Upload model

model/1_Pooling/config.json

@@ -0,0 +1,7 @@
+{
+  "word_embedding_dimension": 768,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false
+}

model/Information-Retrieval_evaluation_eval_results.csv

@@ -0,0 +1,7 @@
+epoch,steps,cos_sim-Accuracy@1,cos_sim-Accuracy@3,cos_sim-Accuracy@5,cos_sim-Accuracy@10,cos_sim-Precision@1,cos_sim-Recall@1,cos_sim-Precision@3,cos_sim-Recall@3,cos_sim-Precision@5,cos_sim-Recall@5,cos_sim-Precision@10,cos_sim-Recall@10,cos_sim-MRR@10,cos_sim-NDCG@10,cos_sim-MAP@100
+0,0,0.08383233532934131,0.12275449101796407,0.16167664670658682,0.2155688622754491,0.08383233532934131,0.0436626746506986,0.04790419161676646,0.06921157684630738,0.0377245508982036,0.09500998003992016,0.025748502994011976,0.12979041916167663,0.11771694705826447,0.09644056587967283,0.07938567473745455
+0,0,0.23353293413173654,0.39820359281437123,0.47005988023952094,0.5988023952095808,0.23353293413173654,0.16152694610778445,0.1497005988023952,0.2650270886797833,0.11257485029940117,0.3203165098374679,0.07724550898203592,0.417571998859424,0.3379217754966259,0.3154592757437969,0.26330610427999085
+0,0,0.23353293413173654,0.39820359281437123,0.47005988023952094,0.5988023952095808,0.23353293413173654,0.16152694610778445,0.1497005988023952,0.2650270886797833,0.11257485029940117,0.3203165098374679,0.07724550898203592,0.417571998859424,0.3379217754966259,0.3154592757437969,0.26330610427999085
+0,0,0.23353293413173654,0.39820359281437123,0.47005988023952094,0.5988023952095808,0.23353293413173654,0.16152694610778445,0.1497005988023952,0.2650270886797833,0.11257485029940117,0.3203165098374679,0.07724550898203592,0.417571998859424,0.3379217754966259,0.3154592757437969,0.26330610427999085
+0,0,0.23353293413173654,0.4101796407185629,0.47604790419161674,0.6137724550898204,0.23353293413173654,0.1649201596806387,0.15469061876247503,0.2729327060165384,0.11497005988023952,0.3243085258055318,0.07994011976047904,0.4341887653264899,0.3404500522763995,0.32338006068797154,0.2675007590946661
+0,0,0.23353293413173654,0.4101796407185629,0.47604790419161674,0.6137724550898204,0.23353293413173654,0.1649201596806387,0.15469061876247503,0.2729327060165384,0.11497005988023952,0.3243085258055318,0.07994011976047904,0.4341887653264899,0.3404500522763995,0.32338006068797154,0.2675007590946661

model/Information-Retrieval_evaluation_test_results.csv

@@ -0,0 +1,6 @@
+epoch,steps,cos_sim-Accuracy@1,cos_sim-Accuracy@3,cos_sim-Accuracy@5,cos_sim-Accuracy@10,cos_sim-Precision@1,cos_sim-Recall@1,cos_sim-Precision@3,cos_sim-Recall@3,cos_sim-Precision@5,cos_sim-Recall@5,cos_sim-Precision@10,cos_sim-Recall@10,cos_sim-MRR@10,cos_sim-NDCG@10,cos_sim-MAP@100
+0,0,0.3029411764705882,0.47058823529411764,0.5352941176470588,0.6029411764705882,0.3029411764705882,0.18087301587301585,0.19117647058823528,0.3250641923436041,0.1376470588235294,0.3826132119514473,0.08294117647058823,0.4477847805788982,0.4011916433239963,0.36002147761836906,0.3075010927101292
+0,0,0.6088235294117647,0.7823529411764706,0.8411764705882353,0.8735294117647059,0.6088235294117647,0.3777439309056956,0.3509803921568628,0.5794059290382819,0.2447058823529412,0.6449288048552754,0.1376470588235294,0.698094070961718,0.704765406162465,0.6314863013480363,0.5713930730430504
+0,0,0.6588235294117647,0.8205882352941176,0.861764705882353,0.9029411764705882,0.6588235294117647,0.4082049486461251,0.37941176470588234,0.6262558356676005,0.26117647058823534,0.6780730625583566,0.14676470588235296,0.7308508403361345,0.7449171335200747,0.6724540682758218,0.6163023205380368
+0,0,0.711764705882353,0.8558823529411764,0.8941176470588236,0.9382352941176471,0.711764705882353,0.4388515406162465,0.4147058823529412,0.6590499533146592,0.2911764705882353,0.7256139122315594,0.16852941176470587,0.7847572362278245,0.7908963585434172,0.7295804471564558,0.6770292164618905
+0,0,0.7205882352941176,0.8529411764705882,0.9058823529411765,0.95,0.7205882352941176,0.44255718954248363,0.43039215686274507,0.6727065826330533,0.3029411764705882,0.7402836134453781,0.17676470588235293,0.8089040616246499,0.7987768440709616,0.7479488907287921,0.6973360451946773

