---
base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: ballades (formes fixes)
- text: prison fiction
- text: gregorian chants
- text: argentina--buenos aires, port of
- text: passepieds (music)
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.9555555555555556
name: Accuracy
---
# SetFit with sentence-transformers/paraphrase-mpnet-base-v2
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Model Details
### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 2 classes
### Model Sources
- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
### Model Labels
| Label | Examples |
|:-----------|:-----------------------------------------------------------------------------------------------------------------|
| subject | - 'vidourle river (france)'
- 'knockout kings 2000 (game)'
- 'social practice (art)'
|
| genre/form | - 'hadith stories'
- 'discographies'
- 'dance drama'
|
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.9556 |
## Uses
### Direct Use for Inference
First install the SetFit library:
```bash
pip install setfit
```
Then you can load this model and run inference.
```python
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("ellarose/test-trainer-alternate")
# Run inference
preds = model("prison fiction")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 2.415 | 10 |
| Label | Training Sample Count |
|:-----------|:----------------------|
| subject | 500 |
| genre/form | 500 |
### Training Hyperparameters
- batch_size: (40, 40)
- num_epochs: (10, 10)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:-------:|:---------:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.3379 | - |
| 0.0040 | 50 | 0.3311 | - |
| 0.0080 | 100 | 0.3642 | - |
| 0.0120 | 150 | 0.3077 | - |
| 0.0160 | 200 | 0.2542 | - |
| 0.0200 | 250 | 0.233 | - |
| 0.0240 | 300 | 0.23 | - |
| 0.0279 | 350 | 0.2247 | - |
| 0.0319 | 400 | 0.2009 | - |
| 0.0359 | 450 | 0.2354 | - |
| 0.0399 | 500 | 0.1823 | - |
| 0.0439 | 550 | 0.2048 | - |
| 0.0479 | 600 | 0.1546 | - |
| 0.0519 | 650 | 0.1363 | - |
| 0.0559 | 700 | 0.1031 | - |
| 0.0599 | 750 | 0.0668 | - |
| 0.0639 | 800 | 0.1156 | - |
| 0.0679 | 850 | 0.0435 | - |
| 0.0719 | 900 | 0.0495 | - |
| 0.0758 | 950 | 0.046 | - |
| 0.0798 | 1000 | 0.0424 | - |
| 0.0838 | 1050 | 0.1312 | - |
| 0.0878 | 1100 | 0.0246 | - |
| 0.0918 | 1150 | 0.0273 | - |
| 0.0958 | 1200 | 0.0075 | - |
| 0.0998 | 1250 | 0.0203 | - |
| 0.1038 | 1300 | 0.0073 | - |
| 0.1078 | 1350 | 0.0328 | - |
| 0.1118 | 1400 | 0.0274 | - |
| 0.1158 | 1450 | 0.0042 | - |
| 0.1198 | 1500 | 0.0494 | - |
| 0.1238 | 1550 | 0.0413 | - |
| 0.1277 | 1600 | 0.0036 | - |
| 0.1317 | 1650 | 0.0329 | - |
| 0.1357 | 1700 | 0.0168 | - |
| 0.1397 | 1750 | 0.0028 | - |
| 0.1437 | 1800 | 0.0227 | - |
| 0.1477 | 1850 | 0.002 | - |
| 0.1517 | 1900 | 0.0121 | - |
| 0.1557 | 1950 | 0.0018 | - |
| 0.1597 | 2000 | 0.0019 | - |
| 0.1637 | 2050 | 0.001 | - |
| 0.1677 | 2100 | 0.0009 | - |
| 0.1717 | 2150 | 0.0012 | - |
| 0.1756 | 2200 | 0.0007 | - |
| 0.1796 | 2250 | 0.001 | - |
| 0.1836 | 2300 | 0.0008 | - |
| 0.1876 | 2350 | 0.0009 | - |
| 0.1916 | 2400 | 0.001 | - |
| 0.1956 | 2450 | 0.0009 | - |
| 0.1996 | 2500 | 0.0247 | - |
| 0.2036 | 2550 | 0.0007 | - |
| 0.2076 | 2600 | 0.0008 | - |
| 0.2116 | 2650 | 0.0008 | - |
| 0.2156 | 2700 | 0.0006 | - |
| 0.2196 | 2750 | 0.0023 | - |
| 0.2236 | 2800 | 0.0007 | - |
| 0.2275 | 2850 | 0.0004 | - |
| 0.2315 | 2900 | 0.0054 | - |
| 0.2355 | 2950 | 0.0007 | - |
| 0.2395 | 3000 | 0.0004 | - |
| 0.2435 | 3050 | 0.0007 | - |
| 0.2475 | 3100 | 0.0244 | - |
| 0.2515 | 3150 | 0.0243 | - |
| 0.2555 | 3200 | 0.0005 | - |
| 0.2595 | 3250 | 0.0004 | - |
| 0.2635 | 3300 | 0.0004 | - |
| 0.2675 | 3350 | 0.0004 | - |
| 0.2715 | 3400 | 0.0004 | - |
| 0.2754 | 3450 | 0.0482 | - |
| 0.2794 | 3500 | 0.0004 | - |
| 0.2834 | 3550 | 0.0005 | - |
| 0.2874 | 3600 | 0.0005 | - |
| 0.2914 | 3650 | 0.0007 | - |
| 0.2954 | 3700 | 0.0063 | - |
| 0.2994 | 3750 | 0.0043 | - |
| 0.3034 | 3800 | 0.0005 | - |
| 0.3074 | 3850 | 0.0366 | - |
| 0.3114 | 3900 | 0.0245 | - |
| 0.3154 | 3950 | 0.0242 | - |
| 0.3194 | 4000 | 0.0003 | - |
| 0.3234 | 4050 | 0.0007 | - |
| 0.3273 | 4100 | 0.0123 | - |
| 0.3313 | 4150 | 0.0004 | - |
| 0.3353 | 4200 | 0.0007 | - |
| 0.3393 | 4250 | 0.0238 | - |
| 0.3433 | 4300 | 0.0002 | - |
| 0.3473 | 4350 | 0.0238 | - |
| 0.3513 | 4400 | 0.0003 | - |
| 0.3553 | 4450 | 0.0224 | - |
| 0.3593 | 4500 | 0.0006 | - |
| 0.3633 | 4550 | 0.0005 | - |
| 0.3673 | 4600 | 0.0004 | - |
| 0.3713 | 4650 | 0.0025 | - |
| 0.3752 | 4700 | 0.0003 | - |
| 0.3792 | 4750 | 0.0218 | - |
| 0.3832 | 4800 | 0.001 | - |
| 0.3872 | 4850 | 0.0004 | - |
| 0.3912 | 4900 | 0.0004 | - |
| 0.3952 | 4950 | 0.0161 | - |
| 0.3992 | 5000 | 0.0008 | - |
| 0.4032 | 5050 | 0.0024 | - |
| 0.4072 | 5100 | 0.0003 | - |
| 0.4112 | 5150 | 0.0002 | - |
| 0.4152 | 5200 | 0.0005 | - |
| 0.4192 | 5250 | 0.0021 | - |
| 0.4232 | 5300 | 0.0235 | - |
| 0.4271 | 5350 | 0.0035 | - |
| 0.4311 | 5400 | 0.0007 | - |
| 0.4351 | 5450 | 0.0007 | - |
| 0.4391 | 5500 | 0.0217 | - |
| 0.4431 | 5550 | 0.0006 | - |
| 0.4471 | 5600 | 0.0054 | - |
| 0.4511 | 5650 | 0.002 | - |
| 0.4551 | 5700 | 0.0013 | - |
| 0.4591 | 5750 | 0.0026 | - |
| 0.4631 | 5800 | 0.0051 | - |
| 0.4671 | 5850 | 0.0003 | - |
| 0.4711 | 5900 | 0.0003 | - |
| 0.4750 | 5950 | 0.0119 | - |
| 0.4790 | 6000 | 0.0011 | - |
| 0.4830 | 6050 | 0.0253 | - |
| 0.4870 | 6100 | 0.0244 | - |
| 0.4910 | 6150 | 0.0002 | - |
| 0.4950 | 6200 | 0.0002 | - |
| 0.4990 | 6250 | 0.0002 | - |
| 0.5030 | 6300 | 0.0167 | - |
| 0.5070 | 6350 | 0.0002 | - |
| 0.5110 | 6400 | 0.0003 | - |
| 0.5150 | 6450 | 0.0012 | - |
| 0.5190 | 6500 | 0.003 | - |
| 0.5230 | 6550 | 0.0003 | - |
| 0.5269 | 6600 | 0.0003 | - |
| 0.5309 | 6650 | 0.0006 | - |
| 0.5349 | 6700 | 0.0026 | - |
| 0.5389 | 6750 | 0.0004 | - |
| 0.5429 | 6800 | 0.0001 | - |
| 0.5469 | 6850 | 0.0002 | - |
| 0.5509 | 6900 | 0.0003 | - |
| 0.5549 | 6950 | 0.0028 | - |
| 0.5589 | 7000 | 0.0022 | - |
| 0.5629 | 7050 | 0.0007 | - |
| 0.5669 | 7100 | 0.0004 | - |
| 0.5709 | 7150 | 0.0002 | - |
| 0.5749 | 7200 | 0.0001 | - |
| 0.5788 | 7250 | 0.0122 | - |
| 0.5828 | 7300 | 0.0017 | - |
| 0.5868 | 7350 | 0.0001 | - |
| 0.5908 | 7400 | 0.0002 | - |
| 0.5948 | 7450 | 0.0001 | - |
| 0.5988 | 7500 | 0.0003 | - |
| 0.6028 | 7550 | 0.0011 | - |
| 0.6068 | 7600 | 0.0002 | - |
| 0.6108 | 7650 | 0.0003 | - |
| 0.6148 | 7700 | 0.0001 | - |
| 0.6188 | 7750 | 0.0001 | - |
| 0.6228 | 7800 | 0.0001 | - |
| 0.6267 | 7850 | 0.0002 | - |
| 0.6307 | 7900 | 0.0149 | - |
| 0.6347 | 7950 | 0.0106 | - |
| 0.6387 | 8000 | 0.0015 | - |
| 0.6427 | 8050 | 0.0001 | - |
| 0.6467 | 8100 | 0.0009 | - |
| 0.6507 | 8150 | 0.0015 | - |
| 0.6547 | 8200 | 0.0306 | - |
| 0.6587 | 8250 | 0.0054 | - |
| 0.6627 | 8300 | 0.0011 | - |
| 0.6667 | 8350 | 0.0003 | - |
| 0.6707 | 8400 | 0.0001 | - |
| 0.6747 | 8450 | 0.0024 | - |
| 0.6786 | 8500 | 0.0001 | - |
| 0.6826 | 8550 | 0.0001 | - |
| 0.6866 | 8600 | 0.0001 | - |
| 0.6906 | 8650 | 0.0072 | - |
| 0.6946 | 8700 | 0.0001 | - |
| 0.6986 | 8750 | 0.0002 | - |
| 0.7026 | 8800 | 0.0001 | - |
| 0.7066 | 8850 | 0.0243 | - |
| 0.7106 | 8900 | 0.0001 | - |
| 0.7146 | 8950 | 0.0001 | - |
| 0.7186 | 9000 | 0.0001 | - |
| 0.7226 | 9050 | 0.0001 | - |
| 0.7265 | 9100 | 0.0001 | - |
| 0.7305 | 9150 | 0.0001 | - |
| 0.7345 | 9200 | 0.0008 | - |
| 0.7385 | 9250 | 0.021 | - |
| 0.7425 | 9300 | 0.0229 | - |
| 0.7465 | 9350 | 0.0001 | - |
| 0.7505 | 9400 | 0.002 | - |
| 0.7545 | 9450 | 0.0008 | - |
| 0.7585 | 9500 | 0.0225 | - |
| 0.7625 | 9550 | 0.0001 | - |
| 0.7665 | 9600 | 0.0041 | - |
| 0.7705 | 9650 | 0.0012 | - |
| 0.7745 | 9700 | 0.0034 | - |
| 0.7784 | 9750 | 0.0011 | - |
| 0.7824 | 9800 | 0.0008 | - |
| 0.7864 | 9850 | 0.0101 | - |
| 0.7904 | 9900 | 0.0039 | - |
| 0.7944 | 9950 | 0.0001 | - |
| 0.7984 | 10000 | 0.0005 | - |
| 0.8024 | 10050 | 0.0011 | - |
| 0.8064 | 10100 | 0.0025 | - |
| 0.8104 | 10150 | 0.0001 | - |
| 0.8144 | 10200 | 0.0003 | - |
| 0.8184 | 10250 | 0.0002 | - |
| 0.8224 | 10300 | 0.0002 | - |
| 0.8263 | 10350 | 0.0001 | - |
| 0.8303 | 10400 | 0.0007 | - |
| 0.8343 | 10450 | 0.0005 | - |
| 0.8383 | 10500 | 0.0005 | - |
| 0.8423 | 10550 | 0.0001 | - |
| 0.8463 | 10600 | 0.0206 | - |
| 0.8503 | 10650 | 0.0023 | - |
| 0.8543 | 10700 | 0.0001 | - |
| 0.8583 | 10750 | 0.0001 | - |
| 0.8623 | 10800 | 0.0001 | - |
| 0.8663 | 10850 | 0.0001 | - |
| 0.8703 | 10900 | 0.0001 | - |
| 0.8743 | 10950 | 0.0002 | - |
| 0.8782 | 11000 | 0.0007 | - |
| 0.8822 | 11050 | 0.0025 | - |
| 0.8862 | 11100 | 0.0001 | - |
| 0.8902 | 11150 | 0.0001 | - |
| 0.8942 | 11200 | 0.0001 | - |
| 0.8982 | 11250 | 0.0001 | - |
| 0.9022 | 11300 | 0.0047 | - |
| 0.9062 | 11350 | 0.0001 | - |
| 0.9102 | 11400 | 0.0002 | - |
| 0.9142 | 11450 | 0.0001 | - |
| 0.9182 | 11500 | 0.0013 | - |
| 0.9222 | 11550 | 0.0011 | - |
| 0.9261 | 11600 | 0.0001 | - |
| 0.9301 | 11650 | 0.001 | - |
| 0.9341 | 11700 | 0.0145 | - |
| 0.9381 | 11750 | 0.0001 | - |
| 0.9421 | 11800 | 0.0156 | - |
| 0.9461 | 11850 | 0.0001 | - |
| 0.9501 | 11900 | 0.0016 | - |
| 0.9541 | 11950 | 0.0001 | - |
| 0.9581 | 12000 | 0.0011 | - |
| 0.9621 | 12050 | 0.002 | - |
| 0.9661 | 12100 | 0.0001 | - |
| 0.9701 | 12150 | 0.0004 | - |
| 0.9741 | 12200 | 0.0007 | - |
| 0.9780 | 12250 | 0.0014 | - |
| 0.9820 | 12300 | 0.0255 | - |
| 0.9860 | 12350 | 0.004 | - |
| 0.9900 | 12400 | 0.002 | - |
| 0.9940 | 12450 | 0.0146 | - |
| 0.9980 | 12500 | 0.0008 | - |
| 1.0 | 12525 | - | 0.0588 |
| 1.0020 | 12550 | 0.0175 | - |
| 1.0060 | 12600 | 0.0001 | - |
| 1.0100 | 12650 | 0.0006 | - |
| 1.0140 | 12700 | 0.0002 | - |
| 1.0180 | 12750 | 0.0149 | - |
| 1.0220 | 12800 | 0.0001 | - |
| 1.0259 | 12850 | 0.0001 | - |
| 1.0299 | 12900 | 0.0001 | - |
| 1.0339 | 12950 | 0.003 | - |
| 1.0379 | 13000 | 0.0003 | - |
| 1.0419 | 13050 | 0.0254 | - |
| 1.0459 | 13100 | 0.0001 | - |
| 1.0499 | 13150 | 0.0001 | - |
| 1.0539 | 13200 | 0.0001 | - |
| 1.0579 | 13250 | 0.0001 | - |
| 1.0619 | 13300 | 0.0003 | - |
| 1.0659 | 13350 | 0.0244 | - |
| 1.0699 | 13400 | 0.0001 | - |
| 1.0739 | 13450 | 0.0001 | - |
| 1.0778 | 13500 | 0.0175 | - |
