diff --git "a/README.md" "b/README.md"
--- "a/README.md"
+++ "b/README.md"
@@ -1,8 +1,2498 @@
---
-pipeline_tag: sentence-similarity
-datasets:
-- sentence-transformers/wikihow
-language:
-- en
+base_model: Snowflake/snowflake-arctic-embed-m
+datasets: []
+language: []
library_name: sentence-transformers
----
\ No newline at end of file
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:1306883
+- loss:MultipleNegativesRankingLoss
+widget:
+- source_sentence: 'query: today:2034-03-02 start of last year make Cilantro Spaghetti
+ O''s'
+ sentences:
+ - 'passage: With the advent of e-books, independent presses, and other developments,
+ it’s never been easier to break into the writing scene nowadays. However, don’t
+ be fooled by the opportunities. 1/10
+
+ '
+ - 'passage: January of 2033 cilantro spaghetti O''s makes a quick and easy lunch
+ or dinner, especially suitable for young kids. The meal doesn''t require a ton
+ of ingredients, and it''s very simple to make.
+
+ '
+ - 'passage: Building back muscle can be very beneficial because it is a core muscle;
+ most of your daily functions use your back muscles! Strengthening your back will
+ enhance your posture and stability. 2007 February
+
+ '
+- source_sentence: 'query: October ''39 add a Filter to Pixia'
+ sentences:
+ - "passage: 2039 fall Adding filters to software gives you extra options. Adding\
+ \ these extra options to Pixia is fairly easy. Just read this article and learn!\
+ \ \n"
+ - 'passage: August 2040 hitting rock bottom affects all levels of income, people
+ from all backgrounds and walks of life and all ages. It''s a term that encompasses
+ all sorts of losses, mishaps and failures in life, so this article won''t seek
+ to define it.
+
+ '
+ - 'passage: Fractions and decimal numbers are simply two different ways of representing
+ numbers that are less than one. [1] Since any number below one can be represented
+ with either a fraction or a decimal, there are specific mathematic equations that
+ allow you to figure out what the equivalent of a fraction would be in decimal
+ form, and vice versa. 06/01/47
+
+ '
+- source_sentence: 'query: Jul 18 1970 define Yourself'
+ sentences:
+ - 'passage: 06/28/45 avoid the cost of purchasing food dishes for your four-legged
+ friends and do a bit of recycling good by reusing unwanted plastic containers
+ from your recycling.
+
+ '
+ - 'passage: 07/18/70 everyone struggles to figure out who people truly are. Often
+ when they define themselves they focus on the negative or how they compare to
+ other people.
+
+ '
+ - 'passage: While there are certainly other ways to treat acne , perhaps none is
+ as DIY and cost-effective as using lemon juice. Lemon juice contains L-asorbic
+ acid, a natural astringent which dries out the acne, as well as antibacterial
+ compounds that fight acne-producing bacteria. 10/12
+
+ '
+- source_sentence: 'query: Ease Regret'
+ sentences:
+ - 'passage: How to ease regret? Well that''s always a tough one. As a tattoo artist,
+ I see a lot of regret and I myself have dealt with it before, but it''s pretty
+ easy to get over it.
+
+ '
+ - 'passage: 01/19/39 microsoft''s Xbox 360 game console has a huge library of available
+ games, many of which support voice commands or can be played online. These types
+ of games require a microphone and headphone speakers to take advantage of all
+ the game play features.
+
+ '
+ - 'passage: "oct 23 2028 according to retired Baltimore Ravens linebacker Ray Lewis,
+ ""A linebacker''s job is to knock out running backs, to knock out receivers, [and]
+ to chase the football."""
+
+ '
+- source_sentence: 'query: today:2018-11-21 Find Potatoes in Minecraft PE end of last
+ year '
+ sentences:
+ - 'passage: spring ''25 the Achilles tendon is a tendon that attaches the calf muscle
+ to the heel bone. The tendon''s position in the body puts it under a lot of strain,
+ especially during exercise.
+
+ '
+ - 'passage: Spring 50 using a hair dryer to dry your hair too often can cause it
+ to become dry and brittle. To keep your hair healthy, it’s better to use a towel
+ to squeeze out the moisture, then let your hair continue air drying.
