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--- |
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library_name: setfit |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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metrics: |
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- accuracy |
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widget: |
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- text: boiled eggs αυγα βραστο ψωμι ροκα ντοματινια παρμεζανα |
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- text: tomato mozza bites bites ντοματα μοτσαρελα συνοδευονται απο κετσαπ |
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- text: φυσικος χυμος exotic ανανα lime grapefruit |
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- text: ρυζι αρωματικο |
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- text: βλαχικο κιλο διαμορφωθει ζυγισμα |
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pipeline_tag: text-classification |
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inference: false |
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base_model: lighteternal/stsb-xlm-r-greek-transfer |
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model-index: |
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- name: SetFit with lighteternal/stsb-xlm-r-greek-transfer |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.16152716593245228 |
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name: Accuracy |
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--- |
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# SetFit with lighteternal/stsb-xlm-r-greek-transfer |
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This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [lighteternal/stsb-xlm-r-greek-transfer](https://huggingface.co/lighteternal/stsb-xlm-r-greek-transfer) as the Sentence Transformer embedding model. A OneVsRestClassifier instance is used for classification. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [lighteternal/stsb-xlm-r-greek-transfer](https://huggingface.co/lighteternal/stsb-xlm-r-greek-transfer) |
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- **Classification head:** a OneVsRestClassifier instance |
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- **Maximum Sequence Length:** 400 tokens |
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<!-- - **Number of Classes:** Unknown --> |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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## Evaluation |
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.1615 | |
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## Uses |
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### Direct Use for Inference |
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First install the SetFit library: |
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```bash |
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pip install setfit |
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``` |
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Then you can load this model and run inference. |
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```python |
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from setfit import SetFitModel |
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# Download from the 🤗 Hub |
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model = SetFitModel.from_pretrained("st-karlos-efood/setfit-multilabel-one-vs-rest-batchsize-128") |
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# Run inference |
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preds = model("ρυζι αρωματικο") |
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``` |
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<!-- |
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### Downstream Use |
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*List how someone could finetune this model on their own dataset.* |
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--> |
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<!-- |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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--> |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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--> |
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<!-- |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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--> |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:-------|:----| |
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| Word count | 1 | 8.6228 | 116 | |
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### Training Hyperparameters |
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- batch_size: (32, 32) |
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- num_epochs: (10, 10) |
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- max_steps: -1 |
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- sampling_strategy: oversampling |
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- num_iterations: 25 |
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- body_learning_rate: (2e-05, 2e-05) |
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- head_learning_rate: 2e-05 |
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- loss: CosineSimilarityLoss |
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- distance_metric: cosine_distance |
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- margin: 0.25 |
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- end_to_end: False |
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- use_amp: False |
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- warmup_proportion: 0.1 |