| 1.0818 | 13550 | 0.0002 | - |
| 1.0858 | 13600 | 0.0002 | - |
| 1.0898 | 13650 | 0.0001 | - |
| 1.0938 | 13700 | 0.0001 | - |
| 1.0978 | 13750 | 0.0002 | - |
| 1.1018 | 13800 | 0.0001 | - |
| 1.1058 | 13850 | 0.0001 | - |
| 1.1098 | 13900 | 0.0001 | - |
| 1.1138 | 13950 | 0.0005 | - |
| 1.1178 | 14000 | 0.0001 | - |
| 1.1218 | 14050 | 0.0001 | - |
| 1.1257 | 14100 | 0.0002 | - |
| 1.1297 | 14150 | 0.0001 | - |
| 1.1337 | 14200 | 0.0002 | - |
| 1.1377 | 14250 | 0.0008 | - |
| 1.1417 | 14300 | 0.0001 | - |
| 1.1457 | 14350 | 0.0001 | - |
| 1.1497 | 14400 | 0.0013 | - |
| 1.1537 | 14450 | 0.0001 | - |
| 1.1577 | 14500 | 0.0001 | - |
| 1.1617 | 14550 | 0.0004 | - |
| 1.1657 | 14600 | 0.0001 | - |
| 1.1697 | 14650 | 0.0001 | - |
| 1.1737 | 14700 | 0.001 | - |
| 1.1776 | 14750 | 0.0156 | - |
| 1.1816 | 14800 | 0.0001 | - |
| 1.1856 | 14850 | 0.0003 | - |
| 1.1896 | 14900 | 0.0045 | - |
| 1.1936 | 14950 | 0.0011 | - |
| 1.1976 | 15000 | 0.0015 | - |
| 1.2016 | 15050 | 0.0017 | - |
| 1.2056 | 15100 | 0.017 | - |
| 1.2096 | 15150 | 0.0001 | - |
| 1.2136 | 15200 | 0.0011 | - |
| 1.2176 | 15250 | 0.0003 | - |
| 1.2216 | 15300 | 0.0001 | - |
| 1.2255 | 15350 | 0.0001 | - |
| 1.2295 | 15400 | 0.0005 | - |
| 1.2335 | 15450 | 0.0144 | - |
| 1.2375 | 15500 | 0.0001 | - |
| 1.2415 | 15550 | 0.0001 | - |
| 1.2455 | 15600 | 0.0191 | - |
| 1.2495 | 15650 | 0.0001 | - |
| 1.2535 | 15700 | 0.0001 | - |
| 1.2575 | 15750 | 0.0001 | - |
| 1.2615 | 15800 | 0.0001 | - |
| 1.2655 | 15850 | 0.0008 | - |
| 1.2695 | 15900 | 0.0005 | - |
| 1.2735 | 15950 | 0.013 | - |
| 1.2774 | 16000 | 0.0001 | - |
| 1.2814 | 16050 | 0.0201 | - |
| 1.2854 | 16100 | 0.0008 | - |
| 1.2894 | 16150 | 0.0001 | - |
| 1.2934 | 16200 | 0.0001 | - |
| 1.2974 | 16250 | 0.0001 | - |
| 1.3014 | 16300 | 0.0001 | - |
| 1.3054 | 16350 | 0.0 | - |
| 1.3094 | 16400 | 0.0118 | - |
| 1.3134 | 16450 | 0.0253 | - |
| 1.3174 | 16500 | 0.0001 | - |
| 1.3214 | 16550 | 0.0012 | - |
| 1.3253 | 16600 | 0.0017 | - |
| 1.3293 | 16650 | 0.0001 | - |
| 1.3333 | 16700 | 0.0094 | - |
| 1.3373 | 16750 | 0.0001 | - |
| 1.3413 | 16800 | 0.0243 | - |
| 1.3453 | 16850 | 0.049 | - |
| 1.3493 | 16900 | 0.0001 | - |
| 1.3533 | 16950 | 0.0247 | - |
| 1.3573 | 17000 | 0.0001 | - |
| 1.3613 | 17050 | 0.0001 | - |
| 1.3653 | 17100 | 0.0001 | - |
| 1.3693 | 17150 | 0.0246 | - |
| 1.3733 | 17200 | 0.0001 | - |
| 1.3772 | 17250 | 0.0245 | - |
| 1.3812 | 17300 | 0.0012 | - |
| 1.3852 | 17350 | 0.0001 | - |
| 1.3892 | 17400 | 0.0001 | - |
| 1.3932 | 17450 | 0.0001 | - |
| 1.3972 | 17500 | 0.0001 | - |
| 1.4012 | 17550 | 0.0001 | - |
| 1.4052 | 17600 | 0.0002 | - |
| 1.4092 | 17650 | 0.0001 | - |
| 1.4132 | 17700 | 0.0001 | - |
| 1.4172 | 17750 | 0.0039 | - |
| 1.4212 | 17800 | 0.0012 | - |
| 1.4251 | 17850 | 0.0043 | - |
| 1.4291 | 17900 | 0.0001 | - |
| 1.4331 | 17950 | 0.0001 | - |
| 1.4371 | 18000 | 0.0001 | - |
| 1.4411 | 18050 | 0.0001 | - |
| 1.4451 | 18100 | 0.0043 | - |
| 1.4491 | 18150 | 0.0023 | - |
| 1.4531 | 18200 | 0.0001 | - |
| 1.4571 | 18250 | 0.0002 | - |
| 1.4611 | 18300 | 0.0001 | - |
| 1.4651 | 18350 | 0.0001 | - |
| 1.4691 | 18400 | 0.0001 | - |
| 1.4731 | 18450 | 0.0099 | - |
| 1.4770 | 18500 | 0.0001 | - |
| 1.4810 | 18550 | 0.0001 | - |
| 1.4850 | 18600 | 0.03 | - |
| 1.4890 | 18650 | 0.0001 | - |
| 1.4930 | 18700 | 0.0014 | - |
| 1.4970 | 18750 | 0.0 | - |
| 1.5010 | 18800 | 0.0246 | - |
| 1.5050 | 18850 | 0.0001 | - |
| 1.5090 | 18900 | 0.0001 | - |
| 1.5130 | 18950 | 0.0001 | - |
| 1.5170 | 19000 | 0.0001 | - |
| 1.5210 | 19050 | 0.0001 | - |
| 1.5250 | 19100 | 0.0001 | - |
| 1.5289 | 19150 | 0.0001 | - |
| 1.5329 | 19200 | 0.0032 | - |
| 1.5369 | 19250 | 0.0001 | - |
| 1.5409 | 19300 | 0.0001 | - |
| 1.5449 | 19350 | 0.0001 | - |
| 1.5489 | 19400 | 0.025 | - |
| 1.5529 | 19450 | 0.0028 | - |
| 1.5569 | 19500 | 0.0028 | - |
| 1.5609 | 19550 | 0.0001 | - |
| 1.5649 | 19600 | 0.005 | - |
| 1.5689 | 19650 | 0.0024 | - |
| 1.5729 | 19700 | 0.0001 | - |
| 1.5768 | 19750 | 0.0 | - |
| 1.5808 | 19800 | 0.0001 | - |
| 1.5848 | 19850 | 0.0001 | - |
| 1.5888 | 19900 | 0.0001 | - |
| 1.5928 | 19950 | 0.0001 | - |
| 1.5968 | 20000 | 0.0001 | - |
| 1.6008 | 20050 | 0.0001 | - |
| 1.6048 | 20100 | 0.0001 | - |
| 1.6088 | 20150 | 0.0001 | - |
| 1.6128 | 20200 | 0.0 | - |
| 1.6168 | 20250 | 0.0001 | - |
| 1.6208 | 20300 | 0.0001 | - |
| 1.6248 | 20350 | 0.0028 | - |
| 1.6287 | 20400 | 0.0019 | - |
| 1.6327 | 20450 | 0.0115 | - |
| 1.6367 | 20500 | 0.0029 | - |
| 1.6407 | 20550 | 0.0035 | - |
| 1.6447 | 20600 | 0.0005 | - |
| 1.6487 | 20650 | 0.0007 | - |
| 1.6527 | 20700 | 0.0374 | - |
| 1.6567 | 20750 | 0.0064 | - |
| 1.6607 | 20800 | 0.004 | - |
| 1.6647 | 20850 | 0.0009 | - |
| 1.6687 | 20900 | 0.0 | - |
| 1.6727 | 20950 | 0.0017 | - |
| 1.6766 | 21000 | 0.0001 | - |
| 1.6806 | 21050 | 0.0001 | - |
| 1.6846 | 21100 | 0.0001 | - |
| 1.6886 | 21150 | 0.0083 | - |
| 1.6926 | 21200 | 0.0001 | - |
| 1.6966 | 21250 | 0.0001 | - |
| 1.7006 | 21300 | 0.0001 | - |
| 1.7046 | 21350 | 0.0009 | - |
| 1.7086 | 21400 | 0.0001 | - |
| 1.7126 | 21450 | 0.0001 | - |
| 1.7166 | 21500 | 0.0015 | - |
| 1.7206 | 21550 | 0.0001 | - |
| 1.7246 | 21600 | 0.0001 | - |
| 1.7285 | 21650 | 0.0001 | - |
| 1.7325 | 21700 | 0.0007 | - |
| 1.7365 | 21750 | 0.0001 | - |
| 1.7405 | 21800 | 0.0213 | - |
| 1.7445 | 21850 | 0.0007 | - |
| 1.7485 | 21900 | 0.0029 | - |
| 1.7525 | 21950 | 0.0007 | - |
| 1.7565 | 22000 | 0.0025 | - |
| 1.7605 | 22050 | 0.0002 | - |
| 1.7645 | 22100 | 0.0173 | - |
| 1.7685 | 22150 | 0.0012 | - |
| 1.7725 | 22200 | 0.0027 | - |
| 1.7764 | 22250 | 0.0009 | - |
| 1.7804 | 22300 | 0.0013 | - |
| 1.7844 | 22350 | 0.024 | - |
| 1.7884 | 22400 | 0.0043 | - |
| 1.7924 | 22450 | 0.0001 | - |
| 1.7964 | 22500 | 0.0001 | - |
| 1.8004 | 22550 | 0.0109 | - |
| 1.8044 | 22600 | 0.0001 | - |
| 1.8084 | 22650 | 0.0002 | - |
| 1.8124 | 22700 | 0.0246 | - |
| 1.8164 | 22750 | 0.0001 | - |
| 1.8204 | 22800 | 0.0002 | - |
| 1.8244 | 22850 | 0.0248 | - |
| 1.8283 | 22900 | 0.0001 | - |
| 1.8323 | 22950 | 0.0119 | - |
| 1.8363 | 23000 | 0.0254 | - |
| 1.8403 | 23050 | 0.1233 | - |
| 1.8443 | 23100 | 0.0003 | - |
| 1.8483 | 23150 | 0.0001 | - |
| 1.8523 | 23200 | 0.0 | - |
| 1.8563 | 23250 | 0.0 | - |
| 1.8603 | 23300 | 0.0001 | - |
| 1.8643 | 23350 | 0.0001 | - |
| 1.8683 | 23400 | 0.0001 | - |
| 1.8723 | 23450 | 0.0001 | - |
| 1.8762 | 23500 | 0.0001 | - |
| 1.8802 | 23550 | 0.0017 | - |
| 1.8842 | 23600 | 0.0 | - |
| 1.8882 | 23650 | 0.0001 | - |
| 1.8922 | 23700 | 0.0 | - |
| 1.8962 | 23750 | 0.0001 | - |
| 1.9002 | 23800 | 0.0055 | - |
| 1.9042 | 23850 | 0.0001 | - |
| 1.9082 | 23900 | 0.0003 | - |
| 1.9122 | 23950 | 0.0002 | - |
| 1.9162 | 24000 | 0.0007 | - |
| 1.9202 | 24050 | 0.0011 | - |
| 1.9242 | 24100 | 0.0001 | - |
| 1.9281 | 24150 | 0.0001 | - |
| 1.9321 | 24200 | 0.0001 | - |
| 1.9361 | 24250 | 0.0001 | - |
| 1.9401 | 24300 | 0.0192 | - |
| 1.9441 | 24350 | 0.0001 | - |
| 1.9481 | 24400 | 0.0008 | - |
| 1.9521 | 24450 | 0.0 | - |
| 1.9561 | 24500 | 0.0004 | - |
| 1.9601 | 24550 | 0.0001 | - |
| 1.9641 | 24600 | 0.0001 | - |
| 1.9681 | 24650 | 0.0001 | - |
| 1.9721 | 24700 | 0.0001 | - |
| 1.9760 | 24750 | 0.0013 | - |
| 1.9800 | 24800 | 0.0129 | - |
| 1.9840 | 24850 | 0.0024 | - |
| 1.9880 | 24900 | 0.0015 | - |
| 1.9920 | 24950 | 0.0196 | - |
| 1.9960 | 25000 | 0.0164 | - |
| 2.0 | 25050 | 0.002 | 0.0769 |
| 2.0040 | 25100 | 0.0001 | - |
| 2.0080 | 25150 | 0.0156 | - |
| 2.0120 | 25200 | 0.0 | - |
| 2.0160 | 25250 | 0.0169 | - |
| 2.0200 | 25300 | 0.0023 | - |
| 2.0240 | 25350 | 0.0001 | - |
| 2.0279 | 25400 | 0.0 | - |
| 2.0319 | 25450 | 0.001 | - |
| 2.0359 | 25500 | 0.0152 | - |
| 2.0399 | 25550 | 0.0001 | - |
| 2.0439 | 25600 | 0.001 | - |
| 2.0479 | 25650 | 0.0001 | - |
| 2.0519 | 25700 | 0.002 | - |
| 2.0559 | 25750 | 0.0006 | - |
| 2.0599 | 25800 | 0.0031 | - |
| 2.0639 | 25850 | 0.0016 | - |
| 2.0679 | 25900 | 0.0 | - |
| 2.0719 | 25950 | 0.0001 | - |
| 2.0758 | 26000 | 0.0001 | - |
| 2.0798 | 26050 | 0.0159 | - |
| 2.0838 | 26100 | 0.0005 | - |
| 2.0878 | 26150 | 0.0001 | - |
| 2.0918 | 26200 | 0.0001 | - |
| 2.0958 | 26250 | 0.0006 | - |
| 2.0998 | 26300 | 0.0008 | - |
| 2.1038 | 26350 | 0.0 | - |
| 2.1078 | 26400 | 0.0 | - |
| 2.1118 | 26450 | 0.0183 | - |
| 2.1158 | 26500 | 0.0001 | - |
| 2.1198 | 26550 | 0.0167 | - |
| 2.1238 | 26600 | 0.0001 | - |
| 2.1277 | 26650 | 0.0014 | - |
| 2.1317 | 26700 | 0.0003 | - |
| 2.1357 | 26750 | 0.0014 | - |
| 2.1397 | 26800 | 0.0001 | - |
| 2.1437 | 26850 | 0.0001 | - |
| 2.1477 | 26900 | 0.0011 | - |
| 2.1517 | 26950 | 0.0 | - |
| 2.1557 | 27000 | 0.0001 | - |
| 2.1597 | 27050 | 0.0001 | - |
| 2.1637 | 27100 | 0.0007 | - |
| 2.1677 | 27150 | 0.0001 | - |
| 2.1717 | 27200 | 0.0 | - |
| 2.1756 | 27250 | 0.0001 | - |
| 2.1796 | 27300 | 0.0005 | - |
| 2.1836 | 27350 | 0.0 | - |
| 2.1876 | 27400 | 0.0002 | - |
| 2.1916 | 27450 | 0.0001 | - |
| 2.1956 | 27500 | 0.0001 | - |
| 2.1996 | 27550 | 0.025 | - |
| 2.2036 | 27600 | 0.0001 | - |
| 2.2076 | 27650 | 0.0001 | - |
| 2.2116 | 27700 | 0.0001 | - |
| 2.2156 | 27750 | 0.0001 | - |
| 2.2196 | 27800 | 0.0001 | - |
| 2.2236 | 27850 | 0.0001 | - |
| 2.2275 | 27900 | 0.0001 | - |
| 2.2315 | 27950 | 0.0 | - |
| 2.2355 | 28000 | 0.0001 | - |
| 2.2395 | 28050 | 0.0001 | - |
| 2.2435 | 28100 | 0.0245 | - |
| 2.2475 | 28150 | 0.0001 | - |
| 2.2515 | 28200 | 0.0251 | - |
| 2.2555 | 28250 | 0.0001 | - |
| 2.2595 | 28300 | 0.0497 | - |
| 2.2635 | 28350 | 0.0002 | - |
| 2.2675 | 28400 | 0.0487 | - |
| 2.2715 | 28450 | 0.0703 | - |
| 2.2754 | 28500 | 0.0248 | - |
| 2.2794 | 28550 | 0.0001 | - |
| 2.2834 | 28600 | 0.0245 | - |
| 2.2874 | 28650 | 0.0004 | - |
| 2.2914 | 28700 | 0.0001 | - |
| 2.2954 | 28750 | 0.0001 | - |
| 2.2994 | 28800 | 0.0 | - |
| 2.3034 | 28850 | 0.0002 | - |
| 2.3074 | 28900 | 0.0489 | - |
| 2.3114 | 28950 | 0.0245 | - |
| 2.3154 | 29000 | 0.0002 | - |
| 2.3194 | 29050 | 0.0001 | - |
| 2.3234 | 29100 | 0.0001 | - |
| 2.3273 | 29150 | 0.0247 | - |
| 2.3313 | 29200 | 0.0003 | - |
| 2.3353 | 29250 | 0.0001 | - |
| 2.3393 | 29300 | 0.0001 | - |
| 2.3433 | 29350 | 0.0246 | - |