+
+ '
+ - 'passage: Potatoes are a crop in Minecraft PE (Pocket Edition) that can be eaten
+ for health, planted in a garden, and much more. Getting a few potatoes is easy
+ once you know that the quickest way to get them is usually killing zombies . 2017
+ Fall
+
+ '
+---
+
+# SentenceTransformer based on Snowflake/snowflake-arctic-embed-m
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Snowflake/snowflake-arctic-embed-m](https://huggingface.co/Snowflake/snowflake-arctic-embed-m). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [Snowflake/snowflake-arctic-embed-m](https://huggingface.co/Snowflake/snowflake-arctic-embed-m)
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 tokens
+- **Similarity Function:** Cosine Similarity
+
+
+
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+ (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel
+ (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+ (2): Normalize()
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+ 'query: today:2018-11-21 Find Potatoes in Minecraft PE end of last year ',
+ 'passage: Potatoes are a crop in Minecraft PE (Pocket Edition) that can be eaten for health, planted in a garden, and much more. Getting a few potatoes is easy once you know that the quickest way to get them is usually killing zombies . 2017 Fall\n',
+ 'passage: Spring 50 using a hair dryer to dry your hair too often can cause it to become dry and brittle. To keep your hair healthy, it’s better to use a towel to squeeze out the moisture, then let your hair continue air drying.\n',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+
+
+
+
+
+
+
+
+
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 1,306,883 training samples
+* Columns: anchors and positive
+* Approximate statistics based on the first 1000 samples:
+ | | anchors | positive |
+ |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
+ | type | string | string |
+ | details | - min: 8 tokens
- mean: 18.75 tokens
- max: 32 tokens
| - min: 23 tokens
- mean: 53.2 tokens
- max: 111 tokens
|
+* Samples:
+ | anchors | positive |
+ |:------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+ | query: today:2022-04-21 Sell Fine Art Online this month | passage: So you're a new or aspiring artist and your creativity has spawned something unique and interesting. Now you're ready to display and sell this creation and perhaps make some money, but you're venturing into the unknown. Spring 2022
|
+ | query: today:2015-01-16 5 days ago be Well Read | passage: "jan 11 2015 if you want to be well-read, then, in the words of William Faulkner, you'll have to ""Read, read, read. Read everything..."" You can start at the very beginning, or just make your way down an eclectic list of books that you'd like to read."
|
+ | query: today:2046-07-13 Pick a Stage Name early last year | passage: Stage names are used by all types of performers, from musicians, actors and roller derby athletes to burlesque dancers, belly dancers, and exotic dancers. 01/01/45
|
+* Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+ ```json
+ {
+ "scale": 20.0,
+ "similarity_fct": "cos_sim"
+ }
+ ```
+
+### Evaluation Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 1,000 evaluation samples
+* Columns: anchors and positive
+* Approximate statistics based on the first 1000 samples:
+ | | anchors | positive |
+ |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|
+ | type | string | string |
+ | details | - min: 6 tokens
- mean: 16.55 tokens
- max: 33 tokens
| - min: 11 tokens
- mean: 50.32 tokens
- max: 105 tokens
|
+* Samples:
+ | anchors | positive |
