 0.2832 | 7080 | 0.0167 |
| 0.2836 | 7090 | 0.0198 |
| 0.284 | 7100 | 0.0201 |
| 0.2844 | 7110 | 0.0205 |
| 0.2848 | 7120 | 0.0194 |
| 0.2852 | 7130 | 0.0224 |
| 0.2856 | 7140 | 0.0216 |
| 0.286 | 7150 | 0.0187 |
| 0.2864 | 7160 | 0.0195 |
| 0.2868 | 7170 | 0.017 |
| 0.2872 | 7180 | 0.0187 |
| 0.2876 | 7190 | 0.018 |
| 0.288 | 7200 | 0.0182 |
| 0.2884 | 7210 | 0.0188 |
| 0.2888 | 7220 | 0.0209 |
| 0.2892 | 7230 | 0.0188 |
| 0.2896 | 7240 | 0.0208 |
| 0.29 | 7250 | 0.0216 |
| 0.2904 | 7260 | 0.02 |
| 0.2908 | 7270 | 0.0185 |
| 0.2912 | 7280 | 0.0206 |
| 0.2916 | 7290 | 0.0206 |
| 0.292 | 7300 | 0.0198 |
| 0.2924 | 7310 | 0.0178 |
| 0.2928 | 7320 | 0.018 |
| 0.2932 | 7330 | 0.02 |
| 0.2936 | 7340 | 0.0201 |
| 0.294 | 7350 | 0.0196 |
| 0.2944 | 7360 | 0.0211 |
| 0.2948 | 7370 | 0.0194 |
| 0.2952 | 7380 | 0.0221 |
| 0.2956 | 7390 | 0.0211 |
| 0.296 | 7400 | 0.0189 |
| 0.2964 | 7410 | 0.0192 |
| 0.2968 | 7420 | 0.0199 |
| 0.2972 | 7430 | 0.0193 |
| 0.2976 | 7440 | 0.019 |
| 0.298 | 7450 | 0.0218 |
| 0.2984 | 7460 | 0.0193 |
| 0.2988 | 7470 | 0.0215 |
| 0.2992 | 7480 | 0.0181 |
| 0.2996 | 7490 | 0.0204 |
| 0.3 | 7500 | 0.0201 |
| 0.3004 | 7510 | 0.0187 |
| 0.3008 | 7520 | 0.0197 |
| 0.3012 | 7530 | 0.0208 |
| 0.3016 | 7540 | 0.0216 |
| 0.302 | 7550 | 0.0188 |
| 0.3024 | 7560 | 0.019 |
| 0.3028 | 7570 | 0.0185 |
| 0.3032 | 7580 | 0.0217 |
| 0.3036 | 7590 | 0.018 |
| 0.304 | 7600 | 0.0219 |
| 0.3044 | 7610 | 0.0215 |
| 0.3048 | 7620 | 0.0189 |
| 0.3052 | 7630 | 0.018 |
| 0.3056 | 7640 | 0.0199 |
| 0.306 | 7650 | 0.0165 |
| 0.3064 | 7660 | 0.0202 |
| 0.3068 | 7670 | 0.0184 |
| 0.3072 | 7680 | 0.0191 |
| 0.3076 | 7690 | 0.0197 |
| 0.308 | 7700 | 0.0213 |
| 0.3084 | 7710 | 0.0178 |
| 0.3088 | 7720 | 0.0191 |
| 0.3092 | 7730 | 0.0187 |
| 0.3096 | 7740 | 0.0208 |
| 0.31 | 7750 | 0.0206 |
| 0.3104 | 7760 | 0.0205 |
| 0.3108 | 7770 | 0.0198 |
| 0.3112 | 7780 | 0.0199 |
| 0.3116 | 7790 | 0.0182 |
| 0.312 | 7800 | 0.0191 |
| 0.3124 | 7810 | 0.018 |
| 0.3128 | 7820 | 0.0185 |
| 0.3132 | 7830 | 0.0196 |
| 0.3136 | 7840 | 0.0175 |
| 0.314 | 7850 | 0.0189 |
| 0.3144 | 7860 | 0.0192 |
| 0.3148 | 7870 | 0.0198 |
| 0.3152 | 7880 | 0.0178 |
| 0.3156 | 7890 | 0.0173 |
| 0.316 | 7900 | 0.0182 |
| 0.3164 | 7910 | 0.0184 |
| 0.3168 | 7920 | 0.0207 |
| 0.3172 | 7930 | 0.0215 |
| 0.3176 | 7940 | 0.0201 |
| 0.318 | 7950 | 0.0176 |
| 0.3184 | 7960 | 0.019 |
| 0.3188 | 7970 | 0.0174 |
| 0.3192 | 7980 | 0.0203 |
| 0.3196 | 7990 | 0.0178 |
| 0.32 | 8000 | 0.0197 |
| 0.3204 | 8010 | 0.0177 |
| 0.3208 | 8020 | 0.0206 |
| 0.3212 | 8030 | 0.0195 |
| 0.3216 | 8040 | 0.0195 |
| 0.322 | 8050 | 0.0192 |
| 0.3224 | 8060 | 0.0195 |
| 0.3228 | 8070 | 0.0168 |
| 0.3232 | 8080 | 0.0212 |
| 0.3236 | 8090 | 0.0178 |
| 0.324 | 8100 | 0.0203 |
| 0.3244 | 8110 | 0.0184 |
| 0.3248 | 8120 | 0.0198 |
| 0.3252 | 8130 | 0.0194 |
| 0.3256 | 8140 | 0.0188 |
| 0.326 | 8150 | 0.0178 |
| 0.3264 | 8160 | 0.0182 |
| 0.3268 | 8170 | 0.0179 |
| 0.3272 | 8180 | 0.0186 |
| 0.3276 | 8190 | 0.0158 |
| 0.328 | 8200 | 0.0181 |
| 0.3284 | 8210 | 0.0198 |
| 0.3288 | 8220 | 0.0196 |
| 0.3292 | 8230 | 0.0197 |
| 0.3296 | 8240 | 0.0204 |
| 0.33 | 8250 | 0.0189 |
| 0.3304 | 8260 | 0.0208 |
| 0.3308 | 8270 | 0.019 |
| 0.3312 | 8280 | 0.0198 |
| 0.3316 | 8290 | 0.022 |
| 0.332 | 8300 | 0.018 |
| 0.3324 | 8310 | 0.0185 |
| 0.3328 | 8320 | 0.0168 |
| 0.3332 | 8330 | 0.0217 |
| 0.3336 | 8340 | 0.0179 |
| 0.334 | 8350 | 0.0173 |
| 0.3344 | 8360 | 0.0171 |
| 0.3348 | 8370 | 0.0167 |
| 0.3352 | 8380 | 0.019 |
| 0.3356 | 8390 | 0.0179 |
| 0.336 | 8400 | 0.0184 |
| 0.3364 | 8410 | 0.0185 |
| 0.3368 | 8420 | 0.0173 |
| 0.3372 | 8430 | 0.0181 |
| 0.3376 | 8440 | 0.017 |
| 0.338 | 8450 | 0.0173 |
| 0.3384 | 8460 | 0.0188 |
| 0.3388 | 8470 | 0.0166 |
| 0.3392 | 8480 | 0.0192 |
| 0.3396 | 8490 | 0.0216 |
| 0.34 | 8500 | 0.0178 |
| 0.3404 | 8510 | 0.0203 |
| 0.3408 | 8520 | 0.0199 |
| 0.3412 | 8530 | 0.0188 |
| 0.3416 | 8540 | 0.021 |
| 0.342 | 8550 | 0.0182 |
| 0.3424 | 8560 | 0.019 |
| 0.3428 | 8570 | 0.0202 |
| 0.3432 | 8580 | 0.0152 |
| 0.3436 | 8590 | 0.0195 |
| 0.344 | 8600 | 0.0188 |
| 0.3444 | 8610 | 0.0179 |
| 0.3448 | 8620 | 0.021 |
| 0.3452 | 8630 | 0.0189 |
| 0.3456 | 8640 | 0.019 |
| 0.346 | 8650 | 0.0203 |
| 0.3464 | 8660 | 0.0198 |
| 0.3468 | 8670 | 0.0191 |
| 0.3472 | 8680 | 0.0203 |
| 0.3476 | 8690 | 0.0201 |
| 0.348 | 8700 | 0.0183 |
| 0.3484 | 8710 | 0.0167 |
| 0.3488 | 8720 | 0.0177 |
| 0.3492 | 8730 | 0.0218 |
| 0.3496 | 8740 | 0.021 |
| 0.35 | 8750 | 0.0182 |
| 0.3504 | 8760 | 0.0209 |
| 0.3508 | 8770 | 0.0194 |
| 0.3512 | 8780 | 0.0194 |
| 0.3516 | 8790 | 0.0186 |
| 0.352 | 8800 | 0.0194 |
| 0.3524 | 8810 | 0.0179 |
| 0.3528 | 8820 | 0.0219 |
| 0.3532 | 8830 | 0.0189 |
| 0.3536 | 8840 | 0.0199 |
| 0.354 | 8850 | 0.0202 |
| 0.3544 | 8860 | 0.0195 |
| 0.3548 | 8870 | 0.0197 |
| 0.3552 | 8880 | 0.0182 |
| 0.3556 | 8890 | 0.0197 |
| 0.356 | 8900 | 0.0201 |
| 0.3564 | 8910 | 0.0188 |
| 0.3568 | 8920 | 0.021 |
| 0.3572 | 8930 | 0.0195 |
| 0.3576 | 8940 | 0.0193 |
| 0.358 | 8950 | 0.0185 |
| 0.3584 | 8960 | 0.0216 |
| 0.3588 | 8970 | 0.019 |
| 0.3592 | 8980 | 0.0179 |
| 0.3596 | 8990 | 0.0181 |
| 0.36 | 9000 | 0.0214 |
| 0.3604 | 9010 | 0.0183 |
| 0.3608 | 9020 | 0.0183 |
| 0.3612 | 9030 | 0.0176 |
| 0.3616 | 9040 | 0.0223 |
| 0.362 | 9050 | 0.0181 |
| 0.3624 | 9060 | 0.0191 |
| 0.3628 | 9070 | 0.0196 |
| 0.3632 | 9080 | 0.0192 |
| 0.3636 | 9090 | 0.0222 |
| 0.364 | 9100 | 0.0165 |
| 0.3644 | 9110 | 0.0178 |
| 0.3648 | 9120 | 0.02 |
| 0.3652 | 9130 | 0.0185 |
| 0.3656 | 9140 | 0.0179 |
| 0.366 | 9150 | 0.0191 |
| 0.3664 | 9160 | 0.0213 |
| 0.3668 | 9170 | 0.0183 |
| 0.3672 | 9180 | 0.0186 |
| 0.3676 | 9190 | 0.0192 |
| 0.368 | 9200 | 0.0182 |
| 0.3684 | 9210 | 0.0181 |
| 0.3688 | 9220 | 0.0194 |
| 0.3692 | 9230 | 0.0193 |
| 0.3696 | 9240 | 0.0166 |
| 0.37 | 9250 | 0.0181 |
| 0.3704 | 9260 | 0.019 |
| 0.3708 | 9270 | 0.0196 |
| 0.3712 | 9280 | 0.0192 |
| 0.3716 | 9290 | 0.0178 |
| 0.372 | 9300 | 0.0186 |
| 0.3724 | 9310 | 0.0196 |
| 0.3728 | 9320 | 0.0236 |
| 0.3732 | 9330 | 0.019 |
| 0.3736 | 9340 | 0.0198 |
| 0.374 | 9350 | 0.0204 |
| 0.3744 | 9360 | 0.0169 |
| 0.3748 | 9370 | 0.0212 |
| 0.3752 | 9380 | 0.0202 |
| 0.3756 | 9390 | 0.0187 |
| 0.376 | 9400 | 0.0203 |
| 0.3764 | 9410 | 0.0191 |