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- seed: 42 |
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- eval_max_steps: -1 |
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- load_best_model_at_end: False |
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### Training Results |
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| Epoch | Step | Training Loss | Validation Loss | |
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|:------:|:-----:|:-------------:|:---------------:| |
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| 0.0002 | 1 | 0.2116 | - | |
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| 0.0095 | 50 | 0.2101 | - | |
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| 0.0191 | 100 | 0.201 | - | |
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| 0.0286 | 150 | 0.208 | - | |
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| 0.0381 | 200 | 0.2133 | - | |
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| 0.0477 | 250 | 0.2323 | - | |
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| 0.0572 | 300 | 0.1858 | - | |
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| 0.0667 | 350 | 0.1705 | - | |
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| 0.0763 | 400 | 0.1122 | - | |
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| 0.0858 | 450 | 0.1609 | - | |
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| 0.0953 | 500 | 0.1703 | - | |
|
| 0.1049 | 550 | 0.1898 | - | |
|
| 0.1144 | 600 | 0.133 | - | |
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| 0.1240 | 650 | 0.1765 | - | |
|
| 0.1335 | 700 | 0.2161 | - | |
|
| 0.1430 | 750 | 0.1536 | - | |
|
| 0.1526 | 800 | 0.1675 | - | |
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| 0.1621 | 850 | 0.0806 | - | |
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| 0.1716 | 900 | 0.1375 | - | |
|
| 0.1812 | 950 | 0.1162 | - | |
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| 0.1907 | 1000 | 0.0983 | - | |
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| 0.2002 | 1050 | 0.1205 | - | |
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| 0.2098 | 1100 | 0.127 | - | |
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| 0.2193 | 1150 | 0.1605 | - | |
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| 0.2288 | 1200 | 0.1583 | - | |
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| 0.2384 | 1250 | 0.0667 | - | |
|
| 0.2479 | 1300 | 0.1441 | - | |
|
| 0.2574 | 1350 | 0.1317 | - | |
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| 0.2670 | 1400 | 0.0621 | - | |
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| 0.2765 | 1450 | 0.2162 | - | |
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| 0.2860 | 1500 | 0.0682 | - | |
|
| 0.2956 | 1550 | 0.0699 | - | |
|
| 0.3051 | 1600 | 0.1266 | - | |
|
| 0.3146 | 1650 | 0.141 | - | |
|
| 0.3242 | 1700 | 0.0676 | - | |
|
| 0.3337 | 1750 | 0.1587 | - | |
|
| 0.3432 | 1800 | 0.1613 | - | |
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| 0.3528 | 1850 | 0.1283 | - | |
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| 0.3623 | 1900 | 0.0748 | - | |
|
| 0.3719 | 1950 | 0.1733 | - | |
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| 0.3814 | 2000 | 0.1166 | - | |
|
| 0.3909 | 2050 | 0.11 | - | |
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| 0.4005 | 2100 | 0.0898 | - | |
|
| 0.4100 | 2150 | 0.0862 | - | |
|
| 0.4195 | 2200 | 0.0652 | - | |
|
| 0.4291 | 2250 | 0.1117 | - | |
|
| 0.4386 | 2300 | 0.0926 | - | |
|
| 0.4481 | 2350 | 0.1522 | - | |
|
| 0.4577 | 2400 | 0.095 | - | |
|
| 0.4672 | 2450 | 0.1358 | - | |
|
| 0.4767 | 2500 | 0.119 | - | |
|
| 0.4863 | 2550 | 0.1214 | - | |
|
| 0.4958 | 2600 | 0.1127 | - | |
|
| 0.5053 | 2650 | 0.1516 | - | |
|
| 0.5149 | 2700 | 0.1123 | - | |
|
| 0.5244 | 2750 | 0.1196 | - | |
|
| 0.5339 | 2800 | 0.0625 | - | |
|
| 0.5435 | 2850 | 0.1311 | - | |
|
| 0.5530 | 2900 | 0.1399 | - | |
|
| 0.5625 | 2950 | 0.1505 | - | |
|
| 0.5721 | 3000 | 0.0909 | - | |
|
| 0.5816 | 3050 | 0.1858 | - | |
|
| 0.5912 | 3100 | 0.0587 | - | |
|
| 0.6007 | 3150 | 0.0975 | - | |
|
| 0.6102 | 3200 | 0.0938 | - | |
|
| 0.6198 | 3250 | 0.0737 | - | |
|
| 0.6293 | 3300 | 0.1368 | - | |
|
| 0.6388 | 3350 | 0.0804 | - | |
|
| 0.6484 | 3400 | 0.1363 | - | |
|
| 0.6579 | 3450 | 0.0883 | - | |
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| 0.6674 | 3500 | 0.0787 | - | |
|
| 0.6770 | 3550 | 0.0715 | - | |
|
| 0.6865 | 3600 | 0.0993 | - | |
|
| 0.6960 | 3650 | 0.1896 | - | |
|
| 0.7056 | 3700 | 0.1316 | - | |
|
| 0.7151 | 3750 | 0.0738 | - | |
|
| 0.7246 | 3800 | 0.0885 | - | |
|
| 0.7342 | 3850 | 0.0848 | - | |
|
| 0.7437 | 3900 | 0.1026 | - | |
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| 0.7532 | 3950 | 0.1176 | - | |
|
| 0.7628 | 4000 | 0.0822 | - | |
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| 0.7723 | 4050 | 0.1107 | - | |
|
| 0.7818 | 4100 | 0.0975 | - | |
|
| 0.7914 | 4150 | 0.116 | - | |
|
| 0.8009 | 4200 | 0.1212 | - | |
|
| 0.8105 | 4250 | 0.0757 | - | |
|
| 0.8200 | 4300 | 0.0785 | - | |
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| 0.8295 | 4350 | 0.1106 | - | |
|
| 0.8391 | 4400 | 0.1004 | - | |
|
| 0.8486 | 4450 | 0.149 | - | |
|
| 0.8581 | 4500 | 0.1344 | - | |
|
| 0.8677 | 4550 | 0.1132 | - | |
|
| 0.8772 | 4600 | 0.077 | - | |
|
| 0.8867 | 4650 | 0.0449 | - | |
|
| 0.8963 | 4700 | 0.1009 | - | |
|
| 0.9058 | 4750 | 0.1069 | - | |
|
| 0.9153 | 4800 | 0.0871 | - | |
|
| 0.9249 | 4850 | 0.0808 | - | |
|
| 0.9344 | 4900 | 0.0676 | - | |
|
| 0.9439 | 4950 | 0.1164 | - | |
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| 0.9535 | 5000 | 0.0886 | - | |
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| 0.9630 | 5050 | 0.1136 | - | |
|
| 0.9725 | 5100 | 0.0894 | - | |
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| 0.9821 | 5150 | 0.1252 | - | |