| 2.3473 | 29400 | 0.0246 | - |
| 2.3513 | 29450 | 0.0246 | - |
| 2.3553 | 29500 | 0.0001 | - |
| 2.3593 | 29550 | 0.0001 | - |
| 2.3633 | 29600 | 0.0001 | - |
| 2.3673 | 29650 | 0.0246 | - |
| 2.3713 | 29700 | 0.0 | - |
| 2.3752 | 29750 | 0.0246 | - |
| 2.3792 | 29800 | 0.0001 | - |
| 2.3832 | 29850 | 0.0001 | - |
| 2.3872 | 29900 | 0.0001 | - |
| 2.3912 | 29950 | 0.0002 | - |
| 2.3952 | 30000 | 0.0248 | - |
| 2.3992 | 30050 | 0.0002 | - |
| 2.4032 | 30100 | 0.0001 | - |
| 2.4072 | 30150 | 0.0001 | - |
| 2.4112 | 30200 | 0.0001 | - |
| 2.4152 | 30250 | 0.0001 | - |
| 2.4192 | 30300 | 0.0001 | - |
| 2.4232 | 30350 | 0.0245 | - |
| 2.4271 | 30400 | 0.0001 | - |
| 2.4311 | 30450 | 0.0001 | - |
| 2.4351 | 30500 | 0.0001 | - |
| 2.4391 | 30550 | 0.0 | - |
| 2.4431 | 30600 | 0.0001 | - |
| 2.4471 | 30650 | 0.0001 | - |
| 2.4511 | 30700 | 0.0001 | - |
| 2.4551 | 30750 | 0.0001 | - |
| 2.4591 | 30800 | 0.0001 | - |
| 2.4631 | 30850 | 0.0002 | - |
| 2.4671 | 30900 | 0.0001 | - |
| 2.4711 | 30950 | 0.0245 | - |
| 2.4750 | 31000 | 0.0001 | - |
| 2.4790 | 31050 | 0.0249 | - |
| 2.4830 | 31100 | 0.0246 | - |
| 2.4870 | 31150 | 0.0001 | - |
| 2.4910 | 31200 | 0.0246 | - |
| 2.4950 | 31250 | 0.0001 | - |
| 2.4990 | 31300 | 0.0247 | - |
| 2.5030 | 31350 | 0.0001 | - |
| 2.5070 | 31400 | 0.0001 | - |
| 2.5110 | 31450 | 0.0003 | - |
| 2.5150 | 31500 | 0.0002 | - |
| 2.5190 | 31550 | 0.0002 | - |
| 2.5230 | 31600 | 0.0001 | - |
| 2.5269 | 31650 | 0.0001 | - |
| 2.5309 | 31700 | 0.0003 | - |
| 2.5349 | 31750 | 0.0001 | - |
| 2.5389 | 31800 | 0.0001 | - |
| 2.5429 | 31850 | 0.0001 | - |
| 2.5469 | 31900 | 0.0001 | - |
| 2.5509 | 31950 | 0.0493 | - |
| 2.5549 | 32000 | 0.0001 | - |
| 2.5589 | 32050 | 0.0001 | - |
| 2.5629 | 32100 | 0.0003 | - |
| 2.5669 | 32150 | 0.0001 | - |
| 2.5709 | 32200 | 0.025 | - |
| 2.5749 | 32250 | 0.0001 | - |
| 2.5788 | 32300 | 0.0249 | - |
| 2.5828 | 32350 | 0.0001 | - |
| 2.5868 | 32400 | 0.0001 | - |
| 2.5908 | 32450 | 0.0001 | - |
| 2.5948 | 32500 | 0.0001 | - |
| 2.5988 | 32550 | 0.0004 | - |
| 2.6028 | 32600 | 0.0001 | - |
| 2.6068 | 32650 | 0.0001 | - |
| 2.6108 | 32700 | 0.0001 | - |
| 2.6148 | 32750 | 0.0001 | - |
| 2.6188 | 32800 | 0.0001 | - |
| 2.6228 | 32850 | 0.0001 | - |
| 2.6267 | 32900 | 0.0001 | - |
| 2.6307 | 32950 | 0.0492 | - |
| 2.6347 | 33000 | 0.0001 | - |
| 2.6387 | 33050 | 0.0001 | - |
| 2.6427 | 33100 | 0.0 | - |
| 2.6467 | 33150 | 0.0001 | - |
| 2.6507 | 33200 | 0.0247 | - |
| 2.6547 | 33250 | 0.0001 | - |
| 2.6587 | 33300 | 0.0001 | - |
| 2.6627 | 33350 | 0.0001 | - |
| 2.6667 | 33400 | 0.0001 | - |
| 2.6707 | 33450 | 0.0001 | - |
| 2.6747 | 33500 | 0.0001 | - |
| 2.6786 | 33550 | 0.0001 | - |
| 2.6826 | 33600 | 0.0001 | - |
| 2.6866 | 33650 | 0.0002 | - |
| 2.6906 | 33700 | 0.0001 | - |
| 2.6946 | 33750 | 0.0001 | - |
| 2.6986 | 33800 | 0.0001 | - |
| 2.7026 | 33850 | 0.0001 | - |
| 2.7066 | 33900 | 0.0254 | - |
| 2.7106 | 33950 | 0.0001 | - |
| 2.7146 | 34000 | 0.0001 | - |
| 2.7186 | 34050 | 0.0001 | - |
| 2.7226 | 34100 | 0.0001 | - |
| 2.7265 | 34150 | 0.0001 | - |
| 2.7305 | 34200 | 0.0001 | - |
| 2.7345 | 34250 | 0.0002 | - |
| 2.7385 | 34300 | 0.0498 | - |
| 2.7425 | 34350 | 0.0001 | - |
| 2.7465 | 34400 | 0.0001 | - |
| 2.7505 | 34450 | 0.0001 | - |
| 2.7545 | 34500 | 0.0001 | - |
| 2.7585 | 34550 | 0.0248 | - |
| 2.7625 | 34600 | 0.0 | - |
| 2.7665 | 34650 | 0.0001 | - |
| 2.7705 | 34700 | 0.0001 | - |
| 2.7745 | 34750 | 0.0001 | - |
| 2.7784 | 34800 | 0.0001 | - |
| 2.7824 | 34850 | 0.0247 | - |
| 2.7864 | 34900 | 0.0001 | - |
| 2.7904 | 34950 | 0.0001 | - |
| 2.7944 | 35000 | 0.0001 | - |
| 2.7984 | 35050 | 0.0001 | - |
| 2.8024 | 35100 | 0.0001 | - |
| 2.8064 | 35150 | 0.0001 | - |
| 2.8104 | 35200 | 0.0001 | - |
| 2.8144 | 35250 | 0.0001 | - |
| 2.8184 | 35300 | 0.0001 | - |
| 2.8224 | 35350 | 0.0001 | - |
| 2.8263 | 35400 | 0.0 | - |
| 2.8303 | 35450 | 0.0001 | - |
| 2.8343 | 35500 | 0.0 | - |
| 2.8383 | 35550 | 0.0 | - |
| 2.8423 | 35600 | 0.0001 | - |
| 2.8463 | 35650 | 0.0254 | - |
| 2.8503 | 35700 | 0.0001 | - |
| 2.8543 | 35750 | 0.0001 | - |
| 2.8583 | 35800 | 0.0001 | - |
| 2.8623 | 35850 | 0.0 | - |
| 2.8663 | 35900 | 0.0001 | - |
| 2.8703 | 35950 | 0.0001 | - |
| 2.8743 | 36000 | 0.0002 | - |
| 2.8782 | 36050 | 0.0001 | - |
| 2.8822 | 36100 | 0.0001 | - |
| 2.8862 | 36150 | 0.0 | - |
| 2.8902 | 36200 | 0.0001 | - |
| 2.8942 | 36250 | 0.0001 | - |
| 2.8982 | 36300 | 0.0001 | - |
| 2.9022 | 36350 | 0.0001 | - |
| 2.9062 | 36400 | 0.0001 | - |
| 2.9102 | 36450 | 0.0001 | - |
| 2.9142 | 36500 | 0.0001 | - |
| 2.9182 | 36550 | 0.0001 | - |
| 2.9222 | 36600 | 0.0001 | - |
| 2.9261 | 36650 | 0.0002 | - |
| 2.9301 | 36700 | 0.0001 | - |
| 2.9341 | 36750 | 0.0248 | - |
| 2.9381 | 36800 | 0.0245 | - |
| 2.9421 | 36850 | 0.0001 | - |
| 2.9461 | 36900 | 0.0 | - |
| 2.9501 | 36950 | 0.0001 | - |
| 2.9541 | 37000 | 0.0001 | - |
| 2.9581 | 37050 | 0.0001 | - |
| 2.9621 | 37100 | 0.0001 | - |
| 2.9661 | 37150 | 0.0001 | - |
| 2.9701 | 37200 | 0.0001 | - |
| 2.9741 | 37250 | 0.0001 | - |
| 2.9780 | 37300 | 0.0 | - |
| 2.9820 | 37350 | 0.0503 | - |
| 2.9860 | 37400 | 0.0001 | - |
| 2.9900 | 37450 | 0.0246 | - |
| 2.9940 | 37500 | 0.0001 | - |
| 2.9980 | 37550 | 0.0001 | - |
| 3.0 | 37575 | - | 0.0396 |
| 3.0020 | 37600 | 0.0248 | - |
| 3.0060 | 37650 | 0.0001 | - |
| 3.0100 | 37700 | 0.0001 | - |
| 3.0140 | 37750 | 0.0245 | - |
| 3.0180 | 37800 | 0.0002 | - |
| 3.0220 | 37850 | 0.0 | - |
| 3.0259 | 37900 | 0.0001 | - |
| 3.0299 | 37950 | 0.0001 | - |
| 3.0339 | 38000 | 0.0003 | - |
| 3.0379 | 38050 | 0.0001 | - |
| 3.0419 | 38100 | 0.0001 | - |
| 3.0459 | 38150 | 0.0001 | - |
| 3.0499 | 38200 | 0.0001 | - |
| 3.0539 | 38250 | 0.0001 | - |
| 3.0579 | 38300 | 0.0001 | - |
| 3.0619 | 38350 | 0.0002 | - |
| 3.0659 | 38400 | 0.0251 | - |
| 3.0699 | 38450 | 0.0001 | - |
| 3.0739 | 38500 | 0.0001 | - |
| 3.0778 | 38550 | 0.0001 | - |
| 3.0818 | 38600 | 0.0001 | - |
| 3.0858 | 38650 | 0.0001 | - |
| 3.0898 | 38700 | 0.0001 | - |
| 3.0938 | 38750 | 0.0001 | - |
| 3.0978 | 38800 | 0.0001 | - |
| 3.1018 | 38850 | 0.0001 | - |
| 3.1058 | 38900 | 0.0001 | - |
| 3.1098 | 38950 | 0.0 | - |
| 3.1138 | 39000 | 0.0001 | - |
| 3.1178 | 39050 | 0.0001 | - |
| 3.1218 | 39100 | 0.0001 | - |
| 3.1257 | 39150 | 0.0001 | - |
| 3.1297 | 39200 | 0.0001 | - |
| 3.1337 | 39250 | 0.0001 | - |
| 3.1377 | 39300 | 0.0 | - |
| 3.1417 | 39350 | 0.0001 | - |
| 3.1457 | 39400 | 0.0002 | - |
| 3.1497 | 39450 | 0.0001 | - |
| 3.1537 | 39500 | 0.0002 | - |
| 3.1577 | 39550 | 0.0001 | - |
| 3.1617 | 39600 | 0.0717 | - |
| 3.1657 | 39650 | 0.0001 | - |
| 3.1697 | 39700 | 0.0001 | - |
| 3.1737 | 39750 | 0.0004 | - |
| 3.1776 | 39800 | 0.0244 | - |
| 3.1816 | 39850 | 0.0001 | - |
| 3.1856 | 39900 | 0.0239 | - |
| 3.1896 | 39950 | 0.0245 | - |
| 3.1936 | 40000 | 0.0245 | - |
| 3.1976 | 40050 | 0.0001 | - |
| 3.2016 | 40100 | 0.0184 | - |
| 3.2056 | 40150 | 0.0246 | - |
| 3.2096 | 40200 | 0.0001 | - |
| 3.2136 | 40250 | 0.0001 | - |
| 3.2176 | 40300 | 0.0001 | - |
| 3.2216 | 40350 | 0.0001 | - |
| 3.2255 | 40400 | 0.0001 | - |
| 3.2295 | 40450 | 0.0002 | - |
| 3.2335 | 40500 | 0.0248 | - |
| 3.2375 | 40550 | 0.0001 | - |
| 3.2415 | 40600 | 0.0244 | - |
| 3.2455 | 40650 | 0.0002 | - |
| 3.2495 | 40700 | 0.0001 | - |
| 3.2535 | 40750 | 0.0001 | - |
| 3.2575 | 40800 | 0.0 | - |
| 3.2615 | 40850 | 0.0 | - |
| 3.2655 | 40900 | 0.0001 | - |
| 3.2695 | 40950 | 0.0247 | - |
| 3.2735 | 41000 | 0.0001 | - |
| 3.2774 | 41050 | 0.0001 | - |
| 3.2814 | 41100 | 0.0246 | - |
| 3.2854 | 41150 | 0.0001 | - |
| 3.2894 | 41200 | 0.0001 | - |
| 3.2934 | 41250 | 0.0001 | - |
| 3.2974 | 41300 | 0.0001 | - |
| 3.3014 | 41350 | 0.0001 | - |
| 3.3054 | 41400 | 0.0246 | - |
| 3.3094 | 41450 | 0.0246 | - |
| 3.3134 | 41500 | 0.0246 | - |
| 3.3174 | 41550 | 0.0001 | - |
| 3.3214 | 41600 | 0.0003 | - |
| 3.3253 | 41650 | 0.0001 | - |
| 3.3293 | 41700 | 0.0001 | - |
| 3.3333 | 41750 | 0.025 | - |
| 3.3373 | 41800 | 0.0 | - |
| 3.3413 | 41850 | 0.0245 | - |
| 3.3453 | 41900 | 0.0001 | - |
| 3.3493 | 41950 | 0.0246 | - |
| 3.3533 | 42000 | 0.0001 | - |
| 3.3573 | 42050 | 0.0001 | - |
| 3.3613 | 42100 | 0.0001 | - |
| 3.3653 | 42150 | 0.0001 | - |
| 3.3693 | 42200 | 0.0248 | - |
| 3.3733 | 42250 | 0.0245 | - |
| 3.3772 | 42300 | 0.0001 | - |
| 3.3812 | 42350 | 0.0 | - |
| 3.3852 | 42400 | 0.0001 | - |
| 3.3892 | 42450 | 0.0001 | - |
| 3.3932 | 42500 | 0.0001 | - |
| 3.3972 | 42550 | 0.0001 | - |
| 3.4012 | 42600 | 0.0001 | - |
| 3.4052 | 42650 | 0.0001 | - |
| 3.4092 | 42700 | 0.0001 | - |
| 3.4132 | 42750 | 0.0001 | - |
| 3.4172 | 42800 | 0.0001 | - |
| 3.4212 | 42850 | 0.0 | - |
| 3.4251 | 42900 | 0.0 | - |
| 3.4291 | 42950 | 0.0001 | - |
| 3.4331 | 43000 | 0.0001 | - |
| 3.4371 | 43050 | 0.0001 | - |
| 3.4411 | 43100 | 0.0001 | - |
| 3.4451 | 43150 | 0.0002 | - |
| 3.4491 | 43200 | 0.0001 | - |
| 3.4531 | 43250 | 0.0002 | - |
| 3.4571 | 43300 | 0.0001 | - |
| 3.4611 | 43350 | 0.0 | - |
| 3.4651 | 43400 | 0.0001 | - |
| 3.4691 | 43450 | 0.0246 | - |
| 3.4731 | 43500 | 0.0001 | - |
| 3.4770 | 43550 | 0.0001 | - |
| 3.4810 | 43600 | 0.0246 | - |
| 3.4850 | 43650 | 0.0001 | - |
| 3.4890 | 43700 | 0.0001 | - |
| 3.4930 | 43750 | 0.0001 | - |
| 3.4970 | 43800 | 0.0245 | - |
| 3.5010 | 43850 | 0.0001 | - |
| 3.5050 | 43900 | 0.0001 | - |
| 3.5090 | 43950 | 0.0001 | - |
| 3.5130 | 44000 | 0.0001 | - |
| 3.5170 | 44050 | 0.0001 | - |
| 3.5210 | 44100 | 0.0001 | - |
| 3.5250 | 44150 | 0.0001 | - |
| 3.5289 | 44200 | 0.0001 | - |
| 3.5329 | 44250 | 0.0001 | - |
| 3.5369 | 44300 | 0.0 | - |
| 3.5409 | 44350 | 0.0001 | - |
| 3.5449 | 44400 | 0.0 | - |
| 3.5489 | 44450 | 0.0249 | - |
| 3.5529 | 44500 | 0.0 | - |
| 3.5569 | 44550 | 0.0002 | - |
| 3.5609 | 44600 | 0.0001 | - |
| 3.5649 | 44650 | 0.0002 | - |
| 3.5689 | 44700 | 0.0001 | - |
| 3.5729 | 44750 | 0.0 | - |
| 3.5768 | 44800 | 0.0 | - |
| 3.5808 | 44850 | 0.0 | - |
| 3.5848 | 44900 | 0.0 | - |
| 3.5888 | 44950 | 0.0 | - |
| 3.5928 | 45000 | 0.0001 | - |
| 3.5968 | 45050 | 0.0001 | - |
| 3.6008 | 45100 | 0.0001 | - |
| 3.6048 | 45150 | 0.0001 | - |
