---
base_model: klue/roberta-base
library_name: setfit
metrics:
- metric
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 모니터 > 게이밍모니터 > mobiuzex시리즈
- text: ssgcom > 면류 > 통조림 > 즉석식품 > 파스타면 > 생면 > 건면 > 파스타면
- text: ssg > 생활 / 주방 > 건강 / 위생용품 > 면도 / 제모용품 > 면도기 / 날
- text: ssgcom > 생수 > 음료 > 주류 > 과일 > 야채음료
- text: 가전디지털컴퓨터 > 데스크탑 > lg > 일반데스크탑
inference: true
model-index:
- name: SetFit with klue/roberta-base
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: metric
value: 0.974609375
name: Metric
---
# SetFit with klue/roberta-base
This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [klue/roberta-base](https://huggingface.co/klue/roberta-base) 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:** [klue/roberta-base](https://huggingface.co/klue/roberta-base)
- **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:** 18 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 |
|:------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 6 | - '남성화장품 > 남성클렌징 > 남성클렌징'
- '수납 / 청소 / 생활잡화 > 모기장 / 해충퇴치'
- 'ssgcom > 주방용품 > 밀폐 > 보관 > 저장용기 > 유리밀폐'
|
| 10 | - '특가판매 > 이월타이어 > 20인치'
- '금호타이어 > 솔루스ta21 > 18인치'
- '자동차용품 > 세차 / 카케어 > 흠집제거 / 복원 > 붓펜 / 도색용품'
|
| 7 | - '등산 > 골프 > 여성등산의류 > 바람막이 > 자켓 > 점퍼'
- '스웨그골프 > 스웨그퍼터'
- 'ssgcom > 골프 > 골프백 > 클러치 / 파우치'
|
| 14 | - '유아동신발 / 잡화 > 양말 / 타이즈 / 벨트 / 기타 > 기타잡화'
- 'ssg > 유아동 > 신생아 / 유아패션 > 니트 / 가디건 / 조끼'
- '생활용품 > 방한용품 > 아이마스크'
|
| 11 | - '진공청소기'
- '가전디지털컴퓨터 > 계절가전 / 에어컨 > 난방가전 > 온풍기 / 난방기'
- '스마트폰 > 갤럭시기타 > 갤럭시z폴드3'
|
| 4 | - 'haruwellshop브랜드스토어 > 나우 > 캣키튼'
- '천연수제간식 > 야옹이수제간식'
- '애묘사료 > 사료'
|
| 5 | - '슈즈 > 베이스메이크업 > 파운데이션'
- '케라스타즈 > generic > 헤어트리트먼트'
- '화장품 / 향수 > 남성화장품 > 남성에센스 / 크림'
|
| 12 | - '주변기기1 > 기타제품 > 헤드셋거치대'
- '에어프라이어조리도구'
- '태블릿악세서리'
|
| 8 | - '싱글라이프 > 즉석식품 / 라면 > 즉석밥 / 도시락 > 즉석밥 / 국밥 / 덮밥 > 즉석덮밥 / 비빔밥'
- 'ssgcom > 장류 > 양념 > 가루 > 오일 > 장류 > 양념 > 쌈장'
- 'ssgcom > 과일 > 감 > 곶감 > 곶감 > 반건시'
|
| 16 | - '남성패션 > 브랜드잡화'
- '모자 / 장갑 / acc > 선글라스 / 안경 > 선글라스'
- 'ssg > 패션잡화 > 명품 / 수입잡화 > 지갑 > 키지갑 / 키홀더'
|
| 17 | - '생활용품 > 수납 / 정리 > 수납케이스 > 이쑤시개케이스'
- '취미문구 > 꽃 / 원예 / 원예용품'
- '결혼준비 > 가구 / 침구 > 침구 > 베개 > 베개솜'
|
| 15 | - 'ssgcom > 여성브랜드패션 > 무스탕 > 퍼 > 퍼'
- '여성캐주얼 > 코트'
- '여성커리어 > 자켓 > 테일러드자켓'
|
| 3 | - 'ssgcom > 문구 > 미술 > 사무 > 취미 > 미술 > 화방용품 > 스케치북 > 드로잉북'
- '완구 / 취미 > 수집품 > cd / lp > 월드뮤직'
- '생활 / 건강 > 문구 / 사무용품 > 필기도구 > 사인펜'
|
| 2 | - 'ssgcom > 도서 > 국내도서 > 국어 > 외국어 > 사전 > 영어'
- '도서 / 음반 / dvd > it컴퓨터 > 프로그래밍언어'
- '도서 / 음반 / dvd > 인문 > 동양철학 > 노장사상 / 도교철학'
|
| 1 | - '가구 / 생활 / 건강 / 렌탈 > 생활 / 취미 > 건강 / 의료용품'
- '생활 / 건강 > 건강용품 > 찜질용품 > 좌욕기 / 좌훈기'
- '생활 / 건강 > 건강용품 > 의료용품 > 파스'
|
| 9 | - 'ssgcom > 여행 > 여행용품 > 편의용품'
- 'ssgcom > 여행 > 골프여행 > 남태평양'
- 'ssgcom > 여행 > 호텔 / 리조트 / 펜션 > 국내호텔 / 리조트'
|
| 13 | - '전자담배 > 저스트포그'
- '전자담배기기csv > csv'
- '전자담배 > 코일'
|
| 0 | - 'ssgcom > e쿠폰 > 상품권 > 상품권 > 기타상품권'
- 'ssgcom > e쿠폰 > 상품권 > 모바일쿠폰 > 커피 > 음료 > 아이스크림'
- 'ssgcom > 서비스 > 이사 > 클리닝 > 일반 > 포장이사'
|
## Evaluation
### Metrics
| Label | Metric |
|:--------|:-------|
| **all** | 0.9746 |
## 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("setfit_model_id")
# Run inference
preds = model("모니터 > 게이밍모니터 > mobiuzex시리즈")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count | 1 | 7.7736 | 45 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 52 |
| 1 | 414 |
| 2 | 368 |
| 3 | 524 |
| 4 | 4729 |
| 5 | 3953 |
| 6 | 3719 |
| 7 | 2153 |
| 8 | 3898 |
| 9 | 18 |
| 10 | 824 |
| 11 | 22050 |
| 12 | 2292 |
| 13 | 113 |
| 14 | 1359 |
| 15 | 1576 |
| 16 | 1717 |
| 17 | 905 |
### Training Hyperparameters
- batch_size: (256, 256)
- num_epochs: (10, 10)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-05
- 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: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.2762 | - |
| 0.0063 | 50 | 0.2832 | - |
| 0.0126 | 100 | 0.2566 | - |
| 0.0189 | 150 | 0.2048 | - |
| 0.0253 | 200 | 0.1497 | - |
| 0.0316 | 250 | 0.1044 | - |
| 0.0379 | 300 | 0.0974 | - |
| 0.0442 | 350 | 0.0855 | - |
| 0.0505 | 400 | 0.094 | - |
| 0.0568 | 450 | 0.0652 | - |
| 0.0632 | 500 | 0.0582 | - |
| 0.0695 | 550 | 0.0676 | - |
| 0.0758 | 600 | 0.0682 | - |
| 0.0821 | 650 | 0.0464 | - |
| 0.0884 | 700 | 0.0514 | - |
| 0.0947 | 750 | 0.0418 | - |
| 0.1010 | 800 | 0.0445 | - |
| 0.1074 | 850 | 0.0395 | - |
| 0.1137 | 900 | 0.0505 | - |
| 0.1200 | 950 | 0.0292 | - |
| 0.1263 | 1000 | 0.0248 | - |
| 0.1326 | 1050 | 0.0302 | - |
| 0.1389 | 1100 | 0.0469 | - |
| 0.1453 | 1150 | 0.0296 | - |
| 0.1516 | 1200 | 0.0342 | - |
| 0.1579 | 1250 | 0.0284 | - |
| 0.1642 | 1300 | 0.033 | - |
| 0.1705 | 1350 | 0.0344 | - |
| 0.1768 | 1400 | 0.0212 | - |
| 0.1832 | 1450 | 0.023 | - |
| 0.1895 | 1500 | 0.0145 | - |
| 0.1958 | 1550 | 0.0271 | - |
| 0.2021 | 1600 | 0.0225 | - |
| 0.2084 | 1650 | 0.0159 | - |
| 0.2147 | 1700 | 0.0299 | - |
| 0.2210 | 1750 | 0.0175 | - |
| 0.2274 | 1800 | 0.0253 | - |
| 0.2337 | 1850 | 0.0104 | - |
| 0.2400 | 1900 | 0.0212 | - |
| 0.2463 | 1950 | 0.0116 | - |
| 0.2526 | 2000 | 0.031 | - |
| 0.2589 | 2050 | 0.0109 | - |
| 0.2653 | 2100 | 0.0175 | - |
| 0.2716 | 2150 | 0.0197 | - |
| 0.2779 | 2200 | 0.0184 | - |
| 0.2842 | 2250 | 0.0107 | - |
| 0.2905 | 2300 | 0.0221 | - |
| 0.2968 | 2350 | 0.0168 | - |
| 0.3031 | 2400 | 0.0091 | - |
| 0.3095 | 2450 | 0.0133 | - |
| 0.3158 | 2500 | 0.0194 | - |
| 0.3221 | 2550 | 0.0194 | - |
| 0.3284 | 2600 | 0.0208 | - |
| 0.3347 | 2650 | 0.0207 | - |
| 0.3410 | 2700 | 0.0117 | - |
| 0.3474 | 2750 | 0.0266 | - |
| 0.3537 | 2800 | 0.0084 | - |
| 0.3600 | 2850 | 0.0114 | - |
| 0.3663 | 2900 | 0.0136 | - |
| 0.3726 | 2950 | 0.006 | - |
| 0.3789 | 3000 | 0.0079 | - |
| 0.3852 | 3050 | 0.0033 | - |
| 0.3916 | 3100 | 0.0111 | - |
| 0.3979 | 3150 | 0.012 | - |
| 0.4042 | 3200 | 0.0076 | - |
| 0.4105 | 3250 | 0.0038 | - |
| 0.4168 | 3300 | 0.0068 | - |
| 0.4231 | 3350 | 0.0135 | - |
| 0.4295 | 3400 | 0.0158 | - |
| 0.4358 | 3450 | 0.0198 | - |
| 0.4421 | 3500 | 0.0081 | - |
| 0.4484 | 3550 | 0.0209 | - |
| 0.4547 | 3600 | 0.0095 | - |
| 0.4610 | 3650 | 0.0152 | - |
| 0.4673 | 3700 | 0.0118 | - |
| 0.4737 | 3750 | 0.0123 | - |
| 0.4800 | 3800 | 0.0096 | - |
| 0.4863 | 3850 | 0.0053 | - |
| 0.4926 | 3900 | 0.0115 | - |
| 0.4989 | 3950 | 0.0075 | - |
| 0.5052 | 4000 | 0.0078 | - |
| 0.5116 | 4050 | 0.0139 | - |
| 0.5179 | 4100 | 0.0073 | - |
| 0.5242 | 4150 | 0.0097 | - |
| 0.5305 | 4200 | 0.0075 | - |
| 0.5368 | 4250 | 0.0032 | - |
| 0.5431 | 4300 | 0.0107 | - |
| 0.5495 | 4350 | 0.0146 | - |
| 0.5558 | 4400 | 0.0162 | - |
| 0.5621 | 4450 | 0.0068 | - |
| 0.5684 | 4500 | 0.0054 | - |
| 0.5747 | 4550 | 0.0178 | - |
| 0.5810 | 4600 | 0.0081 | - |
| 0.5873 | 4650 | 0.0086 | - |
| 0.5937 | 4700 | 0.0015 | - |
| 0.6000 | 4750 | 0.0093 | - |
| 0.6063 | 4800 | 0.0121 | - |
