---
base_model: klue/roberta-base
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 아덴 그린티 허니 드럽스 바디크림 100ml /박스정품 (#M)홈>전체상품 Naverstore > 화장품/미용 > 바디케어 > 바디크림
- text: 오를리 ORLY 네일트리션 손톱 강화제 11ml 단품 LotteOn > 뷰티 > 네일케어 > 일반네일 LotteOn > 뷰티 > 네일케어
> 일반네일 > 일반네일리무버
- text: 려 우아채 멋내기 새치크림 염색약 x2개 /6종중 선택/무료배송 려 우아채 염색약 4N짙은갈색 x2 (#M)11st>헤어케어>염색약>새치용염색약
11st > 뷰티 > 헤어케어 > 염색약
- text: 밀본 염색약 산화제O 새치 커버 올디브 보떼 어딕시 세치 셀프뿌리 일본 바르는 착한 염색약 올디브 트렌드컬러_헬시 시나몬 13-hCN(산O)
홈>화장품/미용>헤어스타일링>염색약;(#M)홈>☆염색&탈색약☆ Naverstore > 화장품/미용 > 헤어스타일링 > 염색약
- text: 스노우 페어리 1000g - 샤워 젤/바디 워시 (크리스마스) MinSellAmount (#M)바디/헤어>바디케어>바디클렌저 Gmarket
> 뷰티 > 바디/헤어 > 바디케어 > 바디클렌저
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: accuracy
value: 0.9605690320396106
name: Accuracy
---
# 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:** 14 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 |
|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 11 | - '베티베르 파탈 200ml (증정) 오랑쥬 상긴느 30ml_블러 아쿠아 LOREAL > DepartmentLotteOn > 아틀리에 코롱 > Branded > 아틀리에 코롱 LOREAL > DepartmentLotteOn > 아틀리에 코롱 > Branded > 아틀리에 코롱'
- '[메종드컨셉] 아로마코 홈리드 디퓨저 특대 1+1 프로모션 베르가못라임_잉글리쉬가든. LotteOn > 생활/건강 > 세제/방향/살충 > 방향제 LotteOn > 생활/건강 > 세제/방향/살충 > 방향제'
- '베르가모트 솔레이 200ml (증정) 클레망틴 캘리포니아 30ml_마젠타 LOREAL > DepartmentLotteOn > 아틀리에 코롱 > Branded > 아틀리에 코롱 LOREAL > DepartmentLotteOn > 아틀리에 코롱 > Branded > 아틀리에 코롱'
|
| 13 | - '엘라스틴 NEW 퍼퓸 러브미 샴푸 600mx2개 ssg > 뷰티 > 미용기기/소품 > 바디관리기기;ssg > 뷰티 > 헤어/바디 > 헤어케어 > 샴푸 ssg > 뷰티 > 헤어/바디 > 헤어케어 > 샴푸'
- '댕기머리 뉴골드 스페셜 샴푸500ml 2개 (#M)쿠팡 홈>생활용품>헤어/바디/세안>샴푸/린스>샴푸>한방샴푸 Coupang > 뷰티 > 헤어 > 샴푸 > 한방샴푸'
- 'CHANEL 코코 마드모아젤 헤어 퍼퓸 35ml 헤어영양제 스타일링 (#M)화장품/미용>헤어케어>헤어미스트 Naverstore > 화장품/미용 > 헤어케어 > 헤어미스트'
|
| 10 | - '뉴트로지나 딥클렌징 크림 (285G) LotteOn > 뷰티 > 클렌징 > 클렌징폼 LotteOn > 뷰티 > 스킨케어 > 클렌징 > 클렌징폼'
- '다나한 얼굴클렌징 황토 모공피지 클렌징 크림 300ml 바니비 (#M)위메프 > 뷰티 > 이미용소품/기기 > 클렌징소품 > 브러쉬/진동클렌저 위메프 > 뷰티 > 이미용소품/기기 > 클렌징소품 > 브러쉬/진동클렌저'
- '쿨샵 뉴트로지나 세안 딥클렌징 오일 밀크 200ml 딥클렌징오일200ml (#M)위메프 > 뷰티 > 이미용소품/기기 > 클렌징소품 > 브러쉬/진동클렌저 위메프 > 뷰티 > 이미용소품/기기 > 클렌징소품 > 브러쉬/진동클렌저'
|
| 1 | - '라네즈 크림 스킨 옴므 올인원 150ml × 13개 LotteOn > 뷰티 > 남성화장품 > 올인원 LotteOn > 뷰티 > 남성화장품 > 올인원'
- '브로앤팁스 수퍼 내츄럴 톤업 선크림 - 70ml (#M)홈>화장품/미용>남성화장품>선크림 Naverstore > 화장품/미용 > 남성화장품 > 선크림'
- '밀크바오밥 포맨 블랙마스터 에센스 200ml 없음 화장품|미용>남성화장품>로션/에센스>에센스;(#M)홈>화장품/미용>남성화장품>로션/에센스>에센스 HMALL > 뷰티 > 화장품/미용 > 남성화장품 > 로션/에센스 > 에센스'
|
| 4 | - '해피바스 대용량 약산성 등드름 바디워시 9종 910g 03 베이비파우더 홈>바디>바디워시;(#M)홈>전체상품>바디케어>바디워시 Naverstore > 화장품/미용 > 바디케어 > 바디클렌저'
- '에스티로더 퍼퓸 바디 파우더 뷰티풀 100g 영국 백화점 (#M)홈>뷰티 Naverstore > 화장품/미용 > 바디케어 > 바디파우더'
- '플루 바디 스크럽 프레스티지 테라피 에디션 180g × 12개 (#M)쿠팡 홈>뷰티>바디>샤워/입욕용품>바디스크럽 Coupang > 뷰티 > 바디 > 샤워/입욕용품 > 바디스크럽'
|
| 3 | - '해서린 포어 클리어 코팩 8매입 엘리자베스코팩 ( 화이트 or 블랙 ) 블랙코팩 (#M)홈>화장품/미용>마스크/팩>코팩 Naverstore > 화장품/미용 > 마스크/팩 > 코팩'
- '오리진스 수면마스크 마스크팩 드링크 업 오버나이트 75ml (#M)홈>전체상품 Naverstore > 화장품/미용 > 마스크/팩 > 워시오프팩'
- '[이니스프리] 화산송이 모공 마스크 오리지널 100mL (#M)위메프 > 뷰티 > 스킨케어 > 팩/마스크 > 워시오프팩 /필오프팩 위메프 > 뷰티 > 스킨케어 > 팩/마스크 > 워시오프팩 /필오프팩'
|
| 8 | - '아웃런 골프 선스틱 SPF50+ PA++++ 20g + 골프공 세트 1세트 (#M)홈>화장품/미용>선케어>선스틱 Naverstore > 화장품/미용 > 선케어 > 선스틱'
- '[박스포함]수딩 알로에 젤 300ml + 유기농 호호바 오일 LotteOn > 뷰티 > 바디케어 > 바디케어세트 LotteOn > 뷰티 > 바디케어 > 바디케어세트'
- '데이셀 라임&브라운 베이비 선쿠션 리필용기 (여아용) 단품 ssg > 뷰티 > 미용기기/소품 > 아이소품 ssg > 뷰티 > 미용기기/소품 > 아이소품 > 인조속눈썹'
|
| 9 | - '에뛰드 순정 수분 베리어 크림(대용량) 130ml (#M)홈>화장품/미용>스킨케어>크림 Naverstore > 화장품/미용 > 스킨케어 > 크림'
- '랑콤 6L 레네르지 에멀전 100ml 세트 LotteOn > 뷰티 > 스킨케어 > 로션/에멀젼 LotteOn > 뷰티 > 스킨케어 > 로션/에멀젼'
- '[바비 브라운][SSG 단독] 엑스트라 리페어 아이크림 15ml 1+1 세트 DepartmentSsg > 명품화장품 > 스킨케어 > 아이/립크림 DepartmentSsg > 명품화장품 > 스킨케어 > 아이/립크림'
|
| 7 | - '[닥터 브로너스] 베이비마일드 립밤 4g (#M)GSSHOP>뷰티>포인트메이크업>립케어 GSSHOP > 뷰티 > 포인트메이크업 > 립케어'
- '[케이트] 슈퍼 샤프 라이너 펜슬 (워터프루프 아이라이너)[32124830] BR-2 딥 브라운 (#M)SSG.COM/메이크업/아이메이크업/아이라이너 ssg > 뷰티 > 메이크업 > 아이메이크업 > 아이라이너'
- '3CE BLUR WATER TINT 블러 워터 틴트 EARLY HOUR_FRE ssg > 먼데이문 > 메인 배너 (Mobile);LOREAL > Ssg > 입생로랑 > Generic > 틴트;ssg > 뷰티 > 메이크업 > 립메이크업 > 립스틱;ssg > 뷰티 > 메이크업 > 립메이크업 > 틴트/립글로스;ssg > 잡화 > 가방/지갑/패션잡화 > 여성가방 ssg > 뷰티 > 메이크업 > 립메이크업'
|
| 5 | - '더샘 아이디얼 컨실러 듀오/커버 퍼펙션 팁 컨실러[2개선택] 01)더샘_팁 컨실러_컨투어베이지_02)더샘_아이디얼 컨실러 듀오_02호 (#M)11st>메이크업>페이스메이크업>컨실러 11st > 뷰티 > 메이크업 > 페이스메이크업 > 컨실러'
- '[9/SSG단독] 엉크르 드 뽀 쿠션&리필 세트(+레더 파우치) 20호_15호 LOREAL > DepartmentSsg > 입생로랑 > Branded > 엉크르 드 뽀 쿠션 LOREAL > DepartmentSsg > 입생로랑 > Branded > 엉크르 드 뽀 쿠션'
- '한스킨 수퍼 라이트 터치 비비크림 30g (#M)화장품/미용>베이스메이크업>BB크림 Naverstore > 화장품/미용 > 베이스메이크업 > BB크림'
|
| 2 | - '매직프레스 시크 롱오발 2+1세트 - 01번 기본2종_MWK153PO (스카이코랄) (#M)뷰티>화장품/향수>네일케어>매니큐어/젤네일 CJmall > 뷰티 > 화장품/향수 > 네일케어 > 매니큐어/젤네일'
- '오피아이 엑스퍼트 터치 젤네일 보라 리무버 110ml × 1개 LotteOn > 뷰티 > 네일 > 네일관리기기 > 전동네일관리기 LotteOn > 뷰티 > 네일 > 네일관리기기 > 전동네일관리기'
- '네일스티커버퍼 (10개묶음) 손톱갈이 생활제품 미용재품 네일기 추천 LotteOn > 뷰티 > 뷰티기기 > 액세서리/소모품 LotteOn > 뷰티 > 뷰티기기 > 액세서리/소모품'
|
| 6 | - '요들가운 미용실 미용 자카드로우 SP001 손님가운 남성가운_22.롱슬리브 NP가운 L_블랙 (#M)홈>가운,유니폼>손님가운 Naverstore > 화장품/미용 > 뷰티소품 > 헤어소품 > 기타헤어소품'
- '더툴랩 222 클래식 코렉터 메이크업 컨실러 브러쉬 혼합색상 × 1개 (#M)쿠팡 홈>뷰티>뷰티소품>페이스소품>브러쉬 Coupang > 뷰티 > 뷰티소품 > 페이스소품 > 브러쉬'
- '급이다른 절삭력 더툴랩 아이브로우 가위 LotteOn > 뷰티 > 뷰티기기/소품 > 메이크업소품 > 브러쉬 LotteOn > 뷰티 > 뷰티기기/소품 > 메이크업소품 > 브러쉬'
|
| 12 | - '아르드포 헤어스프레이 280ml (#M)SSG.COM/헤어/바디/헤어기기/소품/기타헤어기기 ssg > 뷰티 > 헤어/바디 > 헤어기기/소품 > 기타헤어기기'
- 'NEW 댕기머리 뉴골드 한방 칼라크림 염색약 자연갈색 / 진갈색 / 흑갈색 / 흑색 각 10개 새치머리용 진갈색 (#M)11st>헤어케어>염색약>새치용염색약 11st > 뷰티 > 헤어케어 > 염색약 > 새치용염색약'
- '아모스 스타일 익스프레션 디자이닝 스프레이 450ml 1개 (#M)11st>헤어케어>헤어스프레이>헤어스프레이 11st > 뷰티 > 헤어케어 > 헤어스프레이 > 헤어스프레이'
|
| 0 | - '그린핑거 여행용 트래블키트 40ml(3종) x1개 위메프 > 뷰티 > 바디/헤어 > 바디케어/워시/제모 > 바디워시/스크럽;(#M)위메프 > 생활·주방용품 > 바디/헤어 > 바디케어/워시/제모 > 바디워시/스크럽 위메프 > 뷰티 > 바디/헤어 > 바디케어/워시/제모 > 바디워시/스크럽'
- '밀크바오밥 화이트머스크 트래블 키트 MinSellAmount (#M)바디/헤어>헤어스타일링>헤어스타일링용품 Gmarket > 뷰티 > 바디/헤어 > 헤어스타일링 > 헤어스타일링용품'
- '라곰 트래블 키트 라곰 트래블 키트 (#M)SSG.COM/스킨케어/스킨케어세트 ssg > 뷰티 > 스킨케어 > 스킨케어세트'
|
## Evaluation
### Metrics
| Label | Accuracy |
|:--------|:---------|
| **all** | 0.9606 |
## 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("mini1013/master_main_item_top_bt")
# Run inference
preds = model("아덴 그린티 허니 드럽스 바디크림 100ml /박스정품 (#M)홈>전체상품 Naverstore > 화장품/미용 > 바디케어 > 바디크림")
```
## Training Details
### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:--------|:----|
| Word count | 10 | 23.0817 | 125 |
| Label | Training Sample Count |
|:------|:----------------------|
| 0 | 50 |
| 1 | 518 |
| 2 | 200 |
| 3 | 200 |
| 4 | 743 |
| 5 | 350 |
| 6 | 351 |
| 7 | 550 |
| 8 | 250 |
| 9 | 600 |
| 10 | 350 |
| 11 | 200 |
| 12 | 350 |
| 13 | 500 |
### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (30, 30)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 100
- 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
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
### Training Results
| Epoch | Step | Training Loss | Validation Loss |
|:-------:|:------:|:-------------:|:---------------:|
| 0.0001 | 1 | 0.373 | - |
| 0.0061 | 50 | 0.4241 | - |
| 0.0123 | 100 | 0.4341 | - |
| 0.0184 | 150 | 0.4216 | - |