| 0.3768 | 9420 | 0.0189 |
| 0.3772 | 9430 | 0.0167 |
| 0.3776 | 9440 | 0.0178 |
| 0.378 | 9450 | 0.0199 |
| 0.3784 | 9460 | 0.0193 |
| 0.3788 | 9470 | 0.0205 |
| 0.3792 | 9480 | 0.0202 |
| 0.3796 | 9490 | 0.0185 |
| 0.38 | 9500 | 0.0177 |
| 0.3804 | 9510 | 0.0185 |
| 0.3808 | 9520 | 0.021 |
| 0.3812 | 9530 | 0.0152 |
| 0.3816 | 9540 | 0.0201 |
| 0.382 | 9550 | 0.0181 |
| 0.3824 | 9560 | 0.02 |
| 0.3828 | 9570 | 0.0179 |
| 0.3832 | 9580 | 0.0214 |
| 0.3836 | 9590 | 0.0205 |
| 0.384 | 9600 | 0.018 |
| 0.3844 | 9610 | 0.0194 |
| 0.3848 | 9620 | 0.0188 |
| 0.3852 | 9630 | 0.0189 |
| 0.3856 | 9640 | 0.0179 |
| 0.386 | 9650 | 0.0217 |
| 0.3864 | 9660 | 0.0184 |
| 0.3868 | 9670 | 0.0206 |
| 0.3872 | 9680 | 0.0188 |
| 0.3876 | 9690 | 0.0176 |
| 0.388 | 9700 | 0.0188 |
| 0.3884 | 9710 | 0.0185 |
| 0.3888 | 9720 | 0.0207 |
| 0.3892 | 9730 | 0.0186 |
| 0.3896 | 9740 | 0.0192 |
| 0.39 | 9750 | 0.0183 |
| 0.3904 | 9760 | 0.0198 |
| 0.3908 | 9770 | 0.0185 |
| 0.3912 | 9780 | 0.0186 |
| 0.3916 | 9790 | 0.0191 |
| 0.392 | 9800 | 0.0186 |
| 0.3924 | 9810 | 0.0198 |
| 0.3928 | 9820 | 0.0181 |
| 0.3932 | 9830 | 0.0197 |
| 0.3936 | 9840 | 0.0197 |
| 0.394 | 9850 | 0.0187 |
| 0.3944 | 9860 | 0.02 |
| 0.3948 | 9870 | 0.021 |
| 0.3952 | 9880 | 0.0178 |
| 0.3956 | 9890 | 0.0175 |
| 0.396 | 9900 | 0.0189 |
| 0.3964 | 9910 | 0.02 |
| 0.3968 | 9920 | 0.0162 |
| 0.3972 | 9930 | 0.0202 |
| 0.3976 | 9940 | 0.0185 |
| 0.398 | 9950 | 0.0186 |
| 0.3984 | 9960 | 0.0166 |
| 0.3988 | 9970 | 0.0182 |
| 0.3992 | 9980 | 0.0178 |
| 0.3996 | 9990 | 0.0179 |
| 0.4 | 10000 | 0.0182 |
| 0.4004 | 10010 | 0.019 |
| 0.4008 | 10020 | 0.0184 |
| 0.4012 | 10030 | 0.0202 |
| 0.4016 | 10040 | 0.0207 |
| 0.402 | 10050 | 0.0193 |
| 0.4024 | 10060 | 0.0174 |
| 0.4028 | 10070 | 0.0177 |
| 0.4032 | 10080 | 0.0194 |
| 0.4036 | 10090 | 0.0184 |
| 0.404 | 10100 | 0.0187 |
| 0.4044 | 10110 | 0.0182 |
| 0.4048 | 10120 | 0.0184 |
| 0.4052 | 10130 | 0.0194 |
| 0.4056 | 10140 | 0.0203 |
| 0.406 | 10150 | 0.02 |
| 0.4064 | 10160 | 0.0193 |
| 0.4068 | 10170 | 0.0189 |
| 0.4072 | 10180 | 0.0207 |
| 0.4076 | 10190 | 0.018 |
| 0.408 | 10200 | 0.0192 |
| 0.4084 | 10210 | 0.0208 |
| 0.4088 | 10220 | 0.0197 |
| 0.4092 | 10230 | 0.0174 |
| 0.4096 | 10240 | 0.0202 |
| 0.41 | 10250 | 0.0208 |
| 0.4104 | 10260 | 0.0204 |
| 0.4108 | 10270 | 0.02 |
| 0.4112 | 10280 | 0.0188 |
| 0.4116 | 10290 | 0.0164 |
| 0.412 | 10300 | 0.0173 |
| 0.4124 | 10310 | 0.0179 |
| 0.4128 | 10320 | 0.019 |
| 0.4132 | 10330 | 0.0204 |
| 0.4136 | 10340 | 0.0192 |
| 0.414 | 10350 | 0.0188 |
| 0.4144 | 10360 | 0.0182 |
| 0.4148 | 10370 | 0.0185 |
| 0.4152 | 10380 | 0.0187 |
| 0.4156 | 10390 | 0.0192 |
| 0.416 | 10400 | 0.0173 |
| 0.4164 | 10410 | 0.0195 |
| 0.4168 | 10420 | 0.0189 |
| 0.4172 | 10430 | 0.0195 |
| 0.4176 | 10440 | 0.0175 |
| 0.418 | 10450 | 0.0197 |
| 0.4184 | 10460 | 0.0203 |
| 0.4188 | 10470 | 0.0158 |
| 0.4192 | 10480 | 0.019 |
| 0.4196 | 10490 | 0.0174 |
| 0.42 | 10500 | 0.0175 |
| 0.4204 | 10510 | 0.0181 |
| 0.4208 | 10520 | 0.019 |
| 0.4212 | 10530 | 0.0193 |
| 0.4216 | 10540 | 0.0202 |
| 0.422 | 10550 | 0.019 |
| 0.4224 | 10560 | 0.02 |
| 0.4228 | 10570 | 0.0182 |
| 0.4232 | 10580 | 0.0161 |
| 0.4236 | 10590 | 0.0195 |
| 0.424 | 10600 | 0.0203 |
| 0.4244 | 10610 | 0.0212 |
| 0.4248 | 10620 | 0.0166 |
| 0.4252 | 10630 | 0.0167 |
| 0.4256 | 10640 | 0.0202 |
| 0.426 | 10650 | 0.0172 |
| 0.4264 | 10660 | 0.017 |
| 0.4268 | 10670 | 0.0186 |
| 0.4272 | 10680 | 0.0166 |
| 0.4276 | 10690 | 0.0179 |
| 0.428 | 10700 | 0.0167 |
| 0.4284 | 10710 | 0.0185 |
| 0.4288 | 10720 | 0.0197 |
| 0.4292 | 10730 | 0.0206 |
| 0.4296 | 10740 | 0.018 |
| 0.43 | 10750 | 0.0178 |
| 0.4304 | 10760 | 0.0193 |
| 0.4308 | 10770 | 0.0184 |
| 0.4312 | 10780 | 0.0181 |
| 0.4316 | 10790 | 0.0196 |
| 0.432 | 10800 | 0.0196 |
| 0.4324 | 10810 | 0.02 |
| 0.4328 | 10820 | 0.0185 |
| 0.4332 | 10830 | 0.0164 |
| 0.4336 | 10840 | 0.0178 |
| 0.434 | 10850 | 0.0188 |
| 0.4344 | 10860 | 0.0173 |
| 0.4348 | 10870 | 0.0191 |
| 0.4352 | 10880 | 0.0185 |
| 0.4356 | 10890 | 0.0165 |
| 0.436 | 10900 | 0.018 |
| 0.4364 | 10910 | 0.0179 |
| 0.4368 | 10920 | 0.0193 |
| 0.4372 | 10930 | 0.0178 |
| 0.4376 | 10940 | 0.0198 |
| 0.438 | 10950 | 0.0176 |
| 0.4384 | 10960 | 0.0182 |
| 0.4388 | 10970 | 0.0175 |
| 0.4392 | 10980 | 0.0208 |
| 0.4396 | 10990 | 0.0179 |
| 0.44 | 11000 | 0.0182 |
| 0.4404 | 11010 | 0.0188 |
| 0.4408 | 11020 | 0.0191 |
| 0.4412 | 11030 | 0.0184 |
| 0.4416 | 11040 | 0.0185 |
| 0.442 | 11050 | 0.018 |
| 0.4424 | 11060 | 0.0195 |
| 0.4428 | 11070 | 0.0189 |
| 0.4432 | 11080 | 0.0195 |
| 0.4436 | 11090 | 0.0181 |
| 0.444 | 11100 | 0.0182 |
| 0.4444 | 11110 | 0.0184 |
| 0.4448 | 11120 | 0.0179 |
| 0.4452 | 11130 | 0.0201 |
| 0.4456 | 11140 | 0.0193 |
| 0.446 | 11150 | 0.0172 |
| 0.4464 | 11160 | 0.018 |
| 0.4468 | 11170 | 0.0173 |
| 0.4472 | 11180 | 0.0174 |
| 0.4476 | 11190 | 0.0184 |
| 0.448 | 11200 | 0.0183 |
| 0.4484 | 11210 | 0.018 |
| 0.4488 | 11220 | 0.0188 |
| 0.4492 | 11230 | 0.0209 |
| 0.4496 | 11240 | 0.0178 |
| 0.45 | 11250 | 0.0198 |
| 0.4504 | 11260 | 0.017 |
| 0.4508 | 11270 | 0.0195 |
| 0.4512 | 11280 | 0.0198 |
| 0.4516 | 11290 | 0.0196 |
| 0.452 | 11300 | 0.0198 |
| 0.4524 | 11310 | 0.0189 |
| 0.4528 | 11320 | 0.0189 |
| 0.4532 | 11330 | 0.0156 |
| 0.4536 | 11340 | 0.0184 |
| 0.454 | 11350 | 0.0186 |
| 0.4544 | 11360 | 0.0206 |
| 0.4548 | 11370 | 0.0174 |
| 0.4552 | 11380 | 0.018 |
| 0.4556 | 11390 | 0.0184 |
| 0.456 | 11400 | 0.018 |
| 0.4564 | 11410 | 0.0209 |
| 0.4568 | 11420 | 0.0172 |
| 0.4572 | 11430 | 0.0163 |
| 0.4576 | 11440 | 0.0214 |
| 0.458 | 11450 | 0.0165 |
| 0.4584 | 11460 | 0.0182 |
| 0.4588 | 11470 | 0.0209 |
| 0.4592 | 11480 | 0.0193 |
| 0.4596 | 11490 | 0.0184 |
| 0.46 | 11500 | 0.0193 |
| 0.4604 | 11510 | 0.0193 |
| 0.4608 | 11520 | 0.018 |
| 0.4612 | 11530 | 0.0174 |
| 0.4616 | 11540 | 0.0162 |
| 0.462 | 11550 | 0.0175 |
| 0.4624 | 11560 | 0.0175 |
| 0.4628 | 11570 | 0.0192 |
| 0.4632 | 11580 | 0.0197 |
| 0.4636 | 11590 | 0.0171 |
| 0.464 | 11600 | 0.0196 |
| 0.4644 | 11610 | 0.0191 |
| 0.4648 | 11620 | 0.0207 |
| 0.4652 | 11630 | 0.019 |
| 0.4656 | 11640 | 0.0185 |
| 0.466 | 11650 | 0.0193 |
| 0.4664 | 11660 | 0.0193 |
| 0.4668 | 11670 | 0.0176 |
| 0.4672 | 11680 | 0.0196 |
