SetFit with klue/roberta-base
This is a SetFit model that can be used for Text Classification. This SetFit model uses klue/roberta-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- 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
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 106 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
Label | Examples |
---|---|
86 |
|
80 |
|
60 |
|
27 |
|
76 |
|
36 |
|
59 |
|
67 |
|
12 |
|
78 |
|
96 |
|
18 |
|
19 |
|
20 |
|
88 |
|
24 |
|
65 |
|
51 |
|
37 |
|
43 |
|
100 |
|
94 |
|
15 |
|
48 |
|
6 |
|
13 |
|
72 |
|
66 |
|
83 |
|
30 |
|
87 |
|
26 |
|
39 |
|
55 |
|
99 |
|
40 |
|
105 |
|
29 |
|
44 |
|
54 |
|
8 |
|
62 |
|
7 |
|
89 |
|
0 |
|
71 |
|
74 |
|
9 |
|
81 |
|
16 |
|
4 |
|
82 |
|
49 |
|
98 |
|
101 |
|
70 |
|
75 |
|
14 |
|
45 |
|
61 |
|
22 |
|
64 |
|
84 |
|
50 |
|
69 |
|
56 |
|
47 |
|
92 |
|
57 |
|
28 |
|
1 |
|
53 |
|
33 |
|
95 |
|
73 |
|
58 |
|
25 |
|
38 |
|
5 |
|
77 |
|
10 |
|
85 |
|
23 |
|
21 |
|
41 |
|
34 |
|
79 |
|
68 |
|
103 |
|
97 |
|
90 |
|
17 |
|
35 |
|
52 |
|
2 |
|
3 |
|
46 |
|
102 |
|
31 |
|
93 |
|
32 |
|
104 |
|
91 |
|
63 |
|
11 |
|
42 |
|
Evaluation
Metrics
Label | Accuracy |
---|---|
all | 0.8468 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("mini1013/master_item_bt_test_flat_top_flat")
# Run inference
preds = model("헤라 옴므 에센스 인 에멀젼 110ml (#M)11st>남성화장품>남성에센스>남성에센스 11st > 뷰티 > 남성화장품 > 남성에센스 > 남성에센스")
Training Details
Training Set Metrics
Training set | Min | Median | Max |
---|---|---|---|
Word count | 10 | 23.0499 | 125 |
Label | Training Sample Count |
---|---|
0 | 50 |
1 | 50 |
2 | 50 |
3 | 50 |
4 | 50 |
5 | 50 |
6 | 50 |
7 | 49 |
8 | 50 |
9 | 50 |
10 | 50 |
11 | 18 |
12 | 50 |
13 | 50 |
14 | 50 |
15 | 50 |
16 | 50 |
17 | 50 |
18 | 50 |
19 | 50 |
20 | 50 |
21 | 50 |
22 | 50 |
23 | 50 |
24 | 50 |
25 | 50 |
26 | 50 |
27 | 46 |
28 | 50 |
29 | 50 |
30 | 50 |
31 | 50 |
32 | 50 |
33 | 50 |
34 | 50 |
35 | 50 |
36 | 50 |
37 | 50 |
38 | 50 |
39 | 50 |
40 | 50 |
41 | 50 |
42 | 1 |
43 | 50 |
44 | 50 |
45 | 50 |
46 | 50 |
47 | 50 |
48 | 50 |
49 | 50 |
50 | 50 |
51 | 50 |
52 | 50 |
53 | 50 |
54 | 50 |
55 | 50 |
56 | 50 |
57 | 50 |
58 | 50 |
59 | 50 |
60 | 50 |
61 | 50 |
62 | 50 |
63 | 50 |
64 | 50 |
65 | 50 |
66 | 50 |
67 | 50 |
68 | 50 |
69 | 50 |
70 | 50 |
71 | 50 |
72 | 50 |
73 | 50 |
74 | 50 |
75 | 50 |
76 | 50 |
77 | 50 |
78 | 50 |
79 | 50 |
80 | 50 |
81 | 50 |
82 | 50 |
83 | 50 |
84 | 50 |
85 | 50 |
86 | 50 |
87 | 50 |
88 | 50 |
89 | 50 |
90 | 50 |
91 | 50 |
92 | 50 |
93 | 50 |
94 | 50 |
95 | 50 |
96 | 50 |
97 | 50 |
98 | 50 |
99 | 50 |
100 | 50 |
101 | 50 |
102 | 50 |
103 | 50 |
104 | 50 |
105 | 50 |
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 | 0.488 | - |
0.0061 | 50 | 0.4265 | - |
0.0123 | 100 | 0.4254 | - |
0.0184 | 150 | 0.4113 | - |
0.0245 | 200 | 0.4169 | - |
0.0307 | 250 | 0.3954 | - |
0.0368 | 300 | 0.3937 | - |
0.0430 | 350 | 0.3829 | - |
0.0491 | 400 | 0.3687 | - |
0.0552 | 450 | 0.361 | - |
0.0614 | 500 | 0.345 | - |
0.0675 | 550 | 0.311 | - |
0.0736 | 600 | 0.2854 | - |
0.0798 | 650 | 0.2676 | - |
0.0859 | 700 | 0.2576 | - |
0.0921 | 750 | 0.2521 | - |
0.0982 | 800 | 0.2337 | - |
0.1043 | 850 | 0.2263 | - |
0.1105 | 900 | 0.2062 | - |
0.1166 | 950 | 0.1902 | - |
0.1227 | 1000 | 0.1802 | - |
0.1289 | 1050 | 0.1638 | - |
0.1350 | 1100 | 0.1607 | - |
0.1412 | 1150 | 0.1543 | - |
0.1473 | 1200 | 0.1407 | - |
0.1534 | 1250 | 0.1335 | - |
0.1596 | 1300 | 0.1263 | - |
0.1657 | 1350 | 0.1217 | - |
0.1718 | 1400 | 0.1137 | - |
0.1780 | 1450 | 0.1117 | - |
0.1841 | 1500 | 0.1108 | - |
0.1903 | 1550 | 0.1052 | - |
0.1964 | 1600 | 0.1004 | - |
0.2025 | 1650 | 0.0993 | - |
0.2087 | 1700 | 0.0971 | - |
0.2148 | 1750 | 0.0934 | - |
0.2209 | 1800 | 0.088 | - |
0.2271 | 1850 | 0.0909 | - |
0.2332 | 1900 | 0.0884 | - |
0.2394 | 1950 | 0.0831 | - |
0.2455 | 2000 | 0.0836 | - |
0.2516 | 2050 | 0.0771 | - |
0.2578 | 2100 | 0.0745 | - |
0.2639 | 2150 | 0.0733 | - |
0.2700 | 2200 | 0.0712 | - |
0.2762 | 2250 | 0.0718 | - |
0.2823 | 2300 | 0.0693 | - |
0.2884 | 2350 | 0.0673 | - |
0.2946 | 2400 | 0.0656 | - |
0.3007 | 2450 | 0.0663 | - |
0.3069 | 2500 | 0.0632 | - |
0.3130 | 2550 | 0.0642 | - |
0.3191 | 2600 | 0.0575 | - |
0.3253 | 2650 | 0.0588 | - |
0.3314 | 2700 | 0.0544 | - |
0.3375 | 2750 | 0.0554 | - |
0.3437 | 2800 | 0.053 | - |
0.3498 | 2850 | 0.0555 | - |
0.3560 | 2900 | 0.0496 | - |
0.3621 | 2950 | 0.0484 | - |
0.3682 | 3000 | 0.051 | - |
0.3744 | 3050 | 0.0458 | - |
0.3805 | 3100 | 0.0489 | - |
0.3866 | 3150 | 0.047 | - |
0.3928 | 3200 | 0.0479 | - |
0.3989 | 3250 | 0.047 | - |
0.4051 | 3300 | 0.0476 | - |
0.4112 | 3350 | 0.0422 | - |
0.4173 | 3400 | 0.0424 | - |
0.4235 | 3450 | 0.042 | - |
0.4296 | 3500 | 0.0418 | - |
0.4357 | 3550 | 0.0426 | - |
0.4419 | 3600 | 0.0402 | - |
0.4480 | 3650 | 0.04 | - |
0.4542 | 3700 | 0.0376 | - |
0.4603 | 3750 | 0.0379 | - |
0.4664 | 3800 | 0.0429 | - |
0.4726 | 3850 | 0.0403 | - |
0.4787 | 3900 | 0.0329 | - |
0.4848 | 3950 | 0.038 | - |
0.4910 | 4000 | 0.0392 | - |
0.4971 | 4050 | 0.0358 | - |
0.5033 | 4100 | 0.037 | - |
0.5094 | 4150 | 0.0358 | - |
0.5155 | 4200 | 0.033 | - |
0.5217 | 4250 | 0.0337 | - |
0.5278 | 4300 | 0.035 | - |
0.5339 | 4350 | 0.0368 | - |
0.5401 | 4400 | 0.0319 | - |
0.5462 | 4450 | 0.0334 | - |
0.5524 | 4500 | 0.031 | - |
0.5585 | 4550 | 0.0325 | - |
0.5646 | 4600 | 0.0327 | - |
0.5708 | 4650 | 0.0339 | - |
0.5769 | 4700 | 0.0306 | - |
0.5830 | 4750 | 0.0337 | - |
0.5892 | 4800 | 0.0324 | - |
0.5953 | 4850 | 0.0335 | - |
0.6014 | 4900 | 0.0293 | - |
0.6076 | 4950 | 0.0288 | - |
0.6137 | 5000 | 0.0298 | - |
0.6199 | 5050 | 0.0299 | - |
0.6260 | 5100 | 0.0333 | - |
0.6321 | 5150 | 0.0304 | - |
0.6383 | 5200 | 0.0287 | - |
0.6444 | 5250 | 0.03 | - |
0.6505 | 5300 | 0.0256 | - |
0.6567 | 5350 | 0.0288 | - |
0.6628 | 5400 | 0.0278 | - |
0.6690 | 5450 | 0.0295 | - |
0.6751 | 5500 | 0.0309 | - |
0.6812 | 5550 | 0.0274 | - |
0.6874 | 5600 | 0.0254 | - |
0.6935 | 5650 | 0.0258 | - |