| 0.0246 | 200 | 0.4206 | - |
| 0.0307 | 250 | 0.4169 | - |
| 0.0368 | 300 | 0.4022 | - |
| 0.0430 | 350 | 0.3971 | - |
| 0.0491 | 400 | 0.3896 | - |
| 0.0553 | 450 | 0.372 | - |
| 0.0614 | 500 | 0.378 | - |
| 0.0675 | 550 | 0.3696 | - |
| 0.0737 | 600 | 0.3507 | - |
| 0.0798 | 650 | 0.3459 | - |
| 0.0860 | 700 | 0.3374 | - |
| 0.0921 | 750 | 0.3227 | - |
| 0.0982 | 800 | 0.2979 | - |
| 0.1044 | 850 | 0.2763 | - |
| 0.1105 | 900 | 0.2537 | - |
| 0.1167 | 950 | 0.2308 | - |
| 0.1228 | 1000 | 0.2108 | - |
| 0.1289 | 1050 | 0.1888 | - |
| 0.1351 | 1100 | 0.1788 | - |
| 0.1412 | 1150 | 0.1653 | - |
| 0.1473 | 1200 | 0.1624 | - |
| 0.1535 | 1250 | 0.153 | - |
| 0.1596 | 1300 | 0.146 | - |
| 0.1658 | 1350 | 0.1341 | - |
| 0.1719 | 1400 | 0.1269 | - |
| 0.1780 | 1450 | 0.1305 | - |
| 0.1842 | 1500 | 0.1217 | - |
| 0.1903 | 1550 | 0.1178 | - |
| 0.1965 | 1600 | 0.1068 | - |
| 0.2026 | 1650 | 0.1005 | - |
| 0.2087 | 1700 | 0.0991 | - |
| 0.2149 | 1750 | 0.0931 | - |
| 0.2210 | 1800 | 0.0918 | - |
| 0.2272 | 1850 | 0.0883 | - |
| 0.2333 | 1900 | 0.0782 | - |
| 0.2394 | 1950 | 0.0768 | - |
| 0.2456 | 2000 | 0.076 | - |
| 0.2517 | 2050 | 0.0739 | - |
| 0.2579 | 2100 | 0.0707 | - |
| 0.2640 | 2150 | 0.0633 | - |
| 0.2701 | 2200 | 0.0597 | - |
| 0.2763 | 2250 | 0.0599 | - |
| 0.2824 | 2300 | 0.0547 | - |
| 0.2886 | 2350 | 0.0559 | - |
| 0.2947 | 2400 | 0.0489 | - |
| 0.3008 | 2450 | 0.0463 | - |
| 0.3070 | 2500 | 0.0444 | - |
| 0.3131 | 2550 | 0.0438 | - |
| 0.3193 | 2600 | 0.0436 | - |
| 0.3254 | 2650 | 0.0404 | - |
| 0.3315 | 2700 | 0.0373 | - |
| 0.3377 | 2750 | 0.0333 | - |
| 0.3438 | 2800 | 0.0342 | - |
| 0.3500 | 2850 | 0.0313 | - |
| 0.3561 | 2900 | 0.033 | - |
| 0.3622 | 2950 | 0.0279 | - |
| 0.3684 | 3000 | 0.0281 | - |
| 0.3745 | 3050 | 0.0256 | - |
| 0.3806 | 3100 | 0.0266 | - |
| 0.3868 | 3150 | 0.0245 | - |
| 0.3929 | 3200 | 0.0242 | - |
| 0.3991 | 3250 | 0.021 | - |
| 0.4052 | 3300 | 0.019 | - |
| 0.4113 | 3350 | 0.0198 | - |
| 0.4175 | 3400 | 0.0195 | - |
| 0.4236 | 3450 | 0.0201 | - |
| 0.4298 | 3500 | 0.0179 | - |
| 0.4359 | 3550 | 0.0155 | - |
| 0.4420 | 3600 | 0.0152 | - |
| 0.4482 | 3650 | 0.0159 | - |
| 0.4543 | 3700 | 0.0168 | - |
| 0.4605 | 3750 | 0.0138 | - |
| 0.4666 | 3800 | 0.0161 | - |
| 0.4727 | 3850 | 0.0134 | - |
| 0.4789 | 3900 | 0.0153 | - |
| 0.4850 | 3950 | 0.0148 | - |
| 0.4912 | 4000 | 0.0108 | - |
| 0.4973 | 4050 | 0.0118 | - |
| 0.5034 | 4100 | 0.0098 | - |
| 0.5096 | 4150 | 0.011 | - |
| 0.5157 | 4200 | 0.0115 | - |
| 0.5219 | 4250 | 0.0073 | - |
| 0.5280 | 4300 | 0.0064 | - |
| 0.5341 | 4350 | 0.0086 | - |
| 0.5403 | 4400 | 0.0073 | - |
| 0.5464 | 4450 | 0.0073 | - |
| 0.5526 | 4500 | 0.0067 | - |
| 0.5587 | 4550 | 0.0061 | - |
| 0.5648 | 4600 | 0.0071 | - |
| 0.5710 | 4650 | 0.0076 | - |
| 0.5771 | 4700 | 0.0064 | - |
| 0.5833 | 4750 | 0.0045 | - |
| 0.5894 | 4800 | 0.0075 | - |
| 0.5955 | 4850 | 0.007 | - |
| 0.6017 | 4900 | 0.0059 | - |
| 0.6078 | 4950 | 0.0052 | - |
| 0.6139 | 5000 | 0.005 | - |
| 0.6201 | 5050 | 0.0042 | - |
| 0.6262 | 5100 | 0.0036 | - |
| 0.6324 | 5150 | 0.0039 | - |
| 0.6385 | 5200 | 0.0025 | - |
| 0.6446 | 5250 | 0.0033 | - |
| 0.6508 | 5300 | 0.0029 | - |
| 0.6569 | 5350 | 0.0029 | - |
| 0.6631 | 5400 | 0.0027 | - |
| 0.6692 | 5450 | 0.0024 | - |
| 0.6753 | 5500 | 0.0022 | - |
| 0.6815 | 5550 | 0.0018 | - |
| 0.6876 | 5600 | 0.0024 | - |
| 0.6938 | 5650 | 0.0014 | - |
| 0.6999 | 5700 | 0.0021 | - |
| 0.7060 | 5750 | 0.0016 | - |
| 0.7122 | 5800 | 0.0012 | - |
| 0.7183 | 5850 | 0.001 | - |
| 0.7245 | 5900 | 0.0017 | - |
| 0.7306 | 5950 | 0.0013 | - |
| 0.7367 | 6000 | 0.0011 | - |
| 0.7429 | 6050 | 0.001 | - |
| 0.7490 | 6100 | 0.0008 | - |
| 0.7552 | 6150 | 0.0016 | - |
| 0.7613 | 6200 | 0.0017 | - |
| 0.7674 | 6250 | 0.0012 | - |
| 0.7736 | 6300 | 0.001 | - |
| 0.7797 | 6350 | 0.0009 | - |
| 0.7859 | 6400 | 0.0005 | - |
| 0.7920 | 6450 | 0.001 | - |
| 0.7981 | 6500 | 0.0008 | - |
| 0.8043 | 6550 | 0.001 | - |
| 0.8104 | 6600 | 0.0009 | - |
| 0.8166 | 6650 | 0.0009 | - |
| 0.8227 | 6700 | 0.0007 | - |
| 0.8288 | 6750 | 0.001 | - |
| 0.8350 | 6800 | 0.001 | - |
| 0.8411 | 6850 | 0.0004 | - |
| 0.8472 | 6900 | 0.0009 | - |
| 0.8534 | 6950 | 0.0012 | - |
| 0.8595 | 7000 | 0.0018 | - |
| 0.8657 | 7050 | 0.0011 | - |
| 0.8718 | 7100 | 0.0015 | - |
| 0.8779 | 7150 | 0.001 | - |
| 0.8841 | 7200 | 0.0009 | - |
| 0.8902 | 7250 | 0.0004 | - |
| 0.8964 | 7300 | 0.0006 | - |
| 0.9025 | 7350 | 0.0009 | - |
| 0.9086 | 7400 | 0.0016 | - |
| 0.9148 | 7450 | 0.0013 | - |
| 0.9209 | 7500 | 0.0008 | - |
| 0.9271 | 7550 | 0.0005 | - |
| 0.9332 | 7600 | 0.0012 | - |
| 0.9393 | 7650 | 0.001 | - |
| 0.9455 | 7700 | 0.0011 | - |
| 0.9516 | 7750 | 0.0006 | - |
| 0.9578 | 7800 | 0.0004 | - |
| 0.9639 | 7850 | 0.0008 | - |
| 0.9700 | 7900 | 0.0004 | - |
| 0.9762 | 7950 | 0.0005 | - |
| 0.9823 | 8000 | 0.0003 | - |
| 0.9885 | 8050 | 0.001 | - |
| 0.9946 | 8100 | 0.0002 | - |
| 1.0007 | 8150 | 0.0007 | - |
| 1.0069 | 8200 | 0.0006 | - |
| 1.0130 | 8250 | 0.0014 | - |
| 1.0192 | 8300 | 0.001 | - |
| 1.0253 | 8350 | 0.0006 | - |
| 1.0314 | 8400 | 0.0007 | - |
| 1.0376 | 8450 | 0.0011 | - |
| 1.0437 | 8500 | 0.0005 | - |
| 1.0499 | 8550 | 0.0002 | - |
| 1.0560 | 8600 | 0.0002 | - |
| 1.0621 | 8650 | 0.0004 | - |
| 1.0683 | 8700 | 0.0011 | - |
| 1.0744 | 8750 | 0.0002 | - |
| 1.0806 | 8800 | 0.0006 | - |
| 1.0867 | 8850 | 0.0004 | - |
| 1.0928 | 8900 | 0.0017 | - |
| 1.0990 | 8950 | 0.0017 | - |
| 1.1051 | 9000 | 0.0006 | - |
| 1.1112 | 9050 | 0.001 | - |
| 1.1174 | 9100 | 0.0004 | - |
| 1.1235 | 9150 | 0.0001 | - |
| 1.1297 | 9200 | 0.0003 | - |
| 1.1358 | 9250 | 0.0009 | - |
| 1.1419 | 9300 | 0.0004 | - |
| 1.1481 | 9350 | 0.0006 | - |
| 1.1542 | 9400 | 0.0012 | - |
| 1.1604 | 9450 | 0.0005 | - |
| 1.1665 | 9500 | 0.0004 | - |
| 1.1726 | 9550 | 0.0006 | - |
| 1.1788 | 9600 | 0.0002 | - |
| 1.1849 | 9650 | 0.0001 | - |
| 1.1911 | 9700 | 0.0005 | - |
| 1.1972 | 9750 | 0.0009 | - |
| 1.2033 | 9800 | 0.0008 | - |
| 1.2095 | 9850 | 0.001 | - |
| 1.2156 | 9900 | 0.0002 | - |
| 1.2218 | 9950 | 0.0002 | - |
| 1.2279 | 10000 | 0.0005 | - |
| 1.2340 | 10050 | 0.0003 | - |
| 1.2402 | 10100 | 0.0004 | - |
| 1.2463 | 10150 | 0.0002 | - |
| 1.2525 | 10200 | 0.0001 | - |
| 1.2586 | 10250 | 0.0004 | - |
| 1.2647 | 10300 | 0.0001 | - |
| 1.2709 | 10350 | 0.0002 | - |
| 1.2770 | 10400 | 0.0005 | - |
| 1.2832 | 10450 | 0.0008 | - |
| 1.2893 | 10500 | 0.0005 | - |
| 1.2954 | 10550 | 0.0007 | - |
| 1.3016 | 10600 | 0.0003 | - |
| 1.3077 | 10650 | 0.0004 | - |
| 1.3139 | 10700 | 0.001 | - |
| 1.3200 | 10750 | 0.0006 | - |
| 1.3261 | 10800 | 0.0009 | - |
| 1.3323 | 10850 | 0.0004 | - |
| 1.3384 | 10900 | 0.0004 | - |
| 1.3445 | 10950 | 0.0002 | - |
| 1.3507 | 11000 | 0.0004 | - |
| 1.3568 | 11050 | 0.0011 | - |
| 1.3630 | 11100 | 0.0003 | - |
| 1.3691 | 11150 | 0.0005 | - |
| 1.3752 | 11200 | 0.0005 | - |
| 1.3814 | 11250 | 0.0006 | - |