model/LT_training_config.json

@@ -0,0 +1 @@
+{"model_save_dir": "models", "model_save_name": "check2", "opt_model_description": "test", "opt_model_lang": "en", "train_batch_size": 64, "num_epochs": 100, "warm_up_perc": 1, "learning_rate": 2e-06, "val_perc": 0.2, "wandb_names": {"project": "linkage", "id": "econabhishek", "run": "paraphrase-xlm-r-multilingual-v1-es", "entity": "econabhishek"}, "add_pooling_layer": false, "large_val": true, "eval_steps_perc": 0.1, "test_at_end": true, "save_val_test_pickles": true, "val_query_prop": 0.5, "batch_size": 128, "eval_type": "retrieval", "training_dataset": "/content/drive/MyDrive/code_office/output.csv", "base_model_path": "dell-research-harvard/lt-wikidata-comp-zh"}

model/README.md

@@ -0,0 +1,136 @@
+---
+pipeline_tag: sentence-similarity
+language: 
+- en
+tags:
+- linktransformer
+- sentence-transformers
+- sentence-similarity
+- tabular-classification
+
+---
+
+# {MODEL_NAME}
+
+This is a [LinkTransformer](https://github.com/dell-research-harvard/linktransformer) model. At its core this model this is a sentence transformer model [sentence-transformers](https://www.SBERT.net) model- it just wraps around the class. 
+It is designed for quick and easy record linkage (entity-matching) through the LinkTransformer package. The tasks include clustering, deduplication, linking, aggregation and more.
+Notwithstanding that, it can be used for any sentence similarity task within the sentence-transformers framework as well. 
+It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
+Take a look at the documentation of [sentence-transformers](https://www.sbert.net/index.html) if you want to use this model for more than what we support in our applications. 
+
+
+This model has been fine-tuned on the model : dell-research-harvard/lt-wikidata-comp-zh. It is pretrained for the language : - en.
+
+
+test
+
+## Usage (LinkTransformer)
+
+Using this model becomes easy when you have [LinkTransformer](https://github.com/dell-research-harvard/linktransformer) installed:
+
+```
+pip install -U linktransformer
+```
+
+Then you can use the model like this:
+
+```python
+import linktransformer as lt
+import pandas as pd
+
+##Load the two dataframes that you want to link. For example, 2 dataframes with company names that are written differently
+df1=pd.read_csv("data/df1.csv") ###This is the left dataframe with key CompanyName for instance
+df2=pd.read_csv("data/df2.csv") ###This is the right dataframe with key CompanyName for instance
+
+###Merge the two dataframes on the key column!
+df_merged = lt.merge(df1, df2, on="CompanyName", how="inner")
+
+##Done! The merged dataframe has a column called "score" that contains the similarity score between the two company names
+
+```
+
+
+## Training your own LinkTransformer model
+Any Sentence Transformers can be used as a backbone by simply adding a pooling layer.  Any other transformer on HuggingFace can also be used by specifying the option add_pooling_layer==True
+The model was trained using SupCon loss. 
+Usage can be found in the package docs. 
+The training config can be found in the repo with the name LT_training_config.json
+To replicate the training, you can download the file and specify the path in the config_path argument of the training function. You can also override the config by specifying the training_args argument.
+Here is an example. 
+
+
+```python
+
+##Consider the example in the paper that has a dataset of Mexican products and their tariff codes from 1947 and 1948 and we want train a model to link the two tariff codes.
+saved_model_path = train_model(
+        model_path="hiiamsid/sentence_similarity_spanish_es",
+        dataset_path=dataset_path,
+        left_col_names=["description47"],
+        right_col_names=['description48'],
+        left_id_name=['tariffcode47'],
+        right_id_name=['tariffcode48'],
+        log_wandb=False,
+        config_path=LINKAGE_CONFIG_PATH,
+        training_args={"num_epochs": 1}
+    )
+
+```
+
+
+You can also use this package for deduplication (clusters a df on the supplied key column). Merging a fine class (like product) to a coarse class (like HS code) is also possible.
+Read our paper and the documentation for more!
+
+
+
+## Evaluation Results
+
+<!--- Describe how your model was evaluated -->
+
+You can evaluate the model using the [LinkTransformer](https://github.com/dell-research-harvard/linktransformer) package's inference functions.
+We have provided a few datasets in the package for you to try out. We plan to host more datasets on Huggingface and our website (Coming soon) that you can take a look at.
+
+
+## Training
+The model was trained with the parameters:
+
+**DataLoader**:
+
+`torch.utils.data.dataloader.DataLoader` of length 98 with parameters:
+```
+{'batch_size': 64, 'sampler': 'torch.utils.data.dataloader._InfiniteConstantSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
+```
+
+**Loss**:
+
+`linktransformer.modified_sbert.losses.SupConLoss_wandb` 
+
+Parameters of the fit()-Method:
+```
+{
+    "epochs": 100,
+    "evaluation_steps": 980,
+    "evaluator": "sentence_transformers.evaluation.SequentialEvaluator.SequentialEvaluator",
+    "max_grad_norm": 1,
+    "optimizer_class": "<class 'torch.optim.adamw.AdamW'>",
+    "optimizer_params": {
+        "lr": 2e-06
+    },
+    "scheduler": "WarmupLinear",
+    "steps_per_epoch": null,
+    "warmup_steps": 9800,
+    "weight_decay": 0.01
+}
+```
+
+
+
+
+LinkTransformer(
+  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
+)
+```
+
+## Citing & Authors
+
+<!--- Describe where people can find more information -->