| 0.4676 | 11690 | 0.0203 |
| 0.468 | 11700 | 0.018 |
| 0.4684 | 11710 | 0.0197 |
| 0.4688 | 11720 | 0.0202 |
| 0.4692 | 11730 | 0.0168 |
| 0.4696 | 11740 | 0.0212 |
| 0.47 | 11750 | 0.0186 |
| 0.4704 | 11760 | 0.0203 |
| 0.4708 | 11770 | 0.016 |
| 0.4712 | 11780 | 0.0181 |
| 0.4716 | 11790 | 0.0181 |
| 0.472 | 11800 | 0.019 |
| 0.4724 | 11810 | 0.0193 |
| 0.4728 | 11820 | 0.0165 |
| 0.4732 | 11830 | 0.016 |
| 0.4736 | 11840 | 0.0172 |
| 0.474 | 11850 | 0.0179 |
| 0.4744 | 11860 | 0.0181 |
| 0.4748 | 11870 | 0.0164 |
| 0.4752 | 11880 | 0.0176 |
| 0.4756 | 11890 | 0.017 |
| 0.476 | 11900 | 0.0172 |
| 0.4764 | 11910 | 0.018 |
| 0.4768 | 11920 | 0.0184 |
| 0.4772 | 11930 | 0.0166 |
| 0.4776 | 11940 | 0.0185 |
| 0.478 | 11950 | 0.0161 |
| 0.4784 | 11960 | 0.0209 |
| 0.4788 | 11970 | 0.0163 |
| 0.4792 | 11980 | 0.0193 |
| 0.4796 | 11990 | 0.0176 |
| 0.48 | 12000 | 0.0176 |
| 0.4804 | 12010 | 0.0186 |
| 0.4808 | 12020 | 0.0179 |
| 0.4812 | 12030 | 0.019 |
| 0.4816 | 12040 | 0.0186 |
| 0.482 | 12050 | 0.0179 |
| 0.4824 | 12060 | 0.0187 |
| 0.4828 | 12070 | 0.0173 |
| 0.4832 | 12080 | 0.0171 |
| 0.4836 | 12090 | 0.017 |
| 0.484 | 12100 | 0.0182 |
| 0.4844 | 12110 | 0.0186 |
| 0.4848 | 12120 | 0.0182 |
| 0.4852 | 12130 | 0.0188 |
| 0.4856 | 12140 | 0.0176 |
| 0.486 | 12150 | 0.0194 |
| 0.4864 | 12160 | 0.0189 |
| 0.4868 | 12170 | 0.017 |
| 0.4872 | 12180 | 0.0198 |
| 0.4876 | 12190 | 0.0182 |
| 0.488 | 12200 | 0.017 |
| 0.4884 | 12210 | 0.0203 |
| 0.4888 | 12220 | 0.0182 |
| 0.4892 | 12230 | 0.0182 |
| 0.4896 | 12240 | 0.0206 |
| 0.49 | 12250 | 0.0168 |
| 0.4904 | 12260 | 0.0199 |
| 0.4908 | 12270 | 0.0188 |
| 0.4912 | 12280 | 0.0181 |
| 0.4916 | 12290 | 0.0191 |
| 0.492 | 12300 | 0.0184 |
| 0.4924 | 12310 | 0.0206 |
| 0.4928 | 12320 | 0.0186 |
| 0.4932 | 12330 | 0.018 |
| 0.4936 | 12340 | 0.0187 |
| 0.494 | 12350 | 0.0208 |
| 0.4944 | 12360 | 0.02 |
| 0.4948 | 12370 | 0.0182 |
| 0.4952 | 12380 | 0.0169 |
| 0.4956 | 12390 | 0.0183 |
| 0.496 | 12400 | 0.0192 |
| 0.4964 | 12410 | 0.0165 |
| 0.4968 | 12420 | 0.0182 |
| 0.4972 | 12430 | 0.017 |
| 0.4976 | 12440 | 0.0217 |
| 0.498 | 12450 | 0.0192 |
| 0.4984 | 12460 | 0.0195 |
| 0.4988 | 12470 | 0.0201 |
| 0.4992 | 12480 | 0.0198 |
| 0.4996 | 12490 | 0.0188 |
| 0.5 | 12500 | 0.0174 |
| 0.5004 | 12510 | 0.0172 |
| 0.5008 | 12520 | 0.0195 |
| 0.5012 | 12530 | 0.0163 |
| 0.5016 | 12540 | 0.0194 |
| 0.502 | 12550 | 0.0199 |
| 0.5024 | 12560 | 0.0178 |
| 0.5028 | 12570 | 0.0189 |
| 0.5032 | 12580 | 0.0194 |
| 0.5036 | 12590 | 0.0199 |
| 0.504 | 12600 | 0.0189 |
| 0.5044 | 12610 | 0.0199 |
| 0.5048 | 12620 | 0.0178 |
| 0.5052 | 12630 | 0.0179 |
| 0.5056 | 12640 | 0.0177 |
| 0.506 | 12650 | 0.0188 |
| 0.5064 | 12660 | 0.0173 |
| 0.5068 | 12670 | 0.0191 |
| 0.5072 | 12680 | 0.0181 |
| 0.5076 | 12690 | 0.0203 |
| 0.508 | 12700 | 0.0194 |
| 0.5084 | 12710 | 0.0165 |
| 0.5088 | 12720 | 0.0186 |
| 0.5092 | 12730 | 0.0191 |
| 0.5096 | 12740 | 0.0189 |
| 0.51 | 12750 | 0.0174 |
| 0.5104 | 12760 | 0.0181 |
| 0.5108 | 12770 | 0.0224 |
| 0.5112 | 12780 | 0.0203 |
| 0.5116 | 12790 | 0.0186 |
| 0.512 | 12800 | 0.0156 |
| 0.5124 | 12810 | 0.0172 |
| 0.5128 | 12820 | 0.0195 |
| 0.5132 | 12830 | 0.0176 |
| 0.5136 | 12840 | 0.02 |
| 0.514 | 12850 | 0.0179 |
| 0.5144 | 12860 | 0.0193 |
| 0.5148 | 12870 | 0.0196 |
| 0.5152 | 12880 | 0.0176 |
| 0.5156 | 12890 | 0.0185 |
| 0.516 | 12900 | 0.0164 |
| 0.5164 | 12910 | 0.0198 |
| 0.5168 | 12920 | 0.015 |
| 0.5172 | 12930 | 0.0167 |
| 0.5176 | 12940 | 0.0162 |
| 0.518 | 12950 | 0.0174 |
| 0.5184 | 12960 | 0.0181 |
| 0.5188 | 12970 | 0.0183 |
| 0.5192 | 12980 | 0.0169 |
| 0.5196 | 12990 | 0.019 |
| 0.52 | 13000 | 0.0198 |
| 0.5204 | 13010 | 0.0198 |
| 0.5208 | 13020 | 0.0175 |
| 0.5212 | 13030 | 0.0198 |
| 0.5216 | 13040 | 0.0198 |
| 0.522 | 13050 | 0.0178 |
| 0.5224 | 13060 | 0.019 |
| 0.5228 | 13070 | 0.0154 |
| 0.5232 | 13080 | 0.0178 |
| 0.5236 | 13090 | 0.019 |
| 0.524 | 13100 | 0.0198 |
| 0.5244 | 13110 | 0.0174 |
| 0.5248 | 13120 | 0.0174 |
| 0.5252 | 13130 | 0.0172 |
| 0.5256 | 13140 | 0.0164 |
| 0.526 | 13150 | 0.0174 |
| 0.5264 | 13160 | 0.0169 |
| 0.5268 | 13170 | 0.019 |
| 0.5272 | 13180 | 0.0196 |
| 0.5276 | 13190 | 0.0174 |
| 0.528 | 13200 | 0.0168 |
| 0.5284 | 13210 | 0.0174 |
| 0.5288 | 13220 | 0.0202 |
| 0.5292 | 13230 | 0.0167 |
| 0.5296 | 13240 | 0.0177 |
| 0.53 | 13250 | 0.0186 |
| 0.5304 | 13260 | 0.0161 |
| 0.5308 | 13270 | 0.0166 |
| 0.5312 | 13280 | 0.016 |
| 0.5316 | 13290 | 0.0197 |
| 0.532 | 13300 | 0.0178 |
| 0.5324 | 13310 | 0.0157 |
| 0.5328 | 13320 | 0.0183 |
| 0.5332 | 13330 | 0.0185 |
| 0.5336 | 13340 | 0.0206 |
| 0.534 | 13350 | 0.0183 |
| 0.5344 | 13360 | 0.0173 |
| 0.5348 | 13370 | 0.0191 |
| 0.5352 | 13380 | 0.0184 |
| 0.5356 | 13390 | 0.0177 |
| 0.536 | 13400 | 0.0176 |
| 0.5364 | 13410 | 0.0182 |
| 0.5368 | 13420 | 0.0165 |
| 0.5372 | 13430 | 0.0187 |
| 0.5376 | 13440 | 0.0189 |
| 0.538 | 13450 | 0.0153 |
| 0.5384 | 13460 | 0.0178 |
| 0.5388 | 13470 | 0.0177 |
| 0.5392 | 13480 | 0.0172 |
| 0.5396 | 13490 | 0.0191 |
| 0.54 | 13500 | 0.0157 |
| 0.5404 | 13510 | 0.0182 |
| 0.5408 | 13520 | 0.0182 |
| 0.5412 | 13530 | 0.0164 |
| 0.5416 | 13540 | 0.0182 |
| 0.542 | 13550 | 0.0188 |
| 0.5424 | 13560 | 0.0178 |
| 0.5428 | 13570 | 0.0167 |
| 0.5432 | 13580 | 0.0166 |
| 0.5436 | 13590 | 0.0194 |
| 0.544 | 13600 | 0.018 |
| 0.5444 | 13610 | 0.0179 |
| 0.5448 | 13620 | 0.019 |
| 0.5452 | 13630 | 0.019 |
| 0.5456 | 13640 | 0.0181 |
| 0.546 | 13650 | 0.0218 |
| 0.5464 | 13660 | 0.0174 |
| 0.5468 | 13670 | 0.0171 |
| 0.5472 | 13680 | 0.0194 |
| 0.5476 | 13690 | 0.0202 |
| 0.548 | 13700 | 0.0193 |
| 0.5484 | 13710 | 0.0178 |
| 0.5488 | 13720 | 0.0171 |
| 0.5492 | 13730 | 0.0173 |
| 0.5496 | 13740 | 0.019 |
| 0.55 | 13750 | 0.0179 |
| 0.5504 | 13760 | 0.0173 |
| 0.5508 | 13770 | 0.0187 |
| 0.5512 | 13780 | 0.0211 |
| 0.5516 | 13790 | 0.0176 |
| 0.552 | 13800 | 0.0195 |
| 0.5524 | 13810 | 0.0186 |
| 0.5528 | 13820 | 0.0181 |
| 0.5532 | 13830 | 0.0191 |
| 0.5536 | 13840 | 0.0168 |
| 0.554 | 13850 | 0.0183 |
| 0.5544 | 13860 | 0.0171 |
| 0.5548 | 13870 | 0.0194 |
| 0.5552 | 13880 | 0.0179 |
| 0.5556 | 13890 | 0.0177 |
| 0.556 | 13900 | 0.0181 |
| 0.5564 | 13910 | 0.018 |
| 0.5568 | 13920 | 0.0182 |
| 0.5572 | 13930 | 0.0163 |
| 0.5576 | 13940 | 0.0193 |