| 3.6088 | 45200 | 0.0002 | - |
| 3.6128 | 45250 | 0.0 | - |
| 3.6168 | 45300 | 0.0001 | - |
| 3.6208 | 45350 | 0.0001 | - |
| 3.6248 | 45400 | 0.0001 | - |
| 3.6287 | 45450 | 0.0244 | - |
| 3.6327 | 45500 | 0.0 | - |
| 3.6367 | 45550 | 0.0001 | - |
| 3.6407 | 45600 | 0.0 | - |
| 3.6447 | 45650 | 0.0001 | - |
| 3.6487 | 45700 | 0.0243 | - |
| 3.6527 | 45750 | 0.0252 | - |
| 3.6567 | 45800 | 0.0001 | - |
| 3.6607 | 45850 | 0.0001 | - |
| 3.6647 | 45900 | 0.0001 | - |
| 3.6687 | 45950 | 0.0 | - |
| 3.6727 | 46000 | 0.0001 | - |
| 3.6766 | 46050 | 0.0001 | - |
| 3.6806 | 46100 | 0.0002 | - |
| 3.6846 | 46150 | 0.0 | - |
| 3.6886 | 46200 | 0.0247 | - |
| 3.6926 | 46250 | 0.0 | - |
| 3.6966 | 46300 | 0.0001 | - |
| 3.7006 | 46350 | 0.0 | - |
| 3.7046 | 46400 | 0.0001 | - |
| 3.7086 | 46450 | 0.0001 | - |
| 3.7126 | 46500 | 0.0001 | - |
| 3.7166 | 46550 | 0.0 | - |
| 3.7206 | 46600 | 0.0001 | - |
| 3.7246 | 46650 | 0.0 | - |
| 3.7285 | 46700 | 0.0001 | - |
| 3.7325 | 46750 | 0.0001 | - |
| 3.7365 | 46800 | 0.0246 | - |
| 3.7405 | 46850 | 0.0 | - |
| 3.7445 | 46900 | 0.0001 | - |
| 3.7485 | 46950 | 0.0001 | - |
| 3.7525 | 47000 | 0.0001 | - |
| 3.7565 | 47050 | 0.0001 | - |
| 3.7605 | 47100 | 0.0001 | - |
| 3.7645 | 47150 | 0.025 | - |
| 3.7685 | 47200 | 0.0001 | - |
| 3.7725 | 47250 | 0.0002 | - |
| 3.7764 | 47300 | 0.0001 | - |
| 3.7804 | 47350 | 0.0247 | - |
| 3.7844 | 47400 | 0.0248 | - |
| 3.7884 | 47450 | 0.0001 | - |
| 3.7924 | 47500 | 0.0 | - |
| 3.7964 | 47550 | 0.0001 | - |
| 3.8004 | 47600 | 0.025 | - |
| 3.8044 | 47650 | 0.0001 | - |
| 3.8084 | 47700 | 0.0001 | - |
| 3.8124 | 47750 | 0.0002 | - |
| 3.8164 | 47800 | 0.0001 | - |
| 3.8204 | 47850 | 0.0001 | - |
| 3.8244 | 47900 | 0.0252 | - |
| 3.8283 | 47950 | 0.0001 | - |
| 3.8323 | 48000 | 0.0254 | - |
| 3.8363 | 48050 | 0.0249 | - |
| 3.8403 | 48100 | 0.0001 | - |
| 3.8443 | 48150 | 0.0001 | - |
| 3.8483 | 48200 | 0.0001 | - |
| 3.8523 | 48250 | 0.0 | - |
| 3.8563 | 48300 | 0.0001 | - |
| 3.8603 | 48350 | 0.0001 | - |
| 3.8643 | 48400 | 0.0001 | - |
| 3.8683 | 48450 | 0.0001 | - |
| 3.8723 | 48500 | 0.0001 | - |
| 3.8762 | 48550 | 0.0006 | - |
| 3.8802 | 48600 | 0.0003 | - |
| 3.8842 | 48650 | 0.0 | - |
| 3.8882 | 48700 | 0.0003 | - |
| 3.8922 | 48750 | 0.0001 | - |
| 3.8962 | 48800 | 0.0001 | - |
| 3.9002 | 48850 | 0.0001 | - |
| 3.9042 | 48900 | 0.0001 | - |
| 3.9082 | 48950 | 0.0001 | - |
| 3.9122 | 49000 | 0.0001 | - |
| 3.9162 | 49050 | 0.0246 | - |
| 3.9202 | 49100 | 0.0 | - |
| 3.9242 | 49150 | 0.0001 | - |
| 3.9281 | 49200 | 0.0001 | - |
| 3.9321 | 49250 | 0.0001 | - |
| 3.9361 | 49300 | 0.0246 | - |
| 3.9401 | 49350 | 0.0 | - |
| 3.9441 | 49400 | 0.0001 | - |
| 3.9481 | 49450 | 0.0002 | - |
| 3.9521 | 49500 | 0.0 | - |
| 3.9561 | 49550 | 0.0 | - |
| 3.9601 | 49600 | 0.0002 | - |
| 3.9641 | 49650 | 0.0248 | - |
| 3.9681 | 49700 | 0.0001 | - |
| 3.9721 | 49750 | 0.0001 | - |
| 3.9760 | 49800 | 0.0001 | - |
| 3.9800 | 49850 | 0.0248 | - |
| 3.9840 | 49900 | 0.0001 | - |
| 3.9880 | 49950 | 0.0245 | - |
| 3.9920 | 50000 | 0.0001 | - |
| 3.9960 | 50050 | 0.0487 | - |
| 4.0 | 50100 | 0.0002 | 0.0927 |
| 4.0040 | 50150 | 0.0001 | - |
| 4.0080 | 50200 | 0.0251 | - |
| 4.0120 | 50250 | 0.0245 | - |
| 4.0160 | 50300 | 0.0001 | - |
| 4.0200 | 50350 | 0.0001 | - |
| 4.0240 | 50400 | 0.0001 | - |
| 4.0279 | 50450 | 0.0 | - |
| 4.0319 | 50500 | 0.0001 | - |
| 4.0359 | 50550 | 0.0255 | - |
| 4.0399 | 50600 | 0.0001 | - |
| 4.0439 | 50650 | 0.0 | - |
| 4.0479 | 50700 | 0.0001 | - |
| 4.0519 | 50750 | 0.0001 | - |
| 4.0559 | 50800 | 0.0 | - |
| 4.0599 | 50850 | 0.0 | - |
| 4.0639 | 50900 | 0.0001 | - |
| 4.0679 | 50950 | 0.0001 | - |
| 4.0719 | 51000 | 0.0001 | - |
| 4.0758 | 51050 | 0.0001 | - |
| 4.0798 | 51100 | 0.0242 | - |
| 4.0838 | 51150 | 0.0001 | - |
| 4.0878 | 51200 | 0.0001 | - |
| 4.0918 | 51250 | 0.0001 | - |
| 4.0958 | 51300 | 0.0 | - |
| 4.0998 | 51350 | 0.0001 | - |
| 4.1038 | 51400 | 0.0 | - |
| 4.1078 | 51450 | 0.0 | - |
| 4.1118 | 51500 | 0.0246 | - |
| 4.1158 | 51550 | 0.0 | - |
| 4.1198 | 51600 | 0.0249 | - |
| 4.1238 | 51650 | 0.0001 | - |
| 4.1277 | 51700 | 0.0001 | - |
| 4.1317 | 51750 | 0.0001 | - |
| 4.1357 | 51800 | 0.0001 | - |
| 4.1397 | 51850 | 0.0 | - |
| 4.1437 | 51900 | 0.0001 | - |
| 4.1477 | 51950 | 0.0 | - |
| 4.1517 | 52000 | 0.0001 | - |
| 4.1557 | 52050 | 0.0001 | - |
| 4.1597 | 52100 | 0.0001 | - |
| 4.1637 | 52150 | 0.0001 | - |
| 4.1677 | 52200 | 0.0001 | - |
| 4.1717 | 52250 | 0.0001 | - |
| 4.1756 | 52300 | 0.0 | - |
| 4.1796 | 52350 | 0.0001 | - |
| 4.1836 | 52400 | 0.0001 | - |
| 4.1876 | 52450 | 0.0 | - |
| 4.1916 | 52500 | 0.0001 | - |
| 4.1956 | 52550 | 0.0001 | - |
| 4.1996 | 52600 | 0.0252 | - |
| 4.2036 | 52650 | 0.0001 | - |
| 4.2076 | 52700 | 0.0001 | - |
| 4.2116 | 52750 | 0.0001 | - |
| 4.2156 | 52800 | 0.0001 | - |
| 4.2196 | 52850 | 0.0001 | - |
| 4.2236 | 52900 | 0.0001 | - |
| 4.2275 | 52950 | 0.0 | - |
| 4.2315 | 53000 | 0.0 | - |
| 4.2355 | 53050 | 0.0001 | - |
| 4.2395 | 53100 | 0.0244 | - |
| 4.2435 | 53150 | 0.0001 | - |
| 4.2475 | 53200 | 0.0001 | - |
| 4.2515 | 53250 | 0.0248 | - |
| 4.2555 | 53300 | 0.0001 | - |
| 4.2595 | 53350 | 0.0 | - |
| 4.2635 | 53400 | 0.0 | - |
| 4.2675 | 53450 | 0.0245 | - |
| 4.2715 | 53500 | 0.0 | - |
| 4.2754 | 53550 | 0.0251 | - |
| 4.2794 | 53600 | 0.0 | - |
| 4.2834 | 53650 | 0.0001 | - |
| 4.2874 | 53700 | 0.0001 | - |
| 4.2914 | 53750 | 0.0001 | - |
| 4.2954 | 53800 | 0.0 | - |
| 4.2994 | 53850 | 0.0 | - |
| 4.3034 | 53900 | 0.0247 | - |
| 4.3074 | 53950 | 0.049 | - |
| 4.3114 | 54000 | 0.0 | - |
| 4.3154 | 54050 | 0.0001 | - |
| 4.3194 | 54100 | 0.0 | - |
| 4.3234 | 54150 | 0.0001 | - |
| 4.3273 | 54200 | 0.0001 | - |
| 4.3313 | 54250 | 0.0001 | - |
| 4.3353 | 54300 | 0.0001 | - |
| 4.3393 | 54350 | 0.0243 | - |
| 4.3433 | 54400 | 0.0001 | - |
| 4.3473 | 54450 | 0.0246 | - |
| 4.3513 | 54500 | 0.0 | - |
| 4.3553 | 54550 | 0.0001 | - |
| 4.3593 | 54600 | 0.0001 | - |
| 4.3633 | 54650 | 0.0001 | - |
| 4.3673 | 54700 | 0.0 | - |
| 4.3713 | 54750 | 0.0246 | - |
| 4.3752 | 54800 | 0.0 | - |
| 4.3792 | 54850 | 0.0 | - |
| 4.3832 | 54900 | 0.0001 | - |
| 4.3872 | 54950 | 0.0001 | - |
| 4.3912 | 55000 | 0.0001 | - |
| 4.3952 | 55050 | 0.0001 | - |
| 4.3992 | 55100 | 0.0001 | - |
| 4.4032 | 55150 | 0.0 | - |
| 4.4072 | 55200 | 0.0001 | - |
| 4.4112 | 55250 | 0.0 | - |
| 4.4152 | 55300 | 0.0 | - |
| 4.4192 | 55350 | 0.0001 | - |
| 4.4232 | 55400 | 0.0244 | - |
| 4.4271 | 55450 | 0.0 | - |
| 4.4311 | 55500 | 0.0 | - |
| 4.4351 | 55550 | 0.0001 | - |
| 4.4391 | 55600 | 0.0 | - |
| 4.4431 | 55650 | 0.0001 | - |
| 4.4471 | 55700 | 0.0001 | - |
| 4.4511 | 55750 | 0.0959 | - |
| 4.4551 | 55800 | 0.0002 | - |
| 4.4591 | 55850 | 0.0001 | - |
| 4.4631 | 55900 | 0.0001 | - |
| 4.4671 | 55950 | 0.0246 | - |
| 4.4711 | 56000 | 0.0001 | - |
| 4.4750 | 56050 | 0.0001 | - |
| 4.4790 | 56100 | 0.0246 | - |
| 4.4830 | 56150 | 0.024 | - |
| 4.4870 | 56200 | 0.0001 | - |
| 4.4910 | 56250 | 0.0001 | - |
| 4.4950 | 56300 | 0.0245 | - |
| 4.4990 | 56350 | 0.0001 | - |
| 4.5030 | 56400 | 0.0001 | - |
| 4.5070 | 56450 | 0.0001 | - |
| 4.5110 | 56500 | 0.0001 | - |
| 4.5150 | 56550 | 0.0001 | - |
| 4.5190 | 56600 | 0.0001 | - |
| 4.5230 | 56650 | 0.0001 | - |
| 4.5269 | 56700 | 0.0 | - |
| 4.5309 | 56750 | 0.0002 | - |
| 4.5349 | 56800 | 0.0001 | - |
| 4.5389 | 56850 | 0.0001 | - |
| 4.5429 | 56900 | 0.0001 | - |
| 4.5469 | 56950 | 0.0001 | - |
| 4.5509 | 57000 | 0.0 | - |
| 4.5549 | 57050 | 0.0001 | - |
| 4.5589 | 57100 | 0.0001 | - |
| 4.5629 | 57150 | 0.0001 | - |
| 4.5669 | 57200 | 0.0 | - |
| 4.5709 | 57250 | 0.0001 | - |
| 4.5749 | 57300 | 0.0001 | - |
| 4.5788 | 57350 | 0.0252 | - |
| 4.5828 | 57400 | 0.0 | - |
| 4.5868 | 57450 | 0.0 | - |
| 4.5908 | 57500 | 0.0001 | - |
| 4.5948 | 57550 | 0.0001 | - |
| 4.5988 | 57600 | 0.0001 | - |
| 4.6028 | 57650 | 0.0001 | - |
| 4.6068 | 57700 | 0.0 | - |
| 4.6108 | 57750 | 0.0 | - |
| 4.6148 | 57800 | 0.0001 | - |
| 4.6188 | 57850 | 0.0001 | - |
| 4.6228 | 57900 | 0.0 | - |
| 4.6267 | 57950 | 0.0244 | - |
| 4.6307 | 58000 | 0.0416 | - |
| 4.6347 | 58050 | 0.0001 | - |
| 4.6387 | 58100 | 0.0 | - |
| 4.6427 | 58150 | 0.0 | - |
| 4.6467 | 58200 | 0.0245 | - |
| 4.6507 | 58250 | 0.0001 | - |
| 4.6547 | 58300 | 0.0001 | - |
| 4.6587 | 58350 | 0.0 | - |
| 4.6627 | 58400 | 0.0001 | - |
| 4.6667 | 58450 | 0.0001 | - |
| 4.6707 | 58500 | 0.0001 | - |
| 4.6747 | 58550 | 0.0001 | - |
| 4.6786 | 58600 | 0.0001 | - |
| 4.6826 | 58650 | 0.0001 | - |
| 4.6866 | 58700 | 0.0002 | - |
| 4.6906 | 58750 | 0.0 | - |
| 4.6946 | 58800 | 0.0001 | - |
| 4.6986 | 58850 | 0.0001 | - |
| 4.7026 | 58900 | 0.0001 | - |
| 4.7066 | 58950 | 0.0253 | - |
| 4.7106 | 59000 | 0.0001 | - |
| 4.7146 | 59050 | 0.0 | - |
| 4.7186 | 59100 | 0.0001 | - |
| 4.7226 | 59150 | 0.0 | - |
| 4.7265 | 59200 | 0.0001 | - |
| 4.7305 | 59250 | 0.0001 | - |
| 4.7345 | 59300 | 0.0246 | - |
| 4.7385 | 59350 | 0.0252 | - |
| 4.7425 | 59400 | 0.0001 | - |
| 4.7465 | 59450 | 0.1531 | - |
| 4.7505 | 59500 | 0.0001 | - |
| 4.7545 | 59550 | 0.0001 | - |
| 4.7585 | 59600 | 0.025 | - |
| 4.7625 | 59650 | 0.0 | - |
| 4.7665 | 59700 | 0.0001 | - |
| 4.7705 | 59750 | 0.0001 | - |
| 4.7745 | 59800 | 0.0001 | - |
| 4.7784 | 59850 | 0.0244 | - |
| 4.7824 | 59900 | 0.0009 | - |
| 4.7864 | 59950 | 0.0001 | - |
| 4.7904 | 60000 | 0.0009 | - |
| 4.7944 | 60050 | 0.0015 | - |
| 4.7984 | 60100 | 0.0252 | - |
| 4.8024 | 60150 | 0.0001 | - |
| 4.8064 | 60200 | 0.0245 | - |
| 4.8104 | 60250 | 0.0003 | - |
| 4.8144 | 60300 | 0.0002 | - |
| 4.8184 | 60350 | 0.0001 | - |
| 4.8224 | 60400 | 0.0001 | - |
| 4.8263 | 60450 | 0.0249 | - |
| 4.8303 | 60500 | 0.0002 | - |
| 4.8343 | 60550 | 0.0001 | - |
| 4.8383 | 60600 | 0.0001 | - |
| 4.8423 | 60650 | 0.0001 | - |
| 4.8463 | 60700 | 0.0242 | - |
| 4.8503 | 60750 | 0.0001 | - |
| 4.8543 | 60800 | 0.0002 | - |
| 4.8583 | 60850 | 0.0001 | - |
| 4.8623 | 60900 | 0.0001 | - |
| 4.8663 | 60950 | 0.0005 | - |
| 4.8703 | 61000 | 0.0001 | - |
| 4.8743 | 61050 | 0.0247 | - |
| 4.8782 | 61100 | 0.0001 | - |
| 4.8822 | 61150 | 0.0001 | - |
| 4.8862 | 61200 | 0.0001 | - |