| 0.6126 | 4850 | 0.0039 | - |
| 0.6189 | 4900 | 0.0059 | - |
| 0.6252 | 4950 | 0.0041 | - |
| 0.6316 | 5000 | 0.0084 | - |
| 0.6379 | 5050 | 0.0113 | - |
| 0.6442 | 5100 | 0.0082 | - |
| 0.6505 | 5150 | 0.0039 | - |
| 0.6568 | 5200 | 0.0129 | - |
| 0.6631 | 5250 | 0.0029 | - |
| 0.6694 | 5300 | 0.0062 | - |
| 0.6758 | 5350 | 0.0129 | - |
| 0.6821 | 5400 | 0.0052 | - |
| 0.6884 | 5450 | 0.0125 | - |
| 0.6947 | 5500 | 0.0053 | - |
| 0.7010 | 5550 | 0.0061 | - |
| 0.7073 | 5600 | 0.0063 | - |
| 0.7137 | 5650 | 0.0061 | - |
| 0.7200 | 5700 | 0.0063 | - |
| 0.7263 | 5750 | 0.0041 | - |
| 0.7326 | 5800 | 0.0006 | - |
| 0.7389 | 5850 | 0.0077 | - |
| 0.7452 | 5900 | 0.0167 | - |
| 0.7515 | 5950 | 0.01 | - |
| 0.7579 | 6000 | 0.0029 | - |
| 0.7642 | 6050 | 0.0048 | - |
| 0.7705 | 6100 | 0.0134 | - |
| 0.7768 | 6150 | 0.0095 | - |
| 0.7831 | 6200 | 0.0055 | - |
| 0.7894 | 6250 | 0.0046 | - |
| 0.7958 | 6300 | 0.0036 | - |
| 0.8021 | 6350 | 0.0063 | - |
| 0.8084 | 6400 | 0.0015 | - |
| 0.8147 | 6450 | 0.0044 | - |
| 0.8210 | 6500 | 0.0083 | - |
| 0.8273 | 6550 | 0.0028 | - |
| 0.8336 | 6600 | 0.0057 | - |
| 0.8400 | 6650 | 0.001 | - |
| 0.8463 | 6700 | 0.0159 | - |
| 0.8526 | 6750 | 0.0139 | - |
| 0.8589 | 6800 | 0.0006 | - |
| 0.8652 | 6850 | 0.0085 | - |
| 0.8715 | 6900 | 0.0108 | - |
| 0.8779 | 6950 | 0.0101 | - |
| 0.8842 | 7000 | 0.0077 | - |
| 0.8905 | 7050 | 0.006 | - |
| 0.8968 | 7100 | 0.0086 | - |
| 0.9031 | 7150 | 0.0036 | - |
| 0.9094 | 7200 | 0.0001 | - |
| 0.9158 | 7250 | 0.0145 | - |
| 0.9221 | 7300 | 0.0007 | - |
| 0.9284 | 7350 | 0.0119 | - |
| 0.9347 | 7400 | 0.0027 | - |
| 0.9410 | 7450 | 0.015 | - |
| 0.9473 | 7500 | 0.0005 | - |
| 0.9536 | 7550 | 0.0076 | - |
| 0.9600 | 7600 | 0.0014 | - |
| 0.9663 | 7650 | 0.0029 | - |
| 0.9726 | 7700 | 0.0068 | - |
| 0.9789 | 7750 | 0.0011 | - |
| 0.9852 | 7800 | 0.001 | - |
| 0.9915 | 7850 | 0.0085 | - |
| 0.9979 | 7900 | 0.0015 | - |
| 1.0042 | 7950 | 0.0074 | - |
| 1.0105 | 8000 | 0.0003 | - |
| 1.0168 | 8050 | 0.0018 | - |
| 1.0231 | 8100 | 0.0087 | - |
| 1.0294 | 8150 | 0.0106 | - |
| 1.0357 | 8200 | 0.0013 | - |
| 1.0421 | 8250 | 0.0036 | - |
| 1.0484 | 8300 | 0.0007 | - |
| 1.0547 | 8350 | 0.0064 | - |
| 1.0610 | 8400 | 0.0041 | - |
| 1.0673 | 8450 | 0.009 | - |
| 1.0736 | 8500 | 0.0055 | - |
| 1.0800 | 8550 | 0.0101 | - |
| 1.0863 | 8600 | 0.0025 | - |
| 1.0926 | 8650 | 0.0162 | - |
| 1.0989 | 8700 | 0.0002 | - |
| 1.1052 | 8750 | 0.0079 | - |
| 1.1115 | 8800 | 0.0087 | - |
| 1.1178 | 8850 | 0.0009 | - |
| 1.1242 | 8900 | 0.0058 | - |
| 1.1305 | 8950 | 0.0039 | - |
| 1.1368 | 9000 | 0.0003 | - |
| 1.1431 | 9050 | 0.0028 | - |
| 1.1494 | 9100 | 0.0032 | - |
| 1.1557 | 9150 | 0.0075 | - |
| 1.1621 | 9200 | 0.0113 | - |
| 1.1684 | 9250 | 0.001 | - |
| 1.1747 | 9300 | 0.0079 | - |
| 1.1810 | 9350 | 0.0019 | - |
| 1.1873 | 9400 | 0.007 | - |
| 1.1936 | 9450 | 0.0007 | - |
| 1.1999 | 9500 | 0.0068 | - |
| 1.2063 | 9550 | 0.0023 | - |
| 1.2126 | 9600 | 0.0046 | - |
| 1.2189 | 9650 | 0.0042 | - |
| 1.2252 | 9700 | 0.0003 | - |
| 1.2315 | 9750 | 0.0018 | - |
| 1.2378 | 9800 | 0.0015 | - |
| 1.2442 | 9850 | 0.0055 | - |
| 1.2505 | 9900 | 0.0042 | - |
| 1.2568 | 9950 | 0.0009 | - |
| 1.2631 | 10000 | 0.0003 | - |
| 1.2694 | 10050 | 0.0022 | - |
| 1.2757 | 10100 | 0.0071 | - |
| 1.2821 | 10150 | 0.0009 | - |
| 1.2884 | 10200 | 0.0086 | - |
| 1.2947 | 10250 | 0.0031 | - |
| 1.3010 | 10300 | 0.0027 | - |
| 1.3073 | 10350 | 0.0002 | - |
| 1.3136 | 10400 | 0.0038 | - |
| 1.3199 | 10450 | 0.0003 | - |
| 1.3263 | 10500 | 0.0039 | - |
| 1.3326 | 10550 | 0.003 | - |
| 1.3389 | 10600 | 0.0132 | - |
| 1.3452 | 10650 | 0.0057 | - |
| 1.3515 | 10700 | 0.0004 | - |
| 1.3578 | 10750 | 0.0003 | - |
| 1.3642 | 10800 | 0.003 | - |
| 1.3705 | 10850 | 0.0001 | - |
| 1.3768 | 10900 | 0.0005 | - |
| 1.3831 | 10950 | 0.0021 | - |
| 1.3894 | 11000 | 0.0009 | - |
| 1.3957 | 11050 | 0.0002 | - |
| 1.4020 | 11100 | 0.0002 | - |
| 1.4084 | 11150 | 0.006 | - |
| 1.4147 | 11200 | 0.0027 | - |
| 1.4210 | 11250 | 0.0011 | - |
| 1.4273 | 11300 | 0.0003 | - |
| 1.4336 | 11350 | 0.0017 | - |
| 1.4399 | 11400 | 0.0033 | - |
| 1.4463 | 11450 | 0.0001 | - |
| 1.4526 | 11500 | 0.0031 | - |
| 1.4589 | 11550 | 0.0004 | - |
| 1.4652 | 11600 | 0.0039 | - |
| 1.4715 | 11650 | 0.0014 | - |
| 1.4778 | 11700 | 0.0005 | - |
| 1.4841 | 11750 | 0.0021 | - |
| 1.4905 | 11800 | 0.004 | - |
| 1.4968 | 11850 | 0.0051 | - |
| 1.5031 | 11900 | 0.0081 | - |
| 1.5094 | 11950 | 0.0044 | - |
| 1.5157 | 12000 | 0.0043 | - |
| 1.5220 | 12050 | 0.0033 | - |
| 1.5284 | 12100 | 0.0017 | - |
| 1.5347 | 12150 | 0.0035 | - |
| 1.5410 | 12200 | 0.0061 | - |
| 1.5473 | 12250 | 0.0074 | - |
| 1.5536 | 12300 | 0.0027 | - |
| 1.5599 | 12350 | 0.0054 | - |
| 1.5662 | 12400 | 0.0028 | - |
| 1.5726 | 12450 | 0.0003 | - |
| 1.5789 | 12500 | 0.0028 | - |
| 1.5852 | 12550 | 0.0083 | - |
| 1.5915 | 12600 | 0.0068 | - |
| 1.5978 | 12650 | 0.0009 | - |
| 1.6041 | 12700 | 0.0003 | - |
| 1.6105 | 12750 | 0.0022 | - |
| 1.6168 | 12800 | 0.0002 | - |
| 1.6231 | 12850 | 0.0013 | - |
| 1.6294 | 12900 | 0.0002 | - |
| 1.6357 | 12950 | 0.0048 | - |
| 1.6420 | 13000 | 0.0036 | - |
| 1.6484 | 13050 | 0.0006 | - |
| 1.6547 | 13100 | 0.0004 | - |
| 1.6610 | 13150 | 0.0001 | - |
| 1.6673 | 13200 | 0.0032 | - |
| 1.6736 | 13250 | 0.0032 | - |
| 1.6799 | 13300 | 0.0102 | - |
| 1.6862 | 13350 | 0.0049 | - |
| 1.6926 | 13400 | 0.0014 | - |
| 1.6989 | 13450 | 0.0048 | - |
| 1.7052 | 13500 | 0.0038 | - |
| 1.7115 | 13550 | 0.0016 | - |
| 1.7178 | 13600 | 0.0001 | - |
| 1.7241 | 13650 | 0.0067 | - |
| 1.7305 | 13700 | 0.0031 | - |
| 1.7368 | 13750 | 0.0039 | - |
| 1.7431 | 13800 | 0.0004 | - |
| 1.7494 | 13850 | 0.004 | - |
| 1.7557 | 13900 | 0.004 | - |
| 1.7620 | 13950 | 0.0066 | - |
| 1.7683 | 14000 | 0.0009 | - |
| 1.7747 | 14050 | 0.0042 | - |
| 1.7810 | 14100 | 0.0048 | - |
| 1.7873 | 14150 | 0.0036 | - |
| 1.7936 | 14200 | 0.0044 | - |
| 1.7999 | 14250 | 0.0015 | - |
| 1.8062 | 14300 | 0.0086 | - |
| 1.8126 | 14350 | 0.0003 | - |
| 1.8189 | 14400 | 0.0002 | - |
| 1.8252 | 14450 | 0.0001 | - |
| 1.8315 | 14500 | 0.0058 | - |
| 1.8378 | 14550 | 0.0062 | - |
| 1.8441 | 14600 | 0.0001 | - |
| 1.8504 | 14650 | 0.0001 | - |
| 1.8568 | 14700 | 0.002 | - |
| 1.8631 | 14750 | 0.007 | - |
| 1.8694 | 14800 | 0.0037 | - |
| 1.8757 | 14850 | 0.0001 | - |
| 1.8820 | 14900 | 0.0111 | - |
| 1.8883 | 14950 | 0.0068 | - |
| 1.8947 | 15000 | 0.003 | - |
| 1.9010 | 15050 | 0.0003 | - |
| 1.9073 | 15100 | 0.0003 | - |
| 1.9136 | 15150 | 0.0077 | - |
| 1.9199 | 15200 | 0.0009 | - |
| 1.9262 | 15250 | 0.0012 | - |
| 1.9326 | 15300 | 0.0002 | - |
| 1.9389 | 15350 | 0.0062 | - |
| 1.9452 | 15400 | 0.0002 | - |