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| 0.9916 | 5200 | 0.0612 | - | |
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| 1.0011 | 5250 | 0.0429 | - | |
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| 1.0107 | 5300 | 0.0903 | - | |
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| 1.0202 | 5350 | 0.1183 | - | |
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| 1.0297 | 5400 | 0.0766 | - | |
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| 1.0393 | 5450 | 0.1948 | - | |
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| 1.0488 | 5500 | 0.1047 | - | |
|
| 1.0584 | 5550 | 0.0831 | - | |
|
| 1.0679 | 5600 | 0.1028 | - | |
|
| 1.0774 | 5650 | 0.1179 | - | |
|
| 1.0870 | 5700 | 0.1605 | - | |
|
| 1.0965 | 5750 | 0.0767 | - | |
|
| 1.1060 | 5800 | 0.0649 | - | |
|
| 1.1156 | 5850 | 0.0287 | - | |
|
| 1.1251 | 5900 | 0.077 | - | |
|
| 1.1346 | 5950 | 0.1137 | - | |
|
| 1.1442 | 6000 | 0.1729 | - | |
|
| 1.1537 | 6050 | 0.1044 | - | |
|
| 1.1632 | 6100 | 0.0744 | - | |
|
| 1.1728 | 6150 | 0.0792 | - | |
|
| 1.1823 | 6200 | 0.1213 | - | |
|
| 1.1918 | 6250 | 0.079 | - | |
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| 1.2014 | 6300 | 0.1397 | - | |
|
| 1.2109 | 6350 | 0.0609 | - | |
|
| 1.2204 | 6400 | 0.0566 | - | |
|
| 1.2300 | 6450 | 0.096 | - | |
|
| 1.2395 | 6500 | 0.0883 | - | |
|
| 1.2490 | 6550 | 0.1103 | - | |
|
| 1.2586 | 6600 | 0.0496 | - | |
|
| 1.2681 | 6650 | 0.0596 | - | |
|
| 1.2777 | 6700 | 0.1329 | - | |
|
| 1.2872 | 6750 | 0.0711 | - | |
|
| 1.2967 | 6800 | 0.1305 | - | |
|
| 1.3063 | 6850 | 0.0848 | - | |
|
| 1.3158 | 6900 | 0.0751 | - | |
|
| 1.3253 | 6950 | 0.0731 | - | |
|
| 1.3349 | 7000 | 0.1088 | - | |
|
| 1.3444 | 7050 | 0.0811 | - | |
|
| 1.3539 | 7100 | 0.0692 | - | |
|
| 1.3635 | 7150 | 0.0552 | - | |
|
| 1.3730 | 7200 | 0.0543 | - | |
|
| 1.3825 | 7250 | 0.0707 | - | |
|
| 1.3921 | 7300 | 0.0577 | - | |
|
| 1.4016 | 7350 | 0.1007 | - | |
|
| 1.4111 | 7400 | 0.0957 | - | |
|
| 1.4207 | 7450 | 0.1046 | - | |
|
| 1.4302 | 7500 | 0.0741 | - | |
|
| 1.4397 | 7550 | 0.0963 | - | |
|
| 1.4493 | 7600 | 0.0965 | - | |
|
| 1.4588 | 7650 | 0.0872 | - | |
|
| 1.4683 | 7700 | 0.1615 | - | |
|
| 1.4779 | 7750 | 0.0543 | - | |
|
| 1.4874 | 7800 | 0.1003 | - | |
|
| 1.4969 | 7850 | 0.0972 | - | |
|
| 1.5065 | 7900 | 0.0723 | - | |
|
| 1.5160 | 7950 | 0.0973 | - | |
|
| 1.5256 | 8000 | 0.0346 | - | |
|
| 1.5351 | 8050 | 0.0593 | - | |
|
| 1.5446 | 8100 | 0.0534 | - | |
|
| 1.5542 | 8150 | 0.0833 | - | |
|
| 1.5637 | 8200 | 0.0765 | - | |
|
| 1.5732 | 8250 | 0.1191 | - | |
|
| 1.5828 | 8300 | 0.0493 | - | |
|
| 1.5923 | 8350 | 0.0582 | - | |
|
| 1.6018 | 8400 | 0.089 | - | |
|
| 1.6114 | 8450 | 0.0863 | - | |
|
| 1.6209 | 8500 | 0.0374 | - | |
|
| 1.6304 | 8550 | 0.0751 | - | |
|
| 1.6400 | 8600 | 0.1586 | - | |
|
| 1.6495 | 8650 | 0.1041 | - | |
|
| 1.6590 | 8700 | 0.1407 | - | |
|
| 1.6686 | 8750 | 0.1439 | - | |
|
| 1.6781 | 8800 | 0.1026 | - | |
|
| 1.6876 | 8850 | 0.0472 | - | |
|
| 1.6972 | 8900 | 0.0638 | - | |
|
| 1.7067 | 8950 | 0.0924 | - | |
|
| 1.7162 | 9000 | 0.1003 | - | |
|
| 1.7258 | 9050 | 0.0675 | - | |
|
| 1.7353 | 9100 | 0.0916 | - | |
|
| 1.7449 | 9150 | 0.0483 | - | |
|
| 1.7544 | 9200 | 0.0694 | - | |
|
| 1.7639 | 9250 | 0.1176 | - | |
|
| 1.7735 | 9300 | 0.0666 | - | |
|
| 1.7830 | 9350 | 0.0738 | - | |
|
| 1.7925 | 9400 | 0.0818 | - | |
|
| 1.8021 | 9450 | 0.1411 | - | |
|
| 1.8116 | 9500 | 0.0816 | - | |
|
| 1.8211 | 9550 | 0.0682 | - | |
|
| 1.8307 | 9600 | 0.0743 | - | |
|
| 1.8402 | 9650 | 0.1164 | - | |
|
| 1.8497 | 9700 | 0.1104 | - | |
|
| 1.8593 | 9750 | 0.0788 | - | |
|
| 1.8688 | 9800 | 0.1029 | - | |
|
| 1.8783 | 9850 | 0.1011 | - | |
|
| 1.8879 | 9900 | 0.1468 | - | |
|
| 1.8974 | 9950 | 0.1032 | - | |
|
| 1.9069 | 10000 | 0.0773 | - | |
|
| 1.9165 | 10050 | 0.0916 | - | |
|
| 1.9260 | 10100 | 0.0969 | - | |
|
| 1.9355 | 10150 | 0.0805 | - | |
|
| 1.9451 | 10200 | 0.0609 | - | |
|
| 1.9546 | 10250 | 0.0696 | - | |
|
| 1.9641 | 10300 | 0.0916 | - | |
|
| 1.9737 | 10350 | 0.1007 | - | |
|
| 1.9832 | 10400 | 0.0454 | - | |
|
| 1.9928 | 10450 | 0.0959 | - | |
|
| 2.0023 | 10500 | 0.0676 | - | |
|
| 2.0118 | 10550 | 0.0869 | - | |
|
| 2.0214 | 10600 | 0.1123 | - | |
|
| 2.0309 | 10650 | 0.0664 | - | |
|
| 2.0404 | 10700 | 0.1358 | - | |
|
| 2.0500 | 10750 | 0.0828 | - | |
|
| 2.0595 | 10800 | 0.0855 | - | |
|
| 2.0690 | 10850 | 0.087 | - | |
|
| 2.0786 | 10900 | 0.0793 | - | |
|
| 2.0881 | 10950 | 0.0883 | - | |
|
| 2.0976 | 11000 | 0.0942 | - | |
|
| 2.1072 | 11050 | 0.1151 | - | |
|
| 2.1167 | 11100 | 0.1145 | - | |
|
| 2.1262 | 11150 | 0.0625 | - | |
|
| 2.1358 | 11200 | 0.0279 | - | |
|
| 2.1453 | 11250 | 0.0605 | - | |
|
| 2.1548 | 11300 | 0.0748 | - | |
|
| 2.1644 | 11350 | 0.1178 | - | |
|
| 2.1739 | 11400 | 0.0445 | - | |
|
| 2.1834 | 11450 | 0.0884 | - | |
|
| 2.1930 | 11500 | 0.0656 | - | |
|
| 2.2025 | 11550 | 0.109 | - | |
|
| 2.2121 | 11600 | 0.0765 | - | |
|
| 2.2216 | 11650 | 0.1223 | - | |
|
| 2.2311 | 11700 | 0.0595 | - | |
|
| 2.2407 | 11750 | 0.0477 | - | |
|
| 2.2502 | 11800 | 0.0419 | - | |
|
| 2.2597 | 11850 | 0.066 | - | |
|
| 2.2693 | 11900 | 0.0414 | - | |
|
| 2.2788 | 11950 | 0.1062 | - | |
|
| 2.2883 | 12000 | 0.107 | - | |
|
| 2.2979 | 12050 | 0.0509 | - | |
|
| 2.3074 | 12100 | 0.1177 | - | |
|
| 2.3169 | 12150 | 0.0724 | - | |
|
| 2.3265 | 12200 | 0.0741 | - | |
|
| 2.3360 | 12250 | 0.0722 | - | |
|
| 2.3455 | 12300 | 0.0683 | - | |
|
| 2.3551 | 12350 | 0.0873 | - | |
|
| 2.3646 | 12400 | 0.0773 | - | |
|
| 2.3741 | 12450 | 0.0908 | - | |
|
| 2.3837 | 12500 | 0.0443 | - | |
|
| 2.3932 | 12550 | 0.098 | - | |
|
| 2.4027 | 12600 | 0.0681 | - | |
|
| 2.4123 | 12650 | 0.1111 | - | |
|
| 2.4218 | 12700 | 0.0533 | - | |
|
| 2.4314 | 12750 | 0.1259 | - | |
|
| 2.4409 | 12800 | 0.0916 | - | |
|