| 1.3875 | 11300 | 0.0013 | - |
| 1.3937 | 11350 | 0.0007 | - |
| 1.3998 | 11400 | 0.0007 | - |
| 1.4059 | 11450 | 0.0006 | - |
| 1.4121 | 11500 | 0.0007 | - |
| 1.4182 | 11550 | 0.0004 | - |
| 1.4244 | 11600 | 0.0001 | - |
| 1.4305 | 11650 | 0.0 | - |
| 1.4366 | 11700 | 0.0003 | - |
| 1.4428 | 11750 | 0.0 | - |
| 1.4489 | 11800 | 0.0006 | - |
| 1.4551 | 11850 | 0.001 | - |
| 1.4612 | 11900 | 0.0001 | - |
| 1.4673 | 11950 | 0.0003 | - |
| 1.4735 | 12000 | 0.0006 | - |
| 1.4796 | 12050 | 0.0008 | - |
| 1.4858 | 12100 | 0.0013 | - |
| 1.4919 | 12150 | 0.001 | - |
| 1.4980 | 12200 | 0.0002 | - |
| 1.5042 | 12250 | 0.0005 | - |
| 1.5103 | 12300 | 0.0007 | - |
| 1.5165 | 12350 | 0.0005 | - |
| 1.5226 | 12400 | 0.0005 | - |
| 1.5287 | 12450 | 0.0004 | - |
| 1.5349 | 12500 | 0.0003 | - |
| 1.5410 | 12550 | 0.0001 | - |
| 1.5472 | 12600 | 0.0 | - |
| 1.5533 | 12650 | 0.0002 | - |
| 1.5594 | 12700 | 0.0 | - |
| 1.5656 | 12750 | 0.0003 | - |
| 1.5717 | 12800 | 0.0002 | - |
| 1.5778 | 12850 | 0.0001 | - |
| 1.5840 | 12900 | 0.0007 | - |
| 1.5901 | 12950 | 0.0008 | - |
| 1.5963 | 13000 | 0.0003 | - |
| 1.6024 | 13050 | 0.0007 | - |
| 1.6085 | 13100 | 0.0004 | - |
| 1.6147 | 13150 | 0.0005 | - |
| 1.6208 | 13200 | 0.0007 | - |
| 1.6270 | 13250 | 0.0006 | - |
| 1.6331 | 13300 | 0.0006 | - |
| 1.6392 | 13350 | 0.0003 | - |
| 1.6454 | 13400 | 0.0003 | - |
| 1.6515 | 13450 | 0.0002 | - |
| 1.6577 | 13500 | 0.0006 | - |
| 1.6638 | 13550 | 0.0001 | - |
| 1.6699 | 13600 | 0.0003 | - |
| 1.6761 | 13650 | 0.0009 | - |
| 1.6822 | 13700 | 0.0007 | - |
| 1.6884 | 13750 | 0.0007 | - |
| 1.6945 | 13800 | 0.0002 | - |
| 1.7006 | 13850 | 0.0001 | - |
| 1.7068 | 13900 | 0.0007 | - |
| 1.7129 | 13950 | 0.0009 | - |
| 1.7191 | 14000 | 0.0011 | - |
| 1.7252 | 14050 | 0.0005 | - |
| 1.7313 | 14100 | 0.0005 | - |
| 1.7375 | 14150 | 0.0005 | - |
| 1.7436 | 14200 | 0.001 | - |
| 1.7498 | 14250 | 0.0007 | - |
| 1.7559 | 14300 | 0.0002 | - |
| 1.7620 | 14350 | 0.0003 | - |
| 1.7682 | 14400 | 0.0008 | - |
| 1.7743 | 14450 | 0.0003 | - |
| 1.7805 | 14500 | 0.0008 | - |
| 1.7866 | 14550 | 0.0005 | - |
| 1.7927 | 14600 | 0.0006 | - |
| 1.7989 | 14650 | 0.0006 | - |
| 1.8050 | 14700 | 0.0003 | - |
| 1.8111 | 14750 | 0.0004 | - |
| 1.8173 | 14800 | 0.0004 | - |
| 1.8234 | 14850 | 0.0002 | - |
| 1.8296 | 14900 | 0.0002 | - |
| 1.8357 | 14950 | 0.0003 | - |
| 1.8418 | 15000 | 0.0 | - |
| 1.8480 | 15050 | 0.0001 | - |
| 1.8541 | 15100 | 0.0009 | - |
| 1.8603 | 15150 | 0.0011 | - |
| 1.8664 | 15200 | 0.0011 | - |
| 1.8725 | 15250 | 0.0008 | - |
| 1.8787 | 15300 | 0.0013 | - |
| 1.8848 | 15350 | 0.001 | - |
| 1.8910 | 15400 | 0.0005 | - |
| 1.8971 | 15450 | 0.0003 | - |
| 1.9032 | 15500 | 0.0002 | - |
| 1.9094 | 15550 | 0.0 | - |
| 1.9155 | 15600 | 0.0 | - |
| 1.9217 | 15650 | 0.0 | - |
| 1.9278 | 15700 | 0.0003 | - |
| 1.9339 | 15750 | 0.0 | - |
| 1.9401 | 15800 | 0.0 | - |
| 1.9462 | 15850 | 0.0 | - |
| 1.9524 | 15900 | 0.0 | - |
| 1.9585 | 15950 | 0.0 | - |
| 1.9646 | 16000 | 0.0 | - |
| 1.9708 | 16050 | 0.0 | - |
| 1.9769 | 16100 | 0.0 | - |
| 1.9831 | 16150 | 0.0 | - |
| 1.9892 | 16200 | 0.0 | - |
| 1.9953 | 16250 | 0.0 | - |
| 2.0015 | 16300 | 0.0 | - |
| 2.0076 | 16350 | 0.0 | - |
| 2.0138 | 16400 | 0.0002 | - |
| 2.0199 | 16450 | 0.0006 | - |
| 2.0260 | 16500 | 0.002 | - |
| 2.0322 | 16550 | 0.0016 | - |
| 2.0383 | 16600 | 0.0006 | - |
| 2.0444 | 16650 | 0.0003 | - |
| 2.0506 | 16700 | 0.0018 | - |
| 2.0567 | 16750 | 0.0011 | - |
| 2.0629 | 16800 | 0.001 | - |
| 2.0690 | 16850 | 0.001 | - |
| 2.0751 | 16900 | 0.0004 | - |
| 2.0813 | 16950 | 0.0002 | - |
| 2.0874 | 17000 | 0.0001 | - |
| 2.0936 | 17050 | 0.0 | - |
| 2.0997 | 17100 | 0.0 | - |
| 2.1058 | 17150 | 0.0 | - |
| 2.1120 | 17200 | 0.0 | - |
| 2.1181 | 17250 | 0.0 | - |
| 2.1243 | 17300 | 0.0 | - |
| 2.1304 | 17350 | 0.0 | - |
| 2.1365 | 17400 | 0.0 | - |
| 2.1427 | 17450 | 0.0 | - |
| 2.1488 | 17500 | 0.0 | - |
| 2.1550 | 17550 | 0.0 | - |
| 2.1611 | 17600 | 0.0 | - |
| 2.1672 | 17650 | 0.0 | - |
| 2.1734 | 17700 | 0.0 | - |
| 2.1795 | 17750 | 0.0 | - |
| 2.1857 | 17800 | 0.0 | - |
| 2.1918 | 17850 | 0.0 | - |
| 2.1979 | 17900 | 0.0 | - |
| 2.2041 | 17950 | 0.0001 | - |
| 2.2102 | 18000 | 0.0005 | - |
| 2.2164 | 18050 | 0.0006 | - |
| 2.2225 | 18100 | 0.0006 | - |
| 2.2286 | 18150 | 0.0014 | - |
| 2.2348 | 18200 | 0.0018 | - |
| 2.2409 | 18250 | 0.0017 | - |
| 2.2471 | 18300 | 0.0001 | - |
| 2.2532 | 18350 | 0.0002 | - |
| 2.2593 | 18400 | 0.0005 | - |
| 2.2655 | 18450 | 0.0003 | - |
| 2.2716 | 18500 | 0.0006 | - |
| 2.2778 | 18550 | 0.0003 | - |
| 2.2839 | 18600 | 0.0002 | - |
| 2.2900 | 18650 | 0.0002 | - |
| 2.2962 | 18700 | 0.0001 | - |
| 2.3023 | 18750 | 0.0 | - |
| 2.3084 | 18800 | 0.0 | - |
| 2.3146 | 18850 | 0.0001 | - |
| 2.3207 | 18900 | 0.0004 | - |
| 2.3269 | 18950 | 0.0004 | - |
| 2.3330 | 19000 | 0.0011 | - |
| 2.3391 | 19050 | 0.0018 | - |
| 2.3453 | 19100 | 0.001 | - |
| 2.3514 | 19150 | 0.0009 | - |
| 2.3576 | 19200 | 0.0003 | - |
| 2.3637 | 19250 | 0.0012 | - |
| 2.3698 | 19300 | 0.0021 | - |
| 2.3760 | 19350 | 0.0014 | - |
| 2.3821 | 19400 | 0.0006 | - |
| 2.3883 | 19450 | 0.0002 | - |
| 2.3944 | 19500 | 0.0005 | - |
| 2.4005 | 19550 | 0.0003 | - |
| 2.4067 | 19600 | 0.0003 | - |
| 2.4128 | 19650 | 0.0004 | - |
| 2.4190 | 19700 | 0.0001 | - |
| 2.4251 | 19750 | 0.0 | - |
| 2.4312 | 19800 | 0.0001 | - |
| 2.4374 | 19850 | 0.0 | - |
| 2.4435 | 19900 | 0.0 | - |
| 2.4497 | 19950 | 0.0 | - |
| 2.4558 | 20000 | 0.0 | - |
| 2.4619 | 20050 | 0.0 | - |
| 2.4681 | 20100 | 0.0 | - |
| 2.4742 | 20150 | 0.0001 | - |
| 2.4804 | 20200 | 0.0003 | - |
| 2.4865 | 20250 | 0.0005 | - |
| 2.4926 | 20300 | 0.0008 | - |
| 2.4988 | 20350 | 0.0013 | - |
| 2.5049 | 20400 | 0.0006 | - |
| 2.5111 | 20450 | 0.0005 | - |
| 2.5172 | 20500 | 0.0002 | - |
| 2.5233 | 20550 | 0.0002 | - |
| 2.5295 | 20600 | 0.0002 | - |
| 2.5356 | 20650 | 0.0004 | - |
| 2.5417 | 20700 | 0.0003 | - |
| 2.5479 | 20750 | 0.0 | - |
| 2.5540 | 20800 | 0.0002 | - |
| 2.5602 | 20850 | 0.0002 | - |
| 2.5663 | 20900 | 0.0001 | - |
| 2.5724 | 20950 | 0.0005 | - |
| 2.5786 | 21000 | 0.0006 | - |
| 2.5847 | 21050 | 0.0003 | - |
| 2.5909 | 21100 | 0.0004 | - |
| 2.5970 | 21150 | 0.0006 | - |
| 2.6031 | 21200 | 0.0005 | - |
| 2.6093 | 21250 | 0.0008 | - |
| 2.6154 | 21300 | 0.0006 | - |
| 2.6216 | 21350 | 0.0008 | - |
| 2.6277 | 21400 | 0.0008 | - |
| 2.6338 | 21450 | 0.0008 | - |
| 2.6400 | 21500 | 0.0002 | - |
| 2.6461 | 21550 | 0.0004 | - |
| 2.6523 | 21600 | 0.0005 | - |
| 2.6584 | 21650 | 0.0008 | - |
| 2.6645 | 21700 | 0.0009 | - |
| 2.6707 | 21750 | 0.0008 | - |
| 2.6768 | 21800 | 0.0006 | - |
| 2.6830 | 21850 | 0.001 | - |
| 2.6891 | 21900 | 0.0005 | - |
| 2.6952 | 21950 | 0.0004 | - |
| 2.7014 | 22000 | 0.0002 | - |
| 2.7075 | 22050 | 0.0004 | - |
| 2.7137 | 22100 | 0.0008 | - |
| 2.7198 | 22150 | 0.0023 | - |
| 2.7259 | 22200 | 0.0006 | - |
| 2.7321 | 22250 | 0.0002 | - |