| 1.9515 | 15450 | 0.0027 | - |
| 1.9578 | 15500 | 0.0016 | - |
| 1.9641 | 15550 | 0.0006 | - |
| 1.9704 | 15600 | 0.0013 | - |
| 1.9768 | 15650 | 0.0002 | - |
| 1.9831 | 15700 | 0.0002 | - |
| 1.9894 | 15750 | 0.004 | - |
| 1.9957 | 15800 | 0.0035 | - |
| 2.0020 | 15850 | 0.0019 | - |
| 2.0083 | 15900 | 0.0046 | - |
| 2.0147 | 15950 | 0.0048 | - |
| 2.0210 | 16000 | 0.0003 | - |
| 2.0273 | 16050 | 0.0002 | - |
| 2.0336 | 16100 | 0.0001 | - |
| 2.0399 | 16150 | 0.0001 | - |
| 2.0462 | 16200 | 0.0009 | - |
| 2.0525 | 16250 | 0.0001 | - |
| 2.0589 | 16300 | 0.0002 | - |
| 2.0652 | 16350 | 0.0026 | - |
| 2.0715 | 16400 | 0.0036 | - |
| 2.0778 | 16450 | 0.0015 | - |
| 2.0841 | 16500 | 0.0007 | - |
| 2.0904 | 16550 | 0.0028 | - |
| 2.0968 | 16600 | 0.0004 | - |
| 2.1031 | 16650 | 0.0049 | - |
| 2.1094 | 16700 | 0.0008 | - |
| 2.1157 | 16750 | 0.0026 | - |
| 2.1220 | 16800 | 0.0022 | - |
| 2.1283 | 16850 | 0.0081 | - |
| 2.1346 | 16900 | 0.0014 | - |
| 2.1410 | 16950 | 0.0025 | - |
| 2.1473 | 17000 | 0.0001 | - |
| 2.1536 | 17050 | 0.004 | - |
| 2.1599 | 17100 | 0.001 | - |
| 2.1662 | 17150 | 0.0003 | - |
| 2.1725 | 17200 | 0.0002 | - |
| 2.1789 | 17250 | 0.0001 | - |
| 2.1852 | 17300 | 0.0014 | - |
| 2.1915 | 17350 | 0.0018 | - |
| 2.1978 | 17400 | 0.0054 | - |
| 2.2041 | 17450 | 0.0002 | - |
| 2.2104 | 17500 | 0.0001 | - |
| 2.2167 | 17550 | 0.002 | - |
| 2.2231 | 17600 | 0.0006 | - |
| 2.2294 | 17650 | 0.0167 | - |
| 2.2357 | 17700 | 0.0003 | - |
| 2.2420 | 17750 | 0.0004 | - |
| 2.2483 | 17800 | 0.0061 | - |
| 2.2546 | 17850 | 0.0061 | - |
| 2.2610 | 17900 | 0.0002 | - |
| 2.2673 | 17950 | 0.0028 | - |
| 2.2736 | 18000 | 0.0001 | - |
| 2.2799 | 18050 | 0.0001 | - |
| 2.2862 | 18100 | 0.0012 | - |
| 2.2925 | 18150 | 0.0004 | - |
| 2.2989 | 18200 | 0.0007 | - |
| 2.3052 | 18250 | 0.0001 | - |
| 2.3115 | 18300 | 0.0016 | - |
| 2.3178 | 18350 | 0.0004 | - |
| 2.3241 | 18400 | 0.0004 | - |
| 2.3304 | 18450 | 0.004 | - |
| 2.3367 | 18500 | 0.0011 | - |
| 2.3431 | 18550 | 0.0037 | - |
| 2.3494 | 18600 | 0.013 | - |
| 2.3557 | 18650 | 0.0069 | - |
| 2.3620 | 18700 | 0.0009 | - |
| 2.3683 | 18750 | 0.002 | - |
| 2.3746 | 18800 | 0.0004 | - |
| 2.3810 | 18850 | 0.0001 | - |
| 2.3873 | 18900 | 0.0006 | - |
| 2.3936 | 18950 | 0.0003 | - |
| 2.3999 | 19000 | 0.007 | - |
| 2.4062 | 19050 | 0.0014 | - |
| 2.4125 | 19100 | 0.0047 | - |
| 2.4188 | 19150 | 0.0012 | - |
| 2.4252 | 19200 | 0.0039 | - |
| 2.4315 | 19250 | 0.0002 | - |
| 2.4378 | 19300 | 0.0015 | - |
| 2.4441 | 19350 | 0.0002 | - |
| 2.4504 | 19400 | 0.0021 | - |
| 2.4567 | 19450 | 0.0023 | - |
| 2.4631 | 19500 | 0.0001 | - |
| 2.4694 | 19550 | 0.0029 | - |
| 2.4757 | 19600 | 0.0003 | - |
| 2.4820 | 19650 | 0.0003 | - |
| 2.4883 | 19700 | 0.0056 | - |
| 2.4946 | 19750 | 0.0017 | - |
| 2.5009 | 19800 | 0.0001 | - |
| 2.5073 | 19850 | 0.0037 | - |
| 2.5136 | 19900 | 0.003 | - |
| 2.5199 | 19950 | 0.0042 | - |
| 2.5262 | 20000 | 0.0001 | - |
| 2.5325 | 20050 | 0.0019 | - |
| 2.5388 | 20100 | 0.0012 | - |
| 2.5452 | 20150 | 0.0005 | - |
| 2.5515 | 20200 | 0.0005 | - |
| 2.5578 | 20250 | 0.0037 | - |
| 2.5641 | 20300 | 0.0002 | - |
| 2.5704 | 20350 | 0.0019 | - |
| 2.5767 | 20400 | 0.0026 | - |
| 2.5830 | 20450 | 0.0033 | - |
| 2.5894 | 20500 | 0.0028 | - |
| 2.5957 | 20550 | 0.0004 | - |
| 2.6020 | 20600 | 0.0002 | - |
| 2.6083 | 20650 | 0.0076 | - |
| 2.6146 | 20700 | 0.0036 | - |
| 2.6209 | 20750 | 0.0006 | - |
| 2.6273 | 20800 | 0.0053 | - |
| 2.6336 | 20850 | 0.007 | - |
| 2.6399 | 20900 | 0.0 | - |
| 2.6462 | 20950 | 0.0001 | - |
| 2.6525 | 21000 | 0.0015 | - |
| 2.6588 | 21050 | 0.0004 | - |
| 2.6652 | 21100 | 0.0004 | - |
| 2.6715 | 21150 | 0.0 | - |
| 2.6778 | 21200 | 0.0008 | - |
| 2.6841 | 21250 | 0.0019 | - |
| 2.6904 | 21300 | 0.0039 | - |
| 2.6967 | 21350 | 0.0043 | - |
| 2.7030 | 21400 | 0.0001 | - |
| 2.7094 | 21450 | 0.0001 | - |
| 2.7157 | 21500 | 0.0004 | - |
| 2.7220 | 21550 | 0.0001 | - |
| 2.7283 | 21600 | 0.0026 | - |
| 2.7346 | 21650 | 0.0008 | - |
| 2.7409 | 21700 | 0.0006 | - |
| 2.7473 | 21750 | 0.0012 | - |
| 2.7536 | 21800 | 0.0008 | - |
| 2.7599 | 21850 | 0.0003 | - |
| 2.7662 | 21900 | 0.0014 | - |
| 2.7725 | 21950 | 0.0002 | - |
| 2.7788 | 22000 | 0.0002 | - |
| 2.7851 | 22050 | 0.0001 | - |
| 2.7915 | 22100 | 0.0001 | - |
| 2.7978 | 22150 | 0.0 | - |
| 2.8041 | 22200 | 0.009 | - |
| 2.8104 | 22250 | 0.0024 | - |
| 2.8167 | 22300 | 0.0019 | - |
| 2.8230 | 22350 | 0.0001 | - |
| 2.8294 | 22400 | 0.0003 | - |
| 2.8357 | 22450 | 0.0046 | - |
| 2.8420 | 22500 | 0.0043 | - |
| 2.8483 | 22550 | 0.0002 | - |
| 2.8546 | 22600 | 0.0002 | - |
| 2.8609 | 22650 | 0.001 | - |
| 2.8672 | 22700 | 0.0004 | - |
| 2.8736 | 22750 | 0.0046 | - |
| 2.8799 | 22800 | 0.0038 | - |
| 2.8862 | 22850 | 0.0039 | - |
| 2.8925 | 22900 | 0.0016 | - |
| 2.8988 | 22950 | 0.001 | - |
| 2.9051 | 23000 | 0.0 | - |
| 2.9115 | 23050 | 0.0079 | - |
| 2.9178 | 23100 | 0.0 | - |
| 2.9241 | 23150 | 0.0021 | - |
| 2.9304 | 23200 | 0.0004 | - |
| 2.9367 | 23250 | 0.0004 | - |
| 2.9430 | 23300 | 0.0001 | - |
| 2.9493 | 23350 | 0.0077 | - |
| 2.9557 | 23400 | 0.0066 | - |
| 2.9620 | 23450 | 0.0 | - |
| 2.9683 | 23500 | 0.0018 | - |
| 2.9746 | 23550 | 0.0039 | - |
| 2.9809 | 23600 | 0.0107 | - |
| 2.9872 | 23650 | 0.0065 | - |
| 2.9936 | 23700 | 0.0035 | - |
| 2.9999 | 23750 | 0.0005 | - |
| 3.0062 | 23800 | 0.0002 | - |
| 3.0125 | 23850 | 0.0002 | - |
| 3.0188 | 23900 | 0.0007 | - |
| 3.0251 | 23950 | 0.0023 | - |
| 3.0315 | 24000 | 0.0005 | - |
| 3.0378 | 24050 | 0.0039 | - |
| 3.0441 | 24100 | 0.0001 | - |
| 3.0504 | 24150 | 0.0027 | - |
| 3.0567 | 24200 | 0.0027 | - |
| 3.0630 | 24250 | 0.0001 | - |
| 3.0693 | 24300 | 0.0003 | - |
| 3.0757 | 24350 | 0.0063 | - |
| 3.0820 | 24400 | 0.0009 | - |
| 3.0883 | 24450 | 0.0056 | - |
| 3.0946 | 24500 | 0.0026 | - |
| 3.1009 | 24550 | 0.0001 | - |
| 3.1072 | 24600 | 0.0002 | - |
| 3.1136 | 24650 | 0.0003 | - |
| 3.1199 | 24700 | 0.0001 | - |
| 3.1262 | 24750 | 0.0008 | - |
| 3.1325 | 24800 | 0.0001 | - |
| 3.1388 | 24850 | 0.0 | - |
| 3.1451 | 24900 | 0.0002 | - |
| 3.1514 | 24950 | 0.0031 | - |
| 3.1578 | 25000 | 0.0018 | - |
| 3.1641 | 25050 | 0.0 | - |
| 3.1704 | 25100 | 0.0016 | - |
| 3.1767 | 25150 | 0.0008 | - |
| 3.1830 | 25200 | 0.0004 | - |
| 3.1893 | 25250 | 0.004 | - |
| 3.1957 | 25300 | 0.0002 | - |
| 3.2020 | 25350 | 0.003 | - |
| 3.2083 | 25400 | 0.0001 | - |
| 3.2146 | 25450 | 0.004 | - |
| 3.2209 | 25500 | 0.0008 | - |
| 3.2272 | 25550 | 0.0001 | - |
| 3.2335 | 25600 | 0.0027 | - |
| 3.2399 | 25650 | 0.0007 | - |
| 3.2462 | 25700 | 0.0028 | - |
| 3.2525 | 25750 | 0.0012 | - |
| 3.2588 | 25800 | 0.0022 | - |
| 3.2651 | 25850 | 0.0009 | - |