| 4.8902 | 61250 | 0.0001 | - |
| 4.8942 | 61300 | 0.0247 | - |
| 4.8982 | 61350 | 0.0245 | - |
| 4.9022 | 61400 | 0.0001 | - |
| 4.9062 | 61450 | 0.0001 | - |
| 4.9102 | 61500 | 0.0249 | - |
| 4.9142 | 61550 | 0.2375 | - |
| 4.9182 | 61600 | 0.0001 | - |
| 4.9222 | 61650 | 0.0001 | - |
| 4.9261 | 61700 | 0.0002 | - |
| 4.9301 | 61750 | 0.0001 | - |
| 4.9341 | 61800 | 0.0494 | - |
| 4.9381 | 61850 | 0.0001 | - |
| 4.9421 | 61900 | 0.0001 | - |
| 4.9461 | 61950 | 0.0001 | - |
| 4.9501 | 62000 | 0.0001 | - |
| 4.9541 | 62050 | 0.0001 | - |
| 4.9581 | 62100 | 0.024 | - |
| 4.9621 | 62150 | 0.0001 | - |
| 4.9661 | 62200 | 0.0001 | - |
| 4.9701 | 62250 | 0.0001 | - |
| 4.9741 | 62300 | 0.0002 | - |
| 4.9780 | 62350 | 0.0001 | - |
| 4.9820 | 62400 | 0.0502 | - |
| 4.9860 | 62450 | 0.0244 | - |
| 4.9900 | 62500 | 0.0001 | - |
| 4.9940 | 62550 | 0.0001 | - |
| 4.9980 | 62600 | 0.0001 | - |
| 5.0 | 62625 | - | 0.1298 |
| 5.0020 | 62650 | 0.025 | - |
| 5.0060 | 62700 | 0.0001 | - |
| 5.0100 | 62750 | 0.0244 | - |
| 5.0140 | 62800 | 0.0001 | - |
| 5.0180 | 62850 | 0.0001 | - |
| 5.0220 | 62900 | 0.0001 | - |
| 5.0259 | 62950 | 0.0001 | - |
| 5.0299 | 63000 | 0.0001 | - |
| 5.0339 | 63050 | 0.0002 | - |
| 5.0379 | 63100 | 0.0001 | - |
| 5.0419 | 63150 | 0.0001 | - |
| 5.0459 | 63200 | 0.0001 | - |
| 5.0499 | 63250 | 0.0001 | - |
| 5.0539 | 63300 | 0.0001 | - |
| 5.0579 | 63350 | 0.0001 | - |
| 5.0619 | 63400 | 0.0001 | - |
| 5.0659 | 63450 | 0.0249 | - |
| 5.0699 | 63500 | 0.0001 | - |
| 5.0739 | 63550 | 0.0001 | - |
| 5.0778 | 63600 | 0.0002 | - |
| 5.0818 | 63650 | 0.0001 | - |
| 5.0858 | 63700 | 0.0001 | - |
| 5.0898 | 63750 | 0.0001 | - |
| 5.0938 | 63800 | 0.0001 | - |
| 5.0978 | 63850 | 0.0001 | - |
| 5.1018 | 63900 | 0.0001 | - |
| 5.1058 | 63950 | 0.0001 | - |
| 5.1098 | 64000 | 0.0001 | - |
| 5.1138 | 64050 | 0.0001 | - |
| 5.1178 | 64100 | 0.0001 | - |
| 5.1218 | 64150 | 0.0001 | - |
| 5.1257 | 64200 | 0.0001 | - |
| 5.1297 | 64250 | 0.0001 | - |
| 5.1337 | 64300 | 0.0002 | - |
| 5.1377 | 64350 | 0.0001 | - |
| 5.1417 | 64400 | 0.0001 | - |
| 5.1457 | 64450 | 0.0002 | - |
| 5.1497 | 64500 | 0.0001 | - |
| 5.1537 | 64550 | 0.0001 | - |
| 5.1577 | 64600 | 0.0001 | - |
| 5.1617 | 64650 | 0.0003 | - |
| 5.1657 | 64700 | 0.0001 | - |
| 5.1697 | 64750 | 0.0001 | - |
| 5.1737 | 64800 | 0.0001 | - |
| 5.1776 | 64850 | 0.0243 | - |
| 5.1816 | 64900 | 0.0001 | - |
| 5.1856 | 64950 | 0.0003 | - |
| 5.1896 | 65000 | 0.0001 | - |
| 5.1936 | 65050 | 0.0001 | - |
| 5.1976 | 65100 | 0.0001 | - |
| 5.2016 | 65150 | 0.0001 | - |
| 5.2056 | 65200 | 0.0245 | - |
| 5.2096 | 65250 | 0.0001 | - |
| 5.2136 | 65300 | 0.0001 | - |
| 5.2176 | 65350 | 0.0001 | - |
| 5.2216 | 65400 | 0.0001 | - |
| 5.2255 | 65450 | 0.0001 | - |
| 5.2295 | 65500 | 0.0002 | - |
| 5.2335 | 65550 | 0.0248 | - |
| 5.2375 | 65600 | 0.0243 | - |
| 5.2415 | 65650 | 0.0001 | - |
| 5.2455 | 65700 | 0.0002 | - |
| 5.2495 | 65750 | 0.0001 | - |
| 5.2535 | 65800 | 0.0001 | - |
| 5.2575 | 65850 | 0.0 | - |
| 5.2615 | 65900 | 0.0001 | - |
| 5.2655 | 65950 | 0.0245 | - |
| 5.2695 | 66000 | 0.0001 | - |
| 5.2735 | 66050 | 0.0001 | - |
| 5.2774 | 66100 | 0.0001 | - |
| 5.2814 | 66150 | 0.0244 | - |
| 5.2854 | 66200 | 0.0001 | - |
| 5.2894 | 66250 | 0.0001 | - |
| 5.2934 | 66300 | 0.0001 | - |
| 5.2974 | 66350 | 0.0001 | - |
| 5.3014 | 66400 | 0.0247 | - |
| 5.3054 | 66450 | 0.0244 | - |
| 5.3094 | 66500 | 0.0001 | - |
| 5.3134 | 66550 | 0.0248 | - |
| 5.3174 | 66600 | 0.0001 | - |
| 5.3214 | 66650 | 0.0003 | - |
| 5.3253 | 66700 | 0.0001 | - |
| 5.3293 | 66750 | 0.0001 | - |
| 5.3333 | 66800 | 0.0249 | - |
| 5.3373 | 66850 | 0.0244 | - |
| 5.3413 | 66900 | 0.0001 | - |
| 5.3453 | 66950 | 0.0246 | - |
| 5.3493 | 67000 | 0.0 | - |
| 5.3533 | 67050 | 0.0001 | - |
| 5.3573 | 67100 | 0.0001 | - |
| 5.3613 | 67150 | 0.0001 | - |
| 5.3653 | 67200 | 0.0001 | - |
| 5.3693 | 67250 | 0.0494 | - |
| 5.3733 | 67300 | 0.0001 | - |
| 5.3772 | 67350 | 0.0001 | - |
| 5.3812 | 67400 | 0.0001 | - |
| 5.3852 | 67450 | 0.0001 | - |
| 5.3892 | 67500 | 0.0001 | - |
| 5.3932 | 67550 | 0.0001 | - |
| 5.3972 | 67600 | 0.0001 | - |
| 5.4012 | 67650 | 0.0001 | - |
| 5.4052 | 67700 | 0.0001 | - |
| 5.4092 | 67750 | 0.0001 | - |
| 5.4132 | 67800 | 0.0001 | - |
| 5.4172 | 67850 | 0.0001 | - |
| 5.4212 | 67900 | 0.0 | - |
| 5.4251 | 67950 | 0.0 | - |
| 5.4291 | 68000 | 0.0001 | - |
| 5.4331 | 68050 | 0.0001 | - |
| 5.4371 | 68100 | 0.0001 | - |
| 5.4411 | 68150 | 0.0001 | - |
| 5.4451 | 68200 | 0.0002 | - |
| 5.4491 | 68250 | 0.0001 | - |
| 5.4531 | 68300 | 0.0001 | - |
| 5.4571 | 68350 | 0.0001 | - |
| 5.4611 | 68400 | 0.0001 | - |
| 5.4651 | 68450 | 0.0245 | - |
| 5.4691 | 68500 | 0.0001 | - |
| 5.4731 | 68550 | 0.0001 | - |
| 5.4770 | 68600 | 0.0245 | - |
| 5.4810 | 68650 | 0.0001 | - |
| 5.4850 | 68700 | 0.0001 | - |
| 5.4890 | 68750 | 0.0001 | - |
| 5.4930 | 68800 | 0.0246 | - |
| 5.4970 | 68850 | 0.0 | - |
| 5.5010 | 68900 | 0.0001 | - |
| 5.5050 | 68950 | 0.0001 | - |
| 5.5090 | 69000 | 0.0001 | - |
| 5.5130 | 69050 | 0.0001 | - |
| 5.5170 | 69100 | 0.0001 | - |
| 5.5210 | 69150 | 0.0001 | - |
| 5.5250 | 69200 | 0.0001 | - |
| 5.5289 | 69250 | 0.0001 | - |
| 5.5329 | 69300 | 0.0001 | - |
| 5.5369 | 69350 | 0.0 | - |
| 5.5409 | 69400 | 0.0001 | - |
| 5.5449 | 69450 | 0.0001 | - |
| 5.5489 | 69500 | 0.0249 | - |
| 5.5529 | 69550 | 0.0 | - |
| 5.5569 | 69600 | 0.0001 | - |
| 5.5609 | 69650 | 0.0001 | - |
| 5.5649 | 69700 | 0.0016 | - |
| 5.5689 | 69750 | 0.0001 | - |
| 5.5729 | 69800 | 0.0 | - |
| 5.5768 | 69850 | 0.0 | - |
| 5.5808 | 69900 | 0.0 | - |
| 5.5848 | 69950 | 0.0 | - |
| 5.5888 | 70000 | 0.0 | - |
| 5.5928 | 70050 | 0.0001 | - |
| 5.5968 | 70100 | 0.0001 | - |
| 5.6008 | 70150 | 0.0001 | - |
| 5.6048 | 70200 | 0.0001 | - |
| 5.6088 | 70250 | 0.0001 | - |
| 5.6128 | 70300 | 0.0 | - |
| 5.6168 | 70350 | 0.0 | - |
| 5.6208 | 70400 | 0.0043 | - |
| 5.6248 | 70450 | 0.0151 | - |
| 5.6287 | 70500 | 0.0 | - |
| 5.6327 | 70550 | 0.0 | - |
| 5.6367 | 70600 | 0.0 | - |
| 5.6407 | 70650 | 0.0033 | - |
| 5.6447 | 70700 | 0.0274 | - |
| 5.6487 | 70750 | 0.0031 | - |
| 5.6527 | 70800 | 0.0248 | - |
| 5.6567 | 70850 | 0.0 | - |
| 5.6607 | 70900 | 0.0245 | - |
| 5.6647 | 70950 | 0.0248 | - |
| 5.6687 | 71000 | 0.0 | - |
| 5.6727 | 71050 | 0.0001 | - |
| 5.6766 | 71100 | 0.0001 | - |
| 5.6806 | 71150 | 0.0001 | - |
| 5.6846 | 71200 | 0.0001 | - |
| 5.6886 | 71250 | 0.0002 | - |
| 5.6926 | 71300 | 0.0 | - |
| 5.6966 | 71350 | 0.0001 | - |
| 5.7006 | 71400 | 0.0001 | - |
| 5.7046 | 71450 | 0.0001 | - |
| 5.7086 | 71500 | 0.0001 | - |
| 5.7126 | 71550 | 0.0001 | - |
| 5.7166 | 71600 | 0.0247 | - |
| 5.7206 | 71650 | 0.0001 | - |
| 5.7246 | 71700 | 0.0001 | - |
| 5.7285 | 71750 | 0.0001 | - |
| 5.7325 | 71800 | 0.0001 | - |
| 5.7365 | 71850 | 0.0001 | - |
| 5.7405 | 71900 | 0.0245 | - |
| 5.7445 | 71950 | 0.0001 | - |
| 5.7485 | 72000 | 0.0247 | - |
| 5.7525 | 72050 | 0.0001 | - |
| 5.7565 | 72100 | 0.0 | - |
| 5.7605 | 72150 | 0.0001 | - |
| 5.7645 | 72200 | 0.05 | - |
| 5.7685 | 72250 | 0.0001 | - |
| 5.7725 | 72300 | 0.0247 | - |
| 5.7764 | 72350 | 0.0002 | - |
| 5.7804 | 72400 | 0.0244 | - |
| 5.7844 | 72450 | 0.0 | - |
| 5.7884 | 72500 | 0.0001 | - |
| 5.7924 | 72550 | 0.0001 | - |
| 5.7964 | 72600 | 0.0 | - |
| 5.8004 | 72650 | 0.0001 | - |
| 5.8044 | 72700 | 0.0001 | - |
| 5.8084 | 72750 | 0.0001 | - |
| 5.8124 | 72800 | 0.0 | - |
| 5.8164 | 72850 | 0.0001 | - |
| 5.8204 | 72900 | 0.0001 | - |
| 5.8244 | 72950 | 0.025 | - |
| 5.8283 | 73000 | 0.0001 | - |
| 5.8323 | 73050 | 0.0 | - |
| 5.8363 | 73100 | 0.0247 | - |
| 5.8403 | 73150 | 0.0 | - |
| 5.8443 | 73200 | 0.0 | - |
| 5.8483 | 73250 | 0.0001 | - |
| 5.8523 | 73300 | 0.0 | - |
| 5.8563 | 73350 | 0.0 | - |
| 5.8603 | 73400 | 0.0001 | - |
| 5.8643 | 73450 | 0.0001 | - |
| 5.8683 | 73500 | 0.0 | - |
| 5.8723 | 73550 | 0.0248 | - |
| 5.8762 | 73600 | 0.0001 | - |
| 5.8802 | 73650 | 0.0001 | - |
| 5.8842 | 73700 | 0.0001 | - |
| 5.8882 | 73750 | 0.0001 | - |
| 5.8922 | 73800 | 0.0248 | - |
| 5.8962 | 73850 | 0.0001 | - |
| 5.9002 | 73900 | 0.0001 | - |
| 5.9042 | 73950 | 0.0001 | - |
| 5.9082 | 74000 | 0.0247 | - |
| 5.9122 | 74050 | 0.0246 | - |
| 5.9162 | 74100 | 0.0001 | - |
| 5.9202 | 74150 | 0.0001 | - |
| 5.9242 | 74200 | 0.0 | - |
| 5.9281 | 74250 | 0.0001 | - |
| 5.9321 | 74300 | 0.0 | - |
| 5.9361 | 74350 | 0.0 | - |
| 5.9401 | 74400 | 0.0 | - |
| 5.9441 | 74450 | 0.0001 | - |
| 5.9481 | 74500 | 0.0249 | - |
| 5.9521 | 74550 | 0.0 | - |
| 5.9561 | 74600 | 0.0002 | - |
| 5.9601 | 74650 | 0.0001 | - |
| 5.9641 | 74700 | 0.0001 | - |
| 5.9681 | 74750 | 0.0 | - |
| 5.9721 | 74800 | 0.0 | - |
| 5.9760 | 74850 | 0.0246 | - |
| 5.9800 | 74900 | 0.0001 | - |
| 5.9840 | 74950 | 0.0 | - |
| 5.9880 | 75000 | 0.0001 | - |
| 5.9920 | 75050 | 0.0 | - |
| 5.9960 | 75100 | 0.0001 | - |
| 6.0 | 75150 | 0.0001 | 0.0594 |
| 6.0040 | 75200 | 0.0001 | - |
| 6.0080 | 75250 | 0.0497 | - |
| 6.0120 | 75300 | 0.0248 | - |
| 6.0160 | 75350 | 0.0495 | - |
| 6.0200 | 75400 | 0.0 | - |
| 6.0240 | 75450 | 0.0001 | - |
| 6.0279 | 75500 | 0.0001 | - |
| 6.0319 | 75550 | 0.0001 | - |
| 6.0359 | 75600 | 0.0252 | - |
| 6.0399 | 75650 | 0.0001 | - |
| 6.0439 | 75700 | 0.0001 | - |
| 6.0479 | 75750 | 0.0001 | - |
| 6.0519 | 75800 | 0.0741 | - |
| 6.0559 | 75850 | 0.0 | - |
| 6.0599 | 75900 | 0.0 | - |
| 6.0639 | 75950 | 0.0001 | - |
| 6.0679 | 76000 | 0.0001 | - |
| 6.0719 | 76050 | 0.0 | - |
| 6.0758 | 76100 | 0.0001 | - |
| 6.0798 | 76150 | 0.0001 | - |
| 6.0838 | 76200 | 0.0247 | - |
| 6.0878 | 76250 | 0.0001 | - |
| 6.0918 | 76300 | 0.0001 | - |
| 6.0958 | 76350 | 0.0244 | - |
| 6.0998 | 76400 | 0.0 | - |
| 6.1038 | 76450 | 0.0001 | - |
| 6.1078 | 76500 | 0.0001 | - |
| 6.1118 | 76550 | 0.0001 | - |
| 6.1158 | 76600 | 0.0 | - |
| 6.1198 | 76650 | 0.0001 | - |
| 6.1238 | 76700 | 0.0 | - |
| 6.1277 | 76750 | 0.0245 | - |
| 6.1317 | 76800 | 0.0001 | - |
| 6.1357 | 76850 | 0.0001 | - |
| 6.1397 | 76900 | 0.0001 | - |
| 6.1437 | 76950 | 0.0001 | - |
| 6.1477 | 77000 | 0.0 | - |
| 6.1517 | 77050 | 0.0001 | - |
| 6.1557 | 77100 | 0.0001 | - |