| 2.7382 | 22300 | 0.0007 | - |
| 2.7444 | 22350 | 0.0002 | - |
| 2.7505 | 22400 | 0.0003 | - |
| 2.7566 | 22450 | 0.0002 | - |
| 2.7628 | 22500 | 0.0 | - |
| 2.7689 | 22550 | 0.0 | - |
| 2.7750 | 22600 | 0.0 | - |
| 2.7812 | 22650 | 0.0 | - |
| 2.7873 | 22700 | 0.0 | - |
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| 2.8180 | 22950 | 0.0 | - |
| 2.8242 | 23000 | 0.0005 | - |
| 2.8303 | 23050 | 0.0008 | - |
| 2.8364 | 23100 | 0.0006 | - |
| 2.8426 | 23150 | 0.0002 | - |
| 2.8487 | 23200 | 0.0002 | - |
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| 2.8671 | 23350 | 0.0012 | - |
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| 2.8794 | 23450 | 0.0003 | - |
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| 2.8917 | 23550 | 0.0008 | - |
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| 2.9101 | 23700 | 0.0002 | - |
| 2.9163 | 23750 | 0.0004 | - |
| 2.9224 | 23800 | 0.0002 | - |
| 2.9285 | 23850 | 0.0004 | - |
| 2.9347 | 23900 | 0.0 | - |
| 2.9408 | 23950 | 0.0004 | - |
| 2.9470 | 24000 | 0.0005 | - |
| 2.9531 | 24050 | 0.0004 | - |
| 2.9592 | 24100 | 0.0011 | - |
| 2.9654 | 24150 | 0.001 | - |
| 2.9715 | 24200 | 0.0003 | - |
| 2.9777 | 24250 | 0.0004 | - |
| 2.9838 | 24300 | 0.0009 | - |
| 2.9899 | 24350 | 0.0011 | - |
| 2.9961 | 24400 | 0.0008 | - |
| 3.0022 | 24450 | 0.0001 | - |
| 3.0083 | 24500 | 0.0 | - |
| 3.0145 | 24550 | 0.0 | - |
| 3.0206 | 24600 | 0.0 | - |
| 3.0268 | 24650 | 0.0001 | - |
| 3.0329 | 24700 | 0.0004 | - |
| 3.0390 | 24750 | 0.0005 | - |
| 3.0452 | 24800 | 0.0005 | - |
| 3.0513 | 24850 | 0.0004 | - |
| 3.0575 | 24900 | 0.0 | - |
| 3.0636 | 24950 | 0.0 | - |
| 3.0697 | 25000 | 0.0007 | - |
| 3.0759 | 25050 | 0.0003 | - |
| 3.0820 | 25100 | 0.0009 | - |
| 3.0882 | 25150 | 0.0005 | - |
| 3.0943 | 25200 | 0.0007 | - |
| 3.1004 | 25250 | 0.0005 | - |
| 3.1066 | 25300 | 0.0005 | - |
| 3.1127 | 25350 | 0.0008 | - |
| 3.1189 | 25400 | 0.0002 | - |
| 3.125 | 25450 | 0.0011 | - |
| 3.1311 | 25500 | 0.001 | - |
| 3.1373 | 25550 | 0.0012 | - |
| 3.1434 | 25600 | 0.0015 | - |
| 3.1496 | 25650 | 0.002 | - |
| 3.1557 | 25700 | 0.0014 | - |
| 3.1618 | 25750 | 0.0008 | - |
| 3.1680 | 25800 | 0.0007 | - |
| 3.1741 | 25850 | 0.0013 | - |
| 3.1803 | 25900 | 0.001 | - |
| 3.1864 | 25950 | 0.001 | - |
| 3.1925 | 26000 | 0.0004 | - |
| 3.1987 | 26050 | 0.0012 | - |
| 3.2048 | 26100 | 0.0016 | - |
| 3.2110 | 26150 | 0.0015 | - |
| 3.2171 | 26200 | 0.0004 | - |
| 3.2232 | 26250 | 0.0004 | - |
| 3.2294 | 26300 | 0.0006 | - |
| 3.2355 | 26350 | 0.0003 | - |
| 3.2417 | 26400 | 0.0005 | - |
| 3.2478 | 26450 | 0.0004 | - |
| 3.2539 | 26500 | 0.0002 | - |
| 3.2601 | 26550 | 0.0002 | - |
| 3.2662 | 26600 | 0.0001 | - |
| 3.2723 | 26650 | 0.0 | - |
| 3.2785 | 26700 | 0.0002 | - |
| 3.2846 | 26750 | 0.0 | - |
| 3.2908 | 26800 | 0.0001 | - |
| 3.2969 | 26850 | 0.0 | - |
| 3.3030 | 26900 | 0.0001 | - |
| 3.3092 | 26950 | 0.0006 | - |
| 3.3153 | 27000 | 0.0001 | - |
| 3.3215 | 27050 | 0.0003 | - |
| 3.3276 | 27100 | 0.0001 | - |
| 3.3337 | 27150 | 0.0001 | - |
| 3.3399 | 27200 | 0.0 | - |
| 3.3460 | 27250 | 0.0001 | - |
| 3.3522 | 27300 | 0.0 | - |
| 3.3583 | 27350 | 0.0 | - |
| 3.3644 | 27400 | 0.0 | - |
| 3.3706 | 27450 | 0.0 | - |
| 3.3767 | 27500 | 0.0 | - |
| 3.3829 | 27550 | 0.0 | - |
| 3.3890 | 27600 | 0.0 | - |
| 3.3951 | 27650 | 0.0024 | - |
| 3.4013 | 27700 | 0.0006 | - |
| 3.4074 | 27750 | 0.0009 | - |
| 3.4136 | 27800 | 0.0012 | - |
| 3.4197 | 27850 | 0.001 | - |
| 3.4258 | 27900 | 0.0002 | - |
| 3.4320 | 27950 | 0.0 | - |
| 3.4381 | 28000 | 0.0003 | - |
| 3.4443 | 28050 | 0.0001 | - |
| 3.4504 | 28100 | 0.0005 | - |
| 3.4565 | 28150 | 0.0002 | - |
| 3.4627 | 28200 | 0.0003 | - |
| 3.4688 | 28250 | 0.0005 | - |
| 3.4750 | 28300 | 0.0006 | - |
| 3.4811 | 28350 | 0.0008 | - |
| 3.4872 | 28400 | 0.0002 | - |
| 3.4934 | 28450 | 0.0007 | - |
| 3.4995 | 28500 | 0.0005 | - |
| 3.5056 | 28550 | 0.0004 | - |
| 3.5118 | 28600 | 0.0005 | - |
| 3.5179 | 28650 | 0.0001 | - |
| 3.5241 | 28700 | 0.0002 | - |
| 3.5302 | 28750 | 0.0 | - |
| 3.5363 | 28800 | 0.0002 | - |
| 3.5425 | 28850 | 0.0 | - |
| 3.5486 | 28900 | 0.0 | - |
| 3.5548 | 28950 | 0.0 | - |
| 3.5609 | 29000 | 0.0 | - |
| 3.5670 | 29050 | 0.0 | - |
| 3.5732 | 29100 | 0.0002 | - |
| 3.5793 | 29150 | 0.0 | - |
| 3.5855 | 29200 | 0.0002 | - |
| 3.5916 | 29250 | 0.0002 | - |
| 3.5977 | 29300 | 0.0 | - |
| 3.6039 | 29350 | 0.0002 | - |
| 3.6100 | 29400 | 0.0 | - |
| 3.6162 | 29450 | 0.0 | - |
| 3.6223 | 29500 | 0.0003 | - |
| 3.6284 | 29550 | 0.0002 | - |
| 3.6346 | 29600 | 0.0003 | - |
| 3.6407 | 29650 | 0.0002 | - |
| 3.6469 | 29700 | 0.0002 | - |
| 3.6530 | 29750 | 0.0 | - |
| 3.6591 | 29800 | 0.0 | - |
| 3.6653 | 29850 | 0.0 | - |
| 3.6714 | 29900 | 0.0004 | - |
| 3.6776 | 29950 | 0.0005 | - |
| 3.6837 | 30000 | 0.0005 | - |
| 3.6898 | 30050 | 0.0008 | - |
| 3.6960 | 30100 | 0.0016 | - |
| 3.7021 | 30150 | 0.0008 | - |
| 3.7083 | 30200 | 0.0002 | - |
| 3.7144 | 30250 | 0.0 | - |
| 3.7205 | 30300 | 0.0 | - |
| 3.7267 | 30350 | 0.0 | - |
| 3.7328 | 30400 | 0.0002 | - |
| 3.7389 | 30450 | 0.001 | - |
| 3.7451 | 30500 | 0.0001 | - |
| 3.7512 | 30550 | 0.0 | - |
| 3.7574 | 30600 | 0.0002 | - |
| 3.7635 | 30650 | 0.0004 | - |
| 3.7696 | 30700 | 0.0003 | - |
| 3.7758 | 30750 | 0.0002 | - |
| 3.7819 | 30800 | 0.0002 | - |
| 3.7881 | 30850 | 0.0 | - |
| 3.7942 | 30900 | 0.0 | - |
| 3.8003 | 30950 | 0.0002 | - |
| 3.8065 | 31000 | 0.0001 | - |
| 3.8126 | 31050 | 0.0 | - |
| 3.8188 | 31100 | 0.0002 | - |
| 3.8249 | 31150 | 0.0002 | - |
| 3.8310 | 31200 | 0.0002 | - |
| 3.8372 | 31250 | 0.0001 | - |
| 3.8433 | 31300 | 0.0 | - |
| 3.8495 | 31350 | 0.0006 | - |
| 3.8556 | 31400 | 0.0004 | - |
| 3.8617 | 31450 | 0.0004 | - |
| 3.8679 | 31500 | 0.0006 | - |
| 3.8740 | 31550 | 0.0011 | - |
| 3.8802 | 31600 | 0.0005 | - |
| 3.8863 | 31650 | 0.0002 | - |
| 3.8924 | 31700 | 0.0002 | - |
| 3.8986 | 31750 | 0.0 | - |
| 3.9047 | 31800 | 0.0002 | - |
| 3.9109 | 31850 | 0.0011 | - |
| 3.9170 | 31900 | 0.0008 | - |
| 3.9231 | 31950 | 0.0001 | - |
| 3.9293 | 32000 | 0.0004 | - |
| 3.9354 | 32050 | 0.0009 | - |
| 3.9416 | 32100 | 0.0006 | - |
| 3.9477 | 32150 | 0.0001 | - |
| 3.9538 | 32200 | 0.0 | - |
| 3.9600 | 32250 | 0.0002 | - |
| 3.9661 | 32300 | 0.0 | - |
| 3.9722 | 32350 | 0.0002 | - |
| 3.9784 | 32400 | 0.0 | - |
| 3.9845 | 32450 | 0.0 | - |
| 3.9907 | 32500 | 0.0 | - |
| 3.9968 | 32550 | 0.0 | - |
| 4.0029 | 32600 | 0.0 | - |
| 4.0091 | 32650 | 0.0 | - |
| 4.0152 | 32700 | 0.0 | - |
| 4.0214 | 32750 | 0.0 | - |
| 4.0275 | 32800 | 0.0 | - |
| 4.0336 | 32850 | 0.0 | - |
| 4.0398 | 32900 | 0.0 | - |
| 4.0459 | 32950 | 0.0 | - |
| 4.0521 | 33000 | 0.0 | - |
| 4.0582 | 33050 | 0.0002 | - |
| 4.0643 | 33100 | 0.0 | - |
| 4.0705 | 33150 | 0.0 | - |
| 4.0766 | 33200 | 0.0 | - |
| 4.0828 | 33250 | 0.0 | - |
| 4.0889 | 33300 | 0.0 | - |
| 4.0950 | 33350 | 0.0 | - |
| 4.1012 | 33400 | 0.0 | - |
| 4.1073 | 33450 | 0.0 | - |