| 3.2714 | 25900 | 0.0033 | - |
| 3.2778 | 25950 | 0.0002 | - |
| 3.2841 | 26000 | 0.0008 | - |
| 3.2904 | 26050 | 0.0003 | - |
| 3.2967 | 26100 | 0.0044 | - |
| 3.3030 | 26150 | 0.0002 | - |
| 3.3093 | 26200 | 0.0043 | - |
| 3.3156 | 26250 | 0.0005 | - |
| 3.3220 | 26300 | 0.003 | - |
| 3.3283 | 26350 | 0.0005 | - |
| 3.3346 | 26400 | 0.0015 | - |
| 3.3409 | 26450 | 0.0 | - |
| 3.3472 | 26500 | 0.0003 | - |
| 3.3535 | 26550 | 0.0079 | - |
| 3.3599 | 26600 | 0.0001 | - |
| 3.3662 | 26650 | 0.0067 | - |
| 3.3725 | 26700 | 0.0037 | - |
| 3.3788 | 26750 | 0.0001 | - |
| 3.3851 | 26800 | 0.0008 | - |
| 3.3914 | 26850 | 0.0004 | - |
| 3.3978 | 26900 | 0.0 | - |
| 3.4041 | 26950 | 0.0001 | - |
| 3.4104 | 27000 | 0.0001 | - |
| 3.4167 | 27050 | 0.0039 | - |
| 3.4230 | 27100 | 0.0007 | - |
| 3.4293 | 27150 | 0.0001 | - |
| 3.4356 | 27200 | 0.0 | - |
| 3.4420 | 27250 | 0.0004 | - |
| 3.4483 | 27300 | 0.0001 | - |
| 3.4546 | 27350 | 0.0029 | - |
| 3.4609 | 27400 | 0.0002 | - |
| 3.4672 | 27450 | 0.0001 | - |
| 3.4735 | 27500 | 0.0008 | - |
| 3.4799 | 27550 | 0.002 | - |
| 3.4862 | 27600 | 0.0045 | - |
| 3.4925 | 27650 | 0.0058 | - |
| 3.4988 | 27700 | 0.0001 | - |
| 3.5051 | 27750 | 0.0 | - |
| 3.5114 | 27800 | 0.0 | - |
| 3.5177 | 27850 | 0.0003 | - |
| 3.5241 | 27900 | 0.0001 | - |
| 3.5304 | 27950 | 0.0 | - |
| 3.5367 | 28000 | 0.0063 | - |
| 3.5430 | 28050 | 0.0 | - |
| 3.5493 | 28100 | 0.0009 | - |
| 3.5556 | 28150 | 0.0044 | - |
| 3.5620 | 28200 | 0.0008 | - |
| 3.5683 | 28250 | 0.01 | - |
| 3.5746 | 28300 | 0.0 | - |
| 3.5809 | 28350 | 0.0008 | - |
| 3.5872 | 28400 | 0.0007 | - |
| 3.5935 | 28450 | 0.0032 | - |
| 3.5998 | 28500 | 0.0005 | - |
| 3.6062 | 28550 | 0.0004 | - |
| 3.6125 | 28600 | 0.0002 | - |
| 3.6188 | 28650 | 0.0012 | - |
| 3.6251 | 28700 | 0.0 | - |
| 3.6314 | 28750 | 0.0002 | - |
| 3.6377 | 28800 | 0.0014 | - |
| 3.6441 | 28850 | 0.0044 | - |
| 3.6504 | 28900 | 0.0 | - |
| 3.6567 | 28950 | 0.0011 | - |
| 3.6630 | 29000 | 0.001 | - |
| 3.6693 | 29050 | 0.0023 | - |
| 3.6756 | 29100 | 0.0001 | - |
| 3.6820 | 29150 | 0.0039 | - |
| 3.6883 | 29200 | 0.0003 | - |
| 3.6946 | 29250 | 0.0 | - |
| 3.7009 | 29300 | 0.0 | - |
| 3.7072 | 29350 | 0.0002 | - |
| 3.7135 | 29400 | 0.0 | - |
| 3.7198 | 29450 | 0.0023 | - |
| 3.7262 | 29500 | 0.0002 | - |
| 3.7325 | 29550 | 0.001 | - |
| 3.7388 | 29600 | 0.0016 | - |
| 3.7451 | 29650 | 0.0001 | - |
| 3.7514 | 29700 | 0.0002 | - |
| 3.7577 | 29750 | 0.0001 | - |
| 3.7641 | 29800 | 0.0 | - |
| 3.7704 | 29850 | 0.0 | - |
| 3.7767 | 29900 | 0.0023 | - |
| 3.7830 | 29950 | 0.0033 | - |
| 3.7893 | 30000 | 0.0004 | - |
| 3.7956 | 30050 | 0.0001 | - |
| 3.8019 | 30100 | 0.0 | - |
| 3.8083 | 30150 | 0.0009 | - |
| 3.8146 | 30200 | 0.003 | - |
| 3.8209 | 30250 | 0.0002 | - |
| 3.8272 | 30300 | 0.0003 | - |
| 3.8335 | 30350 | 0.0085 | - |
| 3.8398 | 30400 | 0.0025 | - |
| 3.8462 | 30450 | 0.0018 | - |
| 3.8525 | 30500 | 0.0003 | - |
| 3.8588 | 30550 | 0.004 | - |
| 3.8651 | 30600 | 0.0041 | - |
| 3.8714 | 30650 | 0.0022 | - |
| 3.8777 | 30700 | 0.0001 | - |
| 3.8840 | 30750 | 0.0002 | - |
| 3.8904 | 30800 | 0.0 | - |
| 3.8967 | 30850 | 0.0 | - |
| 3.9030 | 30900 | 0.0025 | - |
| 3.9093 | 30950 | 0.0 | - |
| 3.9156 | 31000 | 0.0004 | - |
| 3.9219 | 31050 | 0.0038 | - |
| 3.9283 | 31100 | 0.0019 | - |
| 3.9346 | 31150 | 0.0016 | - |
| 3.9409 | 31200 | 0.0 | - |
| 3.9472 | 31250 | 0.0005 | - |
| 3.9535 | 31300 | 0.0047 | - |
| 3.9598 | 31350 | 0.0001 | - |
| 3.9661 | 31400 | 0.0 | - |
| 3.9725 | 31450 | 0.0 | - |
| 3.9788 | 31500 | 0.0028 | - |
| 3.9851 | 31550 | 0.0027 | - |
| 3.9914 | 31600 | 0.0005 | - |
| 3.9977 | 31650 | 0.0041 | - |
| 4.0040 | 31700 | 0.0022 | - |
| 4.0104 | 31750 | 0.0003 | - |
| 4.0167 | 31800 | 0.0011 | - |
| 4.0230 | 31850 | 0.0001 | - |
| 4.0293 | 31900 | 0.0 | - |
| 4.0356 | 31950 | 0.0004 | - |
| 4.0419 | 32000 | 0.0 | - |
| 4.0483 | 32050 | 0.0 | - |
| 4.0546 | 32100 | 0.0 | - |
| 4.0609 | 32150 | 0.0 | - |
| 4.0672 | 32200 | 0.0021 | - |
| 4.0735 | 32250 | 0.0042 | - |
| 4.0798 | 32300 | 0.0003 | - |
| 4.0861 | 32350 | 0.0001 | - |
| 4.0925 | 32400 | 0.0002 | - |
| 4.0988 | 32450 | 0.004 | - |
| 4.1051 | 32500 | 0.0041 | - |
| 4.1114 | 32550 | 0.0003 | - |
| 4.1177 | 32600 | 0.0025 | - |
| 4.1240 | 32650 | 0.0029 | - |
| 4.1304 | 32700 | 0.0004 | - |
| 4.1367 | 32750 | 0.0049 | - |
| 4.1430 | 32800 | 0.0002 | - |
| 4.1493 | 32850 | 0.0047 | - |
| 4.1556 | 32900 | 0.0017 | - |
| 4.1619 | 32950 | 0.0 | - |
| 4.1682 | 33000 | 0.0003 | - |
| 4.1746 | 33050 | 0.0026 | - |
| 4.1809 | 33100 | 0.0037 | - |
| 4.1872 | 33150 | 0.0003 | - |
| 4.1935 | 33200 | 0.0005 | - |
| 4.1998 | 33250 | 0.0 | - |
| 4.2061 | 33300 | 0.0001 | - |
| 4.2125 | 33350 | 0.0016 | - |
| 4.2188 | 33400 | 0.0002 | - |
| 4.2251 | 33450 | 0.004 | - |
| 4.2314 | 33500 | 0.0 | - |
| 4.2377 | 33550 | 0.0 | - |
| 4.2440 | 33600 | 0.0004 | - |
| 4.2503 | 33650 | 0.0005 | - |
| 4.2567 | 33700 | 0.0002 | - |
| 4.2630 | 33750 | 0.0006 | - |
| 4.2693 | 33800 | 0.0018 | - |
| 4.2756 | 33850 | 0.0 | - |
| 4.2819 | 33900 | 0.0001 | - |
| 4.2882 | 33950 | 0.0006 | - |
| 4.2946 | 34000 | 0.0002 | - |
| 4.3009 | 34050 | 0.0 | - |
| 4.3072 | 34100 | 0.0 | - |
| 4.3135 | 34150 | 0.0042 | - |
| 4.3198 | 34200 | 0.0042 | - |
| 4.3261 | 34250 | 0.0 | - |
| 4.3324 | 34300 | 0.0009 | - |
| 4.3388 | 34350 | 0.0 | - |
| 4.3451 | 34400 | 0.0 | - |
| 4.3514 | 34450 | 0.0 | - |
| 4.3577 | 34500 | 0.0 | - |
| 4.3640 | 34550 | 0.0001 | - |
| 4.3703 | 34600 | 0.0 | - |
| 4.3767 | 34650 | 0.0041 | - |
| 4.3830 | 34700 | 0.0001 | - |
| 4.3893 | 34750 | 0.0001 | - |
| 4.3956 | 34800 | 0.0028 | - |
| 4.4019 | 34850 | 0.0001 | - |
| 4.4082 | 34900 | 0.0024 | - |
| 4.4146 | 34950 | 0.0 | - |
| 4.4209 | 35000 | 0.0003 | - |
| 4.4272 | 35050 | 0.0 | - |
| 4.4335 | 35100 | 0.0039 | - |
| 4.4398 | 35150 | 0.0055 | - |
| 4.4461 | 35200 | 0.0068 | - |
| 4.4524 | 35250 | 0.0041 | - |
| 4.4588 | 35300 | 0.0 | - |
| 4.4651 | 35350 | 0.0001 | - |
| 4.4714 | 35400 | 0.0013 | - |
| 4.4777 | 35450 | 0.0001 | - |
| 4.4840 | 35500 | 0.0 | - |
| 4.4903 | 35550 | 0.0 | - |
| 4.4967 | 35600 | 0.0025 | - |
| 4.5030 | 35650 | 0.0007 | - |
| 4.5093 | 35700 | 0.0 | - |
| 4.5156 | 35750 | 0.0 | - |
| 4.5219 | 35800 | 0.0002 | - |
| 4.5282 | 35850 | 0.0001 | - |
| 4.5345 | 35900 | 0.0001 | - |
| 4.5409 | 35950 | 0.0 | - |
| 4.5472 | 36000 | 0.0 | - |
| 4.5535 | 36050 | 0.0 | - |
| 4.5598 | 36100 | 0.0049 | - |
| 4.5661 | 36150 | 0.004 | - |
| 4.5724 | 36200 | 0.0002 | - |
| 4.5788 | 36250 | 0.001 | - |
| 4.5851 | 36300 | 0.0039 | - |
| 4.5914 | 36350 | 0.004 | - |
| 4.5977 | 36400 | 0.0 | - |
| 4.6040 | 36450 | 0.0 | - |
| 4.6103 | 36500 | 0.0001 | - |