| 2.4504 | 12850 | 0.0393 | - | |
|
| 2.4600 | 12900 | 0.0736 | - | |
|
| 2.4695 | 12950 | 0.1107 | - | |
|
| 2.4790 | 13000 | 0.0888 | - | |
|
| 2.4886 | 13050 | 0.0666 | - | |
|
| 2.4981 | 13100 | 0.0495 | - | |
|
| 2.5076 | 13150 | 0.086 | - | |
|
| 2.5172 | 13200 | 0.0723 | - | |
|
| 2.5267 | 13250 | 0.0769 | - | |
|
| 2.5362 | 13300 | 0.072 | - | |
|
| 2.5458 | 13350 | 0.0522 | - | |
|
| 2.5553 | 13400 | 0.0451 | - | |
|
| 2.5648 | 13450 | 0.0873 | - | |
|
| 2.5744 | 13500 | 0.073 | - | |
|
| 2.5839 | 13550 | 0.0906 | - | |
|
| 2.5934 | 13600 | 0.0633 | - | |
|
| 2.6030 | 13650 | 0.1441 | - | |
|
| 2.6125 | 13700 | 0.069 | - | |
|
| 2.6220 | 13750 | 0.0503 | - | |
|
| 2.6316 | 13800 | 0.0598 | - | |
|
| 2.6411 | 13850 | 0.0612 | - | |
|
| 2.6506 | 13900 | 0.0698 | - | |
|
| 2.6602 | 13950 | 0.0544 | - | |
|
| 2.6697 | 14000 | 0.1133 | - | |
|
| 2.6793 | 14050 | 0.0709 | - | |
|
| 2.6888 | 14100 | 0.0867 | - | |
|
| 2.6983 | 14150 | 0.086 | - | |
|
| 2.7079 | 14200 | 0.0703 | - | |
|
| 2.7174 | 14250 | 0.075 | - | |
|
| 2.7269 | 14300 | 0.07 | - | |
|
| 2.7365 | 14350 | 0.0872 | - | |
|
| 2.7460 | 14400 | 0.0943 | - | |
|
| 2.7555 | 14450 | 0.1227 | - | |
|
| 2.7651 | 14500 | 0.0923 | - | |
|
| 2.7746 | 14550 | 0.0951 | - | |
|
| 2.7841 | 14600 | 0.0629 | - | |
|
| 2.7937 | 14650 | 0.1075 | - | |
|
| 2.8032 | 14700 | 0.1076 | - | |
|
| 2.8127 | 14750 | 0.1115 | - | |
|
| 2.8223 | 14800 | 0.093 | - | |
|
| 2.8318 | 14850 | 0.124 | - | |
|
| 2.8413 | 14900 | 0.0711 | - | |
|
| 2.8509 | 14950 | 0.0516 | - | |
|
| 2.8604 | 15000 | 0.1082 | - | |
|
| 2.8699 | 15050 | 0.0708 | - | |
|
| 2.8795 | 15100 | 0.1544 | - | |
|
| 2.8890 | 15150 | 0.0518 | - | |
|
| 2.8986 | 15200 | 0.0451 | - | |
|
| 2.9081 | 15250 | 0.0445 | - | |
|
| 2.9176 | 15300 | 0.0422 | - | |
|
| 2.9272 | 15350 | 0.1085 | - | |
|
| 2.9367 | 15400 | 0.0333 | - | |
|
| 2.9462 | 15450 | 0.0974 | - | |
|
| 2.9558 | 15500 | 0.0717 | - | |
|
| 2.9653 | 15550 | 0.1116 | - | |
|
| 2.9748 | 15600 | 0.0583 | - | |
|
| 2.9844 | 15650 | 0.0913 | - | |
|
| 2.9939 | 15700 | 0.0801 | - | |
|
| 3.0034 | 15750 | 0.0848 | - | |
|
| 3.0130 | 15800 | 0.0698 | - | |
|
| 3.0225 | 15850 | 0.0332 | - | |
|
| 3.0320 | 15900 | 0.0527 | - | |
|
| 3.0416 | 15950 | 0.0886 | - | |
|
| 3.0511 | 16000 | 0.0584 | - | |
|
| 3.0606 | 16050 | 0.1481 | - | |
|
| 3.0702 | 16100 | 0.0792 | - | |
|
| 3.0797 | 16150 | 0.0369 | - | |
|
| 3.0892 | 16200 | 0.0362 | - | |
|
| 3.0988 | 16250 | 0.0703 | - | |
|
| 3.1083 | 16300 | 0.0905 | - | |
|
| 3.1178 | 16350 | 0.097 | - | |
|
| 3.1274 | 16400 | 0.0833 | - | |
|
| 3.1369 | 16450 | 0.102 | - | |
|
| 3.1465 | 16500 | 0.0931 | - | |
|
| 3.1560 | 16550 | 0.078 | - | |
|
| 3.1655 | 16600 | 0.0784 | - | |
|
| 3.1751 | 16650 | 0.0985 | - | |
|
| 3.1846 | 16700 | 0.1067 | - | |
|
| 3.1941 | 16750 | 0.0447 | - | |
|
| 3.2037 | 16800 | 0.1217 | - | |
|
| 3.2132 | 16850 | 0.1034 | - | |
|
| 3.2227 | 16900 | 0.0964 | - | |
|
| 3.2323 | 16950 | 0.0596 | - | |
|
| 3.2418 | 17000 | 0.0831 | - | |
|
| 3.2513 | 17050 | 0.0538 | - | |
|
| 3.2609 | 17100 | 0.0888 | - | |
|
| 3.2704 | 17150 | 0.1125 | - | |
|
| 3.2799 | 17200 | 0.1028 | - | |
|
| 3.2895 | 17250 | 0.1203 | - | |
|
| 3.2990 | 17300 | 0.0691 | - | |
|
| 3.3085 | 17350 | 0.0655 | - | |
|
| 3.3181 | 17400 | 0.1161 | - | |
|
| 3.3276 | 17450 | 0.0562 | - | |
|
| 3.3371 | 17500 | 0.1045 | - | |
|
| 3.3467 | 17550 | 0.0773 | - | |
|
| 3.3562 | 17600 | 0.0911 | - | |
|
| 3.3658 | 17650 | 0.093 | - | |
|
| 3.3753 | 17700 | 0.091 | - | |
|
| 3.3848 | 17750 | 0.1203 | - | |
|
| 3.3944 | 17800 | 0.0922 | - | |
|
| 3.4039 | 17850 | 0.0304 | - | |
|
| 3.4134 | 17900 | 0.0806 | - | |
|
| 3.4230 | 17950 | 0.0405 | - | |
|
| 3.4325 | 18000 | 0.091 | - | |
|
| 3.4420 | 18050 | 0.083 | - | |
|
| 3.4516 | 18100 | 0.0585 | - | |
|
| 3.4611 | 18150 | 0.0901 | - | |
|
| 3.4706 | 18200 | 0.0591 | - | |
|
| 3.4802 | 18250 | 0.0484 | - | |
|
| 3.4897 | 18300 | 0.1283 | - | |
|
| 3.4992 | 18350 | 0.0754 | - | |
|
| 3.5088 | 18400 | 0.0963 | - | |
|
| 3.5183 | 18450 | 0.0948 | - | |
|
| 3.5278 | 18500 | 0.0394 | - | |
|
| 3.5374 | 18550 | 0.0679 | - | |
|
| 3.5469 | 18600 | 0.057 | - | |
|
| 3.5564 | 18650 | 0.0644 | - | |
|
| 3.5660 | 18700 | 0.0757 | - | |
|
| 3.5755 | 18750 | 0.1117 | - | |
|
| 3.5850 | 18800 | 0.0848 | - | |
|
| 3.5946 | 18850 | 0.0614 | - | |
|
| 3.6041 | 18900 | 0.1056 | - | |
|
| 3.6137 | 18950 | 0.0673 | - | |
|
| 3.6232 | 19000 | 0.0574 | - | |
|
| 3.6327 | 19050 | 0.1365 | - | |
|
| 3.6423 | 19100 | 0.0445 | - | |
|
| 3.6518 | 19150 | 0.0524 | - | |
|
| 3.6613 | 19200 | 0.0764 | - | |
|
| 3.6709 | 19250 | 0.1205 | - | |
|
| 3.6804 | 19300 | 0.0739 | - | |
|
| 3.6899 | 19350 | 0.064 | - | |
|
| 3.6995 | 19400 | 0.0608 | - | |
|
| 3.7090 | 19450 | 0.0767 | - | |
|
| 3.7185 | 19500 | 0.0677 | - | |
|
| 3.7281 | 19550 | 0.0488 | - | |
|
| 3.7376 | 19600 | 0.0719 | - | |
|
| 3.7471 | 19650 | 0.0792 | - | |
|
| 3.7567 | 19700 | 0.093 | - | |
|
| 3.7662 | 19750 | 0.0769 | - | |
|
| 3.7757 | 19800 | 0.0972 | - | |
|
| 3.7853 | 19850 | 0.0482 | - | |
|
| 3.7948 | 19900 | 0.0863 | - | |
|
| 3.8043 | 19950 | 0.1301 | - | |
|
| 3.8139 | 20000 | 0.1116 | - | |
|
| 3.8234 | 20050 | 0.0709 | - | |
|
| 3.8330 | 20100 | 0.0796 | - | |
|
| 3.8425 | 20150 | 0.0765 | - | |
|
| 3.8520 | 20200 | 0.0532 | - | |
|
| 3.8616 | 20250 | 0.0696 | - | |
|
| 3.8711 | 20300 | 0.0712 | - | |
|
| 3.8806 | 20350 | 0.0988 | - | |
|
| 3.8902 | 20400 | 0.0585 | - | |
|
| 3.8997 | 20450 | 0.0837 | - | |
|
| 3.9092 | 20500 | 0.0744 | - | |
|
| 3.9188 | 20550 | 0.0671 | - | |
|
| 3.9283 | 20600 | 0.0983 | - | |
|
| 3.9378 | 20650 | 0.0671 | - | |
|
| 3.9474 | 20700 | 0.0576 | - | |
|
| 3.9569 | 20750 | 0.0627 | - | |
|
| 3.9664 | 20800 | 0.0734 | - | |
|
| 3.9760 | 20850 | 0.081 | - | |
|
| 3.9855 | 20900 | 0.0455 | - | |
|
| 3.9950 | 20950 | 0.0644 | - | |