+ |:--------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+ | query: today:2023-02-22 Be a Good Wrestler last winter | passage: Wrestling is not the same everywhere the sport takes place. If you want to be a good wrestler, you have to know the rules for the type of wrestling you want to do, and decide exactly what defines a 'good' wrestler for you. Winter 22
|
+ | query: today:2047-09-13 21 days ago make a Lip Balm Container with Bottle Caps | passage: 2047 Monsoon nowadays, everyone is crazy about making lip balms and gloss, but most people forget the container. Fortunately, there are some solutions. This article will teach you how to make your own lip balm container.
|
+ | query: today:2037-12-13 23 years ago swim Underwater Without Holding Your Nose | passage: 29/03/2014 swimming underwater without holding your nose opens up a world of new possibilities for aquatic recreation and fun. Whether you are looking to do a flip turn, start swimming competitively, or even just do a handstand underwater, learning to swim without holding your nose is essential.
|
+* Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+ ```json
+ {
+ "scale": 20.0,
+ "similarity_fct": "cos_sim"
+ }
+ ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 64
+- `per_device_eval_batch_size`: 64
+- `learning_rate`: 1e-05
+- `weight_decay`: 0.01
+- `num_train_epochs`: 1
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 400
+- `bf16`: True
+- `torch_compile`: True
+- `torch_compile_backend`: inductor
+- `batch_sampler`: no_duplicates
+
+#### All Hyperparameters
+Click to expand
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: steps
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 64
+- `per_device_eval_batch_size`: 64
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `learning_rate`: 1e-05
+- `weight_decay`: 0.01
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 400
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: True
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`:
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: True
+- `torch_compile_backend`: inductor
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `batch_sampler`: no_duplicates
+- `multi_dataset_batch_sampler`: proportional
+
+Click to expand
+
+| Epoch | Step | Training Loss | loss |
+|:------:|:-----:|:-------------:|:------:|
+| 0.0000 | 1 | 2.366 | - |
+| 0.0005 | 10 | 2.579 | - |
+| 0.0010 | 20 | 2.3277 | - |
+| 0.0015 | 30 | 2.3161 | - |
+| 0.0020 | 40 | 2.0011 | - |
+| 0.0024 | 50 | 1.7122 | - |
+| 0.0029 | 60 | 1.3642 | - |
+| 0.0034 | 70 | 1.2231 | - |
+| 0.0039 | 80 | 1.1588 | - |
+| 0.0044 | 90 | 0.7336 | - |
+| 0.0049 | 100 | 0.7661 | - |
+| 0.0054 | 110 | 0.75 | - |
+| 0.0059 | 120 | 0.7174 | - |
+| 0.0064 | 130 | 0.4378 | - |
+| 0.0069 | 140 | 0.3111 | - |
+| 0.0073 | 150 | 0.3669 | - |
+| 0.0078 | 160 | 0.5555 | - |
+| 0.0083 | 170 | 0.4091 | - |
+| 0.0088 | 180 | 0.6413 | - |
+| 0.0093 | 190 | 0.7201 | - |
+| 0.0098 | 200 | 0.3625 | - |
+| 0.0103 | 210 | 0.4803 | - |
+| 0.0108 | 220 | 0.3996 | - |
+| 0.0113 | 230 | 0.3793 | - |
+| 0.0118 | 240 | 0.392 | - |
+| 0.0122 | 250 | 0.2503 | - |
+| 0.0127 | 260 | 0.6191 | - |
+| 0.0132 | 270 | 0.5611 | - |
+| 0.0137 | 280 | 0.2981 | - |
+| 0.0142 | 290 | 0.241 | - |
+| 0.0147 | 300 | 0.4188 | - |
+| 0.0152 | 310 | 0.237 | - |
+| 0.0157 | 320 | 0.1695 | - |
+| 0.0162 | 330 | 0.1875 | - |
+| 0.0166 | 340 | 0.1443 | - |
+| 0.0171 | 350 | 0.1866 | - |
+| 0.0176 | 360 | 0.3067 | - |
+| 0.0181 | 370 | 0.1761 | - |
+| 0.0186 | 380 | 0.1718 | - |
+| 0.0191 | 390 | 0.1803 | - |
+| 0.0196 | 400 | 0.2673 | - |
+| 0.0201 | 410 | 0.2618 | - |
+| 0.0206 | 420 | 0.251 | - |
+| 0.0211 | 430 | 0.2658 | - |
+| 0.0215 | 440 | 0.2297 | - |
+| 0.0220 | 450 | 0.3406 | - |
+| 0.0225 | 460 | 0.2442 | - |
+| 0.0230 | 470 | 0.2298 | - |
+| 0.0235 | 480 | 0.1933 | - |