| 4.6166 | 36550 | 0.0006 | - |
| 4.6230 | 36600 | 0.0003 | - |
| 4.6293 | 36650 | 0.0027 | - |
| 4.6356 | 36700 | 0.0044 | - |
| 4.6419 | 36750 | 0.004 | - |
| 4.6482 | 36800 | 0.0043 | - |
| 4.6545 | 36850 | 0.0022 | - |
| 4.6609 | 36900 | 0.0001 | - |
| 4.6672 | 36950 | 0.0011 | - |
| 4.6735 | 37000 | 0.0001 | - |
| 4.6798 | 37050 | 0.0 | - |
| 4.6861 | 37100 | 0.0002 | - |
| 4.6924 | 37150 | 0.0025 | - |
| 4.6987 | 37200 | 0.0047 | - |
| 4.7051 | 37250 | 0.0001 | - |
| 4.7114 | 37300 | 0.0 | - |
| 4.7177 | 37350 | 0.0026 | - |
| 4.7240 | 37400 | 0.0002 | - |
| 4.7303 | 37450 | 0.0039 | - |
| 4.7366 | 37500 | 0.0001 | - |
| 4.7430 | 37550 | 0.0011 | - |
| 4.7493 | 37600 | 0.0 | - |
| 4.7556 | 37650 | 0.0 | - |
| 4.7619 | 37700 | 0.0012 | - |
| 4.7682 | 37750 | 0.0 | - |
| 4.7745 | 37800 | 0.0024 | - |
| 4.7809 | 37850 | 0.0 | - |
| 4.7872 | 37900 | 0.0003 | - |
| 4.7935 | 37950 | 0.003 | - |
| 4.7998 | 38000 | 0.0041 | - |
| 4.8061 | 38050 | 0.0001 | - |
| 4.8124 | 38100 | 0.0 | - |
| 4.8187 | 38150 | 0.0041 | - |
| 4.8251 | 38200 | 0.0002 | - |
| 4.8314 | 38250 | 0.0 | - |
| 4.8377 | 38300 | 0.0042 | - |
| 4.8440 | 38350 | 0.004 | - |
| 4.8503 | 38400 | 0.0 | - |
| 4.8566 | 38450 | 0.0001 | - |
| 4.8630 | 38500 | 0.0001 | - |
| 4.8693 | 38550 | 0.0 | - |
| 4.8756 | 38600 | 0.0 | - |
| 4.8819 | 38650 | 0.0002 | - |
| 4.8882 | 38700 | 0.0 | - |
| 4.8945 | 38750 | 0.0002 | - |
| 4.9008 | 38800 | 0.0009 | - |
| 4.9072 | 38850 | 0.0017 | - |
| 4.9135 | 38900 | 0.0001 | - |
| 4.9198 | 38950 | 0.0029 | - |
| 4.9261 | 39000 | 0.0039 | - |
| 4.9324 | 39050 | 0.0004 | - |
| 4.9387 | 39100 | 0.0011 | - |
| 4.9451 | 39150 | 0.0009 | - |
| 4.9514 | 39200 | 0.0 | - |
| 4.9577 | 39250 | 0.0 | - |
| 4.9640 | 39300 | 0.0001 | - |
| 4.9703 | 39350 | 0.0003 | - |
| 4.9766 | 39400 | 0.0004 | - |
| 4.9829 | 39450 | 0.0007 | - |
| 4.9893 | 39500 | 0.0028 | - |
| 4.9956 | 39550 | 0.0 | - |
| 5.0019 | 39600 | 0.0075 | - |
| 5.0082 | 39650 | 0.0 | - |
| 5.0145 | 39700 | 0.0035 | - |
| 5.0208 | 39750 | 0.0001 | - |
| 5.0272 | 39800 | 0.0012 | - |
| 5.0335 | 39850 | 0.0008 | - |
| 5.0398 | 39900 | 0.0066 | - |
| 5.0461 | 39950 | 0.0025 | - |
| 5.0524 | 40000 | 0.0003 | - |
| 5.0587 | 40050 | 0.0 | - |
| 5.0650 | 40100 | 0.0003 | - |
| 5.0714 | 40150 | 0.0 | - |
| 5.0777 | 40200 | 0.0003 | - |
| 5.0840 | 40250 | 0.0002 | - |
| 5.0903 | 40300 | 0.0061 | - |
| 5.0966 | 40350 | 0.0003 | - |
| 5.1029 | 40400 | 0.0006 | - |
| 5.1093 | 40450 | 0.0 | - |
| 5.1156 | 40500 | 0.0002 | - |
| 5.1219 | 40550 | 0.0004 | - |
| 5.1282 | 40600 | 0.0053 | - |
| 5.1345 | 40650 | 0.0002 | - |
| 5.1408 | 40700 | 0.0003 | - |
| 5.1472 | 40750 | 0.0006 | - |
| 5.1535 | 40800 | 0.0 | - |
| 5.1598 | 40850 | 0.0005 | - |
| 5.1661 | 40900 | 0.0002 | - |
| 5.1724 | 40950 | 0.0024 | - |
| 5.1787 | 41000 | 0.0 | - |
| 5.1850 | 41050 | 0.0 | - |
| 5.1914 | 41100 | 0.0008 | - |
| 5.1977 | 41150 | 0.0 | - |
| 5.2040 | 41200 | 0.0028 | - |
| 5.2103 | 41250 | 0.0001 | - |
| 5.2166 | 41300 | 0.0018 | - |
| 5.2229 | 41350 | 0.001 | - |
| 5.2293 | 41400 | 0.0 | - |
| 5.2356 | 41450 | 0.0 | - |
| 5.2419 | 41500 | 0.002 | - |
| 5.2482 | 41550 | 0.0017 | - |
| 5.2545 | 41600 | 0.0 | - |
| 5.2608 | 41650 | 0.0 | - |
| 5.2671 | 41700 | 0.0 | - |
| 5.2735 | 41750 | 0.0003 | - |
| 5.2798 | 41800 | 0.0 | - |
| 5.2861 | 41850 | 0.0057 | - |
| 5.2924 | 41900 | 0.0019 | - |
| 5.2987 | 41950 | 0.0 | - |
| 5.3050 | 42000 | 0.0002 | - |
| 5.3114 | 42050 | 0.0028 | - |
| 5.3177 | 42100 | 0.0002 | - |
| 5.3240 | 42150 | 0.0001 | - |
| 5.3303 | 42200 | 0.0 | - |
| 5.3366 | 42250 | 0.0039 | - |
| 5.3429 | 42300 | 0.0 | - |
| 5.3492 | 42350 | 0.0002 | - |
| 5.3556 | 42400 | 0.0056 | - |
| 5.3619 | 42450 | 0.0007 | - |
| 5.3682 | 42500 | 0.0 | - |
| 5.3745 | 42550 | 0.0028 | - |
| 5.3808 | 42600 | 0.0036 | - |
| 5.3871 | 42650 | 0.0 | - |
| 5.3935 | 42700 | 0.0 | - |
| 5.3998 | 42750 | 0.0064 | - |
| 5.4061 | 42800 | 0.0 | - |
| 5.4124 | 42850 | 0.0002 | - |
| 5.4187 | 42900 | 0.0 | - |
| 5.4250 | 42950 | 0.0 | - |
| 5.4314 | 43000 | 0.0008 | - |
| 5.4377 | 43050 | 0.0 | - |
| 5.4440 | 43100 | 0.0004 | - |
| 5.4503 | 43150 | 0.0004 | - |
| 5.4566 | 43200 | 0.0033 | - |
| 5.4629 | 43250 | 0.0 | - |
| 5.4692 | 43300 | 0.0 | - |
| 5.4756 | 43350 | 0.0013 | - |
| 5.4819 | 43400 | 0.0003 | - |
| 5.4882 | 43450 | 0.0017 | - |
| 5.4945 | 43500 | 0.0029 | - |
| 5.5008 | 43550 | 0.0003 | - |
| 5.5071 | 43600 | 0.0 | - |
| 5.5135 | 43650 | 0.0 | - |
| 5.5198 | 43700 | 0.0 | - |
| 5.5261 | 43750 | 0.0054 | - |
| 5.5324 | 43800 | 0.0017 | - |
| 5.5387 | 43850 | 0.0039 | - |
| 5.5450 | 43900 | 0.0003 | - |
| 5.5513 | 43950 | 0.0 | - |
| 5.5577 | 44000 | 0.0001 | - |
| 5.5640 | 44050 | 0.0003 | - |
| 5.5703 | 44100 | 0.0002 | - |
| 5.5766 | 44150 | 0.0003 | - |
| 5.5829 | 44200 | 0.0028 | - |
| 5.5892 | 44250 | 0.0 | - |
| 5.5956 | 44300 | 0.0021 | - |
| 5.6019 | 44350 | 0.0 | - |
| 5.6082 | 44400 | 0.0 | - |
| 5.6145 | 44450 | 0.001 | - |
| 5.6208 | 44500 | 0.0 | - |
| 5.6271 | 44550 | 0.0001 | - |
| 5.6334 | 44600 | 0.0001 | - |
| 5.6398 | 44650 | 0.0007 | - |
| 5.6461 | 44700 | 0.0012 | - |
| 5.6524 | 44750 | 0.0001 | - |
| 5.6587 | 44800 | 0.0033 | - |
| 5.6650 | 44850 | 0.0 | - |
| 5.6713 | 44900 | 0.0001 | - |
| 5.6777 | 44950 | 0.0006 | - |
| 5.6840 | 45000 | 0.0 | - |
| 5.6903 | 45050 | 0.0001 | - |
| 5.6966 | 45100 | 0.0055 | - |
| 5.7029 | 45150 | 0.0018 | - |
| 5.7092 | 45200 | 0.0004 | - |
| 5.7155 | 45250 | 0.0001 | - |
| 5.7219 | 45300 | 0.0005 | - |
| 5.7282 | 45350 | 0.0001 | - |
| 5.7345 | 45400 | 0.0 | - |
| 5.7408 | 45450 | 0.0026 | - |
| 5.7471 | 45500 | 0.0035 | - |
| 5.7534 | 45550 | 0.0001 | - |
| 5.7598 | 45600 | 0.0004 | - |
| 5.7661 | 45650 | 0.0 | - |
| 5.7724 | 45700 | 0.0 | - |
| 5.7787 | 45750 | 0.0001 | - |
| 5.7850 | 45800 | 0.0 | - |
| 5.7913 | 45850 | 0.0004 | - |
| 5.7977 | 45900 | 0.0 | - |
| 5.8040 | 45950 | 0.0 | - |
| 5.8103 | 46000 | 0.0058 | - |
| 5.8166 | 46050 | 0.0022 | - |
| 5.8229 | 46100 | 0.0 | - |
| 5.8292 | 46150 | 0.0005 | - |
| 5.8355 | 46200 | 0.0022 | - |
| 5.8419 | 46250 | 0.0049 | - |
| 5.8482 | 46300 | 0.0 | - |
| 5.8545 | 46350 | 0.0 | - |
| 5.8608 | 46400 | 0.0 | - |
| 5.8671 | 46450 | 0.0 | - |
| 5.8734 | 46500 | 0.0021 | - |
| 5.8798 | 46550 | 0.0004 | - |
| 5.8861 | 46600 | 0.0 | - |
| 5.8924 | 46650 | 0.0022 | - |
| 5.8987 | 46700 | 0.0002 | - |
| 5.9050 | 46750 | 0.0 | - |
| 5.9113 | 46800 | 0.0017 | - |
| 5.9176 | 46850 | 0.0002 | - |
| 5.9240 | 46900 | 0.0 | - |
| 5.9303 | 46950 | 0.0019 | - |
| 5.9366 | 47000 | 0.0 | - |
| 5.9429 | 47050 | 0.0 | - |
| 5.9492 | 47100 | 0.0021 | - |
| 5.9555 | 47150 | 0.0017 | - |
| 5.9619 | 47200 | 0.0046 | - |