| 0.558 | 13950 | 0.0184 |
| 0.5584 | 13960 | 0.0202 |
| 0.5588 | 13970 | 0.0167 |
| 0.5592 | 13980 | 0.0187 |
| 0.5596 | 13990 | 0.0182 |
| 0.56 | 14000 | 0.0194 |
| 0.5604 | 14010 | 0.0155 |
| 0.5608 | 14020 | 0.0189 |
| 0.5612 | 14030 | 0.0171 |
| 0.5616 | 14040 | 0.0173 |
| 0.562 | 14050 | 0.0178 |
| 0.5624 | 14060 | 0.0178 |
| 0.5628 | 14070 | 0.0158 |
| 0.5632 | 14080 | 0.0185 |
| 0.5636 | 14090 | 0.0154 |
| 0.564 | 14100 | 0.0181 |
| 0.5644 | 14110 | 0.0177 |
| 0.5648 | 14120 | 0.0185 |
| 0.5652 | 14130 | 0.0161 |
| 0.5656 | 14140 | 0.0166 |
| 0.566 | 14150 | 0.0196 |
| 0.5664 | 14160 | 0.0183 |
| 0.5668 | 14170 | 0.0166 |
| 0.5672 | 14180 | 0.0176 |
| 0.5676 | 14190 | 0.0152 |
| 0.568 | 14200 | 0.0174 |
| 0.5684 | 14210 | 0.0193 |
| 0.5688 | 14220 | 0.0182 |
| 0.5692 | 14230 | 0.0168 |
| 0.5696 | 14240 | 0.0186 |
| 0.57 | 14250 | 0.0169 |
| 0.5704 | 14260 | 0.0166 |
| 0.5708 | 14270 | 0.018 |
| 0.5712 | 14280 | 0.0204 |
| 0.5716 | 14290 | 0.0153 |
| 0.572 | 14300 | 0.018 |
| 0.5724 | 14310 | 0.0187 |
| 0.5728 | 14320 | 0.0174 |
| 0.5732 | 14330 | 0.016 |
| 0.5736 | 14340 | 0.0161 |
| 0.574 | 14350 | 0.0194 |
| 0.5744 | 14360 | 0.0196 |
| 0.5748 | 14370 | 0.0188 |
| 0.5752 | 14380 | 0.0189 |
| 0.5756 | 14390 | 0.0172 |
| 0.576 | 14400 | 0.0173 |
| 0.5764 | 14410 | 0.019 |
| 0.5768 | 14420 | 0.0177 |
| 0.5772 | 14430 | 0.0176 |
| 0.5776 | 14440 | 0.0185 |
| 0.578 | 14450 | 0.0162 |
| 0.5784 | 14460 | 0.0168 |
| 0.5788 | 14470 | 0.0166 |
| 0.5792 | 14480 | 0.0159 |
| 0.5796 | 14490 | 0.0179 |
| 0.58 | 14500 | 0.0178 |
| 0.5804 | 14510 | 0.019 |
| 0.5808 | 14520 | 0.0182 |
| 0.5812 | 14530 | 0.0191 |
| 0.5816 | 14540 | 0.0173 |
| 0.582 | 14550 | 0.018 |
| 0.5824 | 14560 | 0.0194 |
| 0.5828 | 14570 | 0.0174 |
| 0.5832 | 14580 | 0.017 |
| 0.5836 | 14590 | 0.017 |
| 0.584 | 14600 | 0.0176 |
| 0.5844 | 14610 | 0.0166 |
| 0.5848 | 14620 | 0.0192 |
| 0.5852 | 14630 | 0.017 |
| 0.5856 | 14640 | 0.0201 |
| 0.586 | 14650 | 0.018 |
| 0.5864 | 14660 | 0.02 |
| 0.5868 | 14670 | 0.0196 |
| 0.5872 | 14680 | 0.02 |
| 0.5876 | 14690 | 0.0166 |
| 0.588 | 14700 | 0.0169 |
| 0.5884 | 14710 | 0.0165 |
| 0.5888 | 14720 | 0.0177 |
| 0.5892 | 14730 | 0.0175 |
| 0.5896 | 14740 | 0.0185 |
| 0.59 | 14750 | 0.0166 |
| 0.5904 | 14760 | 0.0181 |
| 0.5908 | 14770 | 0.017 |
| 0.5912 | 14780 | 0.0172 |
| 0.5916 | 14790 | 0.0181 |
| 0.592 | 14800 | 0.0171 |
| 0.5924 | 14810 | 0.0177 |
| 0.5928 | 14820 | 0.0204 |
| 0.5932 | 14830 | 0.0168 |
| 0.5936 | 14840 | 0.0163 |
| 0.594 | 14850 | 0.0176 |
| 0.5944 | 14860 | 0.0169 |
| 0.5948 | 14870 | 0.0196 |
| 0.5952 | 14880 | 0.0192 |
| 0.5956 | 14890 | 0.019 |
| 0.596 | 14900 | 0.0182 |
| 0.5964 | 14910 | 0.0174 |
| 0.5968 | 14920 | 0.0186 |
| 0.5972 | 14930 | 0.0164 |
| 0.5976 | 14940 | 0.0178 |
| 0.598 | 14950 | 0.0171 |
| 0.5984 | 14960 | 0.0185 |
| 0.5988 | 14970 | 0.0172 |
| 0.5992 | 14980 | 0.0167 |
| 0.5996 | 14990 | 0.0171 |
| 0.6 | 15000 | 0.0193 |
| 0.6004 | 15010 | 0.0158 |
| 0.6008 | 15020 | 0.0196 |
| 0.6012 | 15030 | 0.0167 |
| 0.6016 | 15040 | 0.0192 |
| 0.602 | 15050 | 0.0182 |
| 0.6024 | 15060 | 0.0146 |
| 0.6028 | 15070 | 0.0152 |
| 0.6032 | 15080 | 0.0195 |
| 0.6036 | 15090 | 0.0203 |
| 0.604 | 15100 | 0.0168 |
| 0.6044 | 15110 | 0.0177 |
| 0.6048 | 15120 | 0.0161 |
| 0.6052 | 15130 | 0.0175 |
| 0.6056 | 15140 | 0.0185 |
| 0.606 | 15150 | 0.0157 |
| 0.6064 | 15160 | 0.0199 |
| 0.6068 | 15170 | 0.0212 |
| 0.6072 | 15180 | 0.0215 |
| 0.6076 | 15190 | 0.0185 |
| 0.608 | 15200 | 0.0191 |
| 0.6084 | 15210 | 0.0202 |
| 0.6088 | 15220 | 0.018 |
| 0.6092 | 15230 | 0.0174 |
| 0.6096 | 15240 | 0.0184 |
| 0.61 | 15250 | 0.0181 |
| 0.6104 | 15260 | 0.0183 |
| 0.6108 | 15270 | 0.0176 |
| 0.6112 | 15280 | 0.0187 |
| 0.6116 | 15290 | 0.0178 |
| 0.612 | 15300 | 0.0184 |
| 0.6124 | 15310 | 0.0159 |
| 0.6128 | 15320 | 0.017 |
| 0.6132 | 15330 | 0.0161 |
| 0.6136 | 15340 | 0.0167 |
| 0.614 | 15350 | 0.0173 |
| 0.6144 | 15360 | 0.0163 |
| 0.6148 | 15370 | 0.0159 |
| 0.6152 | 15380 | 0.018 |
| 0.6156 | 15390 | 0.0161 |
| 0.616 | 15400 | 0.0202 |
| 0.6164 | 15410 | 0.0176 |
| 0.6168 | 15420 | 0.0179 |
| 0.6172 | 15430 | 0.0201 |
| 0.6176 | 15440 | 0.0162 |
| 0.618 | 15450 | 0.0166 |
| 0.6184 | 15460 | 0.0159 |
| 0.6188 | 15470 | 0.0192 |
| 0.6192 | 15480 | 0.0173 |
| 0.6196 | 15490 | 0.0169 |
| 0.62 | 15500 | 0.019 |
| 0.6204 | 15510 | 0.0178 |
| 0.6208 | 15520 | 0.0179 |
| 0.6212 | 15530 | 0.0214 |
| 0.6216 | 15540 | 0.0189 |
| 0.622 | 15550 | 0.0159 |
| 0.6224 | 15560 | 0.016 |
| 0.6228 | 15570 | 0.0188 |
| 0.6232 | 15580 | 0.0186 |
| 0.6236 | 15590 | 0.0192 |
| 0.624 | 15600 | 0.0156 |
| 0.6244 | 15610 | 0.018 |
| 0.6248 | 15620 | 0.0174 |
| 0.6252 | 15630 | 0.0167 |
| 0.6256 | 15640 | 0.0145 |
| 0.626 | 15650 | 0.017 |
| 0.6264 | 15660 | 0.0164 |
| 0.6268 | 15670 | 0.0185 |
| 0.6272 | 15680 | 0.0191 |
| 0.6276 | 15690 | 0.0192 |
| 0.628 | 15700 | 0.0153 |
| 0.6284 | 15710 | 0.0166 |
| 0.6288 | 15720 | 0.0152 |
| 0.6292 | 15730 | 0.0177 |
| 0.6296 | 15740 | 0.0185 |
| 0.63 | 15750 | 0.0169 |
| 0.6304 | 15760 | 0.0161 |
| 0.6308 | 15770 | 0.0181 |
| 0.6312 | 15780 | 0.0157 |
| 0.6316 | 15790 | 0.0167 |
| 0.632 | 15800 | 0.0176 |
| 0.6324 | 15810 | 0.0193 |
| 0.6328 | 15820 | 0.0172 |
| 0.6332 | 15830 | 0.0188 |
| 0.6336 | 15840 | 0.0179 |
| 0.634 | 15850 | 0.0196 |
| 0.6344 | 15860 | 0.0162 |
| 0.6348 | 15870 | 0.0182 |
| 0.6352 | 15880 | 0.0174 |
| 0.6356 | 15890 | 0.0165 |
| 0.636 | 15900 | 0.0173 |
| 0.6364 | 15910 | 0.0193 |
| 0.6368 | 15920 | 0.0161 |
| 0.6372 | 15930 | 0.0212 |
| 0.6376 | 15940 | 0.0179 |
| 0.638 | 15950 | 0.0181 |
| 0.6384 | 15960 | 0.0212 |
| 0.6388 | 15970 | 0.0193 |
| 0.6392 | 15980 | 0.0179 |
| 0.6396 | 15990 | 0.0172 |
| 0.64 | 16000 | 0.0172 |
| 0.6404 | 16010 | 0.0166 |
| 0.6408 | 16020 | 0.0163 |
| 0.6412 | 16030 | 0.0207 |
| 0.6416 | 16040 | 0.015 |
| 0.642 | 16050 | 0.0207 |
| 0.6424 | 16060 | 0.0171 |
| 0.6428 | 16070 | 0.0158 |
| 0.6432 | 16080 | 0.0176 |
| 0.6436 | 16090 | 0.0176 |
| 0.644 | 16100 | 0.0174 |
| 0.6444 | 16110 | 0.0165 |
| 0.6448 | 16120 | 0.0202 |
| 0.6452 | 16130 | 0.0186 |
| 0.6456 | 16140 | 0.0172 |
| 0.646 | 16150 | 0.0149 |
| 0.6464 | 16160 | 0.0168 |
| 0.6468 | 16170 | 0.0168 |
| 0.6472 | 16180 | 0.0171 |
| 0.6476 | 16190 | 0.0185 |