model/config.json

@@ -0,0 +1,31 @@
+{
+  "_name_or_path": "/root/.cache/torch/sentence_transformers/dell-research-harvard_lt-wikidata-comp-zh/",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.33.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}

model/config_sentence_transformers.json

@@ -0,0 +1,7 @@
+{
+  "__version__": {
+    "sentence_transformers": "2.1.0",
+    "transformers": "4.16.0",
+    "pytorch": "1.10.2"
+  }
+}

model/eval/Information-Retrieval_evaluation_eval_results.csv

@@ -0,0 +1,176 @@
+epoch,steps,cos_sim-Accuracy@1,cos_sim-Accuracy@3,cos_sim-Accuracy@5,cos_sim-Accuracy@10,cos_sim-Precision@1,cos_sim-Recall@1,cos_sim-Precision@3,cos_sim-Recall@3,cos_sim-Precision@5,cos_sim-Recall@5,cos_sim-Precision@10,cos_sim-Recall@10,cos_sim-MRR@10,cos_sim-NDCG@10,cos_sim-MAP@100
+0,-1,0.08982035928143713,0.12275449101796407,0.17664670658682635,0.25149700598802394,0.08982035928143713,0.046656686626746505,0.04890219560878243,0.0687125748502994,0.042514970059880246,0.11082834331337325,0.030239520958083837,0.15469061876247503,0.12606097329151222,0.10851051671495378,0.0875221686411317
+0,-1,0.25149700598802394,0.47604790419161674,0.5449101796407185,0.6796407185628742,0.25149700598802394,0.170786997433704,0.18063872255489022,0.31747219846022245,0.1317365269461078,0.3713145138294839,0.09191616766467067,0.4991873396065013,0.3801444729588441,0.36419554473163535,0.29843315091723144
+0,-1,0.23952095808383234,0.4101796407185629,0.4940119760479042,0.6287425149700598,0.23952095808383234,0.16751497005988025,0.15469061876247503,0.2717636156258911,0.1179640718562874,0.3332905617336755,0.08143712574850301,0.44152409466780723,0.34911605360707154,0.3286243174046031,0.2726339062214396
+1,-1,0.25149700598802394,0.4550898203592814,0.5389221556886228,0.6766467065868264,0.25149700598802394,0.17303250641573995,0.17365269461077845,0.3061448531508412,0.12994011976047903,0.36607499287140005,0.09041916167664671,0.490105503279156,0.3763686911890504,0.35943594768432846,0.29559807943087957
+2,-1,0.25748502994011974,0.4820359281437126,0.562874251497006,0.688622754491018,0.25748502994011974,0.17592671799258627,0.18463073852295406,0.3243584260051326,0.1407185628742515,0.3950171086398632,0.09461077844311376,0.5127601938979185,0.39214428286284575,0.3781438666143199,0.31320442971397155
+3,-1,0.2844311377245509,0.49700598802395207,0.5958083832335329,0.7095808383233533,0.2844311377245509,0.19488879384088964,0.19560878243512972,0.34107499287140003,0.15029940119760477,0.42081551183347593,0.10119760479041916,0.5372611919019105,0.4143439311852485,0.40190730317732476,0.3348008766394135
+4,-1,0.2934131736526946,0.5209580838323353,0.6137724550898204,0.7245508982035929,0.2934131736526946,0.19613629883090963,0.20558882235528939,0.3547975477616196,0.15449101796407183,0.4315440547476475,0.10449101796407186,0.5537781579697747,0.4289207299686342,0.413847885082392,0.34413817597925855
+0,-1,0.23652694610778444,0.40119760479041916,0.47305389221556887,0.6137724550898204,0.23652694610778444,0.1660179640718563,0.15069860279441116,0.26652409466780724,0.11317365269461077,0.3213145138294839,0.07874251497005987,0.4243085258055318,0.34198032506415743,0.3198127722101521,0.2666468888330536
+1,-1,0.23952095808383234,0.4041916167664671,0.4880239520958084,0.6287425149700598,0.23952095808383234,0.16751497005988025,0.1526946107784431,0.26926860564585114,0.11616766467065867,0.33129455374964356,0.08113772455089821,0.4410250926717993,0.3471271742229826,0.3270171146577819,0.2703548815878929
+2,-1,0.24251497005988024,0.4281437125748503,0.5149700598802395,0.6347305389221557,0.24251497005988024,0.16644568006843455,0.15968063872255486,0.2832406615340747,0.12275449101796407,0.3450171086398632,0.08203592814371256,0.4470131166238951,0.35734958654120325,0.3340359999352484,0.2779215853233021