0.6996 | 5700 | 0.0279 | - |
0.7058 | 5750 | 0.0265 | - |
0.7119 | 5800 | 0.0272 | - |
0.7181 | 5850 | 0.0277 | - |
0.7242 | 5900 | 0.0268 | - |
0.7303 | 5950 | 0.0267 | - |
0.7365 | 6000 | 0.025 | - |
0.7426 | 6050 | 0.0269 | - |
0.7487 | 6100 | 0.0253 | - |
0.7549 | 6150 | 0.0231 | - |
0.7610 | 6200 | 0.0222 | - |
0.7672 | 6250 | 0.023 | - |
0.7733 | 6300 | 0.0242 | - |
0.7794 | 6350 | 0.0231 | - |
0.7856 | 6400 | 0.0225 | - |
0.7917 | 6450 | 0.022 | - |
0.7978 | 6500 | 0.022 | - |
0.8040 | 6550 | 0.0215 | - |
0.8101 | 6600 | 0.0221 | - |
0.8163 | 6650 | 0.0225 | - |
0.8224 | 6700 | 0.0244 | - |
0.8285 | 6750 | 0.0236 | - |
0.8347 | 6800 | 0.02 | - |
0.8408 | 6850 | 0.0218 | - |
0.8469 | 6900 | 0.0201 | - |
0.8531 | 6950 | 0.0201 | - |
0.8592 | 7000 | 0.0191 | - |
0.8653 | 7050 | 0.0186 | - |
0.8715 | 7100 | 0.0188 | - |
0.8776 | 7150 | 0.0182 | - |
0.8838 | 7200 | 0.0165 | - |
0.8899 | 7250 | 0.022 | - |
0.8960 | 7300 | 0.0207 | - |
0.9022 | 7350 | 0.0192 | - |
0.9083 | 7400 | 0.0178 | - |
0.9144 | 7450 | 0.0179 | - |
0.9206 | 7500 | 0.0196 | - |
0.9267 | 7550 | 0.0181 | - |
0.9329 | 7600 | 0.0168 | - |
0.9390 | 7650 | 0.0165 | - |
0.9451 | 7700 | 0.0165 | - |
0.9513 | 7750 | 0.0189 | - |
0.9574 | 7800 | 0.0168 | - |
0.9635 | 7850 | 0.0194 | - |
0.9697 | 7900 | 0.0164 | - |
0.9758 | 7950 | 0.0166 | - |
0.9820 | 8000 | 0.014 | - |
0.9881 | 8050 | 0.0119 | - |
0.9942 | 8100 | 0.0167 | - |
1.0004 | 8150 | 0.0171 | - |
1.0065 | 8200 | 0.0129 | - |
1.0126 | 8250 | 0.0168 | - |
1.0188 | 8300 | 0.0136 | - |
1.0249 | 8350 | 0.0151 | - |
1.0311 | 8400 | 0.0148 | - |
1.0372 | 8450 | 0.0137 | - |
1.0433 | 8500 | 0.0123 | - |
1.0495 | 8550 | 0.0119 | - |
1.0556 | 8600 | 0.0147 | - |
1.0617 | 8650 | 0.0117 | - |
1.0679 | 8700 | 0.0149 | - |
1.0740 | 8750 | 0.0149 | - |
1.0802 | 8800 | 0.0138 | - |
1.0863 | 8850 | 0.0118 | - |
1.0924 | 8900 | 0.0108 | - |
1.0986 | 8950 | 0.0118 | - |
1.1047 | 9000 | 0.0116 | - |
1.1108 | 9050 | 0.0117 | - |
1.1170 | 9100 | 0.0103 | - |
1.1231 | 9150 | 0.012 | - |
1.1293 | 9200 | 0.0111 | - |
1.1354 | 9250 | 0.0112 | - |
1.1415 | 9300 | 0.0127 | - |
1.1477 | 9350 | 0.0091 | - |
1.1538 | 9400 | 0.0127 | - |
1.1599 | 9450 | 0.009 | - |
1.1661 | 9500 | 0.0119 | - |
1.1722 | 9550 | 0.0107 | - |
1.1783 | 9600 | 0.0114 | - |
1.1845 | 9650 | 0.011 | - |
1.1906 | 9700 | 0.0112 | - |
1.1968 | 9750 | 0.0097 | - |
1.2029 | 9800 | 0.0097 | - |
1.2090 | 9850 | 0.0091 | - |
1.2152 | 9900 | 0.0091 | - |
1.2213 | 9950 | 0.0097 | - |
1.2274 | 10000 | 0.0103 | - |
1.2336 | 10050 | 0.0098 | - |
1.2397 | 10100 | 0.0075 | - |
1.2459 | 10150 | 0.0095 | - |
1.2520 | 10200 | 0.0108 | - |
1.2581 | 10250 | 0.0091 | - |
1.2643 | 10300 | 0.0086 | - |
1.2704 | 10350 | 0.008 | - |
1.2765 | 10400 | 0.0074 | - |
1.2827 | 10450 | 0.0078 | - |
1.2888 | 10500 | 0.0075 | - |
1.2950 | 10550 | 0.0087 | - |
1.3011 | 10600 | 0.0073 | - |
1.3072 | 10650 | 0.008 | - |
1.3134 | 10700 | 0.0098 | - |
1.3195 | 10750 | 0.0089 | - |
1.3256 | 10800 | 0.0085 | - |
1.3318 | 10850 | 0.0104 | - |
1.3379 | 10900 | 0.0081 | - |
1.3441 | 10950 | 0.0075 | - |
1.3502 | 11000 | 0.0067 | - |
1.3563 | 11050 | 0.0082 | - |
1.3625 | 11100 | 0.0058 | - |
1.3686 | 11150 | 0.0076 | - |
1.3747 | 11200 | 0.0078 | - |
1.3809 | 11250 | 0.007 | - |
1.3870 | 11300 | 0.0065 | - |
1.3932 | 11350 | 0.0077 | - |
1.3993 | 11400 | 0.0062 | - |
1.4054 | 11450 | 0.0068 | - |
1.4116 | 11500 | 0.0078 | - |
1.4177 | 11550 | 0.0077 | - |
1.4238 | 11600 | 0.0079 | - |
1.4300 | 11650 | 0.0061 | - |
1.4361 | 11700 | 0.0068 | - |
1.4422 | 11750 | 0.0071 | - |
1.4484 | 11800 | 0.0057 | - |
1.4545 | 11850 | 0.0068 | - |
1.4607 | 11900 | 0.0059 | - |
1.4668 | 11950 | 0.0074 | - |
1.4729 | 12000 | 0.0081 | - |
1.4791 | 12050 | 0.0054 | - |
1.4852 | 12100 | 0.005 | - |
1.4913 | 12150 | 0.0054 | - |
1.4975 | 12200 | 0.0057 | - |
1.5036 | 12250 | 0.0047 | - |
1.5098 | 12300 | 0.0053 | - |
1.5159 | 12350 | 0.0061 | - |
1.5220 | 12400 | 0.0051 | - |
1.5282 | 12450 | 0.0069 | - |
1.5343 | 12500 | 0.0077 | - |
1.5404 | 12550 | 0.0047 | - |
1.5466 | 12600 | 0.0052 | - |
1.5527 | 12650 | 0.0055 | - |
1.5589 | 12700 | 0.0055 | - |
1.5650 | 12750 | 0.0065 | - |
1.5711 | 12800 | 0.0059 | - |
1.5773 | 12850 | 0.0064 | - |
1.5834 | 12900 | 0.0058 | - |
1.5895 | 12950 | 0.0056 | - |
1.5957 | 13000 | 0.0064 | - |
1.6018 | 13050 | 0.0063 | - |
1.6080 | 13100 | 0.005 | - |
1.6141 | 13150 | 0.0061 | - |
1.6202 | 13200 | 0.0067 | - |
1.6264 | 13250 | 0.0058 | - |
1.6325 | 13300 | 0.0058 | - |
1.6386 | 13350 | 0.0049 | - |
1.6448 | 13400 | 0.0062 | - |
1.6509 | 13450 | 0.0058 | - |
1.6571 | 13500 | 0.0047 | - |
1.6632 | 13550 | 0.0046 | - |
1.6693 | 13600 | 0.0048 | - |
1.6755 | 13650 | 0.005 | - |
1.6816 | 13700 | 0.0067 | - |
1.6877 | 13750 | 0.0063 | - |
1.6939 | 13800 | 0.0054 | - |
1.7000 | 13850 | 0.0057 | - |
1.7061 | 13900 | 0.0049 | - |
1.7123 | 13950 | 0.005 | - |
1.7184 | 14000 | 0.0055 | - |
1.7246 | 14050 | 0.0051 | - |
1.7307 | 14100 | 0.0049 | - |
1.7368 | 14150 | 0.0053 | - |
1.7430 | 14200 | 0.0059 | - |
1.7491 | 14250 | 0.0042 | - |
1.7552 | 14300 | 0.0052 | - |
1.7614 | 14350 | 0.0055 | - |
1.7675 | 14400 | 0.0044 | - |
1.7737 | 14450 | 0.004 | - |
1.7798 | 14500 | 0.0034 | - |
1.7859 | 14550 | 0.0047 | - |
1.7921 | 14600 | 0.0041 | - |
1.7982 | 14650 | 0.0044 | - |
1.8043 | 14700 | 0.0039 | - |
1.8105 | 14750 | 0.0044 | - |
1.8166 | 14800 | 0.0046 | - |
1.8228 | 14850 | 0.0035 | - |
1.8289 | 14900 | 0.0039 | - |
1.8350 | 14950 | 0.0025 | - |
1.8412 | 15000 | 0.0038 | - |
1.8473 | 15050 | 0.0029 | - |
1.8534 | 15100 | 0.0045 | - |
1.8596 | 15150 | 0.0048 | - |
1.8657 | 15200 | 0.0042 | - |
1.8719 | 15250 | 0.0031 | - |
1.8780 | 15300 | 0.0051 | - |
1.8841 | 15350 | 0.0046 | - |
1.8903 | 15400 | 0.0035 | - |
1.8964 | 15450 | 0.003 | - |
1.9025 | 15500 | 0.0031 | - |
1.9087 | 15550 | 0.0035 | - |
1.9148 | 15600 | 0.0037 | - |
1.9210 | 15650 | 0.0034 | - |
1.9271 | 15700 | 0.0037 | - |