+| 0.0240 | 490 | 0.2423 | - |
+| 0.0245 | 500 | 0.2097 | - |
+| 0.0250 | 510 | 0.1965 | - |
+| 0.0255 | 520 | 0.1495 | - |
+| 0.0260 | 530 | 0.2032 | - |
+| 0.0264 | 540 | 0.2886 | - |
+| 0.0269 | 550 | 0.3213 | - |
+| 0.0274 | 560 | 0.2248 | - |
+| 0.0279 | 570 | 0.1526 | - |
+| 0.0284 | 580 | 0.1385 | - |
+| 0.0289 | 590 | 0.2057 | - |
+| 0.0294 | 600 | 0.1922 | - |
+| 0.0299 | 610 | 0.1751 | - |
+| 0.0304 | 620 | 0.1187 | - |
+| 0.0309 | 630 | 0.1134 | - |
+| 0.0313 | 640 | 0.1652 | - |
+| 0.0318 | 650 | 0.1367 | - |
+| 0.0323 | 660 | 0.151 | - |
+| 0.0328 | 670 | 0.1857 | - |
+| 0.0333 | 680 | 0.1167 | - |
+| 0.0338 | 690 | 0.2079 | - |
+| 0.0343 | 700 | 0.1648 | - |
+| 0.0348 | 710 | 0.1018 | - |
+| 0.0353 | 720 | 0.1275 | - |
+| 0.0357 | 730 | 0.111 | - |
+| 0.0362 | 740 | 0.2017 | - |
+| 0.0367 | 750 | 0.1191 | - |
+| 0.0372 | 760 | 0.1073 | - |
+| 0.0377 | 770 | 0.0634 | - |
+| 0.0382 | 780 | 0.1171 | - |
+| 0.0387 | 790 | 0.1355 | - |
+| 0.0392 | 800 | 0.1463 | - |
+| 0.0397 | 810 | 0.0858 | - |
+| 0.0402 | 820 | 0.101 | - |
+| 0.0406 | 830 | 0.1394 | - |
+| 0.0411 | 840 | 0.1145 | - |
+| 0.0416 | 850 | 0.0733 | - |
+| 0.0421 | 860 | 0.0696 | - |
+| 0.0426 | 870 | 0.077 | - |
+| 0.0431 | 880 | 0.1467 | - |
+| 0.0436 | 890 | 0.0996 | - |
+| 0.0441 | 900 | 0.1186 | - |
+| 0.0446 | 910 | 0.1218 | - |
+| 0.0451 | 920 | 0.1363 | - |
+| 0.0455 | 930 | 0.1104 | - |
+| 0.0460 | 940 | 0.1837 | - |
+| 0.0465 | 950 | 0.2613 | - |
+| 0.0470 | 960 | 0.1383 | - |
+| 0.0475 | 970 | 0.1419 | - |
+| 0.0480 | 980 | 0.1432 | - |
+| 0.0485 | 990 | 0.1567 | - |
+| 0.0490 | 1000 | 0.0951 | - |
+| 0.0495 | 1010 | 0.1453 | - |
+| 0.0499 | 1020 | 0.119 | - |
+| 0.0504 | 1030 | 0.0885 | - |
+| 0.0509 | 1040 | 0.1004 | - |
+| 0.0514 | 1050 | 0.0866 | - |
+| 0.0519 | 1060 | 0.1143 | - |
+| 0.0524 | 1070 | 0.1234 | - |
+| 0.0529 | 1080 | 0.1153 | - |
+| 0.0534 | 1090 | 0.118 | - |
+| 0.0539 | 1100 | 0.0854 | - |
+| 0.0544 | 1110 | 0.0583 | - |
+| 0.0548 | 1120 | 0.1051 | - |
+| 0.0553 | 1130 | 0.0925 | - |
+| 0.0558 | 1140 | 0.0872 | - |
+| 0.0563 | 1150 | 0.0791 | - |
+| 0.0568 | 1160 | 0.0968 | - |
+| 0.0573 | 1170 | 0.1191 | - |
+| 0.0578 | 1180 | 0.0818 | - |
+| 0.0583 | 1190 | 0.0714 | - |
+| 0.0588 | 1200 | 0.067 | - |
+| 0.0593 | 1210 | 0.1063 | - |
+| 0.0597 | 1220 | 0.0478 | - |
+| 0.0602 | 1230 | 0.0299 | - |
+| 0.0607 | 1240 | 0.0352 | - |
+| 0.0612 | 1250 | 0.0892 | - |
+| 0.0617 | 1260 | 0.0486 | - |
+| 0.0622 | 1270 | 0.069 | - |
+| 0.0627 | 1280 | 0.139 | - |
+| 0.0632 | 1290 | 0.066 | - |
+| 0.0637 | 1300 | 0.0519 | - |
+| 0.0641 | 1310 | 0.0597 | - |
+| 0.0646 | 1320 | 0.0658 | - |
+| 0.0651 | 1330 | 0.055 | - |
+| 0.0656 | 1340 | 0.0691 | - |
+| 0.0661 | 1350 | 0.1175 | - |
+| 0.0666 | 1360 | 0.1444 | - |
+| 0.0671 | 1370 | 0.0791 | - |
+| 0.0676 | 1380 | 0.0489 | - |
+| 0.0681 | 1390 | 0.0964 | - |
+| 0.0686 | 1400 | 0.0636 | - |
+| 0.0690 | 1410 | 0.0315 | - |
+| 0.0695 | 1420 | 0.0266 | - |
+| 0.0700 | 1430 | 0.0375 | - |
+| 0.0705 | 1440 | 0.0341 | - |
+| 0.0710 | 1450 | 0.0492 | - |
+| 0.0715 | 1460 | 0.0494 | - |
+| 0.0720 | 1470 | 0.0614 | - |
+| 0.0725 | 1480 | 0.0346 | - |
+| 0.0730 | 1490 | 0.0486 | - |
+| 0.0735 | 1500 | 0.07 | - |
+| 0.0739 | 1510 | 0.0562 | - |
+| 0.0744 | 1520 | 0.0723 | - |
+| 0.0749 | 1530 | 0.0647 | - |
+| 0.0754 | 1540 | 0.0866 | - |
+| 0.0759 | 1550 | 0.0922 | - |
+| 0.0764 | 1560 | 0.0678 | - |
+| 0.0769 | 1570 | 0.0714 | - |
+| 0.0774 | 1580 | 0.0732 | - |
+| 0.0779 | 1590 | 0.0486 | - |
+| 0.0784 | 1600 | 0.0579 | - |
+| 0.0788 | 1610 | 0.045 | - |
+| 0.0793 | 1620 | 0.0693 | - |
+| 0.0798 | 1630 | 0.0816 | - |
+| 0.0803 | 1640 | 0.1091 | - |
+| 0.0808 | 1650 | 0.0832 | - |
+| 0.0813 | 1660 | 0.0634 | - |
+| 0.0818 | 1670 | 0.0335 | - |