| 0.648 | 16200 | 0.0152 |
| 0.6484 | 16210 | 0.0158 |
| 0.6488 | 16220 | 0.0177 |
| 0.6492 | 16230 | 0.0186 |
| 0.6496 | 16240 | 0.019 |
| 0.65 | 16250 | 0.0193 |
| 0.6504 | 16260 | 0.0194 |
| 0.6508 | 16270 | 0.0185 |
| 0.6512 | 16280 | 0.0169 |
| 0.6516 | 16290 | 0.0178 |
| 0.652 | 16300 | 0.0191 |
| 0.6524 | 16310 | 0.0175 |
| 0.6528 | 16320 | 0.0171 |
| 0.6532 | 16330 | 0.0169 |
| 0.6536 | 16340 | 0.0162 |
| 0.654 | 16350 | 0.0187 |
| 0.6544 | 16360 | 0.0192 |
| 0.6548 | 16370 | 0.0186 |
| 0.6552 | 16380 | 0.0188 |
| 0.6556 | 16390 | 0.0171 |
| 0.656 | 16400 | 0.0173 |
| 0.6564 | 16410 | 0.0211 |
| 0.6568 | 16420 | 0.0175 |
| 0.6572 | 16430 | 0.0178 |
| 0.6576 | 16440 | 0.0186 |
| 0.658 | 16450 | 0.0186 |
| 0.6584 | 16460 | 0.0182 |
| 0.6588 | 16470 | 0.0173 |
| 0.6592 | 16480 | 0.0212 |
| 0.6596 | 16490 | 0.0184 |
| 0.66 | 16500 | 0.0161 |
| 0.6604 | 16510 | 0.0156 |
| 0.6608 | 16520 | 0.0176 |
| 0.6612 | 16530 | 0.0171 |
| 0.6616 | 16540 | 0.0168 |
| 0.662 | 16550 | 0.017 |
| 0.6624 | 16560 | 0.0189 |
| 0.6628 | 16570 | 0.0174 |
| 0.6632 | 16580 | 0.0182 |
| 0.6636 | 16590 | 0.0185 |
| 0.664 | 16600 | 0.0195 |
| 0.6644 | 16610 | 0.0156 |
| 0.6648 | 16620 | 0.0188 |
| 0.6652 | 16630 | 0.0177 |
| 0.6656 | 16640 | 0.0187 |
| 0.666 | 16650 | 0.0165 |
| 0.6664 | 16660 | 0.0152 |
| 0.6668 | 16670 | 0.0178 |
| 0.6672 | 16680 | 0.0182 |
| 0.6676 | 16690 | 0.0151 |
| 0.668 | 16700 | 0.0184 |
| 0.6684 | 16710 | 0.0191 |
| 0.6688 | 16720 | 0.0185 |
| 0.6692 | 16730 | 0.0192 |
| 0.6696 | 16740 | 0.0176 |
| 0.67 | 16750 | 0.0185 |
| 0.6704 | 16760 | 0.0168 |
| 0.6708 | 16770 | 0.0157 |
| 0.6712 | 16780 | 0.0168 |
| 0.6716 | 16790 | 0.0195 |
| 0.672 | 16800 | 0.0156 |
| 0.6724 | 16810 | 0.0176 |
| 0.6728 | 16820 | 0.0181 |
| 0.6732 | 16830 | 0.0165 |
| 0.6736 | 16840 | 0.0205 |
| 0.674 | 16850 | 0.0208 |
| 0.6744 | 16860 | 0.0166 |
| 0.6748 | 16870 | 0.0187 |
| 0.6752 | 16880 | 0.0187 |
| 0.6756 | 16890 | 0.0221 |
| 0.676 | 16900 | 0.0173 |
| 0.6764 | 16910 | 0.0157 |
| 0.6768 | 16920 | 0.0158 |
| 0.6772 | 16930 | 0.0169 |
| 0.6776 | 16940 | 0.0198 |
| 0.678 | 16950 | 0.0176 |
| 0.6784 | 16960 | 0.017 |
| 0.6788 | 16970 | 0.0186 |
| 0.6792 | 16980 | 0.0175 |
| 0.6796 | 16990 | 0.0186 |
| 0.68 | 17000 | 0.017 |
| 0.6804 | 17010 | 0.0168 |
| 0.6808 | 17020 | 0.0182 |
| 0.6812 | 17030 | 0.0177 |
| 0.6816 | 17040 | 0.0171 |
| 0.682 | 17050 | 0.0165 |
| 0.6824 | 17060 | 0.0152 |
| 0.6828 | 17070 | 0.0198 |
| 0.6832 | 17080 | 0.0178 |
| 0.6836 | 17090 | 0.0174 |
| 0.684 | 17100 | 0.0152 |
| 0.6844 | 17110 | 0.0193 |
| 0.6848 | 17120 | 0.0173 |
| 0.6852 | 17130 | 0.0154 |
| 0.6856 | 17140 | 0.016 |
| 0.686 | 17150 | 0.0203 |
| 0.6864 | 17160 | 0.0178 |
| 0.6868 | 17170 | 0.017 |
| 0.6872 | 17180 | 0.0166 |
| 0.6876 | 17190 | 0.0171 |
| 0.688 | 17200 | 0.0181 |
| 0.6884 | 17210 | 0.0164 |
| 0.6888 | 17220 | 0.0176 |
| 0.6892 | 17230 | 0.0154 |
| 0.6896 | 17240 | 0.0174 |
| 0.69 | 17250 | 0.0176 |
| 0.6904 | 17260 | 0.0177 |
| 0.6908 | 17270 | 0.0181 |
| 0.6912 | 17280 | 0.0167 |
| 0.6916 | 17290 | 0.0157 |
| 0.692 | 17300 | 0.0178 |
| 0.6924 | 17310 | 0.0172 |
| 0.6928 | 17320 | 0.0166 |
| 0.6932 | 17330 | 0.0178 |
| 0.6936 | 17340 | 0.0195 |
| 0.694 | 17350 | 0.0164 |
| 0.6944 | 17360 | 0.0182 |
| 0.6948 | 17370 | 0.0174 |
| 0.6952 | 17380 | 0.0165 |
| 0.6956 | 17390 | 0.017 |
| 0.696 | 17400 | 0.017 |
| 0.6964 | 17410 | 0.0164 |
| 0.6968 | 17420 | 0.0179 |
| 0.6972 | 17430 | 0.0176 |
| 0.6976 | 17440 | 0.0177 |
| 0.698 | 17450 | 0.0169 |
| 0.6984 | 17460 | 0.0167 |
| 0.6988 | 17470 | 0.0157 |
| 0.6992 | 17480 | 0.0174 |
| 0.6996 | 17490 | 0.015 |
| 0.7 | 17500 | 0.0167 |
| 0.7004 | 17510 | 0.0159 |
| 0.7008 | 17520 | 0.0165 |
| 0.7012 | 17530 | 0.0187 |
| 0.7016 | 17540 | 0.0144 |
| 0.702 | 17550 | 0.018 |
| 0.7024 | 17560 | 0.0175 |
| 0.7028 | 17570 | 0.0168 |
| 0.7032 | 17580 | 0.0168 |
| 0.7036 | 17590 | 0.0165 |
| 0.704 | 17600 | 0.0174 |
| 0.7044 | 17610 | 0.0202 |
| 0.7048 | 17620 | 0.0178 |
| 0.7052 | 17630 | 0.018 |
| 0.7056 | 17640 | 0.0161 |
| 0.706 | 17650 | 0.0152 |
| 0.7064 | 17660 | 0.0192 |
| 0.7068 | 17670 | 0.0162 |
| 0.7072 | 17680 | 0.0188 |
| 0.7076 | 17690 | 0.0161 |
| 0.708 | 17700 | 0.0189 |
| 0.7084 | 17710 | 0.0175 |
| 0.7088 | 17720 | 0.0181 |
| 0.7092 | 17730 | 0.0179 |
| 0.7096 | 17740 | 0.0181 |
| 0.71 | 17750 | 0.0162 |
| 0.7104 | 17760 | 0.0167 |
| 0.7108 | 17770 | 0.0188 |
| 0.7112 | 17780 | 0.017 |
| 0.7116 | 17790 | 0.018 |
| 0.712 | 17800 | 0.0186 |
| 0.7124 | 17810 | 0.0171 |
| 0.7128 | 17820 | 0.0162 |
| 0.7132 | 17830 | 0.0174 |
| 0.7136 | 17840 | 0.0158 |
| 0.714 | 17850 | 0.0168 |
| 0.7144 | 17860 | 0.0153 |
| 0.7148 | 17870 | 0.0176 |
| 0.7152 | 17880 | 0.0169 |
| 0.7156 | 17890 | 0.0173 |
| 0.716 | 17900 | 0.0172 |
| 0.7164 | 17910 | 0.0164 |
| 0.7168 | 17920 | 0.0187 |
| 0.7172 | 17930 | 0.0177 |
| 0.7176 | 17940 | 0.0173 |
| 0.718 | 17950 | 0.0179 |
| 0.7184 | 17960 | 0.0165 |
| 0.7188 | 17970 | 0.0172 |
| 0.7192 | 17980 | 0.0182 |
| 0.7196 | 17990 | 0.0189 |
| 0.72 | 18000 | 0.0167 |
| 0.7204 | 18010 | 0.0149 |
| 0.7208 | 18020 | 0.0173 |
| 0.7212 | 18030 | 0.0167 |
| 0.7216 | 18040 | 0.0163 |
| 0.722 | 18050 | 0.0171 |
| 0.7224 | 18060 | 0.0183 |
| 0.7228 | 18070 | 0.0189 |
| 0.7232 | 18080 | 0.0178 |
| 0.7236 | 18090 | 0.018 |
| 0.724 | 18100 | 0.0191 |
| 0.7244 | 18110 | 0.0158 |
| 0.7248 | 18120 | 0.0165 |
| 0.7252 | 18130 | 0.0163 |
| 0.7256 | 18140 | 0.0163 |
| 0.726 | 18150 | 0.0177 |
| 0.7264 | 18160 | 0.017 |
| 0.7268 | 18170 | 0.0168 |
| 0.7272 | 18180 | 0.0164 |
| 0.7276 | 18190 | 0.0161 |
| 0.728 | 18200 | 0.0176 |
| 0.7284 | 18210 | 0.0189 |
| 0.7288 | 18220 | 0.0165 |
| 0.7292 | 18230 | 0.0187 |
| 0.7296 | 18240 | 0.018 |
| 0.73 | 18250 | 0.017 |
| 0.7304 | 18260 | 0.0181 |
| 0.7308 | 18270 | 0.017 |
| 0.7312 | 18280 | 0.0173 |
| 0.7316 | 18290 | 0.0168 |
| 0.732 | 18300 | 0.0156 |
| 0.7324 | 18310 | 0.0157 |
| 0.7328 | 18320 | 0.0191 |
| 0.7332 | 18330 | 0.0147 |
| 0.7336 | 18340 | 0.016 |
| 0.734 | 18350 | 0.0175 |
| 0.7344 | 18360 | 0.0194 |
| 0.7348 | 18370 | 0.0188 |
| 0.7352 | 18380 | 0.0178 |
| 0.7356 | 18390 | 0.0177 |
| 0.736 | 18400 | 0.0159 |
| 0.7364 | 18410 | 0.0158 |
| 0.7368 | 18420 | 0.0161 |
| 0.7372 | 18430 | 0.0155 |
| 0.7376 | 18440 | 0.0161 |