1.9332 | 15750 | 0.0045 | - |
1.9394 | 15800 | 0.0026 | - |
1.9455 | 15850 | 0.0039 | - |
1.9516 | 15900 | 0.0034 | - |
1.9578 | 15950 | 0.0041 | - |
1.9639 | 16000 | 0.0033 | - |
1.9701 | 16050 | 0.0037 | - |
1.9762 | 16100 | 0.0023 | - |
1.9823 | 16150 | 0.004 | - |
1.9885 | 16200 | 0.004 | - |
1.9946 | 16250 | 0.004 | - |
2.0007 | 16300 | 0.0036 | - |
2.0069 | 16350 | 0.0042 | - |
2.0130 | 16400 | 0.0038 | - |
2.0191 | 16450 | 0.0037 | - |
2.0253 | 16500 | 0.0024 | - |
2.0314 | 16550 | 0.0032 | - |
2.0376 | 16600 | 0.0017 | - |
2.0437 | 16650 | 0.0038 | - |
2.0498 | 16700 | 0.0044 | - |
2.0560 | 16750 | 0.0031 | - |
2.0621 | 16800 | 0.0028 | - |
2.0682 | 16850 | 0.0033 | - |
2.0744 | 16900 | 0.0031 | - |
2.0805 | 16950 | 0.0029 | - |
2.0867 | 17000 | 0.004 | - |
2.0928 | 17050 | 0.0037 | - |
2.0989 | 17100 | 0.0026 | - |
2.1051 | 17150 | 0.0016 | - |
2.1112 | 17200 | 0.0017 | - |
2.1173 | 17250 | 0.0024 | - |
2.1235 | 17300 | 0.0024 | - |
2.1296 | 17350 | 0.0022 | - |
2.1358 | 17400 | 0.0022 | - |
2.1419 | 17450 | 0.0024 | - |
2.1480 | 17500 | 0.0022 | - |
2.1542 | 17550 | 0.0023 | - |
2.1603 | 17600 | 0.0019 | - |
2.1664 | 17650 | 0.0021 | - |
2.1726 | 17700 | 0.0027 | - |
2.1787 | 17750 | 0.0016 | - |
2.1849 | 17800 | 0.002 | - |
2.1910 | 17850 | 0.003 | - |
2.1971 | 17900 | 0.0026 | - |
2.2033 | 17950 | 0.0018 | - |
2.2094 | 18000 | 0.002 | - |
2.2155 | 18050 | 0.0015 | - |
2.2217 | 18100 | 0.0019 | - |
2.2278 | 18150 | 0.0016 | - |
2.2340 | 18200 | 0.0021 | - |
2.2401 | 18250 | 0.0018 | - |
2.2462 | 18300 | 0.0019 | - |
2.2524 | 18350 | 0.0015 | - |
2.2585 | 18400 | 0.0021 | - |
2.2646 | 18450 | 0.0017 | - |
2.2708 | 18500 | 0.0034 | - |
2.2769 | 18550 | 0.0043 | - |
2.2830 | 18600 | 0.0061 | - |
2.2892 | 18650 | 0.0052 | - |
2.2953 | 18700 | 0.0032 | - |
2.3015 | 18750 | 0.0033 | - |
2.3076 | 18800 | 0.0026 | - |
2.3137 | 18850 | 0.0028 | - |
2.3199 | 18900 | 0.0021 | - |
2.3260 | 18950 | 0.0015 | - |
2.3321 | 19000 | 0.002 | - |
2.3383 | 19050 | 0.0017 | - |
2.3444 | 19100 | 0.0022 | - |
2.3506 | 19150 | 0.0012 | - |
2.3567 | 19200 | 0.0019 | - |
2.3628 | 19250 | 0.0024 | - |
2.3690 | 19300 | 0.0016 | - |
2.3751 | 19350 | 0.0018 | - |
2.3812 | 19400 | 0.0018 | - |
2.3874 | 19450 | 0.0022 | - |
2.3935 | 19500 | 0.0018 | - |
2.3997 | 19550 | 0.0023 | - |
2.4058 | 19600 | 0.0016 | - |
2.4119 | 19650 | 0.002 | - |
2.4181 | 19700 | 0.0018 | - |
2.4242 | 19750 | 0.0025 | - |
2.4303 | 19800 | 0.0026 | - |
2.4365 | 19850 | 0.002 | - |
2.4426 | 19900 | 0.0008 | - |
2.4488 | 19950 | 0.0012 | - |
2.4549 | 20000 | 0.0018 | - |
2.4610 | 20050 | 0.0009 | - |
2.4672 | 20100 | 0.0018 | - |
2.4733 | 20150 | 0.0012 | - |
2.4794 | 20200 | 0.0008 | - |
2.4856 | 20250 | 0.0012 | - |
2.4917 | 20300 | 0.0013 | - |
2.4979 | 20350 | 0.0011 | - |
2.5040 | 20400 | 0.0008 | - |
2.5101 | 20450 | 0.0014 | - |
2.5163 | 20500 | 0.0017 | - |
2.5224 | 20550 | 0.0007 | - |
2.5285 | 20600 | 0.0015 | - |
2.5347 | 20650 | 0.0011 | - |
2.5408 | 20700 | 0.002 | - |
2.5469 | 20750 | 0.0018 | - |
2.5531 | 20800 | 0.004 | - |
2.5592 | 20850 | 0.0043 | - |
2.5654 | 20900 | 0.0021 | - |
2.5715 | 20950 | 0.0022 | - |
2.5776 | 21000 | 0.0023 | - |
2.5838 | 21050 | 0.0025 | - |
2.5899 | 21100 | 0.002 | - |
2.5960 | 21150 | 0.0017 | - |
2.6022 | 21200 | 0.0017 | - |
2.6083 | 21250 | 0.0028 | - |
2.6145 | 21300 | 0.0015 | - |
2.6206 | 21350 | 0.0012 | - |
2.6267 | 21400 | 0.0008 | - |
2.6329 | 21450 | 0.0014 | - |
2.6390 | 21500 | 0.0006 | - |
2.6451 | 21550 | 0.0018 | - |
2.6513 | 21600 | 0.0014 | - |
2.6574 | 21650 | 0.0009 | - |
2.6636 | 21700 | 0.0006 | - |
2.6697 | 21750 | 0.0015 | - |
2.6758 | 21800 | 0.0013 | - |
2.6820 | 21850 | 0.0012 | - |
2.6881 | 21900 | 0.0008 | - |
2.6942 | 21950 | 0.0015 | - |
2.7004 | 22000 | 0.0017 | - |
2.7065 | 22050 | 0.0021 | - |
2.7127 | 22100 | 0.0015 | - |
2.7188 | 22150 | 0.0017 | - |
2.7249 | 22200 | 0.0016 | - |
2.7311 | 22250 | 0.0031 | - |
2.7372 | 22300 | 0.0035 | - |
2.7433 | 22350 | 0.0026 | - |
2.7495 | 22400 | 0.0027 | - |
2.7556 | 22450 | 0.0019 | - |
2.7618 | 22500 | 0.0014 | - |
2.7679 | 22550 | 0.0024 | - |
2.7740 | 22600 | 0.0028 | - |
2.7802 | 22650 | 0.0019 | - |
2.7863 | 22700 | 0.0016 | - |
2.7924 | 22750 | 0.001 | - |
2.7986 | 22800 | 0.0021 | - |
2.8047 | 22850 | 0.0014 | - |
2.8109 | 22900 | 0.0016 | - |
2.8170 | 22950 | 0.0017 | - |
2.8231 | 23000 | 0.0012 | - |
2.8293 | 23050 | 0.0031 | - |
2.8354 | 23100 | 0.0027 | - |
2.8415 | 23150 | 0.0025 | - |
2.8477 | 23200 | 0.0015 | - |
2.8538 | 23250 | 0.0021 | - |
2.8599 | 23300 | 0.0018 | - |
2.8661 | 23350 | 0.0012 | - |
2.8722 | 23400 | 0.0011 | - |
2.8784 | 23450 | 0.0006 | - |
2.8845 | 23500 | 0.0012 | - |
2.8906 | 23550 | 0.0015 | - |
2.8968 | 23600 | 0.001 | - |
2.9029 | 23650 | 0.0028 | - |
2.9090 | 23700 | 0.0016 | - |
2.9152 | 23750 | 0.0025 | - |
2.9213 | 23800 | 0.0027 | - |
2.9275 | 23850 | 0.0028 | - |
2.9336 | 23900 | 0.0015 | - |
2.9397 | 23950 | 0.0023 | - |
2.9459 | 24000 | 0.0013 | - |
2.9520 | 24050 | 0.0011 | - |
2.9581 | 24100 | 0.0013 | - |
2.9643 | 24150 | 0.002 | - |
2.9704 | 24200 | 0.0011 | - |
2.9766 | 24250 | 0.0009 | - |
2.9827 | 24300 | 0.0006 | - |
2.9888 | 24350 | 0.0015 | - |
2.9950 | 24400 | 0.0006 | - |
3.0011 | 24450 | 0.0008 | - |
3.0072 | 24500 | 0.0011 | - |
3.0134 | 24550 | 0.0011 | - |
3.0195 | 24600 | 0.0004 | - |
3.0257 | 24650 | 0.0007 | - |
3.0318 | 24700 | 0.0013 | - |
3.0379 | 24750 | 0.0006 | - |
3.0441 | 24800 | 0.0014 | - |
3.0502 | 24850 | 0.001 | - |
3.0563 | 24900 | 0.0009 | - |
3.0625 | 24950 | 0.0005 | - |
3.0686 | 25000 | 0.0007 | - |
3.0748 | 25050 | 0.001 | - |
3.0809 | 25100 | 0.0013 | - |
3.0870 | 25150 | 0.0024 | - |
3.0932 | 25200 | 0.003 | - |
3.0993 | 25250 | 0.0038 | - |
3.1054 | 25300 | 0.003 | - |
3.1116 | 25350 | 0.0037 | - |
3.1177 | 25400 | 0.0033 | - |
3.1238 | 25450 | 0.0025 | - |
3.1300 | 25500 | 0.0023 | - |
3.1361 | 25550 | 0.0018 | - |
3.1423 | 25600 | 0.0012 | - |
3.1484 | 25650 | 0.0014 | - |