| 6.1597 | 77150 | 0.0001 | - |
| 6.1637 | 77200 | 0.0001 | - |
| 6.1677 | 77250 | 0.0 | - |
| 6.1717 | 77300 | 0.0001 | - |
| 6.1756 | 77350 | 0.0001 | - |
| 6.1796 | 77400 | 0.0245 | - |
| 6.1836 | 77450 | 0.0 | - |
| 6.1876 | 77500 | 0.0496 | - |
| 6.1916 | 77550 | 0.0246 | - |
| 6.1956 | 77600 | 0.0001 | - |
| 6.1996 | 77650 | 0.025 | - |
| 6.2036 | 77700 | 0.0001 | - |
| 6.2076 | 77750 | 0.0 | - |
| 6.2116 | 77800 | 0.0001 | - |
| 6.2156 | 77850 | 0.0001 | - |
| 6.2196 | 77900 | 0.0248 | - |
| 6.2236 | 77950 | 0.0247 | - |
| 6.2275 | 78000 | 0.0002 | - |
| 6.2315 | 78050 | 0.0001 | - |
| 6.2355 | 78100 | 0.0246 | - |
| 6.2395 | 78150 | 0.0001 | - |
| 6.2435 | 78200 | 0.0001 | - |
| 6.2475 | 78250 | 0.0001 | - |
| 6.2515 | 78300 | 0.0249 | - |
| 6.2555 | 78350 | 0.0001 | - |
| 6.2595 | 78400 | 0.0251 | - |
| 6.2635 | 78450 | 0.0 | - |
| 6.2675 | 78500 | 0.0 | - |
| 6.2715 | 78550 | 0.0001 | - |
| 6.2754 | 78600 | 0.05 | - |
| 6.2794 | 78650 | 0.0001 | - |
| 6.2834 | 78700 | 0.0001 | - |
| 6.2874 | 78750 | 0.0 | - |
| 6.2914 | 78800 | 0.0001 | - |
| 6.2954 | 78850 | 0.0001 | - |
| 6.2994 | 78900 | 0.0 | - |
| 6.3034 | 78950 | 0.0246 | - |
| 6.3074 | 79000 | 0.0245 | - |
| 6.3114 | 79050 | 0.0001 | - |
| 6.3154 | 79100 | 0.0 | - |
| 6.3194 | 79150 | 0.0 | - |
| 6.3234 | 79200 | 0.0002 | - |
| 6.3273 | 79250 | 0.0001 | - |
| 6.3313 | 79300 | 0.0001 | - |
| 6.3353 | 79350 | 0.0 | - |
| 6.3393 | 79400 | 0.0001 | - |
| 6.3433 | 79450 | 0.0249 | - |
| 6.3473 | 79500 | 0.0001 | - |
| 6.3513 | 79550 | 0.0001 | - |
| 6.3553 | 79600 | 0.0001 | - |
| 6.3593 | 79650 | 0.0001 | - |
| 6.3633 | 79700 | 0.0 | - |
| 6.3673 | 79750 | 0.0247 | - |
| 6.3713 | 79800 | 0.0243 | - |
| 6.3752 | 79850 | 0.0 | - |
| 6.3792 | 79900 | 0.0001 | - |
| 6.3832 | 79950 | 0.0001 | - |
| 6.3872 | 80000 | 0.0001 | - |
| 6.3912 | 80050 | 0.0 | - |
| 6.3952 | 80100 | 0.0001 | - |
| 6.3992 | 80150 | 0.0 | - |
| 6.4032 | 80200 | 0.0249 | - |
| 6.4072 | 80250 | 0.0247 | - |
| 6.4112 | 80300 | 0.0 | - |
| 6.4152 | 80350 | 0.0248 | - |
| 6.4192 | 80400 | 0.0001 | - |
| 6.4232 | 80450 | 0.0247 | - |
| 6.4271 | 80500 | 0.0 | - |
| 6.4311 | 80550 | 0.0 | - |
| 6.4351 | 80600 | 0.0247 | - |
| 6.4391 | 80650 | 0.0246 | - |
| 6.4431 | 80700 | 0.0001 | - |
| 6.4471 | 80750 | 0.0242 | - |
| 6.4511 | 80800 | 0.0 | - |
| 6.4551 | 80850 | 0.0001 | - |
| 6.4591 | 80900 | 0.0001 | - |
| 6.4631 | 80950 | 0.0243 | - |
| 6.4671 | 81000 | 0.0001 | - |
| 6.4711 | 81050 | 0.0001 | - |
| 6.4750 | 81100 | 0.0491 | - |
| 6.4790 | 81150 | 0.0 | - |
| 6.4830 | 81200 | 0.0001 | - |
| 6.4870 | 81250 | 0.0001 | - |
| 6.4910 | 81300 | 0.0247 | - |
| 6.4950 | 81350 | 0.0 | - |
| 6.4990 | 81400 | 0.0001 | - |
| 6.5030 | 81450 | 0.0001 | - |
| 6.5070 | 81500 | 0.0001 | - |
| 6.5110 | 81550 | 0.0001 | - |
| 6.5150 | 81600 | 0.0001 | - |
| 6.5190 | 81650 | 0.0246 | - |
| 6.5230 | 81700 | 0.0246 | - |
| 6.5269 | 81750 | 0.0001 | - |
| 6.5309 | 81800 | 0.0001 | - |
| 6.5349 | 81850 | 0.0 | - |
| 6.5389 | 81900 | 0.0 | - |
| 6.5429 | 81950 | 0.0247 | - |
| 6.5469 | 82000 | 0.0248 | - |
| 6.5509 | 82050 | 0.0001 | - |
| 6.5549 | 82100 | 0.0 | - |
| 6.5589 | 82150 | 0.0001 | - |
| 6.5629 | 82200 | 0.0001 | - |
| 6.5669 | 82250 | 0.0001 | - |
| 6.5709 | 82300 | 0.0 | - |
| 6.5749 | 82350 | 0.0001 | - |
| 6.5788 | 82400 | 0.0001 | - |
| 6.5828 | 82450 | 0.0 | - |
| 6.5868 | 82500 | 0.0001 | - |
| 6.5908 | 82550 | 0.0001 | - |
| 6.5948 | 82600 | 0.0001 | - |
| 6.5988 | 82650 | 0.0001 | - |
| 6.6028 | 82700 | 0.0001 | - |
| 6.6068 | 82750 | 0.0001 | - |
| 6.6108 | 82800 | 0.0 | - |
| 6.6148 | 82850 | 0.0 | - |
| 6.6188 | 82900 | 0.0001 | - |
| 6.6228 | 82950 | 0.0244 | - |
| 6.6267 | 83000 | 0.0001 | - |
| 6.6307 | 83050 | 0.0247 | - |
| 6.6347 | 83100 | 0.0 | - |
| 6.6387 | 83150 | 0.0001 | - |
| 6.6427 | 83200 | 0.0246 | - |
| 6.6467 | 83250 | 0.0001 | - |
| 6.6507 | 83300 | 0.0001 | - |
| 6.6547 | 83350 | 0.0 | - |
| 6.6587 | 83400 | 0.0 | - |
| 6.6627 | 83450 | 0.0 | - |
| 6.6667 | 83500 | 0.0 | - |
| 6.6707 | 83550 | 0.0 | - |
| 6.6747 | 83600 | 0.0001 | - |
| 6.6786 | 83650 | 0.0001 | - |
| 6.6826 | 83700 | 0.0 | - |
| 6.6866 | 83750 | 0.0001 | - |
| 6.6906 | 83800 | 0.0 | - |
| 6.6946 | 83850 | 0.0001 | - |
| 6.6986 | 83900 | 0.0001 | - |
| 6.7026 | 83950 | 0.0001 | - |
| 6.7066 | 84000 | 0.025 | - |
| 6.7106 | 84050 | 0.0001 | - |
| 6.7146 | 84100 | 0.0 | - |
| 6.7186 | 84150 | 0.0 | - |
| 6.7226 | 84200 | 0.0 | - |
| 6.7265 | 84250 | 0.0001 | - |
| 6.7305 | 84300 | 0.0246 | - |
| 6.7345 | 84350 | 0.0001 | - |
| 6.7385 | 84400 | 0.0251 | - |
| 6.7425 | 84450 | 0.0 | - |
| 6.7465 | 84500 | 0.0 | - |
| 6.7505 | 84550 | 0.0001 | - |
| 6.7545 | 84600 | 0.0 | - |
| 6.7585 | 84650 | 0.0248 | - |
| 6.7625 | 84700 | 0.0 | - |
| 6.7665 | 84750 | 0.0001 | - |
| 6.7705 | 84800 | 0.0 | - |
| 6.7745 | 84850 | 0.0247 | - |
| 6.7784 | 84900 | 0.0 | - |
| 6.7824 | 84950 | 0.0001 | - |
| 6.7864 | 85000 | 0.0 | - |
| 6.7904 | 85050 | 0.0 | - |
| 6.7944 | 85100 | 0.0 | - |
| 6.7984 | 85150 | 0.0002 | - |
| 6.8024 | 85200 | 0.0 | - |
| 6.8064 | 85250 | 0.0001 | - |
| 6.8104 | 85300 | 0.0001 | - |
| 6.8144 | 85350 | 0.0 | - |
| 6.8184 | 85400 | 0.0001 | - |
| 6.8224 | 85450 | 0.0001 | - |
| 6.8263 | 85500 | 0.0 | - |
| 6.8303 | 85550 | 0.0001 | - |
| 6.8343 | 85600 | 0.0 | - |
| 6.8383 | 85650 | 0.0 | - |
| 6.8423 | 85700 | 0.0 | - |
| 6.8463 | 85750 | 0.0248 | - |
| 6.8503 | 85800 | 0.0 | - |
| 6.8543 | 85850 | 0.0001 | - |
| 6.8583 | 85900 | 0.0 | - |
| 6.8623 | 85950 | 0.0 | - |
| 6.8663 | 86000 | 0.0001 | - |
| 6.8703 | 86050 | 0.0 | - |
| 6.8743 | 86100 | 0.0001 | - |
| 6.8782 | 86150 | 0.0001 | - |
| 6.8822 | 86200 | 0.0 | - |
| 6.8862 | 86250 | 0.0 | - |
| 6.8902 | 86300 | 0.0 | - |
| 6.8942 | 86350 | 0.0 | - |
| 6.8982 | 86400 | 0.0 | - |
| 6.9022 | 86450 | 0.0001 | - |
| 6.9062 | 86500 | 0.0 | - |
| 6.9102 | 86550 | 0.0 | - |
| 6.9142 | 86600 | 0.0 | - |
| 6.9182 | 86650 | 0.0 | - |
| 6.9222 | 86700 | 0.0 | - |
| 6.9261 | 86750 | 0.0001 | - |
| 6.9301 | 86800 | 0.0246 | - |
| 6.9341 | 86850 | 0.025 | - |
| 6.9381 | 86900 | 0.0001 | - |
| 6.9421 | 86950 | 0.0 | - |
| 6.9461 | 87000 | 0.0 | - |
| 6.9501 | 87050 | 0.0 | - |
| 6.9541 | 87100 | 0.0001 | - |
| 6.9581 | 87150 | 0.0001 | - |
| 6.9621 | 87200 | 0.0 | - |
| 6.9661 | 87250 | 0.0 | - |
| 6.9701 | 87300 | 0.0001 | - |
| 6.9741 | 87350 | 0.0081 | - |
| 6.9780 | 87400 | 0.0 | - |
| 6.9820 | 87450 | 0.0469 | - |
| 6.9860 | 87500 | 0.0 | - |
| 6.9900 | 87550 | 0.0 | - |
| 6.9940 | 87600 | 0.0 | - |
| 6.9980 | 87650 | 0.0 | - |
| **7.0** | **87675** | **-** | **0.039** |
| 7.0020 | 87700 | 0.0248 | - |
| 7.0060 | 87750 | 0.0246 | - |
| 7.0100 | 87800 | 0.0 | - |
| 7.0140 | 87850 | 0.0001 | - |
| 7.0180 | 87900 | 0.0001 | - |
| 7.0220 | 87950 | 0.0 | - |
| 7.0259 | 88000 | 0.0 | - |
| 7.0299 | 88050 | 0.0001 | - |
| 7.0339 | 88100 | 0.0001 | - |
| 7.0379 | 88150 | 0.0 | - |
| 7.0419 | 88200 | 0.0034 | - |
| 7.0459 | 88250 | 0.0001 | - |
| 7.0499 | 88300 | 0.004 | - |
| 7.0539 | 88350 | 0.0 | - |
| 7.0579 | 88400 | 0.0 | - |
| 7.0619 | 88450 | 0.0001 | - |
| 7.0659 | 88500 | 0.0249 | - |
| 7.0699 | 88550 | 0.0 | - |
| 7.0739 | 88600 | 0.0 | - |
| 7.0778 | 88650 | 0.0001 | - |
| 7.0818 | 88700 | 0.0 | - |
| 7.0858 | 88750 | 0.0 | - |
| 7.0898 | 88800 | 0.0 | - |
| 7.0938 | 88850 | 0.0 | - |
| 7.0978 | 88900 | 0.0 | - |
| 7.1018 | 88950 | 0.0 | - |
| 7.1058 | 89000 | 0.0 | - |
| 7.1098 | 89050 | 0.0 | - |
| 7.1138 | 89100 | 0.0 | - |
| 7.1178 | 89150 | 0.0 | - |
| 7.1218 | 89200 | 0.0001 | - |
| 7.1257 | 89250 | 0.0024 | - |
| 7.1297 | 89300 | 0.0 | - |
| 7.1337 | 89350 | 0.0001 | - |
| 7.1377 | 89400 | 0.0 | - |
| 7.1417 | 89450 | 0.0 | - |
| 7.1457 | 89500 | 0.0001 | - |
| 7.1497 | 89550 | 0.0 | - |
| 7.1537 | 89600 | 0.0 | - |
| 7.1577 | 89650 | 0.0 | - |
| 7.1617 | 89700 | 0.0001 | - |
| 7.1657 | 89750 | 0.0001 | - |
| 7.1697 | 89800 | 0.0 | - |
| 7.1737 | 89850 | 0.0 | - |
| 7.1776 | 89900 | 0.0135 | - |
| 7.1816 | 89950 | 0.0001 | - |
| 7.1856 | 90000 | 0.0043 | - |
| 7.1896 | 90050 | 0.0072 | - |
| 7.1936 | 90100 | 0.0 | - |
| 7.1976 | 90150 | 0.0 | - |
| 7.2016 | 90200 | 0.0 | - |
| 7.2056 | 90250 | 0.0247 | - |
| 7.2096 | 90300 | 0.0 | - |
| 7.2136 | 90350 | 0.0 | - |
| 7.2176 | 90400 | 0.0 | - |
| 7.2216 | 90450 | 0.0 | - |
| 7.2255 | 90500 | 0.0001 | - |
| 7.2295 | 90550 | 0.0 | - |
| 7.2335 | 90600 | 0.0363 | - |
| 7.2375 | 90650 | 0.0 | - |
| 7.2415 | 90700 | 0.0 | - |
| 7.2455 | 90750 | 0.0 | - |
| 7.2495 | 90800 | 0.0 | - |
| 7.2535 | 90850 | 0.0 | - |
| 7.2575 | 90900 | 0.0 | - |
| 7.2615 | 90950 | 0.0138 | - |
| 7.2655 | 91000 | 0.0 | - |
| 7.2695 | 91050 | 0.0 | - |
| 7.2735 | 91100 | 0.0 | - |
| 7.2774 | 91150 | 0.0 | - |
| 7.2814 | 91200 | 0.0252 | - |
| 7.2854 | 91250 | 0.0 | - |
| 7.2894 | 91300 | 0.0 | - |
| 7.2934 | 91350 | 0.0 | - |
| 7.2974 | 91400 | 0.0105 | - |
| 7.3014 | 91450 | 0.0244 | - |
| 7.3054 | 91500 | 0.0 | - |
| 7.3094 | 91550 | 0.0 | - |
| 7.3134 | 91600 | 0.0247 | - |
| 7.3174 | 91650 | 0.0 | - |
| 7.3214 | 91700 | 0.0001 | - |
| 7.3253 | 91750 | 0.0 | - |
| 7.3293 | 91800 | 0.0 | - |
| 7.3333 | 91850 | 0.0189 | - |
| 7.3373 | 91900 | 0.0 | - |
| 7.3413 | 91950 | 0.0246 | - |
| 7.3453 | 92000 | 0.0 | - |
| 7.3493 | 92050 | 0.0 | - |
| 7.3533 | 92100 | 0.0 | - |
| 7.3573 | 92150 | 0.0 | - |
| 7.3613 | 92200 | 0.0 | - |
| 7.3653 | 92250 | 0.0247 | - |
| 7.3693 | 92300 | 0.0122 | - |
| 7.3733 | 92350 | 0.0 | - |
| 7.3772 | 92400 | 0.0 | - |
| 7.3812 | 92450 | 0.0022 | - |
| 7.3852 | 92500 | 0.0 | - |
| 7.3892 | 92550 | 0.0001 | - |
| 7.3932 | 92600 | 0.0 | - |
| 7.3972 | 92650 | 0.0 | - |
| 7.4012 | 92700 | 0.0 | - |
| 7.4052 | 92750 | 0.0032 | - |
| 7.4092 | 92800 | 0.0001 | - |
| 7.4132 | 92850 | 0.0037 | - |
| 7.4172 | 92900 | 0.0001 | - |
| 7.4212 | 92950 | 0.0028 | - |
| 7.4251 | 93000 | 0.0001 | - |
| 7.4291 | 93050 | 0.0 | - |
| 7.4331 | 93100 | 0.0039 | - |
| 7.4371 | 93150 | 0.0036 | - |
| 7.4411 | 93200 | 0.0 | - |
| 7.4451 | 93250 | 0.0 | - |
| 7.4491 | 93300 | 0.0 | - |
| 7.4531 | 93350 | 0.0 | - |
| 7.4571 | 93400 | 0.0001 | - |
| 7.4611 | 93450 | 0.0091 | - |