| 0.738 | 18450 | 0.019 |
| 0.7384 | 18460 | 0.0187 |
| 0.7388 | 18470 | 0.0156 |
| 0.7392 | 18480 | 0.0157 |
| 0.7396 | 18490 | 0.0188 |
| 0.74 | 18500 | 0.018 |
| 0.7404 | 18510 | 0.0182 |
| 0.7408 | 18520 | 0.0157 |
| 0.7412 | 18530 | 0.0185 |
| 0.7416 | 18540 | 0.016 |
| 0.742 | 18550 | 0.0164 |
| 0.7424 | 18560 | 0.0166 |
| 0.7428 | 18570 | 0.0165 |
| 0.7432 | 18580 | 0.0185 |
| 0.7436 | 18590 | 0.0184 |
| 0.744 | 18600 | 0.0206 |
| 0.7444 | 18610 | 0.0186 |
| 0.7448 | 18620 | 0.0189 |
| 0.7452 | 18630 | 0.017 |
| 0.7456 | 18640 | 0.0174 |
| 0.746 | 18650 | 0.0186 |
| 0.7464 | 18660 | 0.0188 |
| 0.7468 | 18670 | 0.0167 |
| 0.7472 | 18680 | 0.0167 |
| 0.7476 | 18690 | 0.0177 |
| 0.748 | 18700 | 0.0161 |
| 0.7484 | 18710 | 0.0166 |
| 0.7488 | 18720 | 0.0199 |
| 0.7492 | 18730 | 0.0172 |
| 0.7496 | 18740 | 0.017 |
| 0.75 | 18750 | 0.0157 |
| 0.7504 | 18760 | 0.0187 |
| 0.7508 | 18770 | 0.0164 |
| 0.7512 | 18780 | 0.0189 |
| 0.7516 | 18790 | 0.0168 |
| 0.752 | 18800 | 0.0188 |
| 0.7524 | 18810 | 0.0172 |
| 0.7528 | 18820 | 0.0183 |
| 0.7532 | 18830 | 0.0182 |
| 0.7536 | 18840 | 0.0172 |
| 0.754 | 18850 | 0.019 |
| 0.7544 | 18860 | 0.0173 |
| 0.7548 | 18870 | 0.016 |
| 0.7552 | 18880 | 0.015 |
| 0.7556 | 18890 | 0.0168 |
| 0.756 | 18900 | 0.0158 |
| 0.7564 | 18910 | 0.0169 |
| 0.7568 | 18920 | 0.0163 |
| 0.7572 | 18930 | 0.0162 |
| 0.7576 | 18940 | 0.0187 |
| 0.758 | 18950 | 0.0172 |
| 0.7584 | 18960 | 0.0173 |
| 0.7588 | 18970 | 0.0176 |
| 0.7592 | 18980 | 0.0182 |
| 0.7596 | 18990 | 0.0194 |
| 0.76 | 19000 | 0.0162 |
| 0.7604 | 19010 | 0.0188 |
| 0.7608 | 19020 | 0.0193 |
| 0.7612 | 19030 | 0.02 |
| 0.7616 | 19040 | 0.0166 |
| 0.762 | 19050 | 0.016 |
| 0.7624 | 19060 | 0.017 |
| 0.7628 | 19070 | 0.017 |
| 0.7632 | 19080 | 0.0164 |
| 0.7636 | 19090 | 0.0151 |
| 0.764 | 19100 | 0.0163 |
| 0.7644 | 19110 | 0.0196 |
| 0.7648 | 19120 | 0.0157 |
| 0.7652 | 19130 | 0.0168 |
| 0.7656 | 19140 | 0.0176 |
| 0.766 | 19150 | 0.0185 |
| 0.7664 | 19160 | 0.0172 |
| 0.7668 | 19170 | 0.0169 |
| 0.7672 | 19180 | 0.0199 |
| 0.7676 | 19190 | 0.0146 |
| 0.768 | 19200 | 0.0183 |
| 0.7684 | 19210 | 0.0189 |
| 0.7688 | 19220 | 0.017 |
| 0.7692 | 19230 | 0.0169 |
| 0.7696 | 19240 | 0.0201 |
| 0.77 | 19250 | 0.0174 |
| 0.7704 | 19260 | 0.0171 |
| 0.7708 | 19270 | 0.0175 |
| 0.7712 | 19280 | 0.0178 |
| 0.7716 | 19290 | 0.0166 |
| 0.772 | 19300 | 0.0162 |
| 0.7724 | 19310 | 0.0184 |
| 0.7728 | 19320 | 0.017 |
| 0.7732 | 19330 | 0.0177 |
| 0.7736 | 19340 | 0.0186 |
| 0.774 | 19350 | 0.0187 |
| 0.7744 | 19360 | 0.0184 |
| 0.7748 | 19370 | 0.0158 |
| 0.7752 | 19380 | 0.0159 |
| 0.7756 | 19390 | 0.0154 |
| 0.776 | 19400 | 0.0176 |
| 0.7764 | 19410 | 0.0174 |
| 0.7768 | 19420 | 0.0169 |
| 0.7772 | 19430 | 0.0179 |
| 0.7776 | 19440 | 0.0175 |
| 0.778 | 19450 | 0.0174 |
| 0.7784 | 19460 | 0.0164 |
| 0.7788 | 19470 | 0.0173 |
| 0.7792 | 19480 | 0.018 |
| 0.7796 | 19490 | 0.018 |
| 0.78 | 19500 | 0.0186 |
| 0.7804 | 19510 | 0.0164 |
| 0.7808 | 19520 | 0.0144 |
| 0.7812 | 19530 | 0.0182 |
| 0.7816 | 19540 | 0.0176 |
| 0.782 | 19550 | 0.0196 |
| 0.7824 | 19560 | 0.0194 |
| 0.7828 | 19570 | 0.0145 |
| 0.7832 | 19580 | 0.0192 |
| 0.7836 | 19590 | 0.018 |
| 0.784 | 19600 | 0.0175 |
| 0.7844 | 19610 | 0.0164 |
| 0.7848 | 19620 | 0.0177 |
| 0.7852 | 19630 | 0.0169 |
| 0.7856 | 19640 | 0.018 |
| 0.786 | 19650 | 0.0204 |
| 0.7864 | 19660 | 0.0174 |
| 0.7868 | 19670 | 0.0153 |
| 0.7872 | 19680 | 0.0163 |
| 0.7876 | 19690 | 0.0188 |
| 0.788 | 19700 | 0.0176 |
| 0.7884 | 19710 | 0.0191 |
| 0.7888 | 19720 | 0.0165 |
| 0.7892 | 19730 | 0.0204 |
| 0.7896 | 19740 | 0.0179 |
| 0.79 | 19750 | 0.0188 |
| 0.7904 | 19760 | 0.0154 |
| 0.7908 | 19770 | 0.0176 |
| 0.7912 | 19780 | 0.017 |
| 0.7916 | 19790 | 0.0175 |
| 0.792 | 19800 | 0.0177 |
| 0.7924 | 19810 | 0.0185 |
| 0.7928 | 19820 | 0.0157 |
| 0.7932 | 19830 | 0.0186 |
| 0.7936 | 19840 | 0.0191 |
| 0.794 | 19850 | 0.0163 |
| 0.7944 | 19860 | 0.0174 |
| 0.7948 | 19870 | 0.017 |
| 0.7952 | 19880 | 0.0146 |
| 0.7956 | 19890 | 0.0162 |
| 0.796 | 19900 | 0.0173 |
| 0.7964 | 19910 | 0.0172 |
| 0.7968 | 19920 | 0.016 |
| 0.7972 | 19930 | 0.0178 |
| 0.7976 | 19940 | 0.018 |
| 0.798 | 19950 | 0.0189 |
| 0.7984 | 19960 | 0.0148 |
| 0.7988 | 19970 | 0.0178 |
| 0.7992 | 19980 | 0.0186 |
| 0.7996 | 19990 | 0.0184 |
| 0.8 | 20000 | 0.019 |
| 0.8004 | 20010 | 0.0158 |
| 0.8008 | 20020 | 0.0167 |
| 0.8012 | 20030 | 0.0146 |
| 0.8016 | 20040 | 0.0155 |
| 0.802 | 20050 | 0.0193 |
| 0.8024 | 20060 | 0.0179 |
| 0.8028 | 20070 | 0.0172 |
| 0.8032 | 20080 | 0.0176 |
| 0.8036 | 20090 | 0.0181 |
| 0.804 | 20100 | 0.0157 |
| 0.8044 | 20110 | 0.0176 |
| 0.8048 | 20120 | 0.0164 |
| 0.8052 | 20130 | 0.0176 |
| 0.8056 | 20140 | 0.0184 |
| 0.806 | 20150 | 0.0174 |
| 0.8064 | 20160 | 0.0175 |
| 0.8068 | 20170 | 0.0182 |
| 0.8072 | 20180 | 0.0177 |
| 0.8076 | 20190 | 0.0186 |
| 0.808 | 20200 | 0.0173 |
| 0.8084 | 20210 | 0.0177 |
| 0.8088 | 20220 | 0.0201 |
| 0.8092 | 20230 | 0.0177 |
| 0.8096 | 20240 | 0.0162 |
| 0.81 | 20250 | 0.0173 |
| 0.8104 | 20260 | 0.0177 |
| 0.8108 | 20270 | 0.0169 |
| 0.8112 | 20280 | 0.0176 |
| 0.8116 | 20290 | 0.0155 |
| 0.812 | 20300 | 0.0171 |
| 0.8124 | 20310 | 0.0181 |
| 0.8128 | 20320 | 0.0162 |
| 0.8132 | 20330 | 0.0191 |
| 0.8136 | 20340 | 0.016 |
| 0.814 | 20350 | 0.0171 |
| 0.8144 | 20360 | 0.0195 |
| 0.8148 | 20370 | 0.0164 |
| 0.8152 | 20380 | 0.0166 |
| 0.8156 | 20390 | 0.0205 |
| 0.816 | 20400 | 0.0171 |
| 0.8164 | 20410 | 0.0175 |
| 0.8168 | 20420 | 0.0185 |
| 0.8172 | 20430 | 0.0171 |
| 0.8176 | 20440 | 0.0144 |
| 0.818 | 20450 | 0.0165 |
| 0.8184 | 20460 | 0.018 |
| 0.8188 | 20470 | 0.0174 |
| 0.8192 | 20480 | 0.0182 |
| 0.8196 | 20490 | 0.0156 |
| 0.82 | 20500 | 0.0167 |
| 0.8204 | 20510 | 0.0187 |
| 0.8208 | 20520 | 0.0171 |
| 0.8212 | 20530 | 0.0166 |
| 0.8216 | 20540 | 0.0169 |
| 0.822 | 20550 | 0.0179 |
| 0.8224 | 20560 | 0.0158 |
| 0.8228 | 20570 | 0.0166 |
| 0.8232 | 20580 | 0.0172 |
| 0.8236 | 20590 | 0.0171 |
| 0.824 | 20600 | 0.0149 |
| 0.8244 | 20610 | 0.0156 |
| 0.8248 | 20620 | 0.018 |
| 0.8252 | 20630 | 0.0178 |
| 0.8256 | 20640 | 0.0139 |
| 0.826 | 20650 | 0.0167 |
| 0.8264 | 20660 | 0.0174 |
| 0.8268 | 20670 | 0.0184 |
| 0.8272 | 20680 | 0.0178 |
| 0.8276 | 20690 | 0.0161 |