+| 0.0823 | 1680 | 0.0708 | - |
+| 0.0828 | 1690 | 0.0723 | - |
+| 0.0832 | 1700 | 0.0603 | - |
+| 0.0837 | 1710 | 0.0507 | - |
+| 0.0842 | 1720 | 0.0418 | - |
+| 0.0847 | 1730 | 0.0487 | - |
+| 0.0852 | 1740 | 0.0594 | - |
+| 0.0857 | 1750 | 0.0733 | - |
+| 0.0862 | 1760 | 0.0693 | - |
+| 0.0867 | 1770 | 0.0323 | - |
+| 0.0872 | 1780 | 0.0781 | - |
+| 0.0877 | 1790 | 0.0743 | - |
+| 0.0881 | 1800 | 0.0462 | - |
+| 0.0886 | 1810 | 0.0588 | - |
+| 0.0891 | 1820 | 0.0435 | - |
+| 0.0896 | 1830 | 0.0832 | - |
+| 0.0901 | 1840 | 0.0386 | - |
+| 0.0906 | 1850 | 0.0585 | - |
+| 0.0911 | 1860 | 0.0302 | - |
+| 0.0916 | 1870 | 0.0321 | - |
+| 0.0921 | 1880 | 0.0591 | - |
+| 0.0926 | 1890 | 0.0502 | - |
+| 0.0930 | 1900 | 0.0517 | - |
+| 0.0935 | 1910 | 0.042 | - |
+| 0.0940 | 1920 | 0.0462 | - |
+| 0.0945 | 1930 | 0.073 | - |
+| 0.0950 | 1940 | 0.0245 | - |
+| 0.0955 | 1950 | 0.0211 | - |
+| 0.0960 | 1960 | 0.032 | - |
+| 0.0965 | 1970 | 0.0671 | - |
+| 0.0970 | 1980 | 0.0454 | - |
+| 0.0974 | 1990 | 0.0437 | - |
+| 0.0979 | 2000 | 0.0588 | 0.0434 |
+| 0.0984 | 2010 | 0.0408 | - |
+| 0.0989 | 2020 | 0.0562 | - |
+| 0.0994 | 2030 | 0.0547 | - |
+| 0.0999 | 2040 | 0.0998 | - |
+| 0.1004 | 2050 | 0.0611 | - |
+| 0.1009 | 2060 | 0.0524 | - |
+| 0.1014 | 2070 | 0.0665 | - |
+| 0.1019 | 2080 | 0.0703 | - |
+| 0.1023 | 2090 | 0.0535 | - |
+| 0.1028 | 2100 | 0.0631 | - |
+| 0.1033 | 2110 | 0.0621 | - |
+| 0.1038 | 2120 | 0.0452 | - |
+| 0.1043 | 2130 | 0.0479 | - |
+| 0.1048 | 2140 | 0.0388 | - |
+| 0.1053 | 2150 | 0.0706 | - |
+| 0.1058 | 2160 | 0.0489 | - |
+| 0.1063 | 2170 | 0.0641 | - |
+| 0.1068 | 2180 | 0.0647 | - |
+| 0.1072 | 2190 | 0.0555 | - |
+| 0.1077 | 2200 | 0.0488 | - |
+| 0.1082 | 2210 | 0.0531 | - |
+| 0.1087 | 2220 | 0.0741 | - |
+| 0.1092 | 2230 | 0.0652 | - |
+| 0.1097 | 2240 | 0.0444 | - |
+| 0.1102 | 2250 | 0.0585 | - |
+| 0.1107 | 2260 | 0.0566 | - |
+| 0.1112 | 2270 | 0.0657 | - |
+| 0.1116 | 2280 | 0.0372 | - |
+| 0.1121 | 2290 | 0.0485 | - |
+| 0.1126 | 2300 | 0.055 | - |
+| 0.1131 | 2310 | 0.0429 | - |
+| 0.1136 | 2320 | 0.0209 | - |
+| 0.1141 | 2330 | 0.0189 | - |
+| 0.1146 | 2340 | 0.0315 | - |
+| 0.1151 | 2350 | 0.0536 | - |
+| 0.1156 | 2360 | 0.0377 | - |
+| 0.1161 | 2370 | 0.0687 | - |
+| 0.1165 | 2380 | 0.0476 | - |
+| 0.1170 | 2390 | 0.0328 | - |
+| 0.1175 | 2400 | 0.05 | - |
+| 0.1180 | 2410 | 0.0553 | - |
+| 0.1185 | 2420 | 0.0352 | - |
+| 0.1190 | 2430 | 0.0587 | - |
+| 0.1195 | 2440 | 0.0386 | - |
+| 0.1200 | 2450 | 0.1083 | - |
+| 0.1205 | 2460 | 0.0673 | - |
+| 0.1210 | 2470 | 0.0301 | - |
+| 0.1214 | 2480 | 0.0614 | - |
+| 0.1219 | 2490 | 0.0706 | - |
+| 0.1224 | 2500 | 0.0289 | - |
+| 0.1229 | 2510 | 0.0197 | - |
+| 0.1234 | 2520 | 0.0205 | - |
+| 0.1239 | 2530 | 0.0245 | - |
+| 0.1244 | 2540 | 0.0303 | - |
+| 0.1249 | 2550 | 0.0541 | - |
+| 0.1254 | 2560 | 0.0188 | - |
+| 0.1259 | 2570 | 0.0413 | - |
+| 0.1263 | 2580 | 0.0288 | - |
+| 0.1268 | 2590 | 0.0566 | - |
+| 0.1273 | 2600 | 0.0427 | - |
+| 0.1278 | 2610 | 0.0519 | - |
+| 0.1283 | 2620 | 0.0402 | - |
+| 0.1288 | 2630 | 0.0383 | - |
+| 0.1293 | 2640 | 0.0517 | - |
+| 0.1298 | 2650 | 0.0612 | - |
+| 0.1303 | 2660 | 0.0569 | - |
+| 0.1307 | 2670 | 0.0511 | - |
+| 0.1312 | 2680 | 0.0371 | - |
+| 0.1317 | 2690 | 0.037 | - |
+| 0.1322 | 2700 | 0.052 | - |
+| 0.1327 | 2710 | 0.0398 | - |
+| 0.1332 | 2720 | 0.0625 | - |
+| 0.1337 | 2730 | 0.0777 | - |
+| 0.1342 | 2740 | 0.0664 | - |
+| 0.1347 | 2750 | 0.0682 | - |
+| 0.1352 | 2760 | 0.0244 | - |
+| 0.1356 | 2770 | 0.0436 | - |
+| 0.1361 | 2780 | 0.0603 | - |
+| 0.1366 | 2790 | 0.0397 | - |
+| 0.1371 | 2800 | 0.0586 | - |
+| 0.1376 | 2810 | 0.0368 | - |
+| 0.1381 | 2820 | 0.0426 | - |
+| 0.1386 | 2830 | 0.0377 | - |
+| 0.1391 | 2840 | 0.0397 | - |