3.1545 | 25700 | 0.0015 | - |
3.1607 | 25750 | 0.0013 | - |
3.1668 | 25800 | 0.001 | - |
3.1729 | 25850 | 0.0013 | - |
3.1791 | 25900 | 0.0008 | - |
3.1852 | 25950 | 0.0007 | - |
3.1914 | 26000 | 0.001 | - |
3.1975 | 26050 | 0.001 | - |
3.2036 | 26100 | 0.0009 | - |
3.2098 | 26150 | 0.0012 | - |
3.2159 | 26200 | 0.0008 | - |
3.2220 | 26250 | 0.0007 | - |
3.2282 | 26300 | 0.0008 | - |
3.2343 | 26350 | 0.001 | - |
3.2405 | 26400 | 0.0015 | - |
3.2466 | 26450 | 0.001 | - |
3.2527 | 26500 | 0.0006 | - |
3.2589 | 26550 | 0.001 | - |
3.2650 | 26600 | 0.0008 | - |
3.2711 | 26650 | 0.0003 | - |
3.2773 | 26700 | 0.0007 | - |
3.2834 | 26750 | 0.0013 | - |
3.2896 | 26800 | 0.0007 | - |
3.2957 | 26850 | 0.0011 | - |
3.3018 | 26900 | 0.001 | - |
3.3080 | 26950 | 0.0015 | - |
3.3141 | 27000 | 0.0027 | - |
3.3202 | 27050 | 0.0014 | - |
3.3264 | 27100 | 0.002 | - |
3.3325 | 27150 | 0.002 | - |
3.3387 | 27200 | 0.0011 | - |
3.3448 | 27250 | 0.0017 | - |
3.3509 | 27300 | 0.0018 | - |
3.3571 | 27350 | 0.0012 | - |
3.3632 | 27400 | 0.0007 | - |
3.3693 | 27450 | 0.0006 | - |
3.3755 | 27500 | 0.0013 | - |
3.3816 | 27550 | 0.0006 | - |
3.3878 | 27600 | 0.0011 | - |
3.3939 | 27650 | 0.001 | - |
3.4000 | 27700 | 0.0007 | - |
3.4062 | 27750 | 0.0012 | - |
3.4123 | 27800 | 0.0018 | - |
3.4184 | 27850 | 0.0019 | - |
3.4246 | 27900 | 0.0007 | - |
3.4307 | 27950 | 0.001 | - |
3.4368 | 28000 | 0.0019 | - |
3.4430 | 28050 | 0.0018 | - |
3.4491 | 28100 | 0.0027 | - |
3.4553 | 28150 | 0.0014 | - |
3.4614 | 28200 | 0.0011 | - |
3.4675 | 28250 | 0.0007 | - |
3.4737 | 28300 | 0.0008 | - |
3.4798 | 28350 | 0.0007 | - |
3.4859 | 28400 | 0.0004 | - |
3.4921 | 28450 | 0.0007 | - |
3.4982 | 28500 | 0.0009 | - |
3.5044 | 28550 | 0.0004 | - |
3.5105 | 28600 | 0.0002 | - |
3.5166 | 28650 | 0.0006 | - |
3.5228 | 28700 | 0.0004 | - |
3.5289 | 28750 | 0.0005 | - |
3.5350 | 28800 | 0.0006 | - |
3.5412 | 28850 | 0.0007 | - |
3.5473 | 28900 | 0.0035 | - |
3.5535 | 28950 | 0.0037 | - |
3.5596 | 29000 | 0.0018 | - |
3.5657 | 29050 | 0.0027 | - |
3.5719 | 29100 | 0.0038 | - |
3.5780 | 29150 | 0.0016 | - |
3.5841 | 29200 | 0.0016 | - |
3.5903 | 29250 | 0.001 | - |
3.5964 | 29300 | 0.001 | - |
3.6026 | 29350 | 0.0013 | - |
3.6087 | 29400 | 0.0006 | - |
3.6148 | 29450 | 0.0012 | - |
3.6210 | 29500 | 0.0009 | - |
3.6271 | 29550 | 0.0012 | - |
3.6332 | 29600 | 0.0007 | - |
3.6394 | 29650 | 0.0007 | - |
3.6455 | 29700 | 0.0007 | - |
3.6517 | 29750 | 0.0014 | - |
3.6578 | 29800 | 0.0013 | - |
3.6639 | 29850 | 0.0004 | - |
3.6701 | 29900 | 0.0007 | - |
3.6762 | 29950 | 0.0006 | - |
3.6823 | 30000 | 0.001 | - |
3.6885 | 30050 | 0.0013 | - |
3.6946 | 30100 | 0.0011 | - |
3.7007 | 30150 | 0.0007 | - |
3.7069 | 30200 | 0.0013 | - |
3.7130 | 30250 | 0.001 | - |
3.7192 | 30300 | 0.0013 | - |
3.7253 | 30350 | 0.0008 | - |
3.7314 | 30400 | 0.0013 | - |
3.7376 | 30450 | 0.001 | - |
3.7437 | 30500 | 0.0014 | - |
3.7498 | 30550 | 0.0009 | - |
3.7560 | 30600 | 0.0013 | - |
3.7621 | 30650 | 0.0023 | - |
3.7683 | 30700 | 0.0023 | - |
3.7744 | 30750 | 0.0016 | - |
3.7805 | 30800 | 0.002 | - |
3.7867 | 30850 | 0.0013 | - |
3.7928 | 30900 | 0.0013 | - |
3.7989 | 30950 | 0.0014 | - |
3.8051 | 31000 | 0.0013 | - |
3.8112 | 31050 | 0.0011 | - |
3.8174 | 31100 | 0.0009 | - |
3.8235 | 31150 | 0.0007 | - |
3.8296 | 31200 | 0.0007 | - |
3.8358 | 31250 | 0.0011 | - |
3.8419 | 31300 | 0.001 | - |
3.8480 | 31350 | 0.001 | - |
3.8542 | 31400 | 0.0008 | - |
3.8603 | 31450 | 0.0008 | - |
3.8665 | 31500 | 0.0005 | - |
3.8726 | 31550 | 0.0005 | - |
3.8787 | 31600 | 0.0007 | - |
3.8849 | 31650 | 0.0003 | - |
3.8910 | 31700 | 0.0004 | - |
3.8971 | 31750 | 0.0003 | - |
3.9033 | 31800 | 0.0007 | - |
3.9094 | 31850 | 0.0011 | - |
3.9156 | 31900 | 0.0012 | - |
3.9217 | 31950 | 0.0015 | - |
3.9278 | 32000 | 0.0012 | - |
3.9340 | 32050 | 0.0012 | - |
3.9401 | 32100 | 0.0024 | - |
3.9462 | 32150 | 0.0022 | - |
3.9524 | 32200 | 0.0009 | - |
3.9585 | 32250 | 0.0008 | - |
3.9646 | 32300 | 0.0009 | - |
3.9708 | 32350 | 0.0004 | - |
3.9769 | 32400 | 0.0011 | - |
3.9831 | 32450 | 0.0003 | - |
3.9892 | 32500 | 0.0007 | - |
3.9953 | 32550 | 0.0005 | - |
4.0015 | 32600 | 0.0001 | - |
4.0076 | 32650 | 0.0006 | - |
4.0137 | 32700 | 0.0004 | - |
4.0199 | 32750 | 0.001 | - |
4.0260 | 32800 | 0.0007 | - |
4.0322 | 32850 | 0.0008 | - |
4.0383 | 32900 | 0.0008 | - |
4.0444 | 32950 | 0.0006 | - |
4.0506 | 33000 | 0.0004 | - |
4.0567 | 33050 | 0.0006 | - |
4.0628 | 33100 | 0.0004 | - |
4.0690 | 33150 | 0.0004 | - |
4.0751 | 33200 | 0.0004 | - |
4.0813 | 33250 | 0.0004 | - |
4.0874 | 33300 | 0.0005 | - |
4.0935 | 33350 | 0.0004 | - |
4.0997 | 33400 | 0.0004 | - |
4.1058 | 33450 | 0.0005 | - |
4.1119 | 33500 | 0.0001 | - |
4.1181 | 33550 | 0.0008 | - |
4.1242 | 33600 | 0.0002 | - |
4.1304 | 33650 | 0.0 | - |
4.1365 | 33700 | 0.0004 | - |
4.1426 | 33750 | 0.0004 | - |
4.1488 | 33800 | 0.0002 | - |
4.1549 | 33850 | 0.0005 | - |
4.1610 | 33900 | 0.0003 | - |
4.1672 | 33950 | 0.0005 | - |
4.1733 | 34000 | 0.0005 | - |
4.1795 | 34050 | 0.0004 | - |
4.1856 | 34100 | 0.0003 | - |
4.1917 | 34150 | 0.0006 | - |
4.1979 | 34200 | 0.0005 | - |
4.2040 | 34250 | 0.0004 | - |
4.2101 | 34300 | 0.0002 | - |
4.2163 | 34350 | 0.0002 | - |
4.2224 | 34400 | 0.0004 | - |
4.2286 | 34450 | 0.0027 | - |
4.2347 | 34500 | 0.0036 | - |
4.2408 | 34550 | 0.0031 | - |
4.2470 | 34600 | 0.0026 | - |
4.2531 | 34650 | 0.0015 | - |
4.2592 | 34700 | 0.0012 | - |
4.2654 | 34750 | 0.0008 | - |
4.2715 | 34800 | 0.0011 | - |
4.2776 | 34850 | 0.001 | - |
4.2838 | 34900 | 0.001 | - |
4.2899 | 34950 | 0.0007 | - |
4.2961 | 35000 | 0.0007 | - |
4.3022 | 35050 | 0.0006 | - |
4.3083 | 35100 | 0.0009 | - |
4.3145 | 35150 | 0.0007 | - |
4.3206 | 35200 | 0.0014 | - |
4.3267 | 35250 | 0.001 | - |
4.3329 | 35300 | 0.0008 | - |
4.3390 | 35350 | 0.001 | - |
4.3452 | 35400 | 0.0009 | - |
4.3513 | 35450 | 0.0003 | - |
4.3574 | 35500 | 0.0003 | - |
4.3636 | 35550 | 0.0007 | - |