|
| 4.0046 | 21000 | 0.1078 | - | |
|
| 4.0141 | 21050 | 0.0959 | - | |
|
| 4.0236 | 21100 | 0.0818 | - | |
|
| 4.0332 | 21150 | 0.0424 | - | |
|
| 4.0427 | 21200 | 0.0965 | - | |
|
| 4.0523 | 21250 | 0.0351 | - | |
|
| 4.0618 | 21300 | 0.063 | - | |
|
| 4.0713 | 21350 | 0.0858 | - | |
|
| 4.0809 | 21400 | 0.1501 | - | |
|
| 4.0904 | 21450 | 0.0876 | - | |
|
| 4.0999 | 21500 | 0.0533 | - | |
|
| 4.1095 | 21550 | 0.077 | - | |
|
| 4.1190 | 21600 | 0.0926 | - | |
|
| 4.1285 | 21650 | 0.0578 | - | |
|
| 4.1381 | 21700 | 0.0421 | - | |
|
| 4.1476 | 21750 | 0.0915 | - | |
|
| 4.1571 | 21800 | 0.046 | - | |
|
| 4.1667 | 21850 | 0.0523 | - | |
|
| 4.1762 | 21900 | 0.1304 | - | |
|
| 4.1857 | 21950 | 0.0514 | - | |
|
| 4.1953 | 22000 | 0.0619 | - | |
|
| 4.2048 | 22050 | 0.0382 | - | |
|
| 4.2143 | 22100 | 0.0679 | - | |
|
| 4.2239 | 22150 | 0.1147 | - | |
|
| 4.2334 | 22200 | 0.083 | - | |
|
| 4.2429 | 22250 | 0.0616 | - | |
|
| 4.2525 | 22300 | 0.093 | - | |
|
| 4.2620 | 22350 | 0.075 | - | |
|
| 4.2715 | 22400 | 0.0505 | - | |
|
| 4.2811 | 22450 | 0.1192 | - | |
|
| 4.2906 | 22500 | 0.1186 | - | |
|
| 4.3002 | 22550 | 0.1382 | - | |
|
| 4.3097 | 22600 | 0.0784 | - | |
|
| 4.3192 | 22650 | 0.1058 | - | |
|
| 4.3288 | 22700 | 0.0935 | - | |
|
| 4.3383 | 22750 | 0.0668 | - | |
|
| 4.3478 | 22800 | 0.0561 | - | |
|
| 4.3574 | 22850 | 0.0599 | - | |
|
| 4.3669 | 22900 | 0.075 | - | |
|
| 4.3764 | 22950 | 0.0413 | - | |
|
| 4.3860 | 23000 | 0.0568 | - | |
|
| 4.3955 | 23050 | 0.114 | - | |
|
| 4.4050 | 23100 | 0.0757 | - | |
|
| 4.4146 | 23150 | 0.102 | - | |
|
| 4.4241 | 23200 | 0.1052 | - | |
|
| 4.4336 | 23250 | 0.1023 | - | |
|
| 4.4432 | 23300 | 0.0542 | - | |
|
| 4.4527 | 23350 | 0.046 | - | |
|
| 4.4622 | 23400 | 0.1364 | - | |
|
| 4.4718 | 23450 | 0.0641 | - | |
|
| 4.4813 | 23500 | 0.0785 | - | |
|
| 4.4908 | 23550 | 0.0498 | - | |
|
| 4.5004 | 23600 | 0.0773 | - | |
|
| 4.5099 | 23650 | 0.081 | - | |
|
| 4.5195 | 23700 | 0.1023 | - | |
|
| 4.5290 | 23750 | 0.0776 | - | |
|
| 4.5385 | 23800 | 0.0499 | - | |
|
| 4.5481 | 23850 | 0.0296 | - | |
|
| 4.5576 | 23900 | 0.0645 | - | |
|
| 4.5671 | 23950 | 0.0443 | - | |
|
| 4.5767 | 24000 | 0.178 | - | |
|
| 4.5862 | 24050 | 0.0667 | - | |
|
| 4.5957 | 24100 | 0.1331 | - | |
|
| 4.6053 | 24150 | 0.0681 | - | |
|
| 4.6148 | 24200 | 0.0526 | - | |
|
| 4.6243 | 24250 | 0.0519 | - | |
|
| 4.6339 | 24300 | 0.0302 | - | |
|
| 4.6434 | 24350 | 0.1048 | - | |
|
| 4.6529 | 24400 | 0.0375 | - | |
|
| 4.6625 | 24450 | 0.0481 | - | |
|
| 4.6720 | 24500 | 0.0957 | - | |
|
| 4.6815 | 24550 | 0.0887 | - | |
|
| 4.6911 | 24600 | 0.0607 | - | |
|
| 4.7006 | 24650 | 0.0673 | - | |
|
| 4.7101 | 24700 | 0.1133 | - | |
|
| 4.7197 | 24750 | 0.0947 | - | |
|
| 4.7292 | 24800 | 0.0482 | - | |
|
| 4.7387 | 24850 | 0.0754 | - | |
|
| 4.7483 | 24900 | 0.0865 | - | |
|
| 4.7578 | 24950 | 0.1163 | - | |
|
| 4.7674 | 25000 | 0.1251 | - | |
|
| 4.7769 | 25050 | 0.04 | - | |
|
| 4.7864 | 25100 | 0.0792 | - | |
|
| 4.7960 | 25150 | 0.0628 | - | |
|
| 4.8055 | 25200 | 0.1018 | - | |
|
| 4.8150 | 25250 | 0.0835 | - | |
|
| 4.8246 | 25300 | 0.0812 | - | |
|
| 4.8341 | 25350 | 0.074 | - | |
|
| 4.8436 | 25400 | 0.0952 | - | |
|
| 4.8532 | 25450 | 0.0409 | - | |
|
| 4.8627 | 25500 | 0.0744 | - | |
|
| 4.8722 | 25550 | 0.0849 | - | |
|
| 4.8818 | 25600 | 0.0682 | - | |
|
| 4.8913 | 25650 | 0.0953 | - | |
|
| 4.9008 | 25700 | 0.0908 | - | |
|
| 4.9104 | 25750 | 0.0972 | - | |
|
| 4.9199 | 25800 | 0.0955 | - | |
|
| 4.9294 | 25850 | 0.0845 | - | |
|
| 4.9390 | 25900 | 0.1134 | - | |
|
| 4.9485 | 25950 | 0.0545 | - | |
|
| 4.9580 | 26000 | 0.0739 | - | |
|
| 4.9676 | 26050 | 0.0926 | - | |
|
| 4.9771 | 26100 | 0.0829 | - | |
|
| 4.9867 | 26150 | 0.0796 | - | |
|
| 4.9962 | 26200 | 0.0951 | - | |
|
| 5.0057 | 26250 | 0.0885 | - | |
|
| 5.0153 | 26300 | 0.1054 | - | |
|
| 5.0248 | 26350 | 0.0546 | - | |
|
| 5.0343 | 26400 | 0.0599 | - | |
|
| 5.0439 | 26450 | 0.0803 | - | |
|
| 5.0534 | 26500 | 0.1255 | - | |
|
| 5.0629 | 26550 | 0.0419 | - | |
|
| 5.0725 | 26600 | 0.0635 | - | |
|
| 5.0820 | 26650 | 0.0734 | - | |
|
| 5.0915 | 26700 | 0.0939 | - | |
|
| 5.1011 | 26750 | 0.0613 | - | |
|
| 5.1106 | 26800 | 0.0715 | - | |
|
| 5.1201 | 26850 | 0.064 | - | |
|
| 5.1297 | 26900 | 0.0654 | - | |
|
| 5.1392 | 26950 | 0.0437 | - | |
|
| 5.1487 | 27000 | 0.075 | - | |
|
| 5.1583 | 27050 | 0.0759 | - | |
|
| 5.1678 | 27100 | 0.0518 | - | |
|
| 5.1773 | 27150 | 0.0847 | - | |
|
| 5.1869 | 27200 | 0.07 | - | |
|
| 5.1964 | 27250 | 0.082 | - | |
|
| 5.2059 | 27300 | 0.0985 | - | |
|
| 5.2155 | 27350 | 0.0758 | - | |
|
| 5.2250 | 27400 | 0.0543 | - | |
|
| 5.2346 | 27450 | 0.1175 | - | |
|
| 5.2441 | 27500 | 0.067 | - | |
|
| 5.2536 | 27550 | 0.0583 | - | |
|
| 5.2632 | 27600 | 0.0973 | - | |
|
| 5.2727 | 27650 | 0.1018 | - | |
|
| 5.2822 | 27700 | 0.0368 | - | |
|
| 5.2918 | 27750 | 0.0732 | - | |
|
| 5.3013 | 27800 | 0.0593 | - | |
|
| 5.3108 | 27850 | 0.0921 | - | |
|
| 5.3204 | 27900 | 0.111 | - | |
|
| 5.3299 | 27950 | 0.1063 | - | |
|
| 5.3394 | 28000 | 0.0814 | - | |
|
| 5.3490 | 28050 | 0.0559 | - | |
|
| 5.3585 | 28100 | 0.057 | - | |
|
| 5.3680 | 28150 | 0.0514 | - | |
|
| 5.3776 | 28200 | 0.0802 | - | |
|
| 5.3871 | 28250 | 0.089 | - | |
|
| 5.3966 | 28300 | 0.0846 | - | |
|
| 5.4062 | 28350 | 0.0697 | - | |
|
| 5.4157 | 28400 | 0.0696 | - | |
|
| 5.4252 | 28450 | 0.0534 | - | |
|
| 5.4348 | 28500 | 0.048 | - | |
|
| 5.4443 | 28550 | 0.1191 | - | |
|
| 5.4539 | 28600 | 0.0676 | - | |
|
| 5.4634 | 28650 | 0.0922 | - | |
|
| 5.4729 | 28700 | 0.0557 | - | |
|
| 5.4825 | 28750 | 0.1007 | - | |
|
| 5.4920 | 28800 | 0.0484 | - | |
|
| 5.5015 | 28850 | 0.0714 | - | |
|
| 5.5111 | 28900 | 0.032 | - | |
|
| 5.5206 | 28950 | 0.0672 | - | |
|
| 5.5301 | 29000 | 0.0373 | - | |
|
| 5.5397 | 29050 | 0.1014 | - | |
|