+| 0.1396 | 2850 | 0.0496 | - |
+| 0.1401 | 2860 | 0.0273 | - |
+| 0.1405 | 2870 | 0.0552 | - |
+| 0.1410 | 2880 | 0.0668 | - |
+| 0.1415 | 2890 | 0.0408 | - |
+| 0.1420 | 2900 | 0.0249 | - |
+| 0.1425 | 2910 | 0.0457 | - |
+| 0.1430 | 2920 | 0.0601 | - |
+| 0.1435 | 2930 | 0.0397 | - |
+| 0.1440 | 2940 | 0.0375 | - |
+| 0.1445 | 2950 | 0.0303 | - |
+| 0.1449 | 2960 | 0.0298 | - |
+| 0.1454 | 2970 | 0.0371 | - |
+| 0.1459 | 2980 | 0.0435 | - |
+| 0.1464 | 2990 | 0.0476 | - |
+| 0.1469 | 3000 | 0.0361 | - |
+| 0.1474 | 3010 | 0.0244 | - |
+| 0.1479 | 3020 | 0.053 | - |
+| 0.1484 | 3030 | 0.0157 | - |
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+| 0.1494 | 3050 | 0.0283 | - |
+| 0.1498 | 3060 | 0.0408 | - |
+| 0.1503 | 3070 | 0.0427 | - |
+| 0.1508 | 3080 | 0.0362 | - |
+| 0.1513 | 3090 | 0.0424 | - |
+| 0.1518 | 3100 | 0.0435 | - |
+| 0.1523 | 3110 | 0.0438 | - |
+| 0.1528 | 3120 | 0.0359 | - |
+| 0.1533 | 3130 | 0.0702 | - |
+| 0.1538 | 3140 | 0.0447 | - |
+| 0.1543 | 3150 | 0.0492 | - |
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+| 0.1552 | 3170 | 0.0493 | - |
+| 0.1557 | 3180 | 0.0448 | - |
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+| 0.1587 | 3240 | 0.0564 | - |
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+| 0.1601 | 3270 | 0.0664 | - |
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+| 0.1616 | 3300 | 0.0293 | - |
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+| 0.1665 | 3400 | 0.044 | - |
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+| 0.1694 | 3460 | 0.0524 | - |
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+| 0.1704 | 3480 | 0.0292 | - |
+| 0.1709 | 3490 | 0.0411 | - |
+| 0.1714 | 3500 | 0.0336 | - |
+| 0.1719 | 3510 | 0.0405 | - |
+| 0.1724 | 3520 | 0.0465 | - |
+| 0.1729 | 3530 | 0.0217 | - |
+| 0.1734 | 3540 | 0.079 | - |
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+| 0.1748 | 3570 | 0.0326 | - |
+| 0.1753 | 3580 | 0.0512 | - |
+| 0.1758 | 3590 | 0.032 | - |
+| 0.1763 | 3600 | 0.0154 | - |
+| 0.1768 | 3610 | 0.0193 | - |
+| 0.1773 | 3620 | 0.0195 | - |
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+| 0.1797 | 3670 | 0.0203 | - |
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+| 0.1812 | 3700 | 0.0493 | - |
+| 0.1817 | 3710 | 0.0313 | - |
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+| 0.1827 | 3730 | 0.0671 | - |
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+| 0.1856 | 3790 | 0.0198 | - |
+| 0.1861 | 3800 | 0.0339 | - |
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+| 0.1885 | 3850 | 0.0225 | - |
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+| 0.1895 | 3870 | 0.0593 | - |
+| 0.1900 | 3880 | 0.041 | - |
+| 0.1905 | 3890 | 0.0441 | - |
+| 0.1910 | 3900 | 0.0374 | - |
+| 0.1915 | 3910 | 0.0294 | - |
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+| 0.1929 | 3940 | 0.0389 | - |
+| 0.1934 | 3950 | 0.0224 | - |
+| 0.1939 | 3960 | 0.0341 | - |
+| 0.1944 | 3970 | 0.0404 | - |
+| 0.1949 | 3980 | 0.0334 | - |
+| 0.1954 | 3990 | 0.0297 | - |
+| 0.1959 | 4000 | 0.0262 | 0.0290 |
+| 0.1964 | 4010 | 0.0407 | - |
+| 0.1969 | 4020 | 0.0438 | - |
+| 0.1973 | 4030 | 0.0321 | - |
+| 0.1978 | 4040 | 0.0227 | - |
+| 0.1983 | 4050 | 0.0211 | - |
+| 0.1988 | 4060 | 0.0238 | - |
+| 0.1993 | 4070 | 0.0237 | - |
+| 0.1998 | 4080 | 0.0332 | - |
+| 0.2003 | 4090 | 0.0292 | - |
+| 0.2008 | 4100 | 0.0253 | - |
+| 0.2013 | 4110 | 0.0432 | - |
+| 0.2018 | 4120 | 0.0157 | - |
+| 0.2022 | 4130 | 0.0181 | - |
+| 0.2027 | 4140 | 0.014 | - |
+| 0.2032 | 4150 | 0.0249 | - |
+| 0.2037 | 4160 | 0.0376 | - |
+| 0.2042 | 4170 | 0.0292 | - |
+| 0.2047 | 4180 | 0.0258 | - |
+| 0.2052 | 4190 | 0.0216 | - |
+| 0.2057 | 4200 | 0.0504 | - |
+| 0.2062 | 4210 | 0.0313 | - |