+3,-1,0.24550898203592814,0.4311377245508982,0.5329341317365269,0.6586826347305389,0.24550898203592814,0.16943969204448245,0.16167664670658682,0.28508696891930424,0.1281437125748503,0.3640789848873682,0.08652694610778443,0.47049472483604216,0.36475144948198834,0.3460426436280828,0.2853247549044964
+4,-1,0.24850299401197604,0.46407185628742514,0.5419161676646707,0.6796407185628742,0.24850299401197604,0.172034502423724,0.17664670658682632,0.31123467351012263,0.1311377245508982,0.3705660108354719,0.09101796407185629,0.49459652124322784,0.37641383898868924,0.36118055190155424,0.29630797951632387
+5,-1,0.24251497005988024,0.47305389221556887,0.5508982035928144,0.6826347305389222,0.24251497005988024,0.16993869404049045,0.17864271457085826,0.31437838608497287,0.1335329341317365,0.3749073282007414,0.09311377245508982,0.5012831479897348,0.37783718277730255,0.36575352820170526,0.3002766003497081
+6,-1,0.25449101796407186,0.47604790419161674,0.5658682634730539,0.6916167664670658,0.25449101796407186,0.17867122897063017,0.18363273453093812,0.3213644140290847,0.1401197604790419,0.39227259766181927,0.09431137724550898,0.5121613915027089,0.3898560022811519,0.3773043150887565,0.3127685680592816
+7,-1,0.2694610778443114,0.47904191616766467,0.5748502994011976,0.6976047904191617,0.2694610778443114,0.18191474194468207,0.18263473053892212,0.3208654120330767,0.1437125748502994,0.400755631593955,0.0967065868263473,0.5219917308240661,0.4003944491968444,0.38539783297051067,0.3186470614674108
+8,-1,0.27245508982035926,0.5059880239520959,0.5988023952095808,0.7095808383233533,0.27245508982035926,0.18440975192472198,0.19660678642714569,0.34057599087539203,0.1497005988023952,0.41732249786142006,0.10059880239520956,0.5356144853150842,0.4077380952380951,0.395221420905657,0.32571240942843555
+9,-1,0.2904191616766467,0.49700598802395207,0.6047904191616766,0.7125748502994012,0.2904191616766467,0.19538779583689764,0.19560878243512972,0.3393284858853721,0.15389221556886226,0.42924864556601083,0.10209580838323351,0.5407043056743656,0.419657114342743,0.4043576442582497,0.33571398161420984
+10,-1,0.2844311377245509,0.5029940119760479,0.5988023952095808,0.7215568862275449,0.2844311377245509,0.1898987738808098,0.19760479041916168,0.343071000855432,0.15149700598802393,0.42356002281151983,0.10359281437125747,0.5448959224408326,0.41931494154548044,0.4054812367851748,0.33565110533439924
+11,-1,0.2964071856287425,0.5179640718562875,0.6107784431137725,0.7275449101796407,0.2964071856287425,0.1956372968349016,0.20259481037924149,0.35604505275163956,0.15449101796407183,0.4332905617336756,0.10508982035928142,0.552979754776162,0.4308644615530843,0.4144848324301939,0.34417937411456145
+12,-1,0.2994011976047904,0.5329341317365269,0.6197604790419161,0.7245508982035929,0.2994011976047904,0.19663530082691758,0.21057884231536925,0.3690191046478472,0.15688622754491016,0.4393071000855433,0.10538922155688624,0.5539777587681779,0.4341412413268701,0.41792975932607535,0.34940747551654894
+13,-1,0.31137724550898205,0.5419161676646707,0.6167664670658682,0.7335329341317365,0.31137724550898205,0.20461933276304534,0.2145708582834331,0.3731893356144853,0.1592814371257485,0.4416524094667807,0.10688622754491019,0.5630595950955233,0.44426622944587013,0.42602404883427575,0.3562585809312266
+14,-1,0.3023952095808383,0.5389221556886228,0.6197604790419161,0.7455089820359282,0.3023952095808383,0.20112631879098947,0.2125748502994012,0.37001710863986315,0.16167664670658682,0.44704163102366695,0.10808383233532932,0.5705446250356431,0.44167260716661916,0.4276570585401284,0.35649687882973297