| 0.828 | 20700 | 0.0165 |
| 0.8284 | 20710 | 0.0146 |
| 0.8288 | 20720 | 0.0181 |
| 0.8292 | 20730 | 0.0194 |
| 0.8296 | 20740 | 0.0153 |
| 0.83 | 20750 | 0.0159 |
| 0.8304 | 20760 | 0.0179 |
| 0.8308 | 20770 | 0.0145 |
| 0.8312 | 20780 | 0.0168 |
| 0.8316 | 20790 | 0.0184 |
| 0.832 | 20800 | 0.0159 |
| 0.8324 | 20810 | 0.0188 |
| 0.8328 | 20820 | 0.0148 |
| 0.8332 | 20830 | 0.0166 |
| 0.8336 | 20840 | 0.0176 |
| 0.834 | 20850 | 0.0162 |
| 0.8344 | 20860 | 0.0181 |
| 0.8348 | 20870 | 0.0166 |
| 0.8352 | 20880 | 0.0158 |
| 0.8356 | 20890 | 0.0176 |
| 0.836 | 20900 | 0.0195 |
| 0.8364 | 20910 | 0.0183 |
| 0.8368 | 20920 | 0.016 |
| 0.8372 | 20930 | 0.0175 |
| 0.8376 | 20940 | 0.0157 |
| 0.838 | 20950 | 0.0174 |
| 0.8384 | 20960 | 0.0167 |
| 0.8388 | 20970 | 0.0185 |
| 0.8392 | 20980 | 0.0182 |
| 0.8396 | 20990 | 0.0166 |
| 0.84 | 21000 | 0.0188 |
| 0.8404 | 21010 | 0.0166 |
| 0.8408 | 21020 | 0.0179 |
| 0.8412 | 21030 | 0.0183 |
| 0.8416 | 21040 | 0.0179 |
| 0.842 | 21050 | 0.0194 |
| 0.8424 | 21060 | 0.0164 |
| 0.8428 | 21070 | 0.0193 |
| 0.8432 | 21080 | 0.0184 |
| 0.8436 | 21090 | 0.0151 |
| 0.844 | 21100 | 0.0166 |
| 0.8444 | 21110 | 0.0149 |
| 0.8448 | 21120 | 0.0151 |
| 0.8452 | 21130 | 0.0163 |
| 0.8456 | 21140 | 0.0179 |
| 0.846 | 21150 | 0.017 |
| 0.8464 | 21160 | 0.0169 |
| 0.8468 | 21170 | 0.0161 |
| 0.8472 | 21180 | 0.018 |
| 0.8476 | 21190 | 0.0163 |
| 0.848 | 21200 | 0.0167 |
| 0.8484 | 21210 | 0.0186 |
| 0.8488 | 21220 | 0.0177 |
| 0.8492 | 21230 | 0.016 |
| 0.8496 | 21240 | 0.0176 |
| 0.85 | 21250 | 0.0162 |
| 0.8504 | 21260 | 0.0163 |
| 0.8508 | 21270 | 0.0162 |
| 0.8512 | 21280 | 0.0179 |
| 0.8516 | 21290 | 0.0184 |
| 0.852 | 21300 | 0.0172 |
| 0.8524 | 21310 | 0.0162 |
| 0.8528 | 21320 | 0.0158 |
| 0.8532 | 21330 | 0.015 |
| 0.8536 | 21340 | 0.0182 |
| 0.854 | 21350 | 0.0182 |
| 0.8544 | 21360 | 0.0176 |
| 0.8548 | 21370 | 0.0172 |
| 0.8552 | 21380 | 0.0177 |
| 0.8556 | 21390 | 0.0173 |
| 0.856 | 21400 | 0.0154 |
| 0.8564 | 21410 | 0.0182 |
| 0.8568 | 21420 | 0.0191 |
| 0.8572 | 21430 | 0.0189 |
| 0.8576 | 21440 | 0.0168 |
| 0.858 | 21450 | 0.0157 |
| 0.8584 | 21460 | 0.0154 |
| 0.8588 | 21470 | 0.0153 |
| 0.8592 | 21480 | 0.0154 |
| 0.8596 | 21490 | 0.0182 |
| 0.86 | 21500 | 0.0159 |
| 0.8604 | 21510 | 0.0161 |
| 0.8608 | 21520 | 0.017 |
| 0.8612 | 21530 | 0.0179 |
| 0.8616 | 21540 | 0.018 |
| 0.862 | 21550 | 0.0167 |
| 0.8624 | 21560 | 0.0188 |
| 0.8628 | 21570 | 0.0157 |
| 0.8632 | 21580 | 0.017 |
| 0.8636 | 21590 | 0.0178 |
| 0.864 | 21600 | 0.0168 |
| 0.8644 | 21610 | 0.0178 |
| 0.8648 | 21620 | 0.0154 |
| 0.8652 | 21630 | 0.0178 |
| 0.8656 | 21640 | 0.0167 |
| 0.866 | 21650 | 0.0196 |
| 0.8664 | 21660 | 0.0176 |
| 0.8668 | 21670 | 0.0176 |
| 0.8672 | 21680 | 0.0174 |
| 0.8676 | 21690 | 0.0169 |
| 0.868 | 21700 | 0.0159 |
| 0.8684 | 21710 | 0.0176 |
| 0.8688 | 21720 | 0.017 |
| 0.8692 | 21730 | 0.0168 |
| 0.8696 | 21740 | 0.0165 |
| 0.87 | 21750 | 0.0197 |
| 0.8704 | 21760 | 0.0163 |
| 0.8708 | 21770 | 0.0161 |
| 0.8712 | 21780 | 0.0169 |
| 0.8716 | 21790 | 0.0175 |
| 0.872 | 21800 | 0.0197 |
| 0.8724 | 21810 | 0.0191 |
| 0.8728 | 21820 | 0.0182 |
| 0.8732 | 21830 | 0.0189 |
| 0.8736 | 21840 | 0.0152 |
| 0.874 | 21850 | 0.0167 |
| 0.8744 | 21860 | 0.0157 |
| 0.8748 | 21870 | 0.0163 |
| 0.8752 | 21880 | 0.0151 |
| 0.8756 | 21890 | 0.0184 |
| 0.876 | 21900 | 0.0181 |
| 0.8764 | 21910 | 0.018 |
| 0.8768 | 21920 | 0.0173 |
| 0.8772 | 21930 | 0.0142 |
| 0.8776 | 21940 | 0.0171 |
| 0.878 | 21950 | 0.0174 |
| 0.8784 | 21960 | 0.0168 |
| 0.8788 | 21970 | 0.0173 |
| 0.8792 | 21980 | 0.0173 |
| 0.8796 | 21990 | 0.0182 |
| 0.88 | 22000 | 0.0162 |
| 0.8804 | 22010 | 0.0166 |
| 0.8808 | 22020 | 0.0174 |
| 0.8812 | 22030 | 0.0152 |
| 0.8816 | 22040 | 0.0182 |
| 0.882 | 22050 | 0.0177 |
| 0.8824 | 22060 | 0.0148 |
| 0.8828 | 22070 | 0.0167 |
| 0.8832 | 22080 | 0.0164 |
| 0.8836 | 22090 | 0.018 |
| 0.884 | 22100 | 0.018 |
| 0.8844 | 22110 | 0.0174 |
| 0.8848 | 22120 | 0.0179 |
| 0.8852 | 22130 | 0.0156 |
| 0.8856 | 22140 | 0.0186 |
| 0.886 | 22150 | 0.0189 |
| 0.8864 | 22160 | 0.0158 |
| 0.8868 | 22170 | 0.0164 |
| 0.8872 | 22180 | 0.0159 |
| 0.8876 | 22190 | 0.0162 |
| 0.888 | 22200 | 0.0151 |
| 0.8884 | 22210 | 0.0179 |
| 0.8888 | 22220 | 0.0183 |
| 0.8892 | 22230 | 0.016 |
| 0.8896 | 22240 | 0.0167 |
| 0.89 | 22250 | 0.018 |
| 0.8904 | 22260 | 0.0167 |
| 0.8908 | 22270 | 0.0189 |
| 0.8912 | 22280 | 0.0151 |
| 0.8916 | 22290 | 0.0183 |
| 0.892 | 22300 | 0.0164 |
| 0.8924 | 22310 | 0.0187 |
| 0.8928 | 22320 | 0.0154 |
| 0.8932 | 22330 | 0.0188 |
| 0.8936 | 22340 | 0.0153 |
| 0.894 | 22350 | 0.0166 |
| 0.8944 | 22360 | 0.0152 |
| 0.8948 | 22370 | 0.0165 |
| 0.8952 | 22380 | 0.0197 |
| 0.8956 | 22390 | 0.0165 |
| 0.896 | 22400 | 0.0173 |
| 0.8964 | 22410 | 0.0168 |
| 0.8968 | 22420 | 0.0162 |
| 0.8972 | 22430 | 0.018 |
| 0.8976 | 22440 | 0.0161 |
| 0.898 | 22450 | 0.0159 |
| 0.8984 | 22460 | 0.0162 |
| 0.8988 | 22470 | 0.0222 |
| 0.8992 | 22480 | 0.0162 |
| 0.8996 | 22490 | 0.0154 |
| 0.9 | 22500 | 0.0205 |
| 0.9004 | 22510 | 0.0173 |
| 0.9008 | 22520 | 0.0158 |
| 0.9012 | 22530 | 0.0158 |
| 0.9016 | 22540 | 0.0173 |
| 0.902 | 22550 | 0.0167 |
| 0.9024 | 22560 | 0.0152 |
| 0.9028 | 22570 | 0.017 |
| 0.9032 | 22580 | 0.0177 |
| 0.9036 | 22590 | 0.0153 |
| 0.904 | 22600 | 0.0163 |
| 0.9044 | 22610 | 0.0164 |
| 0.9048 | 22620 | 0.0157 |
| 0.9052 | 22630 | 0.0191 |
| 0.9056 | 22640 | 0.0152 |
| 0.906 | 22650 | 0.0176 |
| 0.9064 | 22660 | 0.017 |
| 0.9068 | 22670 | 0.0169 |
| 0.9072 | 22680 | 0.0158 |
| 0.9076 | 22690 | 0.0188 |
| 0.908 | 22700 | 0.015 |
| 0.9084 | 22710 | 0.0166 |
| 0.9088 | 22720 | 0.0173 |
| 0.9092 | 22730 | 0.0151 |
| 0.9096 | 22740 | 0.0179 |
| 0.91 | 22750 | 0.0163 |
| 0.9104 | 22760 | 0.0162 |
| 0.9108 | 22770 | 0.0162 |
| 0.9112 | 22780 | 0.0179 |
| 0.9116 | 22790 | 0.0186 |
| 0.912 | 22800 | 0.017 |
| 0.9124 | 22810 | 0.0153 |
| 0.9128 | 22820 | 0.0158 |
| 0.9132 | 22830 | 0.0184 |
| 0.9136 | 22840 | 0.0177 |
| 0.914 | 22850 | 0.0169 |
| 0.9144 | 22860 | 0.0183 |
| 0.9148 | 22870 | 0.0181 |
| 0.9152 | 22880 | 0.0179 |
| 0.9156 | 22890 | 0.0155 |
| 0.916 | 22900 | 0.0188 |
| 0.9164 | 22910 | 0.0163 |
| 0.9168 | 22920 | 0.0168 |
| 0.9172 | 22930 | 0.0181 |
| 0.9176 | 22940 | 0.0171 |