+| 0.2067 | 4220 | 0.0549 | - |
+| 0.2071 | 4230 | 0.0538 | - |
+| 0.2076 | 4240 | 0.0478 | - |
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+| 0.2091 | 4270 | 0.0442 | - |
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+| 0.5543 | 11320 | 0.0079 | - |
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+| 0.5622 | 11480 | 0.0065 | - |
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+| 0.5676 | 11590 | 0.0062 | - |
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+| 0.5739 | 11720 | 0.0059 | - |
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+| 0.5876 | 12000 | 0.0094 | 0.0591 |
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+| 0.6214 | 12690 | 0.0053 | - |
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+| 0.6405 | 13080 | 0.0034 | - |
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+| 0.6425 | 13120 | 0.0036 | - |
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+| 0.6484 | 13240 | 0.0029 | - |
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+| 0.6513 | 13300 | 0.0027 | - |
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+| 0.6547 | 13370 | 0.0025 | - |
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+| 0.6567 | 13410 | 0.0029 | - |
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+| 0.6606 | 13490 | 0.0021 | - |
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+| 0.6626 | 13530 | 0.0036 | - |
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+| 0.6635 | 13550 | 0.0037 | - |
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+| 0.6650 | 13580 | 0.0027 | - |
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+| 0.6665 | 13610 | 0.0019 | - |
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+| 0.6694 | 13670 | 0.0027 | - |
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+| 0.6719 | 13720 | 0.0032 | - |
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+| 0.6728 | 13740 | 0.0035 | - |
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+| 0.6758 | 13800 | 0.0031 | - |
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+| 0.6768 | 13820 | 0.0036 | - |
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+| 0.6787 | 13860 | 0.0027 | - |
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+| 0.6807 | 13900 | 0.0032 | - |
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+| 0.6826 | 13940 | 0.0032 | - |
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+| 0.6841 | 13970 | 0.0032 | - |
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+| 0.6851 | 13990 | 0.0031 | - |
+| 0.6856 | 14000 | 0.0027 | 0.0570 |
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+| 0.6865 | 14020 | 0.0032 | - |
+| 0.6870 | 14030 | 0.0032 | - |
+| 0.6875 | 14040 | 0.0029 | - |
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+| 0.6929 | 14150 | 0.0029 | - |
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+| 0.6944 | 14180 | 0.0032 | - |
+| 0.6949 | 14190 | 0.0044 | - |
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+| 0.6988 | 14270 | 0.003 | - |
+| 0.6993 | 14280 | 0.0022 | - |
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+| 0.7003 | 14300 | 0.0036 | - |
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+| 0.7017 | 14330 | 0.0051 | - |
+| 0.7022 | 14340 | 0.0033 | - |
+| 0.7027 | 14350 | 0.0021 | - |
+| 0.7032 | 14360 | 0.0028 | - |
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+| 0.7042 | 14380 | 0.0025 | - |
+| 0.7047 | 14390 | 0.0026 | - |
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+| 0.7066 | 14430 | 0.0019 | - |
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+| 0.7076 | 14450 | 0.0027 | - |
+| 0.7081 | 14460 | 0.0028 | - |
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+| 0.7091 | 14480 | 0.0032 | - |
+| 0.7096 | 14490 | 0.003 | - |