+15,-1,0.30538922155688625,0.5538922155688623,0.6407185628742516,0.7485029940119761,0.30538922155688625,0.20037781579697744,0.219560878243513,0.382420872540633,0.1658682634730539,0.46251069289991453,0.1089820359281437,0.5727188480182491,0.44781983651744134,0.4325672869857704,0.3616127482066805
+16,-1,0.3263473053892216,0.5658682634730539,0.655688622754491,0.7514970059880239,0.3263473053892216,0.21110635871114913,0.2235528942115768,0.3924721984602224,0.16946107784431136,0.4730610208155118,0.11017964071856287,0.579205873966353,0.4632081075943353,0.4422917847313978,0.37068802191445815
+17,-1,0.33532934131736525,0.5718562874251497,0.6526946107784432,0.7514970059880239,0.33532934131736525,0.215597376675221,0.2265469061876247,0.39920872540633023,0.16946107784431136,0.4725620188195039,0.1089820359281437,0.5774593669803251,0.4686876247504991,0.44455571653843834,0.37519027163163826
+18,-1,0.344311377245509,0.5778443113772455,0.6586826347305389,0.7604790419161677,0.344311377245509,0.22033789563729686,0.23053892215568864,0.40369974337040204,0.17125748502994012,0.4781508411747933,0.11137724550898205,0.5860422013116624,0.47750095047999264,0.4525875822384779,0.38144864975090914
+19,-1,0.3652694610778443,0.5778443113772455,0.6616766467065869,0.7574850299401198,0.3652694610778443,0.23580695751354436,0.22954091816367267,0.40369974337040204,0.1718562874251497,0.48164385514684926,0.11137724550898202,0.5871400057028799,0.48993441688052486,0.46066018892484867,0.3916149970833144
+20,-1,0.3502994011976048,0.5808383233532934,0.6586826347305389,0.7604790419161677,0.3502994011976048,0.22782292557741662,0.2295409181636726,0.405695751354434,0.1724550898203593,0.48264185913886515,0.11197604790419163,0.586142001710864,0.48404144092766865,0.4585308211539381,0.3897708664388768
+21,-1,0.3532934131736527,0.5868263473053892,0.655688622754491,0.7664670658682635,0.3532934131736527,0.2283219275734246,0.23153692614770457,0.40918876532648985,0.17005988023952096,0.47690333618477326,0.11317365269461077,0.5968705446250356,0.4854909229160727,0.4618565219697521,0.3905249462085443
+22,-1,0.3562874251497006,0.6047904191616766,0.6646706586826348,0.7664670658682635,0.3562874251497006,0.2313159395494725,0.2405189620758483,0.4241588252067294,0.17365269461077845,0.48538637011690905,0.112874251497006,0.596022241231822,0.4916464689668284,0.4657157738848749,0.39602257369750554
+23,-1,0.3652694610778443,0.6017964071856288,0.6646706586826348,0.7694610778443114,0.3652694610778443,0.2402979754776162,0.23752495009980035,0.4219133162246934,0.17305389221556886,0.4828913601368691,0.11437125748502995,0.6001140575990875,0.49744796122041646,0.4718373833131239,0.40225130983474816
+24,-1,0.3562874251497006,0.6017964071856288,0.6706586826347305,0.7694610778443114,0.3562874251497006,0.2348089535215284,0.23852295409181634,0.4229113202167094,0.17544910179640716,0.4898773880809808,0.11526946107784432,0.6027801539777587,0.4944895922440834,0.4721176053038139,0.401747272023491
+25,-1,0.36227544910179643,0.6107784431137725,0.6736526946107785,0.7724550898203593,0.36227544910179643,0.23929997148560025,0.24351297405189615,0.4301468491588252,0.17664670658682635,0.4929712004562304,0.11467065868263472,0.6012831479897348,0.49970297500237637,0.47452315834201875,0.4057026156408883
+26,-1,0.36227544910179643,0.6077844311377245,0.6766467065868264,0.7754491017964071,0.36227544910179643,0.23880096948959226,0.24351297405189623,0.4297476475620188,0.17664670658682635,0.49247219846022233,0.11467065868263472,0.6012831479897348,0.4992063492063494,0.4741920999098493,0.40574727130629384
+27,-1,0.36826347305389223,0.6107784431137725,0.6796407185628742,0.7874251497005988,0.36826347305389223,0.24628599942971202,0.2445109780439122,0.43174365554605076,0.17544910179640716,0.4896278870829769,0.11646706586826347,0.6097661819218706,0.5045444824636441,0.48044720991234585,0.41035931709438667