| 5.9682 | 47250 | 0.0001 | - |
| 5.9745 | 47300 | 0.0003 | - |
| 5.9808 | 47350 | 0.0014 | - |
| 5.9871 | 47400 | 0.0033 | - |
| 5.9934 | 47450 | 0.0009 | - |
| 5.9997 | 47500 | 0.0001 | - |
| 6.0061 | 47550 | 0.0027 | - |
| 6.0124 | 47600 | 0.0 | - |
| 6.0187 | 47650 | 0.0025 | - |
| 6.0250 | 47700 | 0.0003 | - |
| 6.0313 | 47750 | 0.0004 | - |
| 6.0376 | 47800 | 0.0014 | - |
| 6.0440 | 47850 | 0.0039 | - |
| 6.0503 | 47900 | 0.0003 | - |
| 6.0566 | 47950 | 0.0003 | - |
| 6.0629 | 48000 | 0.0007 | - |
| 6.0692 | 48050 | 0.0 | - |
| 6.0755 | 48100 | 0.0003 | - |
| 6.0818 | 48150 | 0.0 | - |
| 6.0882 | 48200 | 0.0 | - |
| 6.0945 | 48250 | 0.0002 | - |
| 6.1008 | 48300 | 0.0003 | - |
| 6.1071 | 48350 | 0.0 | - |
| 6.1134 | 48400 | 0.0037 | - |
| 6.1197 | 48450 | 0.0007 | - |
| 6.1261 | 48500 | 0.0001 | - |
| 6.1324 | 48550 | 0.0 | - |
| 6.1387 | 48600 | 0.0003 | - |
| 6.1450 | 48650 | 0.0006 | - |
| 6.1513 | 48700 | 0.0003 | - |
| 6.1576 | 48750 | 0.0005 | - |
| 6.1640 | 48800 | 0.0003 | - |
| 6.1703 | 48850 | 0.0 | - |
| 6.1766 | 48900 | 0.0 | - |
| 6.1829 | 48950 | 0.0 | - |
| 6.1892 | 49000 | 0.0004 | - |
| 6.1955 | 49050 | 0.0 | - |
| 6.2018 | 49100 | 0.0003 | - |
| 6.2082 | 49150 | 0.0 | - |
| 6.2145 | 49200 | 0.0 | - |
| 6.2208 | 49250 | 0.0 | - |
| 6.2271 | 49300 | 0.0001 | - |
| 6.2334 | 49350 | 0.0003 | - |
| 6.2397 | 49400 | 0.0002 | - |
| 6.2461 | 49450 | 0.0 | - |
| 6.2524 | 49500 | 0.0004 | - |
| 6.2587 | 49550 | 0.0003 | - |
| 6.2650 | 49600 | 0.0001 | - |
| 6.2713 | 49650 | 0.0001 | - |
| 6.2776 | 49700 | 0.0001 | - |
| 6.2839 | 49750 | 0.0046 | - |
| 6.2903 | 49800 | 0.0 | - |
| 6.2966 | 49850 | 0.0 | - |
| 6.3029 | 49900 | 0.0031 | - |
| 6.3092 | 49950 | 0.0023 | - |
| 6.3155 | 50000 | 0.0 | - |
| 6.3218 | 50050 | 0.0023 | - |
| 6.3282 | 50100 | 0.0 | - |
| 6.3345 | 50150 | 0.0 | - |
| 6.3408 | 50200 | 0.0001 | - |
| 6.3471 | 50250 | 0.0 | - |
| 6.3534 | 50300 | 0.0 | - |
| 6.3597 | 50350 | 0.0 | - |
| 6.3660 | 50400 | 0.0004 | - |
| 6.3724 | 50450 | 0.0002 | - |
| 6.3787 | 50500 | 0.0001 | - |
| 6.3850 | 50550 | 0.0004 | - |
| 6.3913 | 50600 | 0.0035 | - |
| 6.3976 | 50650 | 0.0 | - |
| 6.4039 | 50700 | 0.004 | - |
| 6.4103 | 50750 | 0.0002 | - |
| 6.4166 | 50800 | 0.0008 | - |
| 6.4229 | 50850 | 0.0 | - |
| 6.4292 | 50900 | 0.0035 | - |
| 6.4355 | 50950 | 0.0 | - |
| 6.4418 | 51000 | 0.0 | - |
| 6.4481 | 51050 | 0.0048 | - |
| 6.4545 | 51100 | 0.0 | - |
| 6.4608 | 51150 | 0.0003 | - |
| 6.4671 | 51200 | 0.0039 | - |
| 6.4734 | 51250 | 0.0055 | - |
| 6.4797 | 51300 | 0.0 | - |
| 6.4860 | 51350 | 0.0039 | - |
| 6.4924 | 51400 | 0.0001 | - |
| 6.4987 | 51450 | 0.0056 | - |
| 6.5050 | 51500 | 0.0027 | - |
| 6.5113 | 51550 | 0.0002 | - |
| 6.5176 | 51600 | 0.0054 | - |
| 6.5239 | 51650 | 0.0019 | - |
| 6.5303 | 51700 | 0.0 | - |
| 6.5366 | 51750 | 0.0004 | - |
| 6.5429 | 51800 | 0.0 | - |
| 6.5492 | 51850 | 0.0001 | - |
| 6.5555 | 51900 | 0.0003 | - |
| 6.5618 | 51950 | 0.0006 | - |
| 6.5681 | 52000 | 0.0003 | - |
| 6.5745 | 52050 | 0.0003 | - |
| 6.5808 | 52100 | 0.0003 | - |
| 6.5871 | 52150 | 0.0002 | - |
| 6.5934 | 52200 | 0.0038 | - |
| 6.5997 | 52250 | 0.0 | - |
| 6.6060 | 52300 | 0.0003 | - |
| 6.6124 | 52350 | 0.0 | - |
| 6.6187 | 52400 | 0.0036 | - |
| 6.6250 | 52450 | 0.0003 | - |
| 6.6313 | 52500 | 0.0025 | - |
| 6.6376 | 52550 | 0.0 | - |
| 6.6439 | 52600 | 0.0006 | - |
| 6.6502 | 52650 | 0.0003 | - |
| 6.6566 | 52700 | 0.0 | - |
| 6.6629 | 52750 | 0.0001 | - |
| 6.6692 | 52800 | 0.0027 | - |
| 6.6755 | 52850 | 0.0039 | - |
| 6.6818 | 52900 | 0.0006 | - |
| 6.6881 | 52950 | 0.0 | - |
| 6.6945 | 53000 | 0.0034 | - |
| 6.7008 | 53050 | 0.0002 | - |
| 6.7071 | 53100 | 0.0 | - |
| 6.7134 | 53150 | 0.0001 | - |
| 6.7197 | 53200 | 0.0007 | - |
| 6.7260 | 53250 | 0.0039 | - |
| 6.7323 | 53300 | 0.0 | - |
| 6.7387 | 53350 | 0.0 | - |
| 6.7450 | 53400 | 0.0032 | - |
| 6.7513 | 53450 | 0.0 | - |
| 6.7576 | 53500 | 0.0 | - |
| 6.7639 | 53550 | 0.0034 | - |
| 6.7702 | 53600 | 0.0001 | - |
| 6.7766 | 53650 | 0.0003 | - |
| 6.7829 | 53700 | 0.0 | - |
| 6.7892 | 53750 | 0.0 | - |
| 6.7955 | 53800 | 0.0043 | - |
| 6.8018 | 53850 | 0.0 | - |
| 6.8081 | 53900 | 0.0 | - |
| 6.8144 | 53950 | 0.0 | - |
| 6.8208 | 54000 | 0.0 | - |
| 6.8271 | 54050 | 0.0 | - |
| 6.8334 | 54100 | 0.0026 | - |
| 6.8397 | 54150 | 0.0 | - |
| 6.8460 | 54200 | 0.0024 | - |
| 6.8523 | 54250 | 0.0001 | - |
| 6.8587 | 54300 | 0.0 | - |
| 6.8650 | 54350 | 0.0004 | - |
| 6.8713 | 54400 | 0.0 | - |
| 6.8776 | 54450 | 0.0 | - |
| 6.8839 | 54500 | 0.0039 | - |
| 6.8902 | 54550 | 0.0 | - |
| 6.8966 | 54600 | 0.0023 | - |
| 6.9029 | 54650 | 0.0008 | - |
| 6.9092 | 54700 | 0.0011 | - |
| 6.9155 | 54750 | 0.0001 | - |
| 6.9218 | 54800 | 0.0 | - |
| 6.9281 | 54850 | 0.002 | - |
| 6.9344 | 54900 | 0.0 | - |
| 6.9408 | 54950 | 0.0013 | - |
| 6.9471 | 55000 | 0.0012 | - |
| 6.9534 | 55050 | 0.001 | - |
| 6.9597 | 55100 | 0.0064 | - |
| 6.9660 | 55150 | 0.0003 | - |
| 6.9723 | 55200 | 0.0044 | - |
| 6.9787 | 55250 | 0.0 | - |
| 6.9850 | 55300 | 0.0002 | - |
| 6.9913 | 55350 | 0.0029 | - |
| 6.9976 | 55400 | 0.0 | - |
| 7.0039 | 55450 | 0.0003 | - |
| 7.0102 | 55500 | 0.0001 | - |
| 7.0165 | 55550 | 0.0 | - |
| 7.0229 | 55600 | 0.0 | - |
| 7.0292 | 55650 | 0.0004 | - |
| 7.0355 | 55700 | 0.0 | - |
| 7.0418 | 55750 | 0.0021 | - |
| 7.0481 | 55800 | 0.0 | - |
| 7.0544 | 55850 | 0.0024 | - |
| 7.0608 | 55900 | 0.002 | - |
| 7.0671 | 55950 | 0.001 | - |
| 7.0734 | 56000 | 0.0003 | - |
| 7.0797 | 56050 | 0.0003 | - |
| 7.0860 | 56100 | 0.0 | - |
| 7.0923 | 56150 | 0.0 | - |
| 7.0986 | 56200 | 0.0 | - |
| 7.1050 | 56250 | 0.0011 | - |
| 7.1113 | 56300 | 0.0 | - |
| 7.1176 | 56350 | 0.0038 | - |
| 7.1239 | 56400 | 0.0 | - |
| 7.1302 | 56450 | 0.0067 | - |
| 7.1365 | 56500 | 0.0025 | - |
| 7.1429 | 56550 | 0.0002 | - |
| 7.1492 | 56600 | 0.0004 | - |
| 7.1555 | 56650 | 0.0 | - |
| 7.1618 | 56700 | 0.0011 | - |
| 7.1681 | 56750 | 0.0026 | - |
| 7.1744 | 56800 | 0.0 | - |
| 7.1808 | 56850 | 0.0039 | - |
| 7.1871 | 56900 | 0.0023 | - |
| 7.1934 | 56950 | 0.0078 | - |
| 7.1997 | 57000 | 0.0 | - |
| 7.2060 | 57050 | 0.0001 | - |
| 7.2123 | 57100 | 0.0 | - |
| 7.2186 | 57150 | 0.0001 | - |
| 7.2250 | 57200 | 0.0 | - |
| 7.2313 | 57250 | 0.0016 | - |
| 7.2376 | 57300 | 0.0 | - |
| 7.2439 | 57350 | 0.0022 | - |
| 7.2502 | 57400 | 0.0005 | - |
| 7.2565 | 57450 | 0.0006 | - |
| 7.2629 | 57500 | 0.0003 | - |
| 7.2692 | 57550 | 0.0001 | - |
| 7.2755 | 57600 | 0.0 | - |
| 7.2818 | 57650 | 0.0003 | - |
| 7.2881 | 57700 | 0.0 | - |
| 7.2944 | 57750 | 0.0005 | - |
| 7.3007 | 57800 | 0.0038 | - |
| 7.3071 | 57850 | 0.0 | - |
| 7.3134 | 57900 | 0.0002 | - |
| 7.3197 | 57950 | 0.0 | - |
| 7.3260 | 58000 | 0.0003 | - |