| 4.1135 | 33500 | 0.0 | - |
| 4.1196 | 33550 | 0.0 | - |
| 4.1257 | 33600 | 0.0 | - |
| 4.1319 | 33650 | 0.0 | - |
| 4.1380 | 33700 | 0.0 | - |
| 4.1442 | 33750 | 0.0001 | - |
| 4.1503 | 33800 | 0.0005 | - |
| 4.1564 | 33850 | 0.0016 | - |
| 4.1626 | 33900 | 0.0011 | - |
| 4.1687 | 33950 | 0.0014 | - |
| 4.1749 | 34000 | 0.0014 | - |
| 4.1810 | 34050 | 0.0013 | - |
| 4.1871 | 34100 | 0.0007 | - |
| 4.1933 | 34150 | 0.0003 | - |
| 4.1994 | 34200 | 0.0006 | - |
| 4.2056 | 34250 | 0.0006 | - |
| 4.2117 | 34300 | 0.0001 | - |
| 4.2178 | 34350 | 0.0002 | - |
| 4.2240 | 34400 | 0.0 | - |
| 4.2301 | 34450 | 0.0 | - |
| 4.2362 | 34500 | 0.0 | - |
| 4.2424 | 34550 | 0.0 | - |
| 4.2485 | 34600 | 0.0 | - |
| 4.2547 | 34650 | 0.0001 | - |
| 4.2608 | 34700 | 0.0 | - |
| 4.2669 | 34750 | 0.0005 | - |
| 4.2731 | 34800 | 0.0001 | - |
| 4.2792 | 34850 | 0.0 | - |
| 4.2854 | 34900 | 0.0 | - |
| 4.2915 | 34950 | 0.0001 | - |
| 4.2976 | 35000 | 0.0001 | - |
| 4.3038 | 35050 | 0.0002 | - |
| 4.3099 | 35100 | 0.0 | - |
| 4.3161 | 35150 | 0.0002 | - |
| 4.3222 | 35200 | 0.0 | - |
| 4.3283 | 35250 | 0.0 | - |
| 4.3345 | 35300 | 0.0 | - |
| 4.3406 | 35350 | 0.0 | - |
| 4.3468 | 35400 | 0.0 | - |
| 4.3529 | 35450 | 0.0 | - |
| 4.3590 | 35500 | 0.0 | - |
| 4.3652 | 35550 | 0.0 | - |
| 4.3713 | 35600 | 0.0001 | - |
| 4.3775 | 35650 | 0.0004 | - |
| 4.3836 | 35700 | 0.0002 | - |
| 4.3897 | 35750 | 0.0011 | - |
| 4.3959 | 35800 | 0.0014 | - |
| 4.4020 | 35850 | 0.0003 | - |
| 4.4082 | 35900 | 0.0004 | - |
| 4.4143 | 35950 | 0.0005 | - |
| 4.4204 | 36000 | 0.0002 | - |
| 4.4266 | 36050 | 0.0008 | - |
| 4.4327 | 36100 | 0.0006 | - |
| 4.4389 | 36150 | 0.0002 | - |
| 4.4450 | 36200 | 0.0 | - |
| 4.4511 | 36250 | 0.0002 | - |
| 4.4573 | 36300 | 0.0002 | - |
| 4.4634 | 36350 | 0.0006 | - |
| 4.4695 | 36400 | 0.0009 | - |
| 4.4757 | 36450 | 0.0 | - |
| 4.4818 | 36500 | 0.0002 | - |
| 4.4880 | 36550 | 0.0004 | - |
| 4.4941 | 36600 | 0.0004 | - |
| 4.5002 | 36650 | 0.0006 | - |
| 4.5064 | 36700 | 0.0008 | - |
| 4.5125 | 36750 | 0.0003 | - |
| 4.5187 | 36800 | 0.0001 | - |
| 4.5248 | 36850 | 0.0 | - |
| 4.5309 | 36900 | 0.0 | - |
| 4.5371 | 36950 | 0.0004 | - |
| 4.5432 | 37000 | 0.0 | - |
| 4.5494 | 37050 | 0.0001 | - |
| 4.5555 | 37100 | 0.0005 | - |
| 4.5616 | 37150 | 0.0 | - |
| 4.5678 | 37200 | 0.0002 | - |
| 4.5739 | 37250 | 0.0002 | - |
| 4.5801 | 37300 | 0.0 | - |
| 4.5862 | 37350 | 0.0002 | - |
| 4.5923 | 37400 | 0.0 | - |
| 4.5985 | 37450 | 0.0 | - |
| 4.6046 | 37500 | 0.0 | - |
| 4.6108 | 37550 | 0.0 | - |
| 4.6169 | 37600 | 0.0 | - |
| 4.6230 | 37650 | 0.0 | - |
| 4.6292 | 37700 | 0.0 | - |
| 4.6353 | 37750 | 0.0 | - |
| 4.6415 | 37800 | 0.0 | - |
| 4.6476 | 37850 | 0.0008 | - |
| 4.6537 | 37900 | 0.0004 | - |
| 4.6599 | 37950 | 0.0 | - |
| 4.6660 | 38000 | 0.0 | - |
| 4.6722 | 38050 | 0.0 | - |
| 4.6783 | 38100 | 0.0 | - |
| 4.6844 | 38150 | 0.0002 | - |
| 4.6906 | 38200 | 0.0001 | - |
| 4.6967 | 38250 | 0.0002 | - |
| 4.7028 | 38300 | 0.0007 | - |
| 4.7090 | 38350 | 0.0009 | - |
| 4.7151 | 38400 | 0.0012 | - |
| 4.7213 | 38450 | 0.0022 | - |
| 4.7274 | 38500 | 0.001 | - |
| 4.7335 | 38550 | 0.0005 | - |
| 4.7397 | 38600 | 0.0004 | - |
| 4.7458 | 38650 | 0.0003 | - |
| 4.7520 | 38700 | 0.0002 | - |
| 4.7581 | 38750 | 0.0001 | - |
| 4.7642 | 38800 | 0.0001 | - |
| 4.7704 | 38850 | 0.0004 | - |
| 4.7765 | 38900 | 0.0017 | - |
| 4.7827 | 38950 | 0.001 | - |
| 4.7888 | 39000 | 0.0003 | - |
| 4.7949 | 39050 | 0.001 | - |
| 4.8011 | 39100 | 0.0008 | - |
| 4.8072 | 39150 | 0.0007 | - |
| 4.8134 | 39200 | 0.0001 | - |
| 4.8195 | 39250 | 0.0003 | - |
| 4.8256 | 39300 | 0.0002 | - |
| 4.8318 | 39350 | 0.0002 | - |
| 4.8379 | 39400 | 0.0003 | - |
| 4.8441 | 39450 | 0.0 | - |
| 4.8502 | 39500 | 0.0001 | - |
| 4.8563 | 39550 | 0.0 | - |
| 4.8625 | 39600 | 0.0002 | - |
| 4.8686 | 39650 | 0.0001 | - |
| 4.8748 | 39700 | 0.0002 | - |
| 4.8809 | 39750 | 0.0 | - |
| 4.8870 | 39800 | 0.0002 | - |
| 4.8932 | 39850 | 0.0 | - |
| 4.8993 | 39900 | 0.0 | - |
| 4.9055 | 39950 | 0.0 | - |
| 4.9116 | 40000 | 0.0 | - |
| 4.9177 | 40050 | 0.0 | - |
| 4.9239 | 40100 | 0.0003 | - |
| 4.9300 | 40150 | 0.0004 | - |
| 4.9361 | 40200 | 0.0002 | - |
| 4.9423 | 40250 | 0.0005 | - |
| 4.9484 | 40300 | 0.0002 | - |
| 4.9546 | 40350 | 0.0002 | - |
| 4.9607 | 40400 | 0.0 | - |
| 4.9668 | 40450 | 0.0001 | - |
| 4.9730 | 40500 | 0.0002 | - |
| 4.9791 | 40550 | 0.0003 | - |
| 4.9853 | 40600 | 0.0002 | - |
| 4.9914 | 40650 | 0.0002 | - |
| 4.9975 | 40700 | 0.001 | - |
| 5.0037 | 40750 | 0.0002 | - |
| 5.0098 | 40800 | 0.0005 | - |
| 5.0160 | 40850 | 0.0002 | - |
| 5.0221 | 40900 | 0.0002 | - |
| 5.0282 | 40950 | 0.0 | - |
| 5.0344 | 41000 | 0.0 | - |
| 5.0405 | 41050 | 0.0002 | - |
| 5.0467 | 41100 | 0.0002 | - |
| 5.0528 | 41150 | 0.0002 | - |
| 5.0589 | 41200 | 0.0001 | - |
| 5.0651 | 41250 | 0.0006 | - |
| 5.0712 | 41300 | 0.0002 | - |
| 5.0774 | 41350 | 0.0 | - |
| 5.0835 | 41400 | 0.0002 | - |
| 5.0896 | 41450 | 0.0002 | - |
| 5.0958 | 41500 | 0.0 | - |
| 5.1019 | 41550 | 0.0 | - |
| 5.1081 | 41600 | 0.0 | - |
| 5.1142 | 41650 | 0.0 | - |
| 5.1203 | 41700 | 0.0 | - |
| 5.1265 | 41750 | 0.0 | - |
| 5.1326 | 41800 | 0.0 | - |
| 5.1388 | 41850 | 0.0 | - |
| 5.1449 | 41900 | 0.0 | - |
| 5.1510 | 41950 | 0.0 | - |
| 5.1572 | 42000 | 0.0 | - |
| 5.1633 | 42050 | 0.0001 | - |
| 5.1694 | 42100 | 0.0006 | - |
| 5.1756 | 42150 | 0.0 | - |
| 5.1817 | 42200 | 0.0 | - |
| 5.1879 | 42250 | 0.0 | - |
| 5.1940 | 42300 | 0.0 | - |
| 5.2001 | 42350 | 0.0 | - |
| 5.2063 | 42400 | 0.0001 | - |
| 5.2124 | 42450 | 0.0002 | - |
| 5.2186 | 42500 | 0.0 | - |
| 5.2247 | 42550 | 0.0006 | - |
| 5.2308 | 42600 | 0.0001 | - |
| 5.2370 | 42650 | 0.0 | - |
| 5.2431 | 42700 | 0.0 | - |
| 5.2493 | 42750 | 0.0011 | - |
| 5.2554 | 42800 | 0.0009 | - |
| 5.2615 | 42850 | 0.0002 | - |
| 5.2677 | 42900 | 0.0003 | - |
| 5.2738 | 42950 | 0.0002 | - |
| 5.2800 | 43000 | 0.0002 | - |
| 5.2861 | 43050 | 0.0004 | - |
| 5.2922 | 43100 | 0.0005 | - |
| 5.2984 | 43150 | 0.0005 | - |
| 5.3045 | 43200 | 0.0001 | - |
| 5.3107 | 43250 | 0.0002 | - |
| 5.3168 | 43300 | 0.0001 | - |
| 5.3229 | 43350 | 0.0 | - |
| 5.3291 | 43400 | 0.0 | - |
| 5.3352 | 43450 | 0.0 | - |
| 5.3414 | 43500 | 0.0 | - |
| 5.3475 | 43550 | 0.0002 | - |
| 5.3536 | 43600 | 0.0 | - |
| 5.3598 | 43650 | 0.0002 | - |
| 5.3659 | 43700 | 0.0004 | - |
| 5.3721 | 43750 | 0.0 | - |
| 5.3782 | 43800 | 0.0007 | - |
| 5.3843 | 43850 | 0.0 | - |
| 5.3905 | 43900 | 0.0002 | - |
| 5.3966 | 43950 | 0.0002 | - |
| 5.4028 | 44000 | 0.0 | - |
| 5.4089 | 44050 | 0.0 | - |
| 5.4150 | 44100 | 0.0002 | - |
| 5.4212 | 44150 | 0.0002 | - |
| 5.4273 | 44200 | 0.0 | - |
| 5.4334 | 44250 | 0.0 | - |
| 5.4396 | 44300 | 0.0 | - |
| 5.4457 | 44350 | 0.0 | - |
| 5.4519 | 44400 | 0.0 | - |
| 5.4580 | 44450 | 0.0 | - |
| 5.4641 | 44500 | 0.0 | - |
| 5.4703 | 44550 | 0.0 | - |
| 5.4764 | 44600 | 0.0002 | - |