+28,-1,0.3712574850299401,0.6137724550898204,0.6826347305389222,0.781437125748503,0.3712574850299401,0.24803250641573998,0.24451097804391214,0.4311662389506701,0.1784431137724551,0.4946179070430568,0.11437125748502995,0.600755631593955,0.5042629027658968,0.47733643785852137,0.410901731961415
+29,-1,0.37425149700598803,0.6167664670658682,0.6856287425149701,0.7874251497005988,0.37425149700598803,0.24628599942971202,0.24351297405189623,0.42966923296264614,0.17604790419161676,0.4916238950670089,0.11497005988023953,0.6073210721414314,0.5089642144282863,0.47954943151920293,0.41009292732422525
+0,-1,0.23353293413173654,0.4161676646706587,0.48502994011976047,0.6107784431137725,0.23353293413173654,0.1649201596806387,0.15668662674650696,0.2759267179925863,0.11676646706586827,0.3297975477616196,0.07964071856287426,0.43269175933846593,0.34172607166619134,0.3237528811974349,0.26879159131704145
+1,-1,0.23053892215568864,0.40718562874251496,0.4880239520958084,0.6227544910179641,0.23053892215568864,0.16392215568862276,0.15369261477045906,0.27283290561733675,0.11616766467065867,0.33029654975762757,0.08173652694610778,0.44391930424864556,0.34114865507081066,0.3272336901490345,0.269595806332877
+2,-1,0.23353293413173654,0.4221556886227545,0.4940119760479042,0.6197604790419161,0.23353293413173654,0.16452095808383235,0.15868263473053892,0.2792486455660108,0.11736526946107785,0.3337895637296835,0.08173652694610778,0.4469133162246935,0.3469442068244462,0.33093244635567076,0.27406955345647493
+3,-1,0.23952095808383234,0.4311377245508982,0.5089820359281437,0.6287425149700598,0.23952095808383234,0.16644568006843455,0.16067864271457083,0.28383946392928433,0.12035928143712575,0.34426860564585116,0.08293413173652694,0.4521528371827773,0.35565297975477606,0.33642465296791013,0.2789468240545737
+4,-1,0.24251497005988024,0.4431137724550898,0.5269461077844312,0.6467065868263473,0.24251497005988024,0.16943969204448245,0.16467065868263472,0.293819503849444,0.12634730538922154,0.36273167949814655,0.08622754491017964,0.4674009124607927,0.3630429616956563,0.3466198620515188,0.28708630247331784
+5,-1,0.23652694610778444,0.4550898203592814,0.5449101796407185,0.6616766467065869,0.23652694610778444,0.16584687767322498,0.16966067864271453,0.30180353578557173,0.1311377245508982,0.3764542343883661,0.08832335329341318,0.48102366695181065,0.36662864746697077,0.3530022684745958,0.29134384754099385
+6,-1,0.24251497005988024,0.47305389221556887,0.5508982035928144,0.6796407185628742,0.24251497005988024,0.16958939264328485,0.17664670658682632,0.3110350727117195,0.13353293413173653,0.3797975477616196,0.09221556886227546,0.4999857428001141,0.37996150556030805,0.366091783136623,0.3003562054393745
+7,-1,0.23652694610778444,0.47604790419161674,0.5658682634730539,0.6946107784431138,0.23652694610778444,0.16569717707442258,0.17964071856287425,0.3176218990590248,0.1377245508982036,0.3880310806957513,0.09371257485029941,0.5104647847162818,0.3816652409466781,0.3700149982172432,0.30223078611667864
+8,-1,0.24251497005988024,0.4880239520958084,0.5748502994011976,0.7005988023952096,0.24251497005988024,0.17018819503849444,0.18762475049900196,0.3290989449672085,0.1413173652694611,0.39616481323068153,0.09550898203592814,0.5186983176504135,0.3893272977853816,0.37882657109774687,0.3115446898911631
+9,-1,0.2634730538922156,0.49101796407185627,0.5838323353293413,0.7095808383233533,0.2634730538922156,0.184160250926718,0.18962075848303392,0.3328414599372683,0.1437125748502994,0.4043983461648133,0.09700598802395209,0.5262831479897349,0.4038280581693754,0.3901120001310258,0.32333345145194076