| 7.4651 | 93500 | 0.0 | - |
| 7.4691 | 93550 | 0.0 | - |
| 7.4731 | 93600 | 0.0275 | - |
| 7.4770 | 93650 | 0.0 | - |
| 7.4810 | 93700 | 0.0 | - |
| 7.4850 | 93750 | 0.0035 | - |
| 7.4890 | 93800 | 0.0246 | - |
| 7.4930 | 93850 | 0.0025 | - |
| 7.4970 | 93900 | 0.0 | - |
| 7.5010 | 93950 | 0.0 | - |
| 7.5050 | 94000 | 0.0 | - |
| 7.5090 | 94050 | 0.0 | - |
| 7.5130 | 94100 | 0.0 | - |
| 7.5170 | 94150 | 0.0 | - |
| 7.5210 | 94200 | 0.0023 | - |
| 7.5250 | 94250 | 0.0 | - |
| 7.5289 | 94300 | 0.0 | - |
| 7.5329 | 94350 | 0.0 | - |
| 7.5369 | 94400 | 0.0 | - |
| 7.5409 | 94450 | 0.0027 | - |
| 7.5449 | 94500 | 0.0028 | - |
| 7.5489 | 94550 | 0.0247 | - |
| 7.5529 | 94600 | 0.0 | - |
| 7.5569 | 94650 | 0.0 | - |
| 7.5609 | 94700 | 0.0 | - |
| 7.5649 | 94750 | 0.0036 | - |
| 7.5689 | 94800 | 0.0 | - |
| 7.5729 | 94850 | 0.0 | - |
| 7.5768 | 94900 | 0.0 | - |
| 7.5808 | 94950 | 0.0 | - |
| 7.5848 | 95000 | 0.0 | - |
| 7.5888 | 95050 | 0.0 | - |
| 7.5928 | 95100 | 0.0001 | - |
| 7.5968 | 95150 | 0.0 | - |
| 7.6008 | 95200 | 0.0 | - |
| 7.6048 | 95250 | 0.0001 | - |
| 7.6088 | 95300 | 0.0 | - |
| 7.6128 | 95350 | 0.0 | - |
| 7.6168 | 95400 | 0.0028 | - |
| 7.6208 | 95450 | 0.0119 | - |
| 7.6248 | 95500 | 0.0028 | - |
| 7.6287 | 95550 | 0.0 | - |
| 7.6327 | 95600 | 0.0001 | - |
| 7.6367 | 95650 | 0.0 | - |
| 7.6407 | 95700 | 0.0318 | - |
| 7.6447 | 95750 | 0.0037 | - |
| 7.6487 | 95800 | 0.0035 | - |
| 7.6527 | 95850 | 0.0089 | - |
| 7.6567 | 95900 | 0.0 | - |
| 7.6607 | 95950 | 0.006 | - |
| 7.6647 | 96000 | 0.0 | - |
| 7.6687 | 96050 | 0.0 | - |
| 7.6727 | 96100 | 0.0 | - |
| 7.6766 | 96150 | 0.0 | - |
| 7.6806 | 96200 | 0.0 | - |
| 7.6846 | 96250 | 0.0 | - |
| 7.6886 | 96300 | 0.0105 | - |
| 7.6926 | 96350 | 0.0 | - |
| 7.6966 | 96400 | 0.0 | - |
| 7.7006 | 96450 | 0.0 | - |
| 7.7046 | 96500 | 0.0 | - |
| 7.7086 | 96550 | 0.0 | - |
| 7.7126 | 96600 | 0.0 | - |
| 7.7166 | 96650 | 0.0024 | - |
| 7.7206 | 96700 | 0.0001 | - |
| 7.7246 | 96750 | 0.0 | - |
| 7.7285 | 96800 | 0.0123 | - |
| 7.7325 | 96850 | 0.0 | - |
| 7.7365 | 96900 | 0.0031 | - |
| 7.7405 | 96950 | 0.0 | - |
| 7.7445 | 97000 | 0.0025 | - |
| 7.7485 | 97050 | 0.0 | - |
| 7.7525 | 97100 | 0.0 | - |
| 7.7565 | 97150 | 0.0 | - |
| 7.7605 | 97200 | 0.0022 | - |
| 7.7645 | 97250 | 0.0251 | - |
| 7.7685 | 97300 | 0.002 | - |
| 7.7725 | 97350 | 0.0118 | - |
| 7.7764 | 97400 | 0.0019 | - |
| 7.7804 | 97450 | 0.0001 | - |
| 7.7844 | 97500 | 0.0123 | - |
| 7.7884 | 97550 | 0.0 | - |
| 7.7924 | 97600 | 0.0 | - |
| 7.7964 | 97650 | 0.0 | - |
| 7.8004 | 97700 | 0.0097 | - |
| 7.8044 | 97750 | 0.0 | - |
| 7.8084 | 97800 | 0.0 | - |
| 7.8124 | 97850 | 0.0 | - |
| 7.8164 | 97900 | 0.0001 | - |
| 7.8204 | 97950 | 0.0001 | - |
| 7.8244 | 98000 | 0.0251 | - |
| 7.8283 | 98050 | 0.0 | - |
| 7.8323 | 98100 | 0.009 | - |
| 7.8363 | 98150 | 0.0246 | - |
| 7.8403 | 98200 | 0.0 | - |
| 7.8443 | 98250 | 0.0 | - |
| 7.8483 | 98300 | 0.0 | - |
| 7.8523 | 98350 | 0.0 | - |
| 7.8563 | 98400 | 0.0 | - |
| 7.8603 | 98450 | 0.0001 | - |
| 7.8643 | 98500 | 0.0 | - |
| 7.8683 | 98550 | 0.0018 | - |
| 7.8723 | 98600 | 0.0 | - |
| 7.8762 | 98650 | 0.0001 | - |
| 7.8802 | 98700 | 0.0 | - |
| 7.8842 | 98750 | 0.0 | - |
| 7.8882 | 98800 | 0.0024 | - |
| 7.8922 | 98850 | 0.0 | - |
| 7.8962 | 98900 | 0.0 | - |
| 7.9002 | 98950 | 0.0 | - |
| 7.9042 | 99000 | 0.0027 | - |
| 7.9082 | 99050 | 0.0027 | - |
| 7.9122 | 99100 | 0.0 | - |
| 7.9162 | 99150 | 0.0 | - |
| 7.9202 | 99200 | 0.0 | - |
| 7.9242 | 99250 | 0.0 | - |
| 7.9281 | 99300 | 0.0138 | - |
| 7.9321 | 99350 | 0.0 | - |
| 7.9361 | 99400 | 0.0 | - |
| 7.9401 | 99450 | 0.0 | - |
| 7.9441 | 99500 | 0.0001 | - |
| 7.9481 | 99550 | 0.0019 | - |
| 7.9521 | 99600 | 0.0 | - |
| 7.9561 | 99650 | 0.0 | - |
| 7.9601 | 99700 | 0.0001 | - |
| 7.9641 | 99750 | 0.0 | - |
| 7.9681 | 99800 | 0.0 | - |
| 7.9721 | 99850 | 0.0016 | - |
| 7.9760 | 99900 | 0.0001 | - |
| 7.9800 | 99950 | 0.0265 | - |
| 7.9840 | 100000 | 0.0 | - |
| 7.9880 | 100050 | 0.0 | - |
| 7.9920 | 100100 | 0.0 | - |
| 7.9960 | 100150 | 0.0127 | - |
| 8.0 | 100200 | 0.0001 | 0.0405 |
| 8.0040 | 100250 | 0.0247 | - |
| 8.0080 | 100300 | 0.025 | - |
| 8.0120 | 100350 | 0.0 | - |
| 8.0160 | 100400 | 0.0072 | - |
| 8.0200 | 100450 | 0.0 | - |
| 8.0240 | 100500 | 0.0 | - |
| 8.0279 | 100550 | 0.0 | - |
| 8.0319 | 100600 | 0.0 | - |
| 8.0359 | 100650 | 0.0251 | - |
| 8.0399 | 100700 | 0.0 | - |
| 8.0439 | 100750 | 0.0 | - |
| 8.0479 | 100800 | 0.0042 | - |
| 8.0519 | 100850 | 0.0036 | - |
| 8.0559 | 100900 | 0.0 | - |
| 8.0599 | 100950 | 0.0 | - |
| 8.0639 | 101000 | 0.0 | - |
| 8.0679 | 101050 | 0.0001 | - |
| 8.0719 | 101100 | 0.0 | - |
| 8.0758 | 101150 | 0.0 | - |
| 8.0798 | 101200 | 0.0116 | - |
| 8.0838 | 101250 | 0.0027 | - |
| 8.0878 | 101300 | 0.0 | - |
| 8.0918 | 101350 | 0.0 | - |
| 8.0958 | 101400 | 0.0032 | - |
| 8.0998 | 101450 | 0.0 | - |
| 8.1038 | 101500 | 0.0 | - |
| 8.1078 | 101550 | 0.0 | - |
| 8.1118 | 101600 | 0.0097 | - |
| 8.1158 | 101650 | 0.0 | - |
| 8.1198 | 101700 | 0.0105 | - |
| 8.1238 | 101750 | 0.0 | - |
| 8.1277 | 101800 | 0.0026 | - |
| 8.1317 | 101850 | 0.0 | - |
| 8.1357 | 101900 | 0.0 | - |
| 8.1397 | 101950 | 0.0 | - |
| 8.1437 | 102000 | 0.0 | - |
| 8.1477 | 102050 | 0.0 | - |
| 8.1517 | 102100 | 0.0 | - |
| 8.1557 | 102150 | 0.0 | - |
| 8.1597 | 102200 | 0.0 | - |
| 8.1637 | 102250 | 0.0 | - |
| 8.1677 | 102300 | 0.0 | - |
| 8.1717 | 102350 | 0.0 | - |
| 8.1756 | 102400 | 0.0028 | - |
| 8.1796 | 102450 | 0.0 | - |
| 8.1836 | 102500 | 0.0037 | - |
| 8.1876 | 102550 | 0.0065 | - |
| 8.1916 | 102600 | 0.0 | - |
| 8.1956 | 102650 | 0.0001 | - |
| 8.1996 | 102700 | 0.0251 | - |
| 8.2036 | 102750 | 0.0 | - |
| 8.2076 | 102800 | 0.0 | - |
| 8.2116 | 102850 | 0.0 | - |
| 8.2156 | 102900 | 0.0 | - |
| 8.2196 | 102950 | 0.0023 | - |
| 8.2236 | 103000 | 0.0023 | - |
| 8.2275 | 103050 | 0.0 | - |
| 8.2315 | 103100 | 0.0246 | - |
| 8.2355 | 103150 | 0.0 | - |
| 8.2395 | 103200 | 0.0 | - |
| 8.2435 | 103250 | 0.0 | - |
| 8.2475 | 103300 | 0.0 | - |
| 8.2515 | 103350 | 0.0253 | - |
| 8.2555 | 103400 | 0.0 | - |
| 8.2595 | 103450 | 0.0148 | - |
| 8.2635 | 103500 | 0.0 | - |
| 8.2675 | 103550 | 0.0 | - |
| 8.2715 | 103600 | 0.0001 | - |
| 8.2754 | 103650 | 0.0271 | - |
| 8.2794 | 103700 | 0.0 | - |
| 8.2834 | 103750 | 0.0 | - |
| 8.2874 | 103800 | 0.0 | - |
| 8.2914 | 103850 | 0.0 | - |
| 8.2954 | 103900 | 0.0108 | - |
| 8.2994 | 103950 | 0.0245 | - |
| 8.3034 | 104000 | 0.0 | - |
| 8.3074 | 104050 | 0.0248 | - |
| 8.3114 | 104100 | 0.0 | - |
| 8.3154 | 104150 | 0.0 | - |
| 8.3194 | 104200 | 0.0 | - |
| 8.3234 | 104250 | 0.0001 | - |
| 8.3273 | 104300 | 0.0 | - |
| 8.3313 | 104350 | 0.0098 | - |
| 8.3353 | 104400 | 0.0 | - |
| 8.3393 | 104450 | 0.0247 | - |
| 8.3433 | 104500 | 0.0001 | - |
| 8.3473 | 104550 | 0.0 | - |
| 8.3513 | 104600 | 0.0 | - |
| 8.3553 | 104650 | 0.0001 | - |
| 8.3593 | 104700 | 0.0 | - |
| 8.3633 | 104750 | 0.0247 | - |
| 8.3673 | 104800 | 0.0 | - |
| 8.3713 | 104850 | 0.0001 | - |
| 8.3752 | 104900 | 0.0001 | - |
| 8.3792 | 104950 | 0.0 | - |
| 8.3832 | 105000 | 0.0 | - |
| 8.3872 | 105050 | 0.0 | - |
| 8.3912 | 105100 | 0.0 | - |
| 8.3952 | 105150 | 0.0 | - |
| 8.3992 | 105200 | 0.0001 | - |
| 8.4032 | 105250 | 0.0 | - |
| 8.4072 | 105300 | 0.0001 | - |
| 8.4112 | 105350 | 0.0001 | - |
| 8.4152 | 105400 | 0.0 | - |
| 8.4192 | 105450 | 0.0 | - |
| 8.4232 | 105500 | 0.025 | - |
| 8.4271 | 105550 | 0.0 | - |
| 8.4311 | 105600 | 0.0 | - |
| 8.4351 | 105650 | 0.0 | - |
| 8.4391 | 105700 | 0.0 | - |
| 8.4431 | 105750 | 0.0001 | - |
| 8.4471 | 105800 | 0.0 | - |
| 8.4511 | 105850 | 0.0 | - |
| 8.4551 | 105900 | 0.0001 | - |
| 8.4591 | 105950 | 0.0246 | - |
| 8.4631 | 106000 | 0.0 | - |
| 8.4671 | 106050 | 0.0 | - |
| 8.4711 | 106100 | 0.0246 | - |
| 8.4750 | 106150 | 0.0001 | - |
| 8.4790 | 106200 | 0.0 | - |
| 8.4830 | 106250 | 0.0 | - |
| 8.4870 | 106300 | 0.0246 | - |
| 8.4910 | 106350 | 0.0 | - |
| 8.4950 | 106400 | 0.0 | - |
| 8.4990 | 106450 | 0.0001 | - |
| 8.5030 | 106500 | 0.0001 | - |
| 8.5070 | 106550 | 0.0 | - |
| 8.5110 | 106600 | 0.0 | - |
| 8.5150 | 106650 | 0.0001 | - |
| 8.5190 | 106700 | 0.0 | - |
| 8.5230 | 106750 | 0.0 | - |
| 8.5269 | 106800 | 0.0 | - |
| 8.5309 | 106850 | 0.0001 | - |
| 8.5349 | 106900 | 0.0 | - |
| 8.5389 | 106950 | 0.0 | - |
| 8.5429 | 107000 | 0.0001 | - |
| 8.5469 | 107050 | 0.0 | - |
| 8.5509 | 107100 | 0.0 | - |
| 8.5549 | 107150 | 0.0 | - |
| 8.5589 | 107200 | 0.0 | - |
| 8.5629 | 107250 | 0.0001 | - |
| 8.5669 | 107300 | 0.0 | - |
| 8.5709 | 107350 | 0.0 | - |
| 8.5749 | 107400 | 0.0001 | - |
| 8.5788 | 107450 | 0.0251 | - |
| 8.5828 | 107500 | 0.0 | - |
| 8.5868 | 107550 | 0.0 | - |
| 8.5908 | 107600 | 0.0001 | - |
| 8.5948 | 107650 | 0.0 | - |
| 8.5988 | 107700 | 0.0 | - |
| 8.6028 | 107750 | 0.0 | - |
| 8.6068 | 107800 | 0.0001 | - |
| 8.6108 | 107850 | 0.0 | - |
| 8.6148 | 107900 | 0.0 | - |
| 8.6188 | 107950 | 0.0245 | - |
| 8.6228 | 108000 | 0.0 | - |
| 8.6267 | 108050 | 0.0 | - |
| 8.6307 | 108100 | 0.0249 | - |
| 8.6347 | 108150 | 0.0 | - |
| 8.6387 | 108200 | 0.0246 | - |
| 8.6427 | 108250 | 0.0 | - |
| 8.6467 | 108300 | 0.0001 | - |
| 8.6507 | 108350 | 0.0001 | - |
| 8.6547 | 108400 | 0.0001 | - |
| 8.6587 | 108450 | 0.0 | - |
| 8.6627 | 108500 | 0.0 | - |
| 8.6667 | 108550 | 0.0 | - |
| 8.6707 | 108600 | 0.0 | - |
| 8.6747 | 108650 | 0.0 | - |
| 8.6786 | 108700 | 0.0 | - |
| 8.6826 | 108750 | 0.0 | - |
| 8.6866 | 108800 | 0.0001 | - |
| 8.6906 | 108850 | 0.0 | - |
| 8.6946 | 108900 | 0.0 | - |
| 8.6986 | 108950 | 0.0 | - |
| 8.7026 | 109000 | 0.0 | - |
| 8.7066 | 109050 | 0.0248 | - |
| 8.7106 | 109100 | 0.0001 | - |
| 8.7146 | 109150 | 0.0 | - |
| 8.7186 | 109200 | 0.0 | - |
| 8.7226 | 109250 | 0.0 | - |
| 8.7265 | 109300 | 0.0246 | - |
| 8.7305 | 109350 | 0.0001 | - |
| 8.7345 | 109400 | 0.0 | - |
| 8.7385 | 109450 | 0.025 | - |
| 8.7425 | 109500 | 0.0 | - |
| 8.7465 | 109550 | 0.0 | - |
| 8.7505 | 109600 | 0.0 | - |
| 8.7545 | 109650 | 0.0 | - |
| 8.7585 | 109700 | 0.025 | - |
| 8.7625 | 109750 | 0.0001 | - |
| 8.7665 | 109800 | 0.0001 | - |
| 8.7705 | 109850 | 0.0248 | - |