| 5.4826 | 44650 | 0.0 | - |
| 5.4887 | 44700 | 0.0 | - |
| 5.4948 | 44750 | 0.0 | - |
| 5.5010 | 44800 | 0.0 | - |
| 5.5071 | 44850 | 0.0001 | - |
| 5.5133 | 44900 | 0.0006 | - |
| 5.5194 | 44950 | 0.0003 | - |
| 5.5255 | 45000 | 0.0005 | - |
| 5.5317 | 45050 | 0.0005 | - |
| 5.5378 | 45100 | 0.0006 | - |
| 5.5440 | 45150 | 0.0002 | - |
| 5.5501 | 45200 | 0.0005 | - |
| 5.5562 | 45250 | 0.0006 | - |
| 5.5624 | 45300 | 0.0003 | - |
| 5.5685 | 45350 | 0.0004 | - |
| 5.5747 | 45400 | 0.0003 | - |
| 5.5808 | 45450 | 0.0 | - |
| 5.5869 | 45500 | 0.0 | - |
| 5.5931 | 45550 | 0.0 | - |
| 5.5992 | 45600 | 0.0003 | - |
| 5.6054 | 45650 | 0.0008 | - |
| 5.6115 | 45700 | 0.001 | - |
| 5.6176 | 45750 | 0.0009 | - |
| 5.6238 | 45800 | 0.0037 | - |
| 5.6299 | 45850 | 0.0049 | - |
| 5.6361 | 45900 | 0.0051 | - |
| 5.6422 | 45950 | 0.0036 | - |
| 5.6483 | 46000 | 0.0019 | - |
| 5.6545 | 46050 | 0.0026 | - |
| 5.6606 | 46100 | 0.0018 | - |
| 5.6667 | 46150 | 0.0013 | - |
| 5.6729 | 46200 | 0.0017 | - |
| 5.6790 | 46250 | 0.0014 | - |
| 5.6852 | 46300 | 0.0014 | - |
| 5.6913 | 46350 | 0.0014 | - |
| 5.6974 | 46400 | 0.001 | - |
| 5.7036 | 46450 | 0.0014 | - |
| 5.7097 | 46500 | 0.0007 | - |
| 5.7159 | 46550 | 0.0005 | - |
| 5.7220 | 46600 | 0.0002 | - |
| 5.7281 | 46650 | 0.0002 | - |
| 5.7343 | 46700 | 0.0004 | - |
| 5.7404 | 46750 | 0.0003 | - |
| 5.7466 | 46800 | 0.0005 | - |
| 5.7527 | 46850 | 0.0004 | - |
| 5.7588 | 46900 | 0.0 | - |
| 5.7650 | 46950 | 0.0004 | - |
| 5.7711 | 47000 | 0.0002 | - |
| 5.7773 | 47050 | 0.0 | - |
| 5.7834 | 47100 | 0.0 | - |
| 5.7895 | 47150 | 0.0 | - |
| 5.7957 | 47200 | 0.0 | - |
| 5.8018 | 47250 | 0.0 | - |
| 5.8080 | 47300 | 0.0 | - |
| 5.8141 | 47350 | 0.0 | - |
| 5.8202 | 47400 | 0.0 | - |
| 5.8264 | 47450 | 0.0 | - |
| 5.8325 | 47500 | 0.0 | - |
| 5.8387 | 47550 | 0.0 | - |
| 5.8448 | 47600 | 0.0 | - |
| 5.8509 | 47650 | 0.0001 | - |
| 5.8571 | 47700 | 0.0 | - |
| 5.8632 | 47750 | 0.0001 | - |
| 5.8694 | 47800 | 0.0004 | - |
| 5.8755 | 47850 | 0.0001 | - |
| 5.8816 | 47900 | 0.0002 | - |
| 5.8878 | 47950 | 0.0002 | - |
| 5.8939 | 48000 | 0.0001 | - |
| 5.9000 | 48050 | 0.0 | - |
| 5.9062 | 48100 | 0.0 | - |
| 5.9123 | 48150 | 0.0001 | - |
| 5.9185 | 48200 | 0.0 | - |
| 5.9246 | 48250 | 0.0 | - |
| 5.9307 | 48300 | 0.0002 | - |
| 5.9369 | 48350 | 0.0012 | - |
| 5.9430 | 48400 | 0.0001 | - |
| 5.9492 | 48450 | 0.0009 | - |
| 5.9553 | 48500 | 0.0006 | - |
| 5.9614 | 48550 | 0.0003 | - |
| 5.9676 | 48600 | 0.0006 | - |
| 5.9737 | 48650 | 0.0006 | - |
| 5.9799 | 48700 | 0.0002 | - |
| 5.9860 | 48750 | 0.0002 | - |
| 5.9921 | 48800 | 0.0002 | - |
| 5.9983 | 48850 | 0.0 | - |
| 6.0044 | 48900 | 0.0 | - |
| 6.0106 | 48950 | 0.0003 | - |
| 6.0167 | 49000 | 0.0004 | - |
| 6.0228 | 49050 | 0.0003 | - |
| 6.0290 | 49100 | 0.0002 | - |
| 6.0351 | 49150 | 0.0 | - |
| 6.0413 | 49200 | 0.0003 | - |
| 6.0474 | 49250 | 0.0003 | - |
| 6.0535 | 49300 | 0.0002 | - |
| 6.0597 | 49350 | 0.0002 | - |
| 6.0658 | 49400 | 0.0002 | - |
| 6.0720 | 49450 | 0.0005 | - |
| 6.0781 | 49500 | 0.0 | - |
| 6.0842 | 49550 | 0.0001 | - |
| 6.0904 | 49600 | 0.0003 | - |
| 6.0965 | 49650 | 0.0 | - |
| 6.1027 | 49700 | 0.0002 | - |
| 6.1088 | 49750 | 0.0005 | - |
| 6.1149 | 49800 | 0.0 | - |
| 6.1211 | 49850 | 0.0 | - |
| 6.1272 | 49900 | 0.0002 | - |
| 6.1333 | 49950 | 0.0003 | - |
| 6.1395 | 50000 | 0.0 | - |
| 6.1456 | 50050 | 0.0003 | - |
| 6.1518 | 50100 | 0.0 | - |
| 6.1579 | 50150 | 0.0002 | - |
| 6.1640 | 50200 | 0.0002 | - |
| 6.1702 | 50250 | 0.0002 | - |
| 6.1763 | 50300 | 0.0002 | - |
| 6.1825 | 50350 | 0.0002 | - |
| 6.1886 | 50400 | 0.0002 | - |
| 6.1947 | 50450 | 0.0 | - |
| 6.2009 | 50500 | 0.0002 | - |
| 6.2070 | 50550 | 0.0 | - |
| 6.2132 | 50600 | 0.0 | - |
| 6.2193 | 50650 | 0.0005 | - |
| 6.2254 | 50700 | 0.0006 | - |
| 6.2316 | 50750 | 0.0 | - |
| 6.2377 | 50800 | 0.0002 | - |
| 6.2439 | 50850 | 0.0002 | - |
| 6.25 | 50900 | 0.0 | - |
| 6.2561 | 50950 | 0.0002 | - |
| 6.2623 | 51000 | 0.0 | - |
| 6.2684 | 51050 | 0.0002 | - |
| 6.2746 | 51100 | 0.0004 | - |
| 6.2807 | 51150 | 0.0002 | - |
| 6.2868 | 51200 | 0.0002 | - |
| 6.2930 | 51250 | 0.0003 | - |
| 6.2991 | 51300 | 0.0 | - |
| 6.3053 | 51350 | 0.0003 | - |
| 6.3114 | 51400 | 0.0005 | - |
| 6.3175 | 51450 | 0.0002 | - |
| 6.3237 | 51500 | 0.0003 | - |
| 6.3298 | 51550 | 0.0003 | - |
| 6.3360 | 51600 | 0.0003 | - |
| 6.3421 | 51650 | 0.0 | - |
| 6.3482 | 51700 | 0.0004 | - |
| 6.3544 | 51750 | 0.0003 | - |
| 6.3605 | 51800 | 0.0022 | - |
| 6.3667 | 51850 | 0.0022 | - |
| 6.3728 | 51900 | 0.0014 | - |
| 6.3789 | 51950 | 0.0023 | - |
| 6.3851 | 52000 | 0.0007 | - |
| 6.3912 | 52050 | 0.0016 | - |
| 6.3973 | 52100 | 0.0009 | - |
| 6.4035 | 52150 | 0.0007 | - |
| 6.4096 | 52200 | 0.0005 | - |
| 6.4158 | 52250 | 0.0001 | - |
| 6.4219 | 52300 | 0.0 | - |
| 6.4280 | 52350 | 0.0 | - |
| 6.4342 | 52400 | 0.0 | - |
| 6.4403 | 52450 | 0.0 | - |
| 6.4465 | 52500 | 0.0002 | - |
| 6.4526 | 52550 | 0.0005 | - |
| 6.4587 | 52600 | 0.0003 | - |
| 6.4649 | 52650 | 0.0002 | - |
| 6.4710 | 52700 | 0.0001 | - |
| 6.4772 | 52750 | 0.0003 | - |
| 6.4833 | 52800 | 0.0002 | - |
| 6.4894 | 52850 | 0.0004 | - |
| 6.4956 | 52900 | 0.0004 | - |
| 6.5017 | 52950 | 0.0 | - |
| 6.5079 | 53000 | 0.0001 | - |
| 6.5140 | 53050 | 0.0003 | - |
| 6.5201 | 53100 | 0.0 | - |
| 6.5263 | 53150 | 0.0003 | - |
| 6.5324 | 53200 | 0.0 | - |
| 6.5386 | 53250 | 0.0005 | - |
| 6.5447 | 53300 | 0.0004 | - |
| 6.5508 | 53350 | 0.0007 | - |
| 6.5570 | 53400 | 0.0003 | - |
| 6.5631 | 53450 | 0.0005 | - |
| 6.5693 | 53500 | 0.0002 | - |
| 6.5754 | 53550 | 0.0 | - |
| 6.5815 | 53600 | 0.0003 | - |
| 6.5877 | 53650 | 0.0003 | - |
| 6.5938 | 53700 | 0.0 | - |
| 6.6000 | 53750 | 0.0001 | - |
| 6.6061 | 53800 | 0.0003 | - |
| 6.6122 | 53850 | 0.0002 | - |
| 6.6184 | 53900 | 0.0003 | - |
| 6.6245 | 53950 | 0.0002 | - |
| 6.6306 | 54000 | 0.0008 | - |
| 6.6368 | 54050 | 0.0005 | - |
| 6.6429 | 54100 | 0.0 | - |
| 6.6491 | 54150 | 0.0 | - |
| 6.6552 | 54200 | 0.0 | - |
| 6.6613 | 54250 | 0.0002 | - |
| 6.6675 | 54300 | 0.0004 | - |
| 6.6736 | 54350 | 0.0 | - |
| 6.6798 | 54400 | 0.0 | - |
| 6.6859 | 54450 | 0.0 | - |
| 6.6920 | 54500 | 0.0 | - |
| 6.6982 | 54550 | 0.0006 | - |
| 6.7043 | 54600 | 0.0005 | - |
| 6.7105 | 54650 | 0.0006 | - |
| 6.7166 | 54700 | 0.0005 | - |
| 6.7227 | 54750 | 0.0004 | - |
| 6.7289 | 54800 | 0.0008 | - |
| 6.7350 | 54850 | 0.0005 | - |
| 6.7412 | 54900 | 0.0 | - |
| 6.7473 | 54950 | 0.0001 | - |
| 6.7534 | 55000 | 0.0006 | - |
| 6.7596 | 55050 | 0.0 | - |
| 6.7657 | 55100 | 0.0 | - |
| 6.7719 | 55150 | 0.0 | - |
| 6.7780 | 55200 | 0.0001 | - |
| 6.7841 | 55250 | 0.0004 | - |
| 6.7903 | 55300 | 0.0003 | - |
| 6.7964 | 55350 | 0.0004 | - |
| 6.8026 | 55400 | 0.001 | - |
| 6.8087 | 55450 | 0.0008 | - |
| 6.8148 | 55500 | 0.0003 | - |
| 6.8210 | 55550 | 0.0 | - |
| 6.8271 | 55600 | 0.0 | - |
| 6.8333 | 55650 | 0.0 | - |