| 5.5492 | 29100 | 0.0857 | - | |
|
| 5.5587 | 29150 | 0.0699 | - | |
|
| 5.5683 | 29200 | 0.0884 | - | |
|
| 5.5778 | 29250 | 0.0848 | - | |
|
| 5.5873 | 29300 | 0.0955 | - | |
|
| 5.5969 | 29350 | 0.023 | - | |
|
| 5.6064 | 29400 | 0.0892 | - | |
|
| 5.6159 | 29450 | 0.0609 | - | |
|
| 5.6255 | 29500 | 0.0654 | - | |
|
| 5.6350 | 29550 | 0.1105 | - | |
|
| 5.6445 | 29600 | 0.0523 | - | |
|
| 5.6541 | 29650 | 0.0628 | - | |
|
| 5.6636 | 29700 | 0.0426 | - | |
|
| 5.6732 | 29750 | 0.076 | - | |
|
| 5.6827 | 29800 | 0.0792 | - | |
|
| 5.6922 | 29850 | 0.1236 | - | |
|
| 5.7018 | 29900 | 0.0324 | - | |
|
| 5.7113 | 29950 | 0.0491 | - | |
|
| 5.7208 | 30000 | 0.0834 | - | |
|
| 5.7304 | 30050 | 0.0596 | - | |
|
| 5.7399 | 30100 | 0.0466 | - | |
|
| 5.7494 | 30150 | 0.0619 | - | |
|
| 5.7590 | 30200 | 0.0644 | - | |
|
| 5.7685 | 30250 | 0.0898 | - | |
|
| 5.7780 | 30300 | 0.0747 | - | |
|
| 5.7876 | 30350 | 0.0725 | - | |
|
| 5.7971 | 30400 | 0.0656 | - | |
|
| 5.8066 | 30450 | 0.0442 | - | |
|
| 5.8162 | 30500 | 0.0591 | - | |
|
| 5.8257 | 30550 | 0.0981 | - | |
|
| 5.8352 | 30600 | 0.0513 | - | |
|
| 5.8448 | 30650 | 0.0477 | - | |
|
| 5.8543 | 30700 | 0.0921 | - | |
|
| 5.8638 | 30750 | 0.0916 | - | |
|
| 5.8734 | 30800 | 0.119 | - | |
|
| 5.8829 | 30850 | 0.0422 | - | |
|
| 5.8924 | 30900 | 0.0361 | - | |
|
| 5.9020 | 30950 | 0.0525 | - | |
|
| 5.9115 | 31000 | 0.0736 | - | |
|
| 5.9211 | 31050 | 0.0736 | - | |
|
| 5.9306 | 31100 | 0.0749 | - | |
|
| 5.9401 | 31150 | 0.0881 | - | |
|
| 5.9497 | 31200 | 0.1104 | - | |
|
| 5.9592 | 31250 | 0.0792 | - | |
|
| 5.9687 | 31300 | 0.0599 | - | |
|
| 5.9783 | 31350 | 0.106 | - | |
|
| 5.9878 | 31400 | 0.0876 | - | |
|
| 5.9973 | 31450 | 0.0905 | - | |
|
| 6.0069 | 31500 | 0.0803 | - | |
|
| 6.0164 | 31550 | 0.0323 | - | |
|
| 6.0259 | 31600 | 0.0765 | - | |
|
| 6.0355 | 31650 | 0.0731 | - | |
|
| 6.0450 | 31700 | 0.1112 | - | |
|
| 6.0545 | 31750 | 0.0495 | - | |
|
| 6.0641 | 31800 | 0.0596 | - | |
|
| 6.0736 | 31850 | 0.0878 | - | |
|
| 6.0831 | 31900 | 0.0633 | - | |
|
| 6.0927 | 31950 | 0.0968 | - | |
|
| 6.1022 | 32000 | 0.0472 | - | |
|
| 6.1117 | 32050 | 0.0549 | - | |
|
| 6.1213 | 32100 | 0.1028 | - | |
|
| 6.1308 | 32150 | 0.0673 | - | |
|
| 6.1404 | 32200 | 0.0621 | - | |
|
| 6.1499 | 32250 | 0.1173 | - | |
|
| 6.1594 | 32300 | 0.1247 | - | |
|
| 6.1690 | 32350 | 0.0718 | - | |
|
| 6.1785 | 32400 | 0.066 | - | |
|
| 6.1880 | 32450 | 0.07 | - | |
|
| 6.1976 | 32500 | 0.0995 | - | |
|
| 6.2071 | 32550 | 0.0467 | - | |
|
| 6.2166 | 32600 | 0.0656 | - | |
|
| 6.2262 | 32650 | 0.0851 | - | |
|
| 6.2357 | 32700 | 0.0598 | - | |
|
| 6.2452 | 32750 | 0.0728 | - | |
|
| 6.2548 | 32800 | 0.0925 | - | |
|
| 6.2643 | 32850 | 0.0953 | - | |
|
| 6.2738 | 32900 | 0.0537 | - | |
|
| 6.2834 | 32950 | 0.0688 | - | |
|
| 6.2929 | 33000 | 0.1078 | - | |
|
| 6.3024 | 33050 | 0.0908 | - | |
|
| 6.3120 | 33100 | 0.0936 | - | |
|
| 6.3215 | 33150 | 0.0384 | - | |
|
| 6.3310 | 33200 | 0.0635 | - | |
|
| 6.3406 | 33250 | 0.0669 | - | |
|
| 6.3501 | 33300 | 0.0685 | - | |
|
| 6.3596 | 33350 | 0.0319 | - | |
|
| 6.3692 | 33400 | 0.0681 | - | |
|
| 6.3787 | 33450 | 0.0989 | - | |
|
| 6.3883 | 33500 | 0.0998 | - | |
|
| 6.3978 | 33550 | 0.0589 | - | |
|
| 6.4073 | 33600 | 0.0598 | - | |
|
| 6.4169 | 33650 | 0.1272 | - | |
|
| 6.4264 | 33700 | 0.0652 | - | |
|
| 6.4359 | 33750 | 0.0911 | - | |
|
| 6.4455 | 33800 | 0.0773 | - | |
|
| 6.4550 | 33850 | 0.057 | - | |
|
| 6.4645 | 33900 | 0.085 | - | |
|
| 6.4741 | 33950 | 0.0777 | - | |
|
| 6.4836 | 34000 | 0.0911 | - | |
|
| 6.4931 | 34050 | 0.0994 | - | |
|
| 6.5027 | 34100 | 0.1076 | - | |
|
| 6.5122 | 34150 | 0.1207 | - | |
|
| 6.5217 | 34200 | 0.0464 | - | |
|
| 6.5313 | 34250 | 0.0483 | - | |
|
| 6.5408 | 34300 | 0.0305 | - | |
|
| 6.5503 | 34350 | 0.0492 | - | |
|
| 6.5599 | 34400 | 0.0617 | - | |
|
| 6.5694 | 34450 | 0.0733 | - | |
|
| 6.5789 | 34500 | 0.0802 | - | |
|
| 6.5885 | 34550 | 0.1001 | - | |
|
| 6.5980 | 34600 | 0.0741 | - | |
|
| 6.6076 | 34650 | 0.0789 | - | |
|
| 6.6171 | 34700 | 0.0642 | - | |
|
| 6.6266 | 34750 | 0.0896 | - | |
|
| 6.6362 | 34800 | 0.0772 | - | |
|
| 6.6457 | 34850 | 0.0367 | - | |
|
| 6.6552 | 34900 | 0.0598 | - | |
|
| 6.6648 | 34950 | 0.0799 | - | |
|
| 6.6743 | 35000 | 0.0881 | - | |
|
| 6.6838 | 35050 | 0.07 | - | |
|
| 6.6934 | 35100 | 0.0963 | - | |
|
| 6.7029 | 35150 | 0.0834 | - | |
|
| 6.7124 | 35200 | 0.0737 | - | |
|
| 6.7220 | 35250 | 0.0783 | - | |
|
| 6.7315 | 35300 | 0.0751 | - | |
|
| 6.7410 | 35350 | 0.0861 | - | |
|
| 6.7506 | 35400 | 0.1083 | - | |
|
| 6.7601 | 35450 | 0.0738 | - | |
|
| 6.7696 | 35500 | 0.0941 | - | |
|
| 6.7792 | 35550 | 0.0607 | - | |
|
| 6.7887 | 35600 | 0.0764 | - | |
|
| 6.7982 | 35650 | 0.1152 | - | |
|
| 6.8078 | 35700 | 0.0697 | - | |
|
| 6.8173 | 35750 | 0.0647 | - | |
|
| 6.8268 | 35800 | 0.0674 | - | |
|
| 6.8364 | 35850 | 0.1026 | - | |
|
| 6.8459 | 35900 | 0.0718 | - | |
|
| 6.8555 | 35950 | 0.0559 | - | |
|
| 6.8650 | 36000 | 0.0738 | - | |
|
| 6.8745 | 36050 | 0.0826 | - | |
|
| 6.8841 | 36100 | 0.104 | - | |
|
| 6.8936 | 36150 | 0.0972 | - | |
|
| 6.9031 | 36200 | 0.0872 | - | |
|
| 6.9127 | 36250 | 0.0324 | - | |
|
| 6.9222 | 36300 | 0.1097 | - | |
|
| 6.9317 | 36350 | 0.0703 | - | |
|
| 6.9413 | 36400 | 0.1057 | - | |
|
| 6.9508 | 36450 | 0.0885 | - | |
|
| 6.9603 | 36500 | 0.057 | - | |
|
| 6.9699 | 36550 | 0.0715 | - | |
|
| 6.9794 | 36600 | 0.0794 | - | |
|
| 6.9889 | 36650 | 0.0964 | - | |
|
| 6.9985 | 36700 | 0.0768 | - | |
|
| 7.0080 | 36750 | 0.0853 | - | |
|
| 7.0175 | 36800 | 0.0814 | - | |
|
| 7.0271 | 36850 | 0.1025 | - | |
|
| 7.0366 | 36900 | 0.0818 | - | |
|
| 7.0461 | 36950 | 0.0982 | - | |
|
| 7.0557 | 37000 | 0.0613 | - | |
|
| 7.0652 | 37050 | 0.0534 | - | |
|
| 7.0748 | 37100 | 0.0758 | - | |
|
| 7.0843 | 37150 | 0.0807 | - | |
|
| 7.0938 | 37200 | 0.0599 | - | |