4.3697 | 35600 | 0.0001 | - |
4.3758 | 35650 | 0.0008 | - |
4.3820 | 35700 | 0.001 | - |
4.3881 | 35750 | 0.0009 | - |
4.3943 | 35800 | 0.0004 | - |
4.4004 | 35850 | 0.001 | - |
4.4065 | 35900 | 0.0006 | - |
4.4127 | 35950 | 0.0002 | - |
4.4188 | 36000 | 0.0002 | - |
4.4249 | 36050 | 0.0007 | - |
4.4311 | 36100 | 0.0004 | - |
4.4372 | 36150 | 0.0006 | - |
4.4434 | 36200 | 0.0006 | - |
4.4495 | 36250 | 0.0005 | - |
4.4556 | 36300 | 0.0009 | - |
4.4618 | 36350 | 0.0004 | - |
4.4679 | 36400 | 0.0004 | - |
4.4740 | 36450 | 0.0005 | - |
4.4802 | 36500 | 0.0007 | - |
4.4863 | 36550 | 0.0005 | - |
4.4925 | 36600 | 0.0004 | - |
4.4986 | 36650 | 0.0003 | - |
4.5047 | 36700 | 0.0004 | - |
4.5109 | 36750 | 0.0007 | - |
4.5170 | 36800 | 0.0002 | - |
4.5231 | 36850 | 0.0004 | - |
4.5293 | 36900 | 0.0031 | - |
4.5354 | 36950 | 0.0041 | - |
4.5415 | 37000 | 0.0041 | - |
4.5477 | 37050 | 0.002 | - |
4.5538 | 37100 | 0.0016 | - |
4.5600 | 37150 | 0.0024 | - |
4.5661 | 37200 | 0.0012 | - |
4.5722 | 37250 | 0.0012 | - |
4.5784 | 37300 | 0.0003 | - |
4.5845 | 37350 | 0.0013 | - |
4.5906 | 37400 | 0.0003 | - |
4.5968 | 37450 | 0.0005 | - |
4.6029 | 37500 | 0.0009 | - |
4.6091 | 37550 | 0.0008 | - |
4.6152 | 37600 | 0.0007 | - |
4.6213 | 37650 | 0.0009 | - |
4.6275 | 37700 | 0.001 | - |
4.6336 | 37750 | 0.0005 | - |
4.6397 | 37800 | 0.0005 | - |
4.6459 | 37850 | 0.0005 | - |
4.6520 | 37900 | 0.0007 | - |
4.6582 | 37950 | 0.0013 | - |
4.6643 | 38000 | 0.0011 | - |
4.6704 | 38050 | 0.001 | - |
4.6766 | 38100 | 0.0003 | - |
4.6827 | 38150 | 0.0003 | - |
4.6888 | 38200 | 0.0005 | - |
4.6950 | 38250 | 0.0006 | - |
4.7011 | 38300 | 0.0007 | - |
4.7073 | 38350 | 0.0005 | - |
4.7134 | 38400 | 0.0004 | - |
4.7195 | 38450 | 0.0002 | - |
4.7257 | 38500 | 0.0009 | - |
4.7318 | 38550 | 0.0002 | - |
4.7379 | 38600 | 0.0006 | - |
4.7441 | 38650 | 0.0005 | - |
4.7502 | 38700 | 0.0004 | - |
4.7564 | 38750 | 0.0004 | - |
4.7625 | 38800 | 0.0004 | - |
4.7686 | 38850 | 0.0005 | - |
4.7748 | 38900 | 0.0001 | - |
4.7809 | 38950 | 0.0001 | - |
4.7870 | 39000 | 0.0003 | - |
4.7932 | 39050 | 0.0005 | - |
4.7993 | 39100 | 0.0004 | - |
4.8054 | 39150 | 0.0013 | - |
4.8116 | 39200 | 0.0021 | - |
4.8177 | 39250 | 0.003 | - |
4.8239 | 39300 | 0.0031 | - |
4.8300 | 39350 | 0.0028 | - |
4.8361 | 39400 | 0.0029 | - |
4.8423 | 39450 | 0.0019 | - |
4.8484 | 39500 | 0.0018 | - |
4.8545 | 39550 | 0.0017 | - |
4.8607 | 39600 | 0.0011 | - |
4.8668 | 39650 | 0.0009 | - |
4.8730 | 39700 | 0.0012 | - |
4.8791 | 39750 | 0.0012 | - |
4.8852 | 39800 | 0.0008 | - |
4.8914 | 39850 | 0.0008 | - |
4.8975 | 39900 | 0.0006 | - |
4.9036 | 39950 | 0.0005 | - |
4.9098 | 40000 | 0.0007 | - |
4.9159 | 40050 | 0.0004 | - |
4.9221 | 40100 | 0.0003 | - |
4.9282 | 40150 | 0.0004 | - |
4.9343 | 40200 | 0.0005 | - |
4.9405 | 40250 | 0.0004 | - |
4.9466 | 40300 | 0.0001 | - |
4.9527 | 40350 | 0.0007 | - |
4.9589 | 40400 | 0.0003 | - |
4.9650 | 40450 | 0.0002 | - |
4.9712 | 40500 | 0.0004 | - |
4.9773 | 40550 | 0.0001 | - |
4.9834 | 40600 | 0.0006 | - |
4.9896 | 40650 | 0.0005 | - |
4.9957 | 40700 | 0.0007 | - |
5.0018 | 40750 | 0.0001 | - |
5.0080 | 40800 | 0.0004 | - |
5.0141 | 40850 | 0.0004 | - |
5.0203 | 40900 | 0.0001 | - |
5.0264 | 40950 | 0.0004 | - |
5.0325 | 41000 | 0.0002 | - |
5.0387 | 41050 | 0.0002 | - |
5.0448 | 41100 | 0.0 | - |
5.0509 | 41150 | 0.0001 | - |
5.0571 | 41200 | 0.0005 | - |
5.0632 | 41250 | 0.0004 | - |
5.0694 | 41300 | 0.0002 | - |
5.0755 | 41350 | 0.0002 | - |
5.0816 | 41400 | 0.0007 | - |
5.0878 | 41450 | 0.0002 | - |
5.0939 | 41500 | 0.0005 | - |
5.1000 | 41550 | 0.0003 | - |
5.1062 | 41600 | 0.0002 | - |
5.1123 | 41650 | 0.0002 | - |
5.1184 | 41700 | 0.0 | - |
5.1246 | 41750 | 0.0003 | - |
5.1307 | 41800 | 0.0004 | - |
5.1369 | 41850 | 0.0005 | - |
5.1430 | 41900 | 0.0004 | - |
5.1491 | 41950 | 0.0005 | - |
5.1553 | 42000 | 0.0002 | - |
5.1614 | 42050 | 0.0005 | - |
5.1675 | 42100 | 0.0002 | - |
5.1737 | 42150 | 0.0005 | - |
5.1798 | 42200 | 0.0004 | - |
5.1860 | 42250 | 0.0002 | - |
5.1921 | 42300 | 0.0007 | - |
5.1982 | 42350 | 0.0002 | - |
5.2044 | 42400 | 0.0007 | - |
5.2105 | 42450 | 0.0008 | - |
5.2166 | 42500 | 0.0006 | - |
5.2228 | 42550 | 0.0001 | - |
5.2289 | 42600 | 0.0004 | - |
5.2351 | 42650 | 0.0004 | - |
5.2412 | 42700 | 0.0004 | - |
5.2473 | 42750 | 0.0002 | - |
5.2535 | 42800 | 0.0088 | - |
5.2596 | 42850 | 0.0047 | - |
5.2657 | 42900 | 0.0023 | - |
5.2719 | 42950 | 0.0016 | - |
5.2780 | 43000 | 0.0013 | - |
5.2842 | 43050 | 0.0021 | - |
5.2903 | 43100 | 0.0019 | - |
5.2964 | 43150 | 0.0023 | - |
5.3026 | 43200 | 0.0014 | - |
5.3087 | 43250 | 0.0013 | - |
5.3148 | 43300 | 0.0009 | - |
5.3210 | 43350 | 0.0014 | - |
5.3271 | 43400 | 0.0008 | - |
5.3333 | 43450 | 0.0006 | - |
5.3394 | 43500 | 0.0012 | - |
5.3455 | 43550 | 0.0009 | - |
5.3517 | 43600 | 0.0005 | - |
5.3578 | 43650 | 0.0006 | - |
5.3639 | 43700 | 0.0013 | - |
5.3701 | 43750 | 0.0016 | - |
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5.8120 | 47350 | 0.0017 | - |
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6.3029 | 51350 | 0.0022 | - |
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6.3152 | 51450 | 0.0012 | - |
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6.4748 | 52750 | 0.0 | - |
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6.4932 | 52900 | 0.0007 | - |
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6.9535 | 56650 | 0.0 | - |
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6.9780 | 56850 | 0.0026 | - |
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7.0149 | 57150 | 0.0008 | - |
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7.0271 | 57250 | 0.0014 | - |
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8.4510 | 68850 | 0.0006 | - |
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10.0466 | 81850 | 0.0009 | - |
10.0528 | 81900 | 0.0004 | - |
10.0589 | 81950 | 0.0003 | - |
10.0651 | 82000 | 0.0001 | - |
10.0712 | 82050 | 0.0008 | - |