| 7.3323 | 58050 | 0.0025 | - |
| 7.3386 | 58100 | 0.0003 | - |
| 7.3450 | 58150 | 0.0 | - |
| 7.3513 | 58200 | 0.0012 | - |
| 7.3576 | 58250 | 0.0007 | - |
| 7.3639 | 58300 | 0.0024 | - |
| 7.3702 | 58350 | 0.0002 | - |
| 7.3765 | 58400 | 0.0041 | - |
| 7.3828 | 58450 | 0.0 | - |
| 7.3892 | 58500 | 0.0006 | - |
| 7.3955 | 58550 | 0.0003 | - |
| 7.4018 | 58600 | 0.0003 | - |
| 7.4081 | 58650 | 0.0 | - |
| 7.4144 | 58700 | 0.0063 | - |
| 7.4207 | 58750 | 0.0022 | - |
| 7.4271 | 58800 | 0.0 | - |
| 7.4334 | 58850 | 0.0 | - |
| 7.4397 | 58900 | 0.0 | - |
| 7.4460 | 58950 | 0.0 | - |
| 7.4523 | 59000 | 0.0042 | - |
| 7.4586 | 59050 | 0.0019 | - |
| 7.4649 | 59100 | 0.0003 | - |
| 7.4713 | 59150 | 0.0 | - |
| 7.4776 | 59200 | 0.0057 | - |
| 7.4839 | 59250 | 0.0 | - |
| 7.4902 | 59300 | 0.0039 | - |
| 7.4965 | 59350 | 0.0042 | - |
| 7.5028 | 59400 | 0.0 | - |
| 7.5092 | 59450 | 0.0002 | - |
| 7.5155 | 59500 | 0.0002 | - |
| 7.5218 | 59550 | 0.0002 | - |
| 7.5281 | 59600 | 0.0 | - |
| 7.5344 | 59650 | 0.0002 | - |
| 7.5407 | 59700 | 0.0003 | - |
| 7.5471 | 59750 | 0.002 | - |
| 7.5534 | 59800 | 0.0 | - |
| 7.5597 | 59850 | 0.0003 | - |
| 7.5660 | 59900 | 0.0031 | - |
| 7.5723 | 59950 | 0.0001 | - |
| 7.5786 | 60000 | 0.0044 | - |
| 7.5849 | 60050 | 0.0 | - |
| 7.5913 | 60100 | 0.0003 | - |
| 7.5976 | 60150 | 0.0036 | - |
| 7.6039 | 60200 | 0.0025 | - |
| 7.6102 | 60250 | 0.0028 | - |
| 7.6165 | 60300 | 0.0001 | - |
| 7.6228 | 60350 | 0.0006 | - |
| 7.6292 | 60400 | 0.0004 | - |
| 7.6355 | 60450 | 0.0 | - |
| 7.6418 | 60500 | 0.0001 | - |
| 7.6481 | 60550 | 0.0 | - |
| 7.6544 | 60600 | 0.0 | - |
| 7.6607 | 60650 | 0.0 | - |
| 7.6670 | 60700 | 0.0024 | - |
| 7.6734 | 60750 | 0.0 | - |
| 7.6797 | 60800 | 0.0002 | - |
| 7.6860 | 60850 | 0.0 | - |
| 7.6923 | 60900 | 0.0 | - |
| 7.6986 | 60950 | 0.0002 | - |
| 7.7049 | 61000 | 0.0004 | - |
| 7.7113 | 61050 | 0.0004 | - |
| 7.7176 | 61100 | 0.0 | - |
| 7.7239 | 61150 | 0.0004 | - |
| 7.7302 | 61200 | 0.0 | - |
| 7.7365 | 61250 | 0.0021 | - |
| 7.7428 | 61300 | 0.0002 | - |
| 7.7491 | 61350 | 0.0028 | - |
| 7.7555 | 61400 | 0.0001 | - |
| 7.7618 | 61450 | 0.0013 | - |
| 7.7681 | 61500 | 0.0 | - |
| 7.7744 | 61550 | 0.0003 | - |
| 7.7807 | 61600 | 0.0001 | - |
| 7.7870 | 61650 | 0.0 | - |
| 7.7934 | 61700 | 0.0 | - |
| 7.7997 | 61750 | 0.0 | - |
| 7.8060 | 61800 | 0.003 | - |
| 7.8123 | 61850 | 0.0021 | - |
| 7.8186 | 61900 | 0.0027 | - |
| 7.8249 | 61950 | 0.0 | - |
| 7.8312 | 62000 | 0.0015 | - |
| 7.8376 | 62050 | 0.0 | - |
| 7.8439 | 62100 | 0.0044 | - |
| 7.8502 | 62150 | 0.0005 | - |
| 7.8565 | 62200 | 0.0016 | - |
| 7.8628 | 62250 | 0.0 | - |
| 7.8691 | 62300 | 0.0 | - |
| 7.8755 | 62350 | 0.0045 | - |
| 7.8818 | 62400 | 0.0 | - |
| 7.8881 | 62450 | 0.0 | - |
| 7.8944 | 62500 | 0.0039 | - |
| 7.9007 | 62550 | 0.0001 | - |
| 7.9070 | 62600 | 0.0003 | - |
| 7.9134 | 62650 | 0.0 | - |
| 7.9197 | 62700 | 0.0003 | - |
| 7.9260 | 62750 | 0.0 | - |
| 7.9323 | 62800 | 0.0034 | - |
| 7.9386 | 62850 | 0.0006 | - |
| 7.9449 | 62900 | 0.0 | - |
| 7.9512 | 62950 | 0.0 | - |
| 7.9576 | 63000 | 0.0 | - |
| 7.9639 | 63050 | 0.0 | - |
| 7.9702 | 63100 | 0.0 | - |
| 7.9765 | 63150 | 0.0016 | - |
| 7.9828 | 63200 | 0.0 | - |
| 7.9891 | 63250 | 0.0 | - |
| 7.9955 | 63300 | 0.0 | - |
| 8.0018 | 63350 | 0.0004 | - |
| 8.0081 | 63400 | 0.0 | - |
| 8.0144 | 63450 | 0.0007 | - |
| 8.0207 | 63500 | 0.0 | - |
| 8.0270 | 63550 | 0.0016 | - |
| 8.0333 | 63600 | 0.0 | - |
| 8.0397 | 63650 | 0.001 | - |
| 8.0460 | 63700 | 0.0065 | - |
| 8.0523 | 63750 | 0.0038 | - |
| 8.0586 | 63800 | 0.0006 | - |
| 8.0649 | 63850 | 0.0004 | - |
| 8.0712 | 63900 | 0.0 | - |
| 8.0776 | 63950 | 0.0 | - |
| 8.0839 | 64000 | 0.0 | - |
| 8.0902 | 64050 | 0.0002 | - |
| 8.0965 | 64100 | 0.0011 | - |
| 8.1028 | 64150 | 0.0 | - |
| 8.1091 | 64200 | 0.0043 | - |
| 8.1154 | 64250 | 0.0 | - |
| 8.1218 | 64300 | 0.0 | - |
| 8.1281 | 64350 | 0.0002 | - |
| 8.1344 | 64400 | 0.0 | - |
| 8.1407 | 64450 | 0.0001 | - |
| 8.1470 | 64500 | 0.0019 | - |
| 8.1533 | 64550 | 0.0014 | - |
| 8.1597 | 64600 | 0.0 | - |
| 8.1660 | 64650 | 0.0 | - |
| 8.1723 | 64700 | 0.0027 | - |
| 8.1786 | 64750 | 0.0 | - |
| 8.1849 | 64800 | 0.0002 | - |
| 8.1912 | 64850 | 0.0039 | - |
| 8.1975 | 64900 | 0.0035 | - |
| 8.2039 | 64950 | 0.0006 | - |
| 8.2102 | 65000 | 0.0 | - |
| 8.2165 | 65050 | 0.0003 | - |
| 8.2228 | 65100 | 0.0003 | - |
| 8.2291 | 65150 | 0.0002 | - |
| 8.2354 | 65200 | 0.0042 | - |
| 8.2418 | 65250 | 0.0 | - |
| 8.2481 | 65300 | 0.0 | - |
| 8.2544 | 65350 | 0.0004 | - |
| 8.2607 | 65400 | 0.0008 | - |
| 8.2670 | 65450 | 0.0 | - |
| 8.2733 | 65500 | 0.0028 | - |
| 8.2797 | 65550 | 0.0045 | - |
| 8.2860 | 65600 | 0.0021 | - |
| 8.2923 | 65650 | 0.0 | - |
| 8.2986 | 65700 | 0.0 | - |
| 8.3049 | 65750 | 0.0006 | - |
| 8.3112 | 65800 | 0.0011 | - |
| 8.3175 | 65850 | 0.0003 | - |
| 8.3239 | 65900 | 0.0 | - |
| 8.3302 | 65950 | 0.0021 | - |
| 8.3365 | 66000 | 0.0039 | - |
| 8.3428 | 66050 | 0.0 | - |
| 8.3491 | 66100 | 0.0 | - |
| 8.3554 | 66150 | 0.0023 | - |
| 8.3618 | 66200 | 0.0021 | - |
| 8.3681 | 66250 | 0.0002 | - |
| 8.3744 | 66300 | 0.0003 | - |
| 8.3807 | 66350 | 0.0029 | - |
| 8.3870 | 66400 | 0.0 | - |
| 8.3933 | 66450 | 0.0 | - |
| 8.3996 | 66500 | 0.0002 | - |
| 8.4060 | 66550 | 0.0 | - |
| 8.4123 | 66600 | 0.0 | - |
| 8.4186 | 66650 | 0.0 | - |
| 8.4249 | 66700 | 0.0001 | - |
| 8.4312 | 66750 | 0.0002 | - |
| 8.4375 | 66800 | 0.0 | - |
| 8.4439 | 66850 | 0.0 | - |
| 8.4502 | 66900 | 0.0003 | - |
| 8.4565 | 66950 | 0.0024 | - |
| 8.4628 | 67000 | 0.0009 | - |
| 8.4691 | 67050 | 0.0 | - |
| 8.4754 | 67100 | 0.0 | - |
| 8.4817 | 67150 | 0.0 | - |
| 8.4881 | 67200 | 0.0 | - |
| 8.4944 | 67250 | 0.0 | - |
| 8.5007 | 67300 | 0.0 | - |
| 8.5070 | 67350 | 0.0002 | - |
| 8.5133 | 67400 | 0.0022 | - |
| 8.5196 | 67450 | 0.0039 | - |
| 8.5260 | 67500 | 0.0 | - |
| 8.5323 | 67550 | 0.0 | - |
| 8.5386 | 67600 | 0.0 | - |
| 8.5449 | 67650 | 0.0 | - |
| 8.5512 | 67700 | 0.0033 | - |
| 8.5575 | 67750 | 0.0001 | - |
| 8.5638 | 67800 | 0.0 | - |
| 8.5702 | 67850 | 0.0002 | - |
| 8.5765 | 67900 | 0.0 | - |
| 8.5828 | 67950 | 0.0002 | - |
| 8.5891 | 68000 | 0.0009 | - |
| 8.5954 | 68050 | 0.0 | - |
| 8.6017 | 68100 | 0.0 | - |
| 8.6081 | 68150 | 0.0039 | - |
| 8.6144 | 68200 | 0.0002 | - |
| 8.6207 | 68250 | 0.0027 | - |
| 8.6270 | 68300 | 0.0015 | - |
| 8.6333 | 68350 | 0.0 | - |
| 8.6396 | 68400 | 0.0 | - |
| 8.6460 | 68450 | 0.0 | - |
| 8.6523 | 68500 | 0.0005 | - |
| 8.6586 | 68550 | 0.0 | - |
| 8.6649 | 68600 | 0.0003 | - |
| 8.6712 | 68650 | 0.0 | - |
| 8.6775 | 68700 | 0.0042 | - |
| 8.6838 | 68750 | 0.0026 | - |
| 8.6902 | 68800 | 0.0 | - |