+10,-1,0.281437125748503,0.49101796407185627,0.592814371257485,0.7095808383233533,0.281437125748503,0.19763330481893357,0.18962075848303395,0.3313444539492444,0.1467065868263473,0.414128885086969,0.09910179640718564,0.5328699743370402,0.4131689002946487,0.3988121612204653,0.3316211812041576
+11,-1,0.2874251497005988,0.5,0.5988023952095808,0.7095808383233533,0.2874251497005988,0.1998788138009695,0.19461077844311378,0.3383304818933561,0.14850299401197603,0.41886940404904477,0.10029940119760479,0.5364627887082978,0.41855812185153496,0.40362318548481646,0.336609317604437
+12,-1,0.2934131736526946,0.5,0.5988023952095808,0.7095808383233533,0.2934131736526946,0.20137581978899347,0.19461077844311378,0.34107499287140003,0.15149700598802393,0.42470772740233814,0.10089820359281439,0.536662389506701,0.4224954852200361,0.406303277824554,0.34085169059329457
+13,-1,0.2964071856287425,0.49101796407185627,0.5988023952095808,0.7245508982035929,0.2964071856287425,0.20087681779298544,0.19161676646706588,0.3363344739093242,0.15149700598802393,0.4227117194183063,0.10269461077844311,0.5473909324208726,0.42650888698792894,0.4105588758859134,0.3421010347716981
+14,-1,0.2934131736526946,0.5149700598802395,0.6107784431137725,0.7275449101796407,0.2934131736526946,0.19788280581693754,0.20059880239520958,0.3465640148274879,0.15269461077844312,0.4272027373823782,0.10329341317365269,0.55098374679213,0.42931161486550695,0.4127056691207134,0.3436953728279248
+15,-1,0.3023952095808383,0.5329341317365269,0.6317365269461078,0.7305389221556886,0.3023952095808383,0.19863130881094954,0.20758483033932135,0.3590390647276875,0.15748502994011976,0.4446678072426576,0.10568862275449101,0.560165383518677,0.43788138009694894,0.4194866214157566,0.3476293187159807
+16,-1,0.2994011976047904,0.5389221556886228,0.625748502994012,0.7425149700598802,0.2994011976047904,0.19713430282292557,0.21357285429141715,0.3667023096663815,0.15868263473053892,0.4448460222412318,0.10778443113772455,0.5719917308240662,0.4372825777017393,0.4234279512437589,0.3489486436070321
+17,-1,0.3083832335329341,0.5419161676646707,0.6317365269461078,0.7455089820359282,0.3083832335329341,0.20387082976903337,0.21357285429141715,0.36620330767037357,0.16227544910179637,0.4509338465925293,0.10868263473053891,0.5725905332192758,0.44347614295219084,0.4277702752874449,0.3540158817412396
+18,-1,0.3143712574850299,0.5449101796407185,0.6467065868263473,0.7485029940119761,0.3143712574850299,0.20486883376104936,0.2155688622754491,0.3702666096378671,0.16467065868263472,0.4614841745081266,0.1092814371257485,0.5761833475905332,0.4490804106073567,0.43216233716100133,0.35865137814208203
+19,-1,0.30538922155688625,0.5449101796407185,0.6526946107784432,0.7514970059880239,0.30538922155688625,0.19788280581693754,0.21656686626746505,0.374508126603935,0.16706586826347306,0.46832050185343593,0.10988023952095807,0.5791773595665811,0.44688836612489313,0.43229100535998055,0.35814782839320086
+20,-1,0.3143712574850299,0.5538922155688623,0.6497005988023952,0.7574850299401198,0.3143712574850299,0.20611633875106933,0.21956087824351295,0.3834901625320787,0.1664670658682635,0.46632449386940406,0.11047904191616766,0.580674365554605,0.4545527991635776,0.43810023142853044,0.3652079396164758
+21,-1,0.31736526946107785,0.5479041916167665,0.6526946107784432,0.7544910179640718,0.31736526946107785,0.2066153407470773,0.217564870259481,0.3812446535500428,0.16706586826347306,0.4705660108354719,0.11047904191616766,0.580674365554605,0.4560260431517916,0.4392375131003153,0.3670983150802624
+22,-1,0.32934131736526945,0.5538922155688623,0.655688622754491,0.7514970059880239,0.32934131736526945,0.2136013686911891,0.22055888223552897,0.38598517251211867,0.16766467065868262,0.4725620188195039,0.11107784431137725,0.5810236669518107,0.4636857237905142,0.44403137893622924,0.37262152915629226