10.0773 | 82100 | 0.0002 | - |
10.0835 | 82150 | 0.0 | - |
10.0896 | 82200 | 0.0003 | - |
10.0957 | 82250 | 0.0003 | - |
10.1019 | 82300 | 0.0005 | - |
10.1080 | 82350 | 0.0005 | - |
10.1142 | 82400 | 0.0003 | - |
10.1203 | 82450 | 0.0007 | - |
10.1264 | 82500 | 0.0 | - |
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10.1387 | 82600 | 0.0002 | - |
10.1448 | 82650 | 0.0014 | - |
10.1510 | 82700 | 0.0013 | - |
10.1571 | 82750 | 0.0008 | - |
10.1633 | 82800 | 0.0008 | - |
10.1694 | 82850 | 0.002 | - |
10.1755 | 82900 | 0.0007 | - |
10.1817 | 82950 | 0.0013 | - |
10.1878 | 83000 | 0.0007 | - |
10.1939 | 83050 | 0.0015 | - |
10.2001 | 83100 | 0.0003 | - |
10.2062 | 83150 | 0.0007 | - |
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10.2185 | 83250 | 0.0006 | - |
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10.2492 | 83500 | 0.0008 | - |
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10.3290 | 84150 | 0.0002 | - |
10.3351 | 84200 | 0.0003 | - |
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10.3842 | 84600 | 0.0003 | - |
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10.3965 | 84700 | 0.0003 | - |
10.4026 | 84750 | 0.0 | - |
10.4087 | 84800 | 0.0004 | - |
10.4149 | 84850 | 0.0007 | - |
10.4210 | 84900 | 0.0 | - |
10.4272 | 84950 | 0.0002 | - |
10.4333 | 85000 | 0.0003 | - |
10.4394 | 85050 | 0.0004 | - |
10.4456 | 85100 | 0.0003 | - |
10.4517 | 85150 | 0.0002 | - |
10.4578 | 85200 | 0.0005 | - |
10.4640 | 85250 | 0.0 | - |
10.4701 | 85300 | 0.0 | - |
10.4762 | 85350 | 0.0002 | - |
10.4824 | 85400 | 0.0 | - |
10.4885 | 85450 | 0.0 | - |
10.4947 | 85500 | 0.0 | - |
10.5008 | 85550 | 0.0008 | - |
10.5069 | 85600 | 0.0002 | - |
10.5131 | 85650 | 0.0002 | - |
10.5192 | 85700 | 0.0 | - |
10.5253 | 85750 | 0.0 | - |
10.5315 | 85800 | 0.0005 | - |
10.5376 | 85850 | 0.0001 | - |
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10.5499 | 85950 | 0.0 | - |
10.5560 | 86000 | 0.0002 | - |
10.5622 | 86050 | 0.0 | - |
10.5683 | 86100 | 0.0006 | - |
10.5744 | 86150 | 0.0002 | - |
10.5806 | 86200 | 0.0006 | - |
10.5867 | 86250 | 0.0013 | - |
10.5929 | 86300 | 0.0007 | - |
10.5990 | 86350 | 0.0007 | - |
10.6051 | 86400 | 0.0007 | - |
10.6113 | 86450 | 0.0005 | - |
10.6174 | 86500 | 0.0005 | - |
10.6235 | 86550 | 0.0003 | - |
10.6297 | 86600 | 0.0003 | - |
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10.6788 | 87000 | 0.0006 | - |
10.6849 | 87050 | 0.0005 | - |
10.6911 | 87100 | 0.0002 | - |
10.6972 | 87150 | 0.0 | - |
10.7033 | 87200 | 0.0004 | - |
10.7095 | 87250 | 0.0 | - |
10.7156 | 87300 | 0.0002 | - |
10.7217 | 87350 | 0.0002 | - |
10.7279 | 87400 | 0.0007 | - |
10.7340 | 87450 | 0.0002 | - |
10.7401 | 87500 | 0.0002 | - |
10.7463 | 87550 | 0.0006 | - |
10.7524 | 87600 | 0.0001 | - |
10.7586 | 87650 | 0.0005 | - |
10.7647 | 87700 | 0.0011 | - |
10.7708 | 87750 | 0.0005 | - |
10.7770 | 87800 | 0.0005 | - |
10.7831 | 87850 | 0.0008 | - |
10.7892 | 87900 | 0.0013 | - |
10.7954 | 87950 | 0.0012 | - |
10.8015 | 88000 | 0.0013 | - |
10.8077 | 88050 | 0.0007 | - |
10.8138 | 88100 | 0.0005 | - |
10.8199 | 88150 | 0.0009 | - |
10.8261 | 88200 | 0.0007 | - |
10.8322 | 88250 | 0.0003 | - |
10.8383 | 88300 | 0.0007 | - |
10.8445 | 88350 | 0.0003 | - |
10.8506 | 88400 | 0.0007 | - |
10.8568 | 88450 | 0.0005 | - |
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10.8690 | 88550 | 0.0002 | - |
10.8752 | 88600 | 0.0007 | - |
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10.8997 | 88800 | 0.0007 | - |
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10.9243 | 89000 | 0.0005 | - |
10.9304 | 89050 | 0.0006 | - |
10.9365 | 89100 | 0.0013 | - |
10.9427 | 89150 | 0.0004 | - |
10.9488 | 89200 | 0.0009 | - |
10.9550 | 89250 | 0.0006 | - |
10.9611 | 89300 | 0.0007 | - |
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10.9734 | 89400 | 0.0003 | - |
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10.9856 | 89500 | 0.0001 | - |
10.9918 | 89550 | 0.0 | - |
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11.0225 | 89800 | 0.0 | - |
11.0286 | 89850 | 0.0003 | - |
11.0347 | 89900 | 0.0006 | - |
11.0409 | 89950 | 0.0009 | - |
11.0470 | 90000 | 0.0006 | - |
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11.1022 | 90450 | 0.0003 | - |
11.1084 | 90500 | 0.0004 | - |
11.1145 | 90550 | 0.0 | - |
11.1207 | 90600 | 0.0004 | - |
11.1268 | 90650 | 0.0008 | - |
11.1329 | 90700 | 0.0003 | - |
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11.1759 | 91050 | 0.0013 | - |
11.1820 | 91100 | 0.0007 | - |
11.1882 | 91150 | 0.0008 | - |
11.1943 | 91200 | 0.0005 | - |
11.2004 | 91250 | 0.0003 | - |
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11.2189 | 91400 | 0.0006 | - |
11.2250 | 91450 | 0.0007 | - |
11.2311 | 91500 | 0.0005 | - |
11.2373 | 91550 | 0.0007 | - |
11.2434 | 91600 | 0.0012 | - |
11.2495 | 91650 | 0.0006 | - |
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11.2802 | 91900 | 0.0002 | - |
11.2864 | 91950 | 0.0009 | - |
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11.3048 | 92100 | 0.0006 | - |
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11.3723 | 92650 | 0.0 | - |
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11.3907 | 92800 | 0.0002 | - |
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11.4275 | 93100 | 0.0004 | - |
11.4337 | 93150 | 0.0002 | - |
11.4398 | 93200 | 0.0 | - |
11.4459 | 93250 | 0.0004 | - |
11.4521 | 93300 | 0.0002 | - |
11.4582 | 93350 | 0.0002 | - |
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11.8019 | 96150 | 0.0002 | - |
11.8080 | 96200 | 0.0 | - |
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12.1272 | 98800 | 0.0007 | - |
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12.2008 | 99400 | 0.0006 | - |
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12.3113 | 100300 | 0.0007 | - |
12.3174 | 100350 | 0.0 | - |
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12.3911 | 100950 | 0.0 | - |