| 8.7745 | 109900 | 0.0001 | - |
| 8.7784 | 109950 | 0.0 | - |
| 8.7824 | 110000 | 0.0 | - |
| 8.7864 | 110050 | 0.0 | - |
| 8.7904 | 110100 | 0.0 | - |
| 8.7944 | 110150 | 0.0 | - |
| 8.7984 | 110200 | 0.0001 | - |
| 8.8024 | 110250 | 0.0 | - |
| 8.8064 | 110300 | 0.0 | - |
| 8.8104 | 110350 | 0.0 | - |
| 8.8144 | 110400 | 0.0 | - |
| 8.8184 | 110450 | 0.0001 | - |
| 8.8224 | 110500 | 0.0001 | - |
| 8.8263 | 110550 | 0.0 | - |
| 8.8303 | 110600 | 0.0001 | - |
| 8.8343 | 110650 | 0.0 | - |
| 8.8383 | 110700 | 0.0 | - |
| 8.8423 | 110750 | 0.0 | - |
| 8.8463 | 110800 | 0.0247 | - |
| 8.8503 | 110850 | 0.0 | - |
| 8.8543 | 110900 | 0.0 | - |
| 8.8583 | 110950 | 0.0 | - |
| 8.8623 | 111000 | 0.0 | - |
| 8.8663 | 111050 | 0.0001 | - |
| 8.8703 | 111100 | 0.0 | - |
| 8.8743 | 111150 | 0.0001 | - |
| 8.8782 | 111200 | 0.0001 | - |
| 8.8822 | 111250 | 0.0 | - |
| 8.8862 | 111300 | 0.0 | - |
| 8.8902 | 111350 | 0.0001 | - |
| 8.8942 | 111400 | 0.0 | - |
| 8.8982 | 111450 | 0.0 | - |
| 8.9022 | 111500 | 0.0 | - |
| 8.9062 | 111550 | 0.0 | - |
| 8.9102 | 111600 | 0.0 | - |
| 8.9142 | 111650 | 0.0 | - |
| 8.9182 | 111700 | 0.0 | - |
| 8.9222 | 111750 | 0.0 | - |
| 8.9261 | 111800 | 0.0247 | - |
| 8.9301 | 111850 | 0.0 | - |
| 8.9341 | 111900 | 0.0248 | - |
| 8.9381 | 111950 | 0.0 | - |
| 8.9421 | 112000 | 0.0 | - |
| 8.9461 | 112050 | 0.0 | - |
| 8.9501 | 112100 | 0.0 | - |
| 8.9541 | 112150 | 0.0 | - |
| 8.9581 | 112200 | 0.0 | - |
| 8.9621 | 112250 | 0.0001 | - |
| 8.9661 | 112300 | 0.0 | - |
| 8.9701 | 112350 | 0.0001 | - |
| 8.9741 | 112400 | 0.0001 | - |
| 8.9780 | 112450 | 0.0247 | - |
| 8.9820 | 112500 | 0.0496 | - |
| 8.9860 | 112550 | 0.0 | - |
| 8.9900 | 112600 | 0.0001 | - |
| 8.9940 | 112650 | 0.0 | - |
| 8.9980 | 112700 | 0.0 | - |
| 9.0 | 112725 | - | 0.0579 |
| 9.0020 | 112750 | 0.0493 | - |
| 9.0060 | 112800 | 0.0 | - |
| 9.0100 | 112850 | 0.0001 | - |
| 9.0140 | 112900 | 0.0001 | - |
| 9.0180 | 112950 | 0.0 | - |
| 9.0220 | 113000 | 0.0 | - |
| 9.0259 | 113050 | 0.0 | - |
| 9.0299 | 113100 | 0.0 | - |
| 9.0339 | 113150 | 0.0001 | - |
| 9.0379 | 113200 | 0.0 | - |
| 9.0419 | 113250 | 0.0 | - |
| 9.0459 | 113300 | 0.0 | - |
| 9.0499 | 113350 | 0.0 | - |
| 9.0539 | 113400 | 0.0 | - |
| 9.0579 | 113450 | 0.0 | - |
| 9.0619 | 113500 | 0.0 | - |
| 9.0659 | 113550 | 0.0246 | - |
| 9.0699 | 113600 | 0.0 | - |
| 9.0739 | 113650 | 0.0 | - |
| 9.0778 | 113700 | 0.0001 | - |
| 9.0818 | 113750 | 0.0001 | - |
| 9.0858 | 113800 | 0.0 | - |
| 9.0898 | 113850 | 0.0001 | - |
| 9.0938 | 113900 | 0.0 | - |
| 9.0978 | 113950 | 0.0 | - |
| 9.1018 | 114000 | 0.0 | - |
| 9.1058 | 114050 | 0.0 | - |
| 9.1098 | 114100 | 0.0 | - |
| 9.1138 | 114150 | 0.0 | - |
| 9.1178 | 114200 | 0.0 | - |
| 9.1218 | 114250 | 0.0 | - |
| 9.1257 | 114300 | 0.0001 | - |
| 9.1297 | 114350 | 0.0 | - |
| 9.1337 | 114400 | 0.0001 | - |
| 9.1377 | 114450 | 0.0 | - |
| 9.1417 | 114500 | 0.0 | - |
| 9.1457 | 114550 | 0.0001 | - |
| 9.1497 | 114600 | 0.0 | - |
| 9.1537 | 114650 | 0.0 | - |
| 9.1577 | 114700 | 0.0 | - |
| 9.1617 | 114750 | 0.0001 | - |
| 9.1657 | 114800 | 0.0 | - |
| 9.1697 | 114850 | 0.0 | - |
| 9.1737 | 114900 | 0.0 | - |
| 9.1776 | 114950 | 0.0247 | - |
| 9.1816 | 115000 | 0.0001 | - |
| 9.1856 | 115050 | 0.0001 | - |
| 9.1896 | 115100 | 0.0001 | - |
| 9.1936 | 115150 | 0.0 | - |
| 9.1976 | 115200 | 0.0 | - |
| 9.2016 | 115250 | 0.0 | - |
| 9.2056 | 115300 | 0.0247 | - |
| 9.2096 | 115350 | 0.0 | - |
| 9.2136 | 115400 | 0.0 | - |
| 9.2176 | 115450 | 0.0 | - |
| 9.2216 | 115500 | 0.0 | - |
| 9.2255 | 115550 | 0.0 | - |
| 9.2295 | 115600 | 0.0245 | - |
| 9.2335 | 115650 | 0.0248 | - |
| 9.2375 | 115700 | 0.0 | - |
| 9.2415 | 115750 | 0.0001 | - |
| 9.2455 | 115800 | 0.0 | - |
| 9.2495 | 115850 | 0.0 | - |
| 9.2535 | 115900 | 0.0 | - |
| 9.2575 | 115950 | 0.0246 | - |
| 9.2615 | 116000 | 0.0 | - |
| 9.2655 | 116050 | 0.0 | - |
| 9.2695 | 116100 | 0.0 | - |
| 9.2735 | 116150 | 0.0 | - |
| 9.2774 | 116200 | 0.0 | - |
| 9.2814 | 116250 | 0.0246 | - |
| 9.2854 | 116300 | 0.0 | - |
| 9.2894 | 116350 | 0.0 | - |
| 9.2934 | 116400 | 0.0247 | - |
| 9.2974 | 116450 | 0.0245 | - |
| 9.3014 | 116500 | 0.0 | - |
| 9.3054 | 116550 | 0.0 | - |
| 9.3094 | 116600 | 0.0 | - |
| 9.3134 | 116650 | 0.0244 | - |
| 9.3174 | 116700 | 0.0001 | - |
| 9.3214 | 116750 | 0.0 | - |
| 9.3253 | 116800 | 0.0001 | - |
| 9.3293 | 116850 | 0.0232 | - |
| 9.3333 | 116900 | 0.0192 | - |
| 9.3373 | 116950 | 0.0246 | - |
| 9.3413 | 117000 | 0.0 | - |
| 9.3453 | 117050 | 0.0005 | - |
| 9.3493 | 117100 | 0.0007 | - |
| 9.3533 | 117150 | 0.0002 | - |
| 9.3573 | 117200 | 0.0001 | - |
| 9.3613 | 117250 | 0.0244 | - |
| 9.3653 | 117300 | 0.0002 | - |
| 9.3693 | 117350 | 0.0188 | - |
| 9.3733 | 117400 | 0.0001 | - |
| 9.3772 | 117450 | 0.0003 | - |
| 9.3812 | 117500 | 0.001 | - |
| 9.3852 | 117550 | 0.0 | - |
| 9.3892 | 117600 | 0.0001 | - |
| 9.3932 | 117650 | 0.0001 | - |
| 9.3972 | 117700 | 0.0003 | - |
| 9.4012 | 117750 | 0.0029 | - |
| 9.4052 | 117800 | 0.0003 | - |
| 9.4092 | 117850 | 0.0026 | - |
| 9.4132 | 117900 | 0.0019 | - |
| 9.4172 | 117950 | 0.0002 | - |
| 9.4212 | 118000 | 0.0007 | - |
| 9.4251 | 118050 | 0.0 | - |
| 9.4291 | 118100 | 0.0019 | - |
| 9.4331 | 118150 | 0.004 | - |
| 9.4371 | 118200 | 0.001 | - |
| 9.4411 | 118250 | 0.0016 | - |
| 9.4451 | 118300 | 0.0028 | - |
| 9.4491 | 118350 | 0.0001 | - |
| 9.4531 | 118400 | 0.0 | - |
| 9.4571 | 118450 | 0.0105 | - |
| 9.4611 | 118500 | 0.0013 | - |
| 9.4651 | 118550 | 0.0 | - |
| 9.4691 | 118600 | 0.0221 | - |
| 9.4731 | 118650 | 0.0001 | - |
| 9.4770 | 118700 | 0.0008 | - |
| 9.4810 | 118750 | 0.0001 | - |
| 9.4850 | 118800 | 0.0214 | - |
| 9.4890 | 118850 | 0.0001 | - |
| 9.4930 | 118900 | 0.0018 | - |
| 9.4970 | 118950 | 0.0011 | - |
| 9.5010 | 119000 | 0.0001 | - |
| 9.5050 | 119050 | 0.0009 | - |
| 9.5090 | 119100 | 0.0004 | - |
| 9.5130 | 119150 | 0.0004 | - |
| 9.5170 | 119200 | 0.0034 | - |
| 9.5210 | 119250 | 0.0016 | - |
| 9.5250 | 119300 | 0.0006 | - |
| 9.5289 | 119350 | 0.0 | - |
| 9.5329 | 119400 | 0.0001 | - |
| 9.5369 | 119450 | 0.0041 | - |
| 9.5409 | 119500 | 0.0029 | - |
| 9.5449 | 119550 | 0.0001 | - |
| 9.5489 | 119600 | 0.0189 | - |
| 9.5529 | 119650 | 0.0001 | - |
| 9.5569 | 119700 | 0.0 | - |
| 9.5609 | 119750 | 0.0 | - |
| 9.5649 | 119800 | 0.0042 | - |
| 9.5689 | 119850 | 0.0009 | - |
| 9.5729 | 119900 | 0.0 | - |
| 9.5768 | 119950 | 0.0 | - |
| 9.5808 | 120000 | 0.0 | - |
| 9.5848 | 120050 | 0.0007 | - |
| 9.5888 | 120100 | 0.0009 | - |
| 9.5928 | 120150 | 0.0006 | - |
| 9.5968 | 120200 | 0.0001 | - |
| 9.6008 | 120250 | 0.0001 | - |
| 9.6048 | 120300 | 0.0007 | - |
| 9.6088 | 120350 | 0.0001 | - |
| 9.6128 | 120400 | 0.0025 | - |
| 9.6168 | 120450 | 0.0136 | - |
| 9.6208 | 120500 | 0.0011 | - |
| 9.6248 | 120550 | 0.002 | - |
| 9.6287 | 120600 | 0.001 | - |
| 9.6327 | 120650 | 0.0008 | - |
| 9.6367 | 120700 | 0.0298 | - |
| 9.6407 | 120750 | 0.009 | - |
| 9.6447 | 120800 | 0.0042 | - |
| 9.6487 | 120850 | 0.0011 | - |
| 9.6527 | 120900 | 0.0089 | - |
| 9.6567 | 120950 | 0.0054 | - |
| 9.6607 | 121000 | 0.0019 | - |
| 9.6647 | 121050 | 0.0006 | - |
| 9.6687 | 121100 | 0.0 | - |
| 9.6727 | 121150 | 0.0 | - |
| 9.6766 | 121200 | 0.0001 | - |
| 9.6806 | 121250 | 0.0001 | - |
| 9.6846 | 121300 | 0.0 | - |
| 9.6886 | 121350 | 0.0128 | - |
| 9.6926 | 121400 | 0.0 | - |
| 9.6966 | 121450 | 0.0001 | - |
| 9.7006 | 121500 | 0.0 | - |
| 9.7046 | 121550 | 0.0007 | - |
| 9.7086 | 121600 | 0.0001 | - |
| 9.7126 | 121650 | 0.0001 | - |
| 9.7166 | 121700 | 0.0021 | - |
| 9.7206 | 121750 | 0.0001 | - |
| 9.7246 | 121800 | 0.0207 | - |
| 9.7285 | 121850 | 0.0001 | - |
| 9.7325 | 121900 | 0.0032 | - |
| 9.7365 | 121950 | 0.0008 | - |
| 9.7405 | 122000 | 0.0038 | - |
| 9.7445 | 122050 | 0.0005 | - |
| 9.7485 | 122100 | 0.0002 | - |
| 9.7525 | 122150 | 0.0005 | - |
| 9.7565 | 122200 | 0.0043 | - |
| 9.7605 | 122250 | 0.0003 | - |
| 9.7645 | 122300 | 0.021 | - |
| 9.7685 | 122350 | 0.0128 | - |
| 9.7725 | 122400 | 0.0032 | - |
| 9.7764 | 122450 | 0.0001 | - |
| 9.7804 | 122500 | 0.0 | - |
| 9.7844 | 122550 | 0.0119 | - |
| 9.7884 | 122600 | 0.0 | - |
| 9.7924 | 122650 | 0.0 | - |
| 9.7964 | 122700 | 0.0 | - |
| 9.8004 | 122750 | 0.0092 | - |
| 9.8044 | 122800 | 0.0001 | - |
| 9.8084 | 122850 | 0.0008 | - |
| 9.8124 | 122900 | 0.0009 | - |
| 9.8164 | 122950 | 0.0021 | - |
| 9.8204 | 123000 | 0.0 | - |
| 9.8244 | 123050 | 0.0174 | - |
| 9.8283 | 123100 | 0.0001 | - |
| 9.8323 | 123150 | 0.0095 | - |
| 9.8363 | 123200 | 0.0183 | - |
| 9.8403 | 123250 | 0.0001 | - |
| 9.8443 | 123300 | 0.0002 | - |
| 9.8483 | 123350 | 0.0 | - |
| 9.8523 | 123400 | 0.0004 | - |
| 9.8563 | 123450 | 0.0 | - |
| 9.8603 | 123500 | 0.0001 | - |
| 9.8643 | 123550 | 0.0028 | - |
| 9.8683 | 123600 | 0.0 | - |
| 9.8723 | 123650 | 0.0001 | - |
| 9.8762 | 123700 | 0.0 | - |
| 9.8802 | 123750 | 0.0004 | - |
| 9.8842 | 123800 | 0.0035 | - |
| 9.8882 | 123850 | 0.0001 | - |
| 9.8922 | 123900 | 0.0 | - |
| 9.8962 | 123950 | 0.0001 | - |
| 9.9002 | 124000 | 0.0038 | - |
| 9.9042 | 124050 | 0.0028 | - |
| 9.9082 | 124100 | 0.0002 | - |
| 9.9122 | 124150 | 0.0001 | - |
| 9.9162 | 124200 | 0.0 | - |
| 9.9202 | 124250 | 0.0005 | - |
| 9.9242 | 124300 | 0.016 | - |
| 9.9281 | 124350 | 0.0001 | - |
| 9.9321 | 124400 | 0.0001 | - |
| 9.9361 | 124450 | 0.0 | - |
| 9.9401 | 124500 | 0.0009 | - |
| 9.9441 | 124550 | 0.0 | - |
| 9.9481 | 124600 | 0.0015 | - |
| 9.9521 | 124650 | 0.0 | - |
| 9.9561 | 124700 | 0.0 | - |
| 9.9601 | 124750 | 0.0002 | - |
| 9.9641 | 124800 | 0.0 | - |
| 9.9681 | 124850 | 0.0028 | - |
| 9.9721 | 124900 | 0.0004 | - |
| 9.9760 | 124950 | 0.014 | - |
| 9.9800 | 125000 | 0.0138 | - |
| 9.9840 | 125050 | 0.0008 | - |
| 9.9880 | 125100 | 0.0001 | - |
| 9.9920 | 125150 | 0.0 | - |
| 9.9960 | 125200 | 0.0136 | - |
| 10.0 | 125250 | 0.0182 | 0.0777 |
* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.10.14
- SetFit: 1.0.3
- Sentence Transformers: 3.0.1
- Transformers: 4.39.0
- PyTorch: 2.4.0
- Datasets: 2.21.0
- Tokenizers: 0.15.2
## Citation
### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```