|
| 7.1034 | 37250 | 0.1009 | - | |
|
| 7.1129 | 37300 | 0.1007 | - | |
|
| 7.1224 | 37350 | 0.052 | - | |
|
| 7.1320 | 37400 | 0.0661 | - | |
|
| 7.1415 | 37450 | 0.0474 | - | |
|
| 7.1510 | 37500 | 0.077 | - | |
|
| 7.1606 | 37550 | 0.0943 | - | |
|
| 7.1701 | 37600 | 0.0505 | - | |
|
| 7.1796 | 37650 | 0.052 | - | |
|
| 7.1892 | 37700 | 0.0765 | - | |
|
| 7.1987 | 37750 | 0.073 | - | |
|
| 7.2082 | 37800 | 0.0519 | - | |
|
| 7.2178 | 37850 | 0.0666 | - | |
|
| 7.2273 | 37900 | 0.1132 | - | |
|
| 7.2368 | 37950 | 0.074 | - | |
|
| 7.2464 | 38000 | 0.0657 | - | |
|
| 7.2559 | 38050 | 0.086 | - | |
|
| 7.2654 | 38100 | 0.0639 | - | |
|
| 7.2750 | 38150 | 0.1057 | - | |
|
| 7.2845 | 38200 | 0.0751 | - | |
|
| 7.2941 | 38250 | 0.0561 | - | |
|
| 7.3036 | 38300 | 0.0613 | - | |
|
| 7.3131 | 38350 | 0.1027 | - | |
|
| 7.3227 | 38400 | 0.0648 | - | |
|
| 7.3322 | 38450 | 0.091 | - | |
|
| 7.3417 | 38500 | 0.0849 | - | |
|
| 7.3513 | 38550 | 0.0868 | - | |
|
| 7.3608 | 38600 | 0.052 | - | |
|
| 7.3703 | 38650 | 0.0846 | - | |
|
| 7.3799 | 38700 | 0.1092 | - | |
|
| 7.3894 | 38750 | 0.0419 | - | |
|
| 7.3989 | 38800 | 0.079 | - | |
|
| 7.4085 | 38850 | 0.1101 | - | |
|
| 7.4180 | 38900 | 0.0363 | - | |
|
| 7.4275 | 38950 | 0.0891 | - | |
|
| 7.4371 | 39000 | 0.0452 | - | |
|
| 7.4466 | 39050 | 0.0809 | - | |
|
| 7.4561 | 39100 | 0.0879 | - | |
|
| 7.4657 | 39150 | 0.0546 | - | |
|
| 7.4752 | 39200 | 0.0732 | - | |
|
| 7.4847 | 39250 | 0.0567 | - | |
|
| 7.4943 | 39300 | 0.1454 | - | |
|
| 7.5038 | 39350 | 0.0633 | - | |
|
| 7.5133 | 39400 | 0.0816 | - | |
|
| 7.5229 | 39450 | 0.0508 | - | |
|
| 7.5324 | 39500 | 0.1062 | - | |
|
| 7.5420 | 39550 | 0.109 | - | |
|
| 7.5515 | 39600 | 0.0489 | - | |
|
| 7.5610 | 39650 | 0.0843 | - | |
|
| 7.5706 | 39700 | 0.0295 | - | |
|
| 7.5801 | 39750 | 0.0738 | - | |
|
| 7.5896 | 39800 | 0.0778 | - | |
|
| 7.5992 | 39850 | 0.0349 | - | |
|
| 7.6087 | 39900 | 0.0732 | - | |
|
| 7.6182 | 39950 | 0.0602 | - | |
|
| 7.6278 | 40000 | 0.0557 | - | |
|
| 7.6373 | 40050 | 0.056 | - | |
|
| 7.6468 | 40100 | 0.0417 | - | |
|
| 7.6564 | 40150 | 0.0692 | - | |
|
| 7.6659 | 40200 | 0.0715 | - | |
|
| 7.6754 | 40250 | 0.0346 | - | |
|
| 7.6850 | 40300 | 0.11 | - | |
|
| 7.6945 | 40350 | 0.0571 | - | |
|
| 7.7040 | 40400 | 0.0827 | - | |
|
| 7.7136 | 40450 | 0.0494 | - | |
|
| 7.7231 | 40500 | 0.05 | - | |
|
| 7.7326 | 40550 | 0.0679 | - | |
|
| 7.7422 | 40600 | 0.06 | - | |
|
| 7.7517 | 40650 | 0.083 | - | |
|
| 7.7613 | 40700 | 0.0521 | - | |
|
| 7.7708 | 40750 | 0.0696 | - | |
|
| 7.7803 | 40800 | 0.0553 | - | |
|
| 7.7899 | 40850 | 0.0703 | - | |
|
| 7.7994 | 40900 | 0.091 | - | |
|
| 7.8089 | 40950 | 0.1181 | - | |
|
| 7.8185 | 41000 | 0.0783 | - | |
|
| 7.8280 | 41050 | 0.0551 | - | |
|
| 7.8375 | 41100 | 0.1048 | - | |
|
| 7.8471 | 41150 | 0.0465 | - | |
|
| 7.8566 | 41200 | 0.0568 | - | |
|
| 7.8661 | 41250 | 0.0512 | - | |
|
| 7.8757 | 41300 | 0.0851 | - | |
|
| 7.8852 | 41350 | 0.1006 | - | |
|
| 7.8947 | 41400 | 0.1116 | - | |
|
| 7.9043 | 41450 | 0.0375 | - | |
|
| 7.9138 | 41500 | 0.0459 | - | |
|
| 7.9233 | 41550 | 0.0578 | - | |
|
| 7.9329 | 41600 | 0.0693 | - | |
|
| 7.9424 | 41650 | 0.0948 | - | |
|
| 7.9519 | 41700 | 0.1021 | - | |
|
| 7.9615 | 41750 | 0.0739 | - | |
|
| 7.9710 | 41800 | 0.0925 | - | |
|
| 7.9805 | 41850 | 0.0573 | - | |
|
| 7.9901 | 41900 | 0.0774 | - | |
|
| 7.9996 | 41950 | 0.0426 | - | |
|
| 8.0092 | 42000 | 0.067 | - | |
|
| 8.0187 | 42050 | 0.078 | - | |
|
| 8.0282 | 42100 | 0.0652 | - | |
|
| 8.0378 | 42150 | 0.0621 | - | |
|
| 8.0473 | 42200 | 0.0653 | - | |
|
| 8.0568 | 42250 | 0.1145 | - | |
|
| 8.0664 | 42300 | 0.1216 | - | |
|
| 8.0759 | 42350 | 0.0426 | - | |
|
| 8.0854 | 42400 | 0.0633 | - | |
|
| 8.0950 | 42450 | 0.0531 | - | |
|
| 8.1045 | 42500 | 0.0801 | - | |
|
| 8.1140 | 42550 | 0.0789 | - | |
|
| 8.1236 | 42600 | 0.1348 | - | |
|
| 8.1331 | 42650 | 0.0618 | - | |
|
| 8.1426 | 42700 | 0.0348 | - | |
|
| 8.1522 | 42750 | 0.0827 | - | |
|
| 8.1617 | 42800 | 0.096 | - | |
|
| 8.1712 | 42850 | 0.0643 | - | |
|
| 8.1808 | 42900 | 0.0627 | - | |
|
| 8.1903 | 42950 | 0.0591 | - | |
|
| 8.1998 | 43000 | 0.0622 | - | |
|
| 8.2094 | 43050 | 0.07 | - | |
|
| 8.2189 | 43100 | 0.0718 | - | |
|
| 8.2285 | 43150 | 0.0933 | - | |
|
| 8.2380 | 43200 | 0.0612 | - | |
|
| 8.2475 | 43250 | 0.0957 | - | |
|
| 8.2571 | 43300 | 0.0528 | - | |
|
| 8.2666 | 43350 | 0.0408 | - | |
|
| 8.2761 | 43400 | 0.0717 | - | |
|
| 8.2857 | 43450 | 0.0524 | - | |
|
| 8.2952 | 43500 | 0.1101 | - | |
|
| 8.3047 | 43550 | 0.1182 | - | |
|
| 8.3143 | 43600 | 0.0486 | - | |
|
| 8.3238 | 43650 | 0.09 | - | |
|
| 8.3333 | 43700 | 0.1031 | - | |
|
| 8.3429 | 43750 | 0.0569 | - | |
|
| 8.3524 | 43800 | 0.075 | - | |
|
| 8.3619 | 43850 | 0.0823 | - | |
|
| 8.3715 | 43900 | 0.0532 | - | |
|
| 8.3810 | 43950 | 0.083 | - | |
|
| 8.3905 | 44000 | 0.0841 | - | |
|
| 8.4001 | 44050 | 0.09 | - | |
|
| 8.4096 | 44100 | 0.0974 | - | |
|
| 8.4191 | 44150 | 0.0373 | - | |
|
| 8.4287 | 44200 | 0.0778 | - | |
|
| 8.4382 | 44250 | 0.0499 | - | |
|
| 8.4477 | 44300 | 0.0537 | - | |
|
| 8.4573 | 44350 | 0.0604 | - | |
|
| 8.4668 | 44400 | 0.0509 | - | |
|
| 8.4764 | 44450 | 0.0763 | - | |
|
| 8.4859 | 44500 | 0.0995 | - | |
|
| 8.4954 | 44550 | 0.0737 | - | |
|
| 8.5050 | 44600 | 0.0567 | - | |
|
| 8.5145 | 44650 | 0.0701 | - | |
|
| 8.5240 | 44700 | 0.0717 | - | |
|
| 8.5336 | 44750 | 0.0899 | - | |
|
| 8.5431 | 44800 | 0.0436 | - | |
|
| 8.5526 | 44850 | 0.057 | - | |
|
| 8.5622 | 44900 | 0.0531 | - | |
|
| 8.5717 | 44950 | 0.0422 | - | |
|
| 8.5812 | 45000 | 0.0716 | - | |
|
| 8.5908 | 45050 | 0.0516 | - | |
|
| 8.6003 | 45100 | 0.0583 | - | |
|
| 8.6098 | 45150 | 0.0902 | - | |
|
| 8.6194 | 45200 | 0.0444 | - | |
|
| 8.6289 | 45250 | 0.0739 | - | |
|
| 8.6384 | 45300 | 0.0673 | - | |
|
| 8.6480 | 45350 | 0.0735 | - | |