| 8.6965 | 68850 | 0.0002 | - |
| 8.7028 | 68900 | 0.0002 | - |
| 8.7091 | 68950 | 0.0 | - |
| 8.7154 | 69000 | 0.0018 | - |
| 8.7217 | 69050 | 0.0001 | - |
| 8.7281 | 69100 | 0.0 | - |
| 8.7344 | 69150 | 0.0001 | - |
| 8.7407 | 69200 | 0.0 | - |
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| 8.7533 | 69300 | 0.0 | - |
| 8.7596 | 69350 | 0.0 | - |
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| 8.7786 | 69500 | 0.0002 | - |
| 8.7849 | 69550 | 0.0 | - |
| 8.7912 | 69600 | 0.0005 | - |
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| 8.8038 | 69700 | 0.0004 | - |
| 8.8102 | 69750 | 0.0 | - |
| 8.8165 | 69800 | 0.0029 | - |
| 8.8228 | 69850 | 0.0023 | - |
| 8.8291 | 69900 | 0.0002 | - |
| 8.8354 | 69950 | 0.0 | - |
| 8.8417 | 70000 | 0.0023 | - |
| 8.8480 | 70050 | 0.0041 | - |
| 8.8544 | 70100 | 0.0 | - |
| 8.8607 | 70150 | 0.0 | - |
| 8.8670 | 70200 | 0.002 | - |
| 8.8733 | 70250 | 0.0 | - |
| 8.8796 | 70300 | 0.0004 | - |
| 8.8859 | 70350 | 0.0 | - |
| 8.8923 | 70400 | 0.0017 | - |
| 8.8986 | 70450 | 0.0003 | - |
| 8.9049 | 70500 | 0.0 | - |
| 8.9112 | 70550 | 0.0 | - |
| 8.9175 | 70600 | 0.0016 | - |
| 8.9238 | 70650 | 0.0032 | - |
| 8.9302 | 70700 | 0.0001 | - |
| 8.9365 | 70750 | 0.0002 | - |
| 8.9428 | 70800 | 0.0 | - |
| 8.9491 | 70850 | 0.0014 | - |
| 8.9554 | 70900 | 0.0004 | - |
| 8.9617 | 70950 | 0.0006 | - |
| 8.9680 | 71000 | 0.0002 | - |
| 8.9744 | 71050 | 0.0003 | - |
| 8.9807 | 71100 | 0.0 | - |
| 8.9870 | 71150 | 0.0 | - |
| 8.9933 | 71200 | 0.0 | - |
| 8.9996 | 71250 | 0.0 | - |
| 9.0059 | 71300 | 0.0027 | - |
| 9.0123 | 71350 | 0.0 | - |
| 9.0186 | 71400 | 0.0 | - |
| 9.0249 | 71450 | 0.0 | - |
| 9.0312 | 71500 | 0.0003 | - |
| 9.0375 | 71550 | 0.0 | - |
| 9.0438 | 71600 | 0.0004 | - |
| 9.0501 | 71650 | 0.0007 | - |
| 9.0565 | 71700 | 0.0008 | - |
| 9.0628 | 71750 | 0.0006 | - |
| 9.0691 | 71800 | 0.002 | - |
| 9.0754 | 71850 | 0.0 | - |
| 9.0817 | 71900 | 0.0 | - |
| 9.0880 | 71950 | 0.0 | - |
| 9.0944 | 72000 | 0.0 | - |
| 9.1007 | 72050 | 0.0 | - |
| 9.1070 | 72100 | 0.0 | - |
| 9.1133 | 72150 | 0.0 | - |
| 9.1196 | 72200 | 0.0 | - |
| 9.1259 | 72250 | 0.0002 | - |
| 9.1322 | 72300 | 0.0 | - |
| 9.1386 | 72350 | 0.0 | - |
| 9.1449 | 72400 | 0.0002 | - |
| 9.1512 | 72450 | 0.0 | - |
| 9.1575 | 72500 | 0.0012 | - |
| 9.1638 | 72550 | 0.0 | - |
| 9.1701 | 72600 | 0.0002 | - |
| 9.1765 | 72650 | 0.0 | - |
| 9.1828 | 72700 | 0.0002 | - |
| 9.1891 | 72750 | 0.0022 | - |
| 9.1954 | 72800 | 0.0 | - |
| 9.2017 | 72850 | 0.0038 | - |
| 9.2080 | 72900 | 0.0 | - |
| 9.2143 | 72950 | 0.0012 | - |
| 9.2207 | 73000 | 0.002 | - |
| 9.2270 | 73050 | 0.0001 | - |
| 9.2333 | 73100 | 0.0 | - |
| 9.2396 | 73150 | 0.0 | - |
| 9.2459 | 73200 | 0.0019 | - |
| 9.2522 | 73250 | 0.0039 | - |
| 9.2586 | 73300 | 0.0007 | - |
| 9.2649 | 73350 | 0.0017 | - |
| 9.2712 | 73400 | 0.0024 | - |
| 9.2775 | 73450 | 0.0 | - |
| 9.2838 | 73500 | 0.0033 | - |
| 9.2901 | 73550 | 0.0 | - |
| 9.2965 | 73600 | 0.0039 | - |
| 9.3028 | 73650 | 0.0019 | - |
| 9.3091 | 73700 | 0.002 | - |
| 9.3154 | 73750 | 0.0006 | - |
| 9.3217 | 73800 | 0.0 | - |
| 9.3280 | 73850 | 0.0018 | - |
| 9.3343 | 73900 | 0.0002 | - |
| 9.3407 | 73950 | 0.0006 | - |
| 9.3470 | 74000 | 0.0 | - |
| 9.3533 | 74050 | 0.0011 | - |
| 9.3596 | 74100 | 0.003 | - |
| 9.3659 | 74150 | 0.0038 | - |
| 9.3722 | 74200 | 0.0 | - |
| 9.3786 | 74250 | 0.0006 | - |
| 9.3849 | 74300 | 0.0021 | - |
| 9.3912 | 74350 | 0.0043 | - |
| 9.3975 | 74400 | 0.0 | - |
| 9.4038 | 74450 | 0.0064 | - |
| 9.4101 | 74500 | 0.0 | - |
| 9.4164 | 74550 | 0.0 | - |
| 9.4228 | 74600 | 0.0 | - |
| 9.4291 | 74650 | 0.0006 | - |
| 9.4354 | 74700 | 0.0 | - |
| 9.4417 | 74750 | 0.0023 | - |
| 9.4480 | 74800 | 0.0022 | - |
| 9.4543 | 74850 | 0.0004 | - |
| 9.4607 | 74900 | 0.0007 | - |
| 9.4670 | 74950 | 0.0078 | - |
| 9.4733 | 75000 | 0.0 | - |
| 9.4796 | 75050 | 0.0005 | - |
| 9.4859 | 75100 | 0.0003 | - |
| 9.4922 | 75150 | 0.0002 | - |
| 9.4985 | 75200 | 0.0 | - |
| 9.5049 | 75250 | 0.0 | - |
| 9.5112 | 75300 | 0.0002 | - |
| 9.5175 | 75350 | 0.0004 | - |
| 9.5238 | 75400 | 0.0002 | - |
| 9.5301 | 75450 | 0.0 | - |
| 9.5364 | 75500 | 0.0026 | - |
| 9.5428 | 75550 | 0.0039 | - |
| 9.5491 | 75600 | 0.0046 | - |
| 9.5554 | 75650 | 0.0 | - |
| 9.5617 | 75700 | 0.0008 | - |
| 9.5680 | 75750 | 0.0002 | - |
| 9.5743 | 75800 | 0.004 | - |
| 9.5806 | 75850 | 0.0 | - |
| 9.5870 | 75900 | 0.0039 | - |
| 9.5933 | 75950 | 0.0 | - |
| 9.5996 | 76000 | 0.0002 | - |
| 9.6059 | 76050 | 0.0015 | - |
| 9.6122 | 76100 | 0.0 | - |
| 9.6185 | 76150 | 0.0 | - |
| 9.6249 | 76200 | 0.0045 | - |
| 9.6312 | 76250 | 0.0002 | - |
| 9.6375 | 76300 | 0.0002 | - |
| 9.6438 | 76350 | 0.0004 | - |
| 9.6501 | 76400 | 0.0026 | - |
| 9.6564 | 76450 | 0.0002 | - |
| 9.6628 | 76500 | 0.0026 | - |
| 9.6691 | 76550 | 0.0004 | - |
| 9.6754 | 76600 | 0.0025 | - |
| 9.6817 | 76650 | 0.0004 | - |
| 9.6880 | 76700 | 0.0 | - |
| 9.6943 | 76750 | 0.0 | - |
| 9.7006 | 76800 | 0.0 | - |
| 9.7070 | 76850 | 0.0005 | - |
| 9.7133 | 76900 | 0.0 | - |
| 9.7196 | 76950 | 0.0 | - |
| 9.7259 | 77000 | 0.0 | - |
| 9.7322 | 77050 | 0.0 | - |
| 9.7385 | 77100 | 0.0 | - |
| 9.7449 | 77150 | 0.0025 | - |
| 9.7512 | 77200 | 0.0009 | - |
| 9.7575 | 77250 | 0.0039 | - |
| 9.7638 | 77300 | 0.0039 | - |
| 9.7701 | 77350 | 0.0004 | - |
| 9.7764 | 77400 | 0.0 | - |
| 9.7827 | 77450 | 0.0001 | - |
| 9.7891 | 77500 | 0.0027 | - |
| 9.7954 | 77550 | 0.0004 | - |
| 9.8017 | 77600 | 0.0004 | - |
| 9.8080 | 77650 | 0.0 | - |
| 9.8143 | 77700 | 0.0001 | - |
| 9.8206 | 77750 | 0.0003 | - |
| 9.8270 | 77800 | 0.0013 | - |
| 9.8333 | 77850 | 0.0004 | - |
| 9.8396 | 77900 | 0.0 | - |
| 9.8459 | 77950 | 0.0004 | - |
| 9.8522 | 78000 | 0.0002 | - |
| 9.8585 | 78050 | 0.0004 | - |
| 9.8648 | 78100 | 0.0 | - |
| 9.8712 | 78150 | 0.0 | - |
| 9.8775 | 78200 | 0.0001 | - |
| 9.8838 | 78250 | 0.0 | - |
| 9.8901 | 78300 | 0.0 | - |
| 9.8964 | 78350 | 0.0 | - |
| 9.9027 | 78400 | 0.0001 | - |
| 9.9091 | 78450 | 0.0039 | - |
| 9.9154 | 78500 | 0.0 | - |
| 9.9217 | 78550 | 0.0027 | - |
| 9.9280 | 78600 | 0.0005 | - |
| 9.9343 | 78650 | 0.0025 | - |
| 9.9406 | 78700 | 0.0003 | - |
| 9.9469 | 78750 | 0.0 | - |
| 9.9533 | 78800 | 0.0 | - |
| 9.9596 | 78850 | 0.0007 | - |
| 9.9659 | 78900 | 0.0039 | - |
| 9.9722 | 78950 | 0.0009 | - |
| 9.9785 | 79000 | 0.0041 | - |
| 9.9848 | 79050 | 0.0064 | - |
| 9.9912 | 79100 | 0.0023 | - |
| 9.9975 | 79150 | 0.0 | - |
### Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0.dev0
- Sentence Transformers: 3.1.1
- Transformers: 4.43.3
- PyTorch: 2.4.1+cu121
- Datasets: 2.20.0
- Tokenizers: 0.19.1
## 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}
}
```