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12.4095 | 101100 | 0.0003 | - |
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12.4524 | 101450 | 0.0002 | - |
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12.4770 | 101650 | 0.0002 | - |
12.4831 | 101700 | 0.0003 | - |
12.4893 | 101750 | 0.0002 | - |
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12.5015 | 101850 | 0.0 | - |
12.5077 | 101900 | 0.0002 | - |
12.5138 | 101950 | 0.0 | - |
12.5199 | 102000 | 0.0 | - |
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12.5322 | 102100 | 0.0001 | - |
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12.5629 | 102350 | 0.0007 | - |
12.5690 | 102400 | 0.0013 | - |
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12.7409 | 103800 | 0.0 | - |
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12.7716 | 104050 | 0.0 | - |
12.7777 | 104100 | 0.0003 | - |
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12.7900 | 104200 | 0.0 | - |
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12.8084 | 104350 | 0.0006 | - |
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12.8207 | 104450 | 0.0 | - |
12.8268 | 104500 | 0.0003 | - |
12.8329 | 104550 | 0.0001 | - |
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12.8452 | 104650 | 0.0 | - |
12.8514 | 104700 | 0.0007 | - |
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12.9066 | 105150 | 0.0005 | - |
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12.9802 | 105750 | 0.0 | - |
12.9864 | 105800 | 0.0004 | - |
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13.0048 | 105950 | 0.0 | - |
13.0109 | 106000 | 0.0003 | - |
13.0171 | 106050 | 0.0003 | - |
13.0232 | 106100 | 0.0 | - |
13.0293 | 106150 | 0.0006 | - |
13.0355 | 106200 | 0.0004 | - |
13.0416 | 106250 | 0.0007 | - |
13.0477 | 106300 | 0.0006 | - |
13.0539 | 106350 | 0.0003 | - |
13.0600 | 106400 | 0.0002 | - |
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13.0723 | 106500 | 0.0005 | - |
13.0784 | 106550 | 0.0003 | - |
13.0846 | 106600 | 0.0006 | - |
13.0907 | 106650 | 0.0003 | - |
13.0968 | 106700 | 0.0004 | - |
13.1030 | 106750 | 0.0003 | - |
13.1091 | 106800 | 0.0001 | - |
13.1153 | 106850 | 0.0003 | - |
13.1214 | 106900 | 0.0001 | - |
13.1275 | 106950 | 0.0003 | - |
13.1337 | 107000 | 0.0003 | - |
13.1398 | 107050 | 0.0001 | - |
13.1459 | 107100 | 0.0004 | - |
13.1521 | 107150 | 0.0004 | - |
13.1582 | 107200 | 0.0 | - |
13.1644 | 107250 | 0.0 | - |
13.1705 | 107300 | 0.0 | - |
13.1766 | 107350 | 0.0002 | - |
13.1828 | 107400 | 0.0001 | - |
13.1889 | 107450 | 0.0 | - |
13.1950 | 107500 | 0.0 | - |
13.2012 | 107550 | 0.0003 | - |
13.2073 | 107600 | 0.0002 | - |
13.2135 | 107650 | 0.0 | - |
13.2196 | 107700 | 0.0 | - |
13.2257 | 107750 | 0.0002 | - |
13.2319 | 107800 | 0.0003 | - |
13.2380 | 107850 | 0.0004 | - |
13.2441 | 107900 | 0.0002 | - |
13.2503 | 107950 | 0.0005 | - |
13.2564 | 108000 | 0.0007 | - |
13.2626 | 108050 | 0.0005 | - |
13.2687 | 108100 | 0.0 | - |
13.2748 | 108150 | 0.0007 | - |
13.2810 | 108200 | 0.0002 | - |
13.2871 | 108250 | 0.0002 | - |
13.2932 | 108300 | 0.0006 | - |
13.2994 | 108350 | 0.0001 | - |
13.3055 | 108400 | 0.0004 | - |
13.3116 | 108450 | 0.0001 | - |
13.3178 | 108500 | 0.0002 | - |
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13.3301 | 108600 | 0.0005 | - |
13.3362 | 108650 | 0.0003 | - |
13.3423 | 108700 | 0.0003 | - |
13.3485 | 108750 | 0.0 | - |
13.3546 | 108800 | 0.0002 | - |
13.3607 | 108850 | 0.0001 | - |
13.3669 | 108900 | 0.0 | - |
13.3730 | 108950 | 0.0 | - |
13.3792 | 109000 | 0.0003 | - |
13.3853 | 109050 | 0.0002 | - |
13.3914 | 109100 | 0.0 | - |
13.3976 | 109150 | 0.0002 | - |
13.4037 | 109200 | 0.0 | - |
13.4098 | 109250 | 0.0002 | - |
13.4160 | 109300 | 0.0002 | - |
13.4221 | 109350 | 0.0001 | - |
13.4283 | 109400 | 0.0003 | - |
13.4344 | 109450 | 0.0 | - |
13.4405 | 109500 | 0.0 | - |
13.4467 | 109550 | 0.0 | - |
13.4528 | 109600 | 0.0002 | - |
13.4589 | 109650 | 0.0 | - |
13.4651 | 109700 | 0.0006 | - |
13.4712 | 109750 | 0.0003 | - |
13.4774 | 109800 | 0.0004 | - |
13.4835 | 109850 | 0.0 | - |
13.4896 | 109900 | 0.0004 | - |
13.4958 | 109950 | 0.0003 | - |
13.5019 | 110000 | 0.0001 | - |
13.5080 | 110050 | 0.0003 | - |
13.5142 | 110100 | 0.0002 | - |
13.5203 | 110150 | 0.0005 | - |
13.5265 | 110200 | 0.0003 | - |
13.5326 | 110250 | 0.0003 | - |
13.5387 | 110300 | 0.0005 | - |
13.5449 | 110350 | 0.0005 | - |
13.5510 | 110400 | 0.0003 | - |
13.5571 | 110450 | 0.0004 | - |
13.5633 | 110500 | 0.0004 | - |
13.5694 | 110550 | 0.0004 | - |
13.5755 | 110600 | 0.0 | - |
13.5817 | 110650 | 0.0 | - |
13.5878 | 110700 | 0.0 | - |
13.5940 | 110750 | 0.0002 | - |
13.6001 | 110800 | 0.0003 | - |
13.6062 | 110850 | 0.0005 | - |
13.6124 | 110900 | 0.0006 | - |
13.6185 | 110950 | 0.0002 | - |
13.6246 | 111000 | 0.0003 | - |
13.6308 | 111050 | 0.0004 | - |
13.6369 | 111100 | 0.0005 | - |
13.6431 | 111150 | 0.0007 | - |
13.6492 | 111200 | 0.0007 | - |
13.6553 | 111250 | 0.0006 | - |
13.6615 | 111300 | 0.0003 | - |
13.6676 | 111350 | 0.0001 | - |
13.6737 | 111400 | 0.0004 | - |
13.6799 | 111450 | 0.0004 | - |
13.6860 | 111500 | 0.0005 | - |
13.6922 | 111550 | 0.0004 | - |
13.6983 | 111600 | 0.0006 | - |
13.7044 | 111650 | 0.0002 | - |
13.7106 | 111700 | 0.0002 | - |
13.7167 | 111750 | 0.0005 | - |
13.7228 | 111800 | 0.0005 | - |
13.7290 | 111850 | 0.0001 | - |
13.7351 | 111900 | 0.0002 | - |
13.7413 | 111950 | 0.0001 | - |
13.7474 | 112000 | 0.0002 | - |
13.7535 | 112050 | 0.0 | - |
13.7597 | 112100 | 0.0001 | - |
13.7658 | 112150 | 0.0003 | - |
13.7719 | 112200 | 0.0001 | - |
13.7781 | 112250 | 0.0001 | - |
13.7842 | 112300 | 0.0004 | - |
13.7904 | 112350 | 0.0002 | - |
13.7965 | 112400 | 0.0 | - |
13.8026 | 112450 | 0.0 | - |
13.8088 | 112500 | 0.0001 | - |
13.8149 | 112550 | 0.0 | - |
13.8210 | 112600 | 0.0002 | - |
13.8272 | 112650 | 0.0002 | - |
13.8333 | 112700 | 0.0001 | - |
13.8395 | 112750 | 0.0 | - |