| 6.8394 | 55700 | 0.0 | - |
| 6.8455 | 55750 | 0.0 | - |
| 6.8517 | 55800 | 0.0005 | - |
| 6.8578 | 55850 | 0.0003 | - |
| 6.8639 | 55900 | 0.0 | - |
| 6.8701 | 55950 | 0.0002 | - |
| 6.8762 | 56000 | 0.0002 | - |
| 6.8824 | 56050 | 0.0002 | - |
| 6.8885 | 56100 | 0.0002 | - |
| 6.8946 | 56150 | 0.0 | - |
| 6.9008 | 56200 | 0.0 | - |
| 6.9069 | 56250 | 0.0 | - |
| 6.9131 | 56300 | 0.0 | - |
| 6.9192 | 56350 | 0.0 | - |
| 6.9253 | 56400 | 0.0009 | - |
| 6.9315 | 56450 | 0.0005 | - |
| 6.9376 | 56500 | 0.0002 | - |
| 6.9438 | 56550 | 0.0007 | - |
| 6.9499 | 56600 | 0.0 | - |
| 6.9560 | 56650 | 0.0002 | - |
| 6.9622 | 56700 | 0.0003 | - |
| 6.9683 | 56750 | 0.0 | - |
| 6.9745 | 56800 | 0.0003 | - |
| 6.9806 | 56850 | 0.0008 | - |
| 6.9867 | 56900 | 0.0009 | - |
| 6.9929 | 56950 | 0.0008 | - |
| 6.9990 | 57000 | 0.0007 | - |
| 7.0052 | 57050 | 0.0003 | - |
| 7.0113 | 57100 | 0.0003 | - |
| 7.0174 | 57150 | 0.0003 | - |
| 7.0236 | 57200 | 0.0006 | - |
| 7.0297 | 57250 | 0.0 | - |
| 7.0359 | 57300 | 0.0002 | - |
| 7.0420 | 57350 | 0.0003 | - |
| 7.0481 | 57400 | 0.0002 | - |
| 7.0543 | 57450 | 0.0003 | - |
| 7.0604 | 57500 | 0.0002 | - |
| 7.0666 | 57550 | 0.0 | - |
| 7.0727 | 57600 | 0.0 | - |
| 7.0788 | 57650 | 0.0 | - |
| 7.0850 | 57700 | 0.0 | - |
| 7.0911 | 57750 | 0.0 | - |
| 7.0972 | 57800 | 0.0 | - |
| 7.1034 | 57850 | 0.0 | - |
| 7.1095 | 57900 | 0.0002 | - |
| 7.1157 | 57950 | 0.0001 | - |
| 7.1218 | 58000 | 0.0006 | - |
| 7.1279 | 58050 | 0.0005 | - |
| 7.1341 | 58100 | 0.0 | - |
| 7.1402 | 58150 | 0.0001 | - |
| 7.1464 | 58200 | 0.0002 | - |
| 7.1525 | 58250 | 0.0003 | - |
| 7.1586 | 58300 | 0.0006 | - |
| 7.1648 | 58350 | 0.0 | - |
| 7.1709 | 58400 | 0.0007 | - |
| 7.1771 | 58450 | 0.0009 | - |
| 7.1832 | 58500 | 0.0006 | - |
| 7.1893 | 58550 | 0.0002 | - |
| 7.1955 | 58600 | 0.0 | - |
| 7.2016 | 58650 | 0.0 | - |
| 7.2078 | 58700 | 0.0001 | - |
| 7.2139 | 58750 | 0.0 | - |
| 7.2200 | 58800 | 0.0 | - |
| 7.2262 | 58850 | 0.0 | - |
| 7.2323 | 58900 | 0.0 | - |
| 7.2385 | 58950 | 0.0 | - |
| 7.2446 | 59000 | 0.0 | - |
| 7.2507 | 59050 | 0.0 | - |
| 7.2569 | 59100 | 0.0 | - |
| 7.2630 | 59150 | 0.0 | - |
| 7.2692 | 59200 | 0.0 | - |
| 7.2753 | 59250 | 0.0 | - |
| 7.2814 | 59300 | 0.0 | - |
| 7.2876 | 59350 | 0.0 | - |
| 7.2937 | 59400 | 0.0 | - |
| 7.2999 | 59450 | 0.0002 | - |
| 7.3060 | 59500 | 0.0003 | - |
| 7.3121 | 59550 | 0.0004 | - |
| 7.3183 | 59600 | 0.0 | - |
| 7.3244 | 59650 | 0.0 | - |
| 7.3306 | 59700 | 0.0 | - |
| 7.3367 | 59750 | 0.0 | - |
| 7.3428 | 59800 | 0.0 | - |
| 7.3490 | 59850 | 0.0 | - |
| 7.3551 | 59900 | 0.0002 | - |
| 7.3612 | 59950 | 0.0007 | - |
| 7.3674 | 60000 | 0.0006 | - |
| 7.3735 | 60050 | 0.0 | - |
| 7.3797 | 60100 | 0.0011 | - |
| 7.3858 | 60150 | 0.0006 | - |
| 7.3919 | 60200 | 0.0027 | - |
| 7.3981 | 60250 | 0.0033 | - |
| 7.4042 | 60300 | 0.0041 | - |
| 7.4104 | 60350 | 0.0011 | - |
| 7.4165 | 60400 | 0.0016 | - |
| 7.4226 | 60450 | 0.001 | - |
| 7.4288 | 60500 | 0.0003 | - |
| 7.4349 | 60550 | 0.0003 | - |
| 7.4411 | 60600 | 0.0003 | - |
| 7.4472 | 60650 | 0.0002 | - |
| 7.4533 | 60700 | 0.0004 | - |
| 7.4595 | 60750 | 0.0 | - |
| 7.4656 | 60800 | 0.0 | - |
| 7.4718 | 60850 | 0.0 | - |
| 7.4779 | 60900 | 0.0 | - |
| 7.4840 | 60950 | 0.0002 | - |
| 7.4902 | 61000 | 0.0002 | - |
| 7.4963 | 61050 | 0.0002 | - |
| 7.5025 | 61100 | 0.0 | - |
| 7.5086 | 61150 | 0.0 | - |
| 7.5147 | 61200 | 0.0 | - |
| 7.5209 | 61250 | 0.0 | - |
| 7.5270 | 61300 | 0.0 | - |
| 7.5332 | 61350 | 0.0002 | - |
| 7.5393 | 61400 | 0.0002 | - |
| 7.5454 | 61450 | 0.0 | - |
| 7.5516 | 61500 | 0.0002 | - |
| 7.5577 | 61550 | 0.0 | - |
| 7.5639 | 61600 | 0.0 | - |
| 7.5700 | 61650 | 0.0 | - |
| 7.5761 | 61700 | 0.0 | - |
| 7.5823 | 61750 | 0.0 | - |
| 7.5884 | 61800 | 0.0002 | - |
| 7.5945 | 61850 | 0.0 | - |
| 7.6007 | 61900 | 0.0 | - |
| 7.6068 | 61950 | 0.0002 | - |
| 7.6130 | 62000 | 0.0002 | - |
| 7.6191 | 62050 | 0.0 | - |
| 7.6252 | 62100 | 0.0002 | - |
| 7.6314 | 62150 | 0.0 | - |
| 7.6375 | 62200 | 0.0 | - |
| 7.6437 | 62250 | 0.0001 | - |
| 7.6498 | 62300 | 0.0002 | - |
| 7.6559 | 62350 | 0.0 | - |
| 7.6621 | 62400 | 0.0 | - |
| 7.6682 | 62450 | 0.0002 | - |
| 7.6744 | 62500 | 0.0 | - |
| 7.6805 | 62550 | 0.0002 | - |
| 7.6866 | 62600 | 0.0 | - |
| 7.6928 | 62650 | 0.0 | - |
| 7.6989 | 62700 | 0.0002 | - |
| 7.7051 | 62750 | 0.0003 | - |
| 7.7112 | 62800 | 0.0 | - |
| 7.7173 | 62850 | 0.0 | - |
| 7.7235 | 62900 | 0.0 | - |
| 7.7296 | 62950 | 0.0002 | - |
| 7.7358 | 63000 | 0.0 | - |
| 7.7419 | 63050 | 0.0002 | - |
| 7.7480 | 63100 | 0.0002 | - |
| 7.7542 | 63150 | 0.0 | - |
| 7.7603 | 63200 | 0.0 | - |
| 7.7665 | 63250 | 0.0 | - |
| 7.7726 | 63300 | 0.0002 | - |
| 7.7787 | 63350 | 0.0 | - |
| 7.7849 | 63400 | 0.0 | - |
| 7.7910 | 63450 | 0.0001 | - |
| 7.7972 | 63500 | 0.0002 | - |
| 7.8033 | 63550 | 0.0005 | - |
| 7.8094 | 63600 | 0.0021 | - |
| 7.8156 | 63650 | 0.0038 | - |
| 7.8217 | 63700 | 0.0049 | - |
| 7.8278 | 63750 | 0.0059 | - |
| 7.8340 | 63800 | 0.0045 | - |
| 7.8401 | 63850 | 0.0049 | - |
| 7.8463 | 63900 | 0.004 | - |
| 7.8524 | 63950 | 0.0051 | - |
| 7.8585 | 64000 | 0.0038 | - |
| 7.8647 | 64050 | 0.0052 | - |
| 7.8708 | 64100 | 0.0028 | - |
| 7.8770 | 64150 | 0.0051 | - |
| 7.8831 | 64200 | 0.0043 | - |
| 7.8892 | 64250 | 0.0043 | - |
| 7.8954 | 64300 | 0.0056 | - |
| 7.9015 | 64350 | 0.0046 | - |
| 7.9077 | 64400 | 0.0036 | - |
| 7.9138 | 64450 | 0.0042 | - |
| 7.9199 | 64500 | 0.003 | - |
| 7.9261 | 64550 | 0.003 | - |
| 7.9322 | 64600 | 0.0037 | - |
| 7.9384 | 64650 | 0.0044 | - |
| 7.9445 | 64700 | 0.0041 | - |
| 7.9506 | 64750 | 0.0036 | - |
| 7.9568 | 64800 | 0.0039 | - |
| 7.9629 | 64850 | 0.0031 | - |
| 7.9691 | 64900 | 0.0027 | - |
| 7.9752 | 64950 | 0.0037 | - |
| 7.9813 | 65000 | 0.0037 | - |
| 7.9875 | 65050 | 0.0031 | - |
| 7.9936 | 65100 | 0.0028 | - |
| 7.9998 | 65150 | 0.0034 | - |
| 8.0059 | 65200 | 0.0035 | - |
| 8.0120 | 65250 | 0.0033 | - |
| 8.0182 | 65300 | 0.0038 | - |
| 8.0243 | 65350 | 0.0046 | - |
| 8.0305 | 65400 | 0.0042 | - |
| 8.0366 | 65450 | 0.0036 | - |
| 8.0427 | 65500 | 0.0046 | - |
| 8.0489 | 65550 | 0.003 | - |
| 8.0550 | 65600 | 0.003 | - |
| 8.0611 | 65650 | 0.004 | - |
| 8.0673 | 65700 | 0.0033 | - |
| 8.0734 | 65750 | 0.0024 | - |
| 8.0796 | 65800 | 0.0008 | - |
| 8.0857 | 65850 | 0.0 | - |
| 8.0918 | 65900 | 0.0 | - |
| 8.0980 | 65950 | 0.0 | - |
| 8.1041 | 66000 | 0.0 | - |
| 8.1103 | 66050 | 0.0 | - |
| 8.1164 | 66100 | 0.0 | - |
| 8.1225 | 66150 | 0.0001 | - |
| 8.1287 | 66200 | 0.0002 | - |
| 8.1348 | 66250 | 0.0 | - |
| 8.1410 | 66300 | 0.0 | - |
| 8.1471 | 66350 | 0.0001 | - |
| 8.1532 | 66400 | 0.0 | - |
| 8.1594 | 66450 | 0.0003 | - |
| 8.1655 | 66500 | 0.0 | - |
| 8.1717 | 66550 | 0.0002 | - |
| 8.1778 | 66600 | 0.0 | - |
| 8.1839 | 66650 | 0.0 | - |
| 8.1901 | 66700 | 0.0 | - |
| 8.1962 | 66750 | 0.0 | - |
| 8.2024 | 66800 | 0.0 | - |
| 8.2085 | 66850 | 0.0 | - |