|
| 8.6575 | 45400 | 0.0636 | - | |
|
| 8.6670 | 45450 | 0.0983 | - | |
|
| 8.6766 | 45500 | 0.0871 | - | |
|
| 8.6861 | 45550 | 0.0714 | - | |
|
| 8.6957 | 45600 | 0.0996 | - | |
|
| 8.7052 | 45650 | 0.0523 | - | |
|
| 8.7147 | 45700 | 0.0974 | - | |
|
| 8.7243 | 45750 | 0.084 | - | |
|
| 8.7338 | 45800 | 0.0973 | - | |
|
| 8.7433 | 45850 | 0.0553 | - | |
|
| 8.7529 | 45900 | 0.0729 | - | |
|
| 8.7624 | 45950 | 0.0338 | - | |
|
| 8.7719 | 46000 | 0.1203 | - | |
|
| 8.7815 | 46050 | 0.0721 | - | |
|
| 8.7910 | 46100 | 0.0371 | - | |
|
| 8.8005 | 46150 | 0.0707 | - | |
|
| 8.8101 | 46200 | 0.0682 | - | |
|
| 8.8196 | 46250 | 0.1348 | - | |
|
| 8.8291 | 46300 | 0.0753 | - | |
|
| 8.8387 | 46350 | 0.069 | - | |
|
| 8.8482 | 46400 | 0.0747 | - | |
|
| 8.8577 | 46450 | 0.0715 | - | |
|
| 8.8673 | 46500 | 0.0808 | - | |
|
| 8.8768 | 46550 | 0.0738 | - | |
|
| 8.8863 | 46600 | 0.055 | - | |
|
| 8.8959 | 46650 | 0.0308 | - | |
|
| 8.9054 | 46700 | 0.068 | - | |
|
| 8.9150 | 46750 | 0.0975 | - | |
|
| 8.9245 | 46800 | 0.062 | - | |
|
| 8.9340 | 46850 | 0.0855 | - | |
|
| 8.9436 | 46900 | 0.0703 | - | |
|
| 8.9531 | 46950 | 0.0569 | - | |
|
| 8.9626 | 47000 | 0.0509 | - | |
|
| 8.9722 | 47050 | 0.0639 | - | |
|
| 8.9817 | 47100 | 0.0564 | - | |
|
| 8.9912 | 47150 | 0.0655 | - | |
|
| 9.0008 | 47200 | 0.0519 | - | |
|
| 9.0103 | 47250 | 0.0665 | - | |
|
| 9.0198 | 47300 | 0.0812 | - | |
|
| 9.0294 | 47350 | 0.0565 | - | |
|
| 9.0389 | 47400 | 0.0622 | - | |
|
| 9.0484 | 47450 | 0.0573 | - | |
|
| 9.0580 | 47500 | 0.0528 | - | |
|
| 9.0675 | 47550 | 0.0483 | - | |
|
| 9.0770 | 47600 | 0.1137 | - | |
|
| 9.0866 | 47650 | 0.0586 | - | |
|
| 9.0961 | 47700 | 0.0674 | - | |
|
| 9.1056 | 47750 | 0.0633 | - | |
|
| 9.1152 | 47800 | 0.103 | - | |
|
| 9.1247 | 47850 | 0.0652 | - | |
|
| 9.1342 | 47900 | 0.0629 | - | |
|
| 9.1438 | 47950 | 0.0549 | - | |
|
| 9.1533 | 48000 | 0.1116 | - | |
|
| 9.1629 | 48050 | 0.0836 | - | |
|
| 9.1724 | 48100 | 0.0632 | - | |
|
| 9.1819 | 48150 | 0.0508 | - | |
|
| 9.1915 | 48200 | 0.0704 | - | |
|
| 9.2010 | 48250 | 0.1247 | - | |
|
| 9.2105 | 48300 | 0.0655 | - | |
|
| 9.2201 | 48350 | 0.083 | - | |
|
| 9.2296 | 48400 | 0.0708 | - | |
|
| 9.2391 | 48450 | 0.0455 | - | |
|
| 9.2487 | 48500 | 0.0779 | - | |
|
| 9.2582 | 48550 | 0.0732 | - | |
|
| 9.2677 | 48600 | 0.0902 | - | |
|
| 9.2773 | 48650 | 0.0579 | - | |
|
| 9.2868 | 48700 | 0.1016 | - | |
|
| 9.2963 | 48750 | 0.1052 | - | |
|
| 9.3059 | 48800 | 0.0732 | - | |
|
| 9.3154 | 48850 | 0.0423 | - | |
|
| 9.3249 | 48900 | 0.069 | - | |
|
| 9.3345 | 48950 | 0.1116 | - | |
|
| 9.3440 | 49000 | 0.0943 | - | |
|
| 9.3535 | 49050 | 0.0404 | - | |
|
| 9.3631 | 49100 | 0.0911 | - | |
|
| 9.3726 | 49150 | 0.0538 | - | |
|
| 9.3822 | 49200 | 0.0564 | - | |
|
| 9.3917 | 49250 | 0.0805 | - | |
|
| 9.4012 | 49300 | 0.0847 | - | |
|
| 9.4108 | 49350 | 0.0953 | - | |
|
| 9.4203 | 49400 | 0.07 | - | |
|
| 9.4298 | 49450 | 0.0526 | - | |
|
| 9.4394 | 49500 | 0.0453 | - | |
|
| 9.4489 | 49550 | 0.0867 | - | |
|
| 9.4584 | 49600 | 0.0591 | - | |
|
| 9.4680 | 49650 | 0.0628 | - | |
|
| 9.4775 | 49700 | 0.0927 | - | |
|
| 9.4870 | 49750 | 0.0705 | - | |
|
| 9.4966 | 49800 | 0.0896 | - | |
|
| 9.5061 | 49850 | 0.0485 | - | |
|
| 9.5156 | 49900 | 0.0971 | - | |
|
| 9.5252 | 49950 | 0.1331 | - | |
|
| 9.5347 | 50000 | 0.0675 | - | |
|
| 9.5442 | 50050 | 0.0577 | - | |
|
| 9.5538 | 50100 | 0.0806 | - | |
|
| 9.5633 | 50150 | 0.0816 | - | |
|
| 9.5728 | 50200 | 0.0476 | - | |
|
| 9.5824 | 50250 | 0.055 | - | |
|
| 9.5919 | 50300 | 0.0766 | - | |
|
| 9.6014 | 50350 | 0.0532 | - | |
|
| 9.6110 | 50400 | 0.1267 | - | |
|
| 9.6205 | 50450 | 0.0489 | - | |
|
| 9.6301 | 50500 | 0.0856 | - | |
|
| 9.6396 | 50550 | 0.1004 | - | |
|
| 9.6491 | 50600 | 0.0582 | - | |
|
| 9.6587 | 50650 | 0.0333 | - | |
|
| 9.6682 | 50700 | 0.0886 | - | |
|
| 9.6777 | 50750 | 0.1081 | - | |
|
| 9.6873 | 50800 | 0.0523 | - | |
|
| 9.6968 | 50850 | 0.1183 | - | |
|
| 9.7063 | 50900 | 0.1011 | - | |
|
| 9.7159 | 50950 | 0.0549 | - | |
|
| 9.7254 | 51000 | 0.0454 | - | |
|
| 9.7349 | 51050 | 0.098 | - | |
|
| 9.7445 | 51100 | 0.0683 | - | |
|
| 9.7540 | 51150 | 0.1158 | - | |
|
| 9.7635 | 51200 | 0.1002 | - | |
|
| 9.7731 | 51250 | 0.0778 | - | |
|
| 9.7826 | 51300 | 0.0746 | - | |
|
| 9.7921 | 51350 | 0.0508 | - | |
|
| 9.8017 | 51400 | 0.0857 | - | |
|
| 9.8112 | 51450 | 0.0854 | - | |
|
| 9.8207 | 51500 | 0.0649 | - | |
|
| 9.8303 | 51550 | 0.0805 | - | |
|
| 9.8398 | 51600 | 0.0324 | - | |
|
| 9.8494 | 51650 | 0.0668 | - | |
|
| 9.8589 | 51700 | 0.061 | - | |
|
| 9.8684 | 51750 | 0.0681 | - | |
|
| 9.8780 | 51800 | 0.0742 | - | |
|
| 9.8875 | 51850 | 0.0639 | - | |
|
| 9.8970 | 51900 | 0.0556 | - | |
|
| 9.9066 | 51950 | 0.0295 | - | |
|
| 9.9161 | 52000 | 0.0482 | - | |
|
| 9.9256 | 52050 | 0.0818 | - | |
|
| 9.9352 | 52100 | 0.0627 | - | |
|
| 9.9447 | 52150 | 0.0959 | - | |
|
| 9.9542 | 52200 | 0.0512 | - | |
|
| 9.9638 | 52250 | 0.0797 | - | |
|
| 9.9733 | 52300 | 0.0995 | - | |
|
| 9.9828 | 52350 | 0.033 | - | |
|
| 9.9924 | 52400 | 0.0818 | - | |
|
|
|
### Framework Versions |
|
- Python: 3.10.12 |
|
- SetFit: 1.0.3 |
|
- Sentence Transformers: 2.4.0 |
|
- Transformers: 4.37.2 |
|
- PyTorch: 2.1.0+cu121 |
|
- Datasets: 2.17.1 |
|
- Tokenizers: 0.15.2 |
|
|
|
## Citation |
|
|
|
### BibTeX |
|
```bibtex |
|
@article{https://doi.org/10.48550/arxiv.2209.11055, |
|
doi = {10.48550/ARXIV.2209.11055}, |
|
url = {https://arxiv.org/abs/2209.11055}, |
|
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, |
|
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
|
title = {Efficient Few-Shot Learning Without Prompts}, |
|
publisher = {arXiv}, |
|
year = {2022}, |
|
copyright = {Creative Commons Attribution 4.0 International} |
|
} |
|
``` |
|
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