13.8456 | 112800 | 0.0 | - |
13.8517 | 112850 | 0.0 | - |
13.8579 | 112900 | 0.0 | - |
13.8640 | 112950 | 0.0 | - |
13.8701 | 113000 | 0.0001 | - |
13.8763 | 113050 | 0.0003 | - |
13.8824 | 113100 | 0.0 | - |
13.8885 | 113150 | 0.0002 | - |
13.8947 | 113200 | 0.0001 | - |
13.9008 | 113250 | 0.0005 | - |
13.9070 | 113300 | 0.0002 | - |
13.9131 | 113350 | 0.0 | - |
13.9192 | 113400 | 0.0 | - |
13.9254 | 113450 | 0.0003 | - |
13.9315 | 113500 | 0.0002 | - |
13.9376 | 113550 | 0.0 | - |
13.9438 | 113600 | 0.0002 | - |
13.9499 | 113650 | 0.0001 | - |
13.9561 | 113700 | 0.0002 | - |
13.9622 | 113750 | 0.0 | - |
13.9683 | 113800 | 0.0002 | - |
13.9745 | 113850 | 0.0004 | - |
13.9806 | 113900 | 0.0005 | - |
13.9867 | 113950 | 0.0001 | - |
13.9929 | 114000 | 0.0 | - |
13.9990 | 114050 | 0.0002 | - |
14.0052 | 114100 | 0.0 | - |
14.0113 | 114150 | 0.0 | - |
14.0174 | 114200 | 0.0001 | - |
14.0236 | 114250 | 0.0003 | - |
14.0297 | 114300 | 0.0 | - |
14.0358 | 114350 | 0.0001 | - |
14.0420 | 114400 | 0.0003 | - |
14.0481 | 114450 | 0.0003 | - |
14.0543 | 114500 | 0.0002 | - |
14.0604 | 114550 | 0.0004 | - |
14.0665 | 114600 | 0.0001 | - |
14.0727 | 114650 | 0.0 | - |
14.0788 | 114700 | 0.0002 | - |
14.0849 | 114750 | 0.0002 | - |
14.0911 | 114800 | 0.0 | - |
14.0972 | 114850 | 0.0 | - |
14.1034 | 114900 | 0.0003 | - |
14.1095 | 114950 | 0.0002 | - |
14.1156 | 115000 | 0.0001 | - |
14.1218 | 115050 | 0.0001 | - |
14.1279 | 115100 | 0.0 | - |
14.1340 | 115150 | 0.0001 | - |
14.1402 | 115200 | 0.0 | - |
14.1463 | 115250 | 0.0002 | - |
14.1524 | 115300 | 0.0001 | - |
14.1586 | 115350 | 0.0001 | - |
14.1647 | 115400 | 0.0 | - |
14.1709 | 115450 | 0.0001 | - |
14.1770 | 115500 | 0.0 | - |
14.1831 | 115550 | 0.0001 | - |
14.1893 | 115600 | 0.0 | - |
14.1954 | 115650 | 0.0 | - |
14.2015 | 115700 | 0.0 | - |
14.2077 | 115750 | 0.0 | - |
14.2138 | 115800 | 0.0 | - |
14.2200 | 115850 | 0.0002 | - |
14.2261 | 115900 | 0.0001 | - |
14.2322 | 115950 | 0.0002 | - |
14.2384 | 116000 | 0.0001 | - |
14.2445 | 116050 | 0.0001 | - |
14.2506 | 116100 | 0.0 | - |
14.2568 | 116150 | 0.0001 | - |
14.2629 | 116200 | 0.0001 | - |
14.2691 | 116250 | 0.0001 | - |
14.2752 | 116300 | 0.0 | - |
14.2813 | 116350 | 0.0 | - |
14.2875 | 116400 | 0.0 | - |
14.2936 | 116450 | 0.0 | - |
14.2997 | 116500 | 0.0 | - |
14.3059 | 116550 | 0.0 | - |
14.3120 | 116600 | 0.0 | - |
14.3182 | 116650 | 0.0 | - |
14.3243 | 116700 | 0.0 | - |
14.3304 | 116750 | 0.0001 | - |
14.3366 | 116800 | 0.0001 | - |
14.3427 | 116850 | 0.0 | - |
14.3488 | 116900 | 0.0 | - |
14.3550 | 116950 | 0.0 | - |
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14.3673 | 117050 | 0.0 | - |
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14.3795 | 117150 | 0.0 | - |
14.3857 | 117200 | 0.0001 | - |
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14.3979 | 117300 | 0.0001 | - |
14.4041 | 117350 | 0.0 | - |
14.4102 | 117400 | 0.0 | - |
14.4163 | 117450 | 0.0 | - |
14.4225 | 117500 | 0.0 | - |
14.4286 | 117550 | 0.0001 | - |
14.4348 | 117600 | 0.0 | - |
14.4409 | 117650 | 0.0 | - |
14.4470 | 117700 | 0.0 | - |
14.4532 | 117750 | 0.0 | - |
14.4593 | 117800 | 0.0 | - |
14.4654 | 117850 | 0.0 | - |
14.4716 | 117900 | 0.0 | - |
14.4777 | 117950 | 0.0001 | - |
14.4839 | 118000 | 0.0006 | - |
14.4900 | 118050 | 0.0007 | - |
14.4961 | 118100 | 0.0006 | - |
14.5023 | 118150 | 0.0013 | - |
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14.6250 | 119150 | 0.0001 | - |
14.6312 | 119200 | 0.0 | - |
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14.7600 | 120250 | 0.0001 | - |
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14.7969 | 120550 | 0.0001 | - |
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15.4106 | 125550 | 0.0002 | - |
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15.9568 | 130000 | 0.0002 | - |
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15.9813 | 130200 | 0.0 | - |
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16.1041 | 131200 | 0.0001 | - |
16.1102 | 131250 | 0.0 | - |
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16.7546 | 136500 | 0.0 | - |
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16.7730 | 136650 | 0.0001 | - |
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17.2211 | 140300 | 0.0001 | - |
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17.5525 | 143000 | 0.0 | - |
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29.7165 | 242100 | 0.0 | - |
29.7226 | 242150 | 0.0 | - |
29.7287 | 242200 | 0.0 | - |
29.7349 | 242250 | 0.0 | - |
29.7410 | 242300 | 0.0001 | - |
29.7471 | 242350 | 0.0 | - |
29.7533 | 242400 | 0.0 | - |
29.7594 | 242450 | 0.0 | - |
29.7656 | 242500 | 0.0 | - |
29.7717 | 242550 | 0.0 | - |
29.7778 | 242600 | 0.0 | - |
29.7840 | 242650 | 0.0 | - |
29.7901 | 242700 | 0.0001 | - |
29.7962 | 242750 | 0.0 | - |
29.8024 | 242800 | 0.0 | - |
29.8085 | 242850 | 0.0 | - |
29.8147 | 242900 | 0.0 | - |
29.8208 | 242950 | 0.0 | - |
29.8269 | 243000 | 0.0 | - |
29.8331 | 243050 | 0.0 | - |
29.8392 | 243100 | 0.0 | - |
29.8453 | 243150 | 0.0 | - |
29.8515 | 243200 | 0.0 | - |
29.8576 | 243250 | 0.0 | - |
29.8638 | 243300 | 0.0 | - |
29.8699 | 243350 | 0.0 | - |
29.8760 | 243400 | 0.0 | - |
29.8822 | 243450 | 0.0 | - |
29.8883 | 243500 | 0.0 | - |
29.8944 | 243550 | 0.0 | - |
29.9006 | 243600 | 0.0001 | - |
29.9067 | 243650 | 0.0 | - |
29.9129 | 243700 | 0.0 | - |
29.9190 | 243750 | 0.0 | - |
29.9251 | 243800 | 0.0 | - |
29.9313 | 243850 | 0.0 | - |
29.9374 | 243900 | 0.0 | - |
29.9435 | 243950 | 0.0 | - |
29.9497 | 244000 | 0.0 | - |
29.9558 | 244050 | 0.0 | - |
29.9619 | 244100 | 0.0 | - |
29.9681 | 244150 | 0.0 | - |
29.9742 | 244200 | 0.0 | - |
29.9804 | 244250 | 0.0 | - |
29.9865 | 244300 | 0.0 | - |
29.9926 | 244350 | 0.0 | - |
29.9988 | 244400 | 0.0 | - |
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
@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}
}
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