| 0.918 | 22950 | 0.0187 |
| 0.9184 | 22960 | 0.0157 |
| 0.9188 | 22970 | 0.0168 |
| 0.9192 | 22980 | 0.0189 |
| 0.9196 | 22990 | 0.0156 |
| 0.92 | 23000 | 0.0194 |
| 0.9204 | 23010 | 0.0154 |
| 0.9208 | 23020 | 0.0167 |
| 0.9212 | 23030 | 0.0145 |
| 0.9216 | 23040 | 0.0171 |
| 0.922 | 23050 | 0.0172 |
| 0.9224 | 23060 | 0.0183 |
| 0.9228 | 23070 | 0.0185 |
| 0.9232 | 23080 | 0.0168 |
| 0.9236 | 23090 | 0.0165 |
| 0.924 | 23100 | 0.0181 |
| 0.9244 | 23110 | 0.0174 |
| 0.9248 | 23120 | 0.0143 |
| 0.9252 | 23130 | 0.0187 |
| 0.9256 | 23140 | 0.0173 |
| 0.926 | 23150 | 0.019 |
| 0.9264 | 23160 | 0.0137 |
| 0.9268 | 23170 | 0.0167 |
| 0.9272 | 23180 | 0.0165 |
| 0.9276 | 23190 | 0.0181 |
| 0.928 | 23200 | 0.0155 |
| 0.9284 | 23210 | 0.0185 |
| 0.9288 | 23220 | 0.015 |
| 0.9292 | 23230 | 0.0169 |
| 0.9296 | 23240 | 0.0179 |
| 0.93 | 23250 | 0.0194 |
| 0.9304 | 23260 | 0.017 |
| 0.9308 | 23270 | 0.0176 |
| 0.9312 | 23280 | 0.0181 |
| 0.9316 | 23290 | 0.0169 |
| 0.932 | 23300 | 0.0161 |
| 0.9324 | 23310 | 0.0177 |
| 0.9328 | 23320 | 0.0151 |
| 0.9332 | 23330 | 0.0153 |
| 0.9336 | 23340 | 0.0157 |
| 0.934 | 23350 | 0.0172 |
| 0.9344 | 23360 | 0.0139 |
| 0.9348 | 23370 | 0.019 |
| 0.9352 | 23380 | 0.0181 |
| 0.9356 | 23390 | 0.016 |
| 0.936 | 23400 | 0.0185 |
| 0.9364 | 23410 | 0.0174 |
| 0.9368 | 23420 | 0.02 |
| 0.9372 | 23430 | 0.0157 |
| 0.9376 | 23440 | 0.02 |
| 0.938 | 23450 | 0.0154 |
| 0.9384 | 23460 | 0.0159 |
| 0.9388 | 23470 | 0.0177 |
| 0.9392 | 23480 | 0.0157 |
| 0.9396 | 23490 | 0.0172 |
| 0.94 | 23500 | 0.0182 |
| 0.9404 | 23510 | 0.014 |
| 0.9408 | 23520 | 0.0179 |
| 0.9412 | 23530 | 0.0177 |
| 0.9416 | 23540 | 0.0163 |
| 0.942 | 23550 | 0.0171 |
| 0.9424 | 23560 | 0.0178 |
| 0.9428 | 23570 | 0.0155 |
| 0.9432 | 23580 | 0.0177 |
| 0.9436 | 23590 | 0.0168 |
| 0.944 | 23600 | 0.0201 |
| 0.9444 | 23610 | 0.0167 |
| 0.9448 | 23620 | 0.017 |
| 0.9452 | 23630 | 0.0162 |
| 0.9456 | 23640 | 0.0167 |
| 0.946 | 23650 | 0.0193 |
| 0.9464 | 23660 | 0.016 |
| 0.9468 | 23670 | 0.0171 |
| 0.9472 | 23680 | 0.0157 |
| 0.9476 | 23690 | 0.0156 |
| 0.948 | 23700 | 0.0187 |
| 0.9484 | 23710 | 0.0164 |
| 0.9488 | 23720 | 0.0181 |
| 0.9492 | 23730 | 0.0178 |
| 0.9496 | 23740 | 0.017 |
| 0.95 | 23750 | 0.0185 |
| 0.9504 | 23760 | 0.0158 |
| 0.9508 | 23770 | 0.0174 |
| 0.9512 | 23780 | 0.015 |
| 0.9516 | 23790 | 0.0159 |
| 0.952 | 23800 | 0.016 |
| 0.9524 | 23810 | 0.0148 |
| 0.9528 | 23820 | 0.0174 |
| 0.9532 | 23830 | 0.0163 |
| 0.9536 | 23840 | 0.016 |
| 0.954 | 23850 | 0.0173 |
| 0.9544 | 23860 | 0.0194 |
| 0.9548 | 23870 | 0.0167 |
| 0.9552 | 23880 | 0.017 |
| 0.9556 | 23890 | 0.0172 |
| 0.956 | 23900 | 0.0155 |
| 0.9564 | 23910 | 0.0176 |
| 0.9568 | 23920 | 0.0177 |
| 0.9572 | 23930 | 0.0182 |
| 0.9576 | 23940 | 0.0169 |
| 0.958 | 23950 | 0.0189 |
| 0.9584 | 23960 | 0.0164 |
| 0.9588 | 23970 | 0.0166 |
| 0.9592 | 23980 | 0.0178 |
| 0.9596 | 23990 | 0.0191 |
| 0.96 | 24000 | 0.0149 |
| 0.9604 | 24010 | 0.0177 |
| 0.9608 | 24020 | 0.0169 |
| 0.9612 | 24030 | 0.0151 |
| 0.9616 | 24040 | 0.0168 |
| 0.962 | 24050 | 0.0146 |
| 0.9624 | 24060 | 0.015 |
| 0.9628 | 24070 | 0.0222 |
| 0.9632 | 24080 | 0.0169 |
| 0.9636 | 24090 | 0.0164 |
| 0.964 | 24100 | 0.0171 |
| 0.9644 | 24110 | 0.0179 |
| 0.9648 | 24120 | 0.0173 |
| 0.9652 | 24130 | 0.0154 |
| 0.9656 | 24140 | 0.0178 |
| 0.966 | 24150 | 0.018 |
| 0.9664 | 24160 | 0.0182 |
| 0.9668 | 24170 | 0.0194 |
| 0.9672 | 24180 | 0.0189 |
| 0.9676 | 24190 | 0.0174 |
| 0.968 | 24200 | 0.019 |
| 0.9684 | 24210 | 0.0157 |
| 0.9688 | 24220 | 0.0178 |
| 0.9692 | 24230 | 0.0155 |
| 0.9696 | 24240 | 0.0157 |
| 0.97 | 24250 | 0.0188 |
| 0.9704 | 24260 | 0.0167 |
| 0.9708 | 24270 | 0.0169 |
| 0.9712 | 24280 | 0.0172 |
| 0.9716 | 24290 | 0.0159 |
| 0.972 | 24300 | 0.0175 |
| 0.9724 | 24310 | 0.0159 |
| 0.9728 | 24320 | 0.0205 |
| 0.9732 | 24330 | 0.018 |
| 0.9736 | 24340 | 0.0187 |
| 0.974 | 24350 | 0.0164 |
| 0.9744 | 24360 | 0.0158 |
| 0.9748 | 24370 | 0.0186 |
| 0.9752 | 24380 | 0.0172 |
| 0.9756 | 24390 | 0.0161 |
| 0.976 | 24400 | 0.0191 |
| 0.9764 | 24410 | 0.0176 |
| 0.9768 | 24420 | 0.0163 |
| 0.9772 | 24430 | 0.0204 |
| 0.9776 | 24440 | 0.0178 |
| 0.978 | 24450 | 0.0176 |
| 0.9784 | 24460 | 0.0168 |
| 0.9788 | 24470 | 0.0163 |
| 0.9792 | 24480 | 0.0151 |
| 0.9796 | 24490 | 0.0178 |
| 0.98 | 24500 | 0.0167 |
| 0.9804 | 24510 | 0.0152 |
| 0.9808 | 24520 | 0.0175 |
| 0.9812 | 24530 | 0.0177 |
| 0.9816 | 24540 | 0.0146 |
| 0.982 | 24550 | 0.0176 |
| 0.9824 | 24560 | 0.0179 |
| 0.9828 | 24570 | 0.0175 |
| 0.9832 | 24580 | 0.0161 |
| 0.9836 | 24590 | 0.0172 |
| 0.984 | 24600 | 0.0171 |
| 0.9844 | 24610 | 0.0192 |
| 0.9848 | 24620 | 0.0183 |
| 0.9852 | 24630 | 0.0133 |
| 0.9856 | 24640 | 0.0176 |
| 0.986 | 24650 | 0.0155 |
| 0.9864 | 24660 | 0.019 |
| 0.9868 | 24670 | 0.0164 |
| 0.9872 | 24680 | 0.0169 |
| 0.9876 | 24690 | 0.0159 |
| 0.988 | 24700 | 0.0147 |
| 0.9884 | 24710 | 0.0191 |
| 0.9888 | 24720 | 0.0159 |
| 0.9892 | 24730 | 0.0182 |
| 0.9896 | 24740 | 0.0165 |
| 0.99 | 24750 | 0.0172 |
| 0.9904 | 24760 | 0.0189 |
| 0.9908 | 24770 | 0.0156 |
| 0.9912 | 24780 | 0.0176 |
| 0.9916 | 24790 | 0.0169 |
| 0.992 | 24800 | 0.0176 |
| 0.9924 | 24810 | 0.0178 |
| 0.9928 | 24820 | 0.0184 |
| 0.9932 | 24830 | 0.0173 |
| 0.9936 | 24840 | 0.0175 |
| 0.994 | 24850 | 0.0154 |
| 0.9944 | 24860 | 0.0155 |
| 0.9948 | 24870 | 0.0177 |
| 0.9952 | 24880 | 0.0189 |
| 0.9956 | 24890 | 0.0154 |
| 0.996 | 24900 | 0.018 |
| 0.9964 | 24910 | 0.0165 |
| 0.9968 | 24920 | 0.019 |
| 0.9972 | 24930 | 0.0168 |
| 0.9976 | 24940 | 0.0157 |
| 0.998 | 24950 | 0.014 |
| 0.9984 | 24960 | 0.018 |
| 0.9988 | 24970 | 0.0157 |
| 0.9992 | 24980 | 0.0165 |
| 0.9996 | 24990 | 0.0176 |
| 1.0 | 25000 | 0.0176 |
</details>
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 4.0.2
- PyLate: 1.2.0
- Transformers: 4.48.2
- PyTorch: 2.5.1+cu121
- Accelerate: 1.2.1
- Datasets: 3.3.1
- Tokenizers: 0.21.0
## 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"
}
```
#### PyLate
```bibtex
@misc{PyLate,
title={PyLate: Flexible Training and Retrieval for Late Interaction Models},
author={Chaffin, Antoine and Sourty, Raphaël},
url={https://github.com/lightonai/pylate},
year={2024}
}
```
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