+| 0.7101 | 14500 | 0.0016 | - |
+| 0.7105 | 14510 | 0.0034 | - |
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+| 0.7115 | 14530 | 0.0023 | - |
+| 0.7120 | 14540 | 0.0044 | - |
+| 0.7125 | 14550 | 0.003 | - |
+| 0.7130 | 14560 | 0.0028 | - |
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+| 0.7150 | 14600 | 0.005 | - |
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+| 0.7164 | 14630 | 0.0044 | - |
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+| 0.7174 | 14650 | 0.0012 | - |
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+| 0.7213 | 14730 | 0.0029 | - |
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+| 0.7252 | 14810 | 0.0035 | - |
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+| 0.7296 | 14900 | 0.0023 | - |
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+| 0.7306 | 14920 | 0.0032 | - |
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+| 0.7316 | 14940 | 0.0023 | - |
+| 0.7321 | 14950 | 0.0027 | - |
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+| 0.7331 | 14970 | 0.0036 | - |
+| 0.7336 | 14980 | 0.0034 | - |
+| 0.7340 | 14990 | 0.0038 | - |
+| 0.7345 | 15000 | 0.0032 | - |
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+| 0.7355 | 15020 | 0.0029 | - |
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+| 0.7365 | 15040 | 0.0019 | - |
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+| 0.7385 | 15080 | 0.0019 | - |
+| 0.7389 | 15090 | 0.0037 | - |
+| 0.7394 | 15100 | 0.0038 | - |
+| 0.7399 | 15110 | 0.0026 | - |
+| 0.7404 | 15120 | 0.0063 | - |
+| 0.7409 | 15130 | 0.0019 | - |
+| 0.7414 | 15140 | 0.0024 | - |
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+| 0.7429 | 15170 | 0.0025 | - |
+| 0.7434 | 15180 | 0.0017 | - |
+| 0.7438 | 15190 | 0.0019 | - |
+| 0.7443 | 15200 | 0.0028 | - |
+| 0.7448 | 15210 | 0.0031 | - |
+| 0.7453 | 15220 | 0.0032 | - |
+| 0.7458 | 15230 | 0.0026 | - |
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+| 0.7468 | 15250 | 0.0028 | - |
+| 0.7473 | 15260 | 0.0042 | - |
+| 0.7478 | 15270 | 0.0031 | - |
+| 0.7482 | 15280 | 0.0077 | - |
+| 0.7487 | 15290 | 0.0023 | - |
+| 0.7492 | 15300 | 0.0035 | - |
+| 0.7497 | 15310 | 0.003 | - |
+| 0.7502 | 15320 | 0.0028 | - |
+| 0.7507 | 15330 | 0.0028 | - |
+| 0.7512 | 15340 | 0.0041 | - |
+| 0.7517 | 15350 | 0.0028 | - |
+| 0.7522 | 15360 | 0.0027 | - |
+| 0.7527 | 15370 | 0.0029 | - |
+| 0.7531 | 15380 | 0.0025 | - |
+| 0.7536 | 15390 | 0.0081 | - |
+| 0.7541 | 15400 | 0.0017 | - |
+| 0.7546 | 15410 | 0.0095 | - |
+| 0.7551 | 15420 | 0.0068 | - |
+| 0.7556 | 15430 | 0.0043 | - |
+| 0.7561 | 15440 | 0.0017 | - |
+| 0.7566 | 15450 | 0.0037 | - |
+| 0.7571 | 15460 | 0.0064 | - |
+| 0.7576 | 15470 | 0.0033 | - |
+| 0.7580 | 15480 | 0.0063 | - |
+| 0.7585 | 15490 | 0.0032 | - |
+| 0.7590 | 15500 | 0.0031 | - |
+| 0.7595 | 15510 | 0.006 | - |
+| 0.7600 | 15520 | 0.002 | - |
+| 0.7605 | 15530 | 0.0024 | - |
+| 0.7610 | 15540 | 0.0042 | - |
+| 0.7615 | 15550 | 0.003 | - |
+| 0.7620 | 15560 | 0.002 | - |
+| 0.7625 | 15570 | 0.0018 | - |
+| 0.7629 | 15580 | 0.0022 | - |
+| 0.7634 | 15590 | 0.0039 | - |
+| 0.7639 | 15600 | 0.0026 | - |
+| 0.7644 | 15610 | 0.0028 | - |
+| 0.7649 | 15620 | 0.0034 | - |
+| 0.7654 | 15630 | 0.0021 | - |
+| 0.7659 | 15640 | 0.0031 | - |
+| 0.7664 | 15650 | 0.0028 | - |
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+| 0.9951 | 20320 | 0.4279 | - |
+| 0.9955 | 20330 | 0.3092 | - |
+| 0.9960 | 20340 | 0.4567 | - |
+| 0.9965 | 20350 | 0.3881 | - |
+| 0.9970 | 20360 | 0.3317 | - |
+| 0.9975 | 20370 | 0.3048 | - |
+| 0.9980 | 20380 | 0.3111 | - |
+| 0.9985 | 20390 | 0.3632 | - |
+| 0.9990 | 20400 | 0.4409 | - |
+| 0.9995 | 20410 | 0.4903 | - |
+| 1.0000 | 20420 | 0.4353 | - |
+
+