| 8.2146 | 66900 | 0.0 | - |
| 8.2208 | 66950 | 0.0 | - |
| 8.2269 | 67000 | 0.0 | - |
| 8.2331 | 67050 | 0.0001 | - |
| 8.2392 | 67100 | 0.0009 | - |
| 8.2453 | 67150 | 0.0002 | - |
| 8.2515 | 67200 | 0.0 | - |
| 8.2576 | 67250 | 0.0 | - |
| 8.2638 | 67300 | 0.0 | - |
| 8.2699 | 67350 | 0.0 | - |
| 8.2760 | 67400 | 0.0002 | - |
| 8.2822 | 67450 | 0.0002 | - |
| 8.2883 | 67500 | 0.001 | - |
| 8.2944 | 67550 | 0.0024 | - |
| 8.3006 | 67600 | 0.0007 | - |
| 8.3067 | 67650 | 0.0011 | - |
| 8.3129 | 67700 | 0.0008 | - |
| 8.3190 | 67750 | 0.0009 | - |
| 8.3251 | 67800 | 0.0012 | - |
| 8.3313 | 67850 | 0.0005 | - |
| 8.3374 | 67900 | 0.0018 | - |
| 8.3436 | 67950 | 0.0003 | - |
| 8.3497 | 68000 | 0.0002 | - |
| 8.3558 | 68050 | 0.0009 | - |
| 8.3620 | 68100 | 0.0002 | - |
| 8.3681 | 68150 | 0.0002 | - |
| 8.3743 | 68200 | 0.0005 | - |
| 8.3804 | 68250 | 0.0 | - |
| 8.3865 | 68300 | 0.0 | - |
| 8.3927 | 68350 | 0.0 | - |
| 8.3988 | 68400 | 0.0 | - |
| 8.4050 | 68450 | 0.0 | - |
| 8.4111 | 68500 | 0.0002 | - |
| 8.4172 | 68550 | 0.0003 | - |
| 8.4234 | 68600 | 0.0 | - |
| 8.4295 | 68650 | 0.0 | - |
| 8.4357 | 68700 | 0.0 | - |
| 8.4418 | 68750 | 0.0 | - |
| 8.4479 | 68800 | 0.0 | - |
| 8.4541 | 68850 | 0.0 | - |
| 8.4602 | 68900 | 0.0001 | - |
| 8.4664 | 68950 | 0.0001 | - |
| 8.4725 | 69000 | 0.0002 | - |
| 8.4786 | 69050 | 0.0 | - |
| 8.4848 | 69100 | 0.0 | - |
| 8.4909 | 69150 | 0.0 | - |
| 8.4971 | 69200 | 0.0 | - |
| 8.5032 | 69250 | 0.0 | - |
| 8.5093 | 69300 | 0.0 | - |
| 8.5155 | 69350 | 0.0 | - |
| 8.5216 | 69400 | 0.0 | - |
| 8.5278 | 69450 | 0.0 | - |
| 8.5339 | 69500 | 0.0 | - |
| 8.5400 | 69550 | 0.0 | - |
| 8.5462 | 69600 | 0.0 | - |
| 8.5523 | 69650 | 0.0 | - |
| 8.5584 | 69700 | 0.0 | - |
| 8.5646 | 69750 | 0.0 | - |
| 8.5707 | 69800 | 0.0 | - |
| 8.5769 | 69850 | 0.0 | - |
| 8.5830 | 69900 | 0.0 | - |
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| 9.5653 | 77900 | 0.0003 | - |
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| 9.6820 | 78850 | 0.0006 | - |
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| 10.0503 | 81850 | 0.0003 | - |
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| 10.0688 | 82000 | 0.0001 | - |
| 10.0749 | 82050 | 0.0008 | - |
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| 10.1302 | 82500 | 0.0003 | - |
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| 10.1670 | 82800 | 0.0005 | - |
| 10.1731 | 82850 | 0.0003 | - |
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| 10.3328 | 84150 | 0.0001 | - |
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| 10.4740 | 85300 | 0.0001 | - |
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| 10.5538 | 85950 | 0.0008 | - |
| 10.5599 | 86000 | 0.0012 | - |
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| 10.5783 | 86150 | 0.0002 | - |
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| 10.6029 | 86350 | 0.0002 | - |
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| 10.6704 | 86900 | 0.0002 | - |
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| 10.7932 | 87900 | 0.0001 | - |
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| 10.8055 | 88000 | 0.002 | - |
| 10.8116 | 88050 | 0.0012 | - |
| 10.8178 | 88100 | 0.001 | - |
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| 10.8485 | 88350 | 0.0002 | - |
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| 10.8915 | 88700 | 0.0002 | - |
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| 10.9467 | 89150 | 0.0001 | - |
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| 14.5138 | 118200 | 0.0002 | - |
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| 15.4163 | 125550 | 0.0003 | - |
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| 15.4347 | 125700 | 0.0002 | - |
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| 16.1960 | 131900 | 0.0 | - |
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| 16.2144 | 132050 | 0.0003 | - |
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| 17.1169 | 139400 | 0.0002 | - |
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| 17.1476 | 139650 | 0.0002 | - |
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| 17.1599 | 139750 | 0.0001 | - |
| 17.1660 | 139800 | 0.0001 | - |
| 17.1722 | 139850 | 0.0 | - |
| 17.1783 | 139900 | 0.0002 | - |
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| 17.1967 | 140050 | 0.0002 | - |
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| 17.2151 | 140200 | 0.0 | - |
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| 17.3748 | 141500 | 0.0002 | - |
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| 17.3993 | 141700 | 0.0 | - |
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| 17.4300 | 141950 | 0.0 | - |
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| 17.4423 | 142050 | 0.0002 | - |
| 17.4484 | 142100 | 0.0006 | - |
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| 17.4668 | 142250 | 0.0 | - |
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| 17.6633 | 143850 | 0.0001 | - |
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| 18.0992 | 147400 | 0.0002 | - |
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| 18.1729 | 148000 | 0.0004 | - |
| 18.1790 | 148050 | 0.001 | - |
| 18.1852 | 148100 | 0.0014 | - |
| 18.1913 | 148150 | 0.0003 | - |
| 18.1974 | 148200 | 0.0003 | - |
| 18.2036 | 148250 | 0.0003 | - |
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| 18.2220 | 148400 | 0.0009 | - |
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| 18.2957 | 149000 | 0.0 | - |
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| 18.5781 | 151300 | 0.0002 | - |
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| 18.6763 | 152100 | 0.0 | - |
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| 18.7070 | 152350 | 0.0001 | - |
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| 18.7316 | 152550 | 0.0001 | - |
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| 18.7623 | 152800 | 0.0 | - |
| 18.7684 | 152850 | 0.0003 | - |
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| 18.7868 | 153000 | 0.0002 | - |
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| 19.0324 | 155000 | 0.0 | - |
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| 19.2596 | 156850 | 0.0006 | - |
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| 19.2780 | 157000 | 0.0 | - |
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| 19.6218 | 159800 | 0.0022 | - |
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| 19.6341 | 159900 | 0.0069 | - |
| 19.6402 | 159950 | 0.0046 | - |
| 19.6464 | 160000 | 0.0 | - |
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| 19.9902 | 162800 | 0.0 | - |
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### Framework Versions
- Python: 3.10.12
- SetFit: 1.1.0
- Sentence Transformers: 3.3.1
- Transformers: 4.44.2
- PyTorch: 2.2.0a0+81ea7a4
- Datasets: 3.2.0
- 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}
}
```