+23,-1,0.32934131736526945,0.5688622754491018,0.655688622754491,0.7574850299401198,0.32934131736526945,0.21285286569717712,0.2265469061876247,0.39771171941830624,0.1682634730538922,0.47206301682349583,0.11107784431137725,0.5820216709438266,0.4642678927858569,0.4443728449902535,0.373032981150344
+24,-1,0.3323353293413174,0.5778443113772455,0.6526946107784432,0.7604790419161677,0.3323353293413174,0.216595380667237,0.2295409181636726,0.40569575135443403,0.1688622754491018,0.47176361562589103,0.11077844311377245,0.5832691759338466,0.46939929664480573,0.4480956038552991,0.3780844894781988
+25,-1,0.33532934131736525,0.5808383233532934,0.6526946107784432,0.7694610778443114,0.33532934131736525,0.21809238665526096,0.23053892215568864,0.4062945537496436,0.16766467065868262,0.4692686056458511,0.112874251497006,0.5943470202452238,0.4749287140005706,0.4545723168737948,0.3816697802272203
+26,-1,0.3383233532934132,0.5778443113772455,0.655688622754491,0.7664670658682635,0.3383233532934132,0.22183490162532082,0.23153692614770457,0.40779155973766756,0.1694610778443114,0.475256629597947,0.112874251497006,0.5933490162532079,0.47718253968253993,0.45688015183698083,0.38583467834844976
+27,-1,0.3502994011976048,0.5868263473053892,0.6646706586826348,0.7634730538922155,0.3502994011976048,0.22682492158540063,0.23552894211576844,0.41477758768177936,0.1724550898203593,0.48074565155403487,0.112874251497006,0.5928500142571999,0.4861812090105505,0.4612098366784061,0.3908247804116892
+28,-1,0.3473053892215569,0.5838323353293413,0.6706586826347305,0.7694610778443114,0.3473053892215569,0.2263259195893927,0.23453093812375247,0.4132805816937554,0.17365269461077845,0.48284145993726835,0.11287425149700597,0.5949458226404334,0.48523785761809735,0.4611989856506251,0.3903163335829716
+29,-1,0.3473053892215569,0.5808383233532934,0.6676646706586826,0.7694610778443114,0.3473053892215569,0.2263259195893927,0.23253493013972054,0.40779155973766756,0.1724550898203593,0.47785143997718843,0.11347305389221558,0.5951240376390077,0.48537448911700437,0.46150200681055903,0.39027454429335656
+30,-1,0.3562874251497006,0.5868263473053892,0.6676646706586826,0.7724550898203593,0.3562874251497006,0.23281294553749646,0.23353293413173654,0.4130310806957514,0.17185628742514972,0.4800969489592244,0.11377245508982035,0.5974408326204733,0.4925684345594527,0.46649730888391044,0.3957819412273773
+31,-1,0.36227544910179643,0.5958083832335329,0.6766467065868264,0.7694610778443114,0.36227544910179643,0.2373039635015683,0.23652694610778444,0.41852010265183925,0.1754491017964072,0.48576418591388654,0.11347305389221557,0.5956230396350156,0.4981406235148752,0.46992680275396076,0.40099950634752995
+32,-1,0.3592814371257485,0.6017964071856288,0.6706586826347305,0.7694610778443114,0.3592814371257485,0.2353079555175364,0.23952095808383234,0.425007128599943,0.17245508982035926,0.4823424579412603,0.11287425149700597,0.5936983176504135,0.4972899439216806,0.4687527337638704,0.4008983548697134
+33,-1,0.3592814371257485,0.6077844311377245,0.6856287425149701,0.7754491017964071,0.3592814371257485,0.2378029654975763,0.23952095808383234,0.42775163957798695,0.17724550898203595,0.494069004847448,0.112874251497006,0.5964428286284574,0.4996578272027375,0.47146168987894765,0.4040956294626818
+34,-1,0.36227544910179643,0.6107784431137725,0.6916167664670658,0.7784431137724551,0.36227544910179643,0.2383019674935843,0.2405189620758483,0.4309951525520388,0.17784431137724552,0.4983105218135158,0.11377245508982035,0.6000356429997149,0.5024082786807339,0.47431716717777134,0.4061850691730834
+35,-1,0.3772455089820359,0.6167664670658682,0.6976047904191617,0.7934131736526946,0.3772455089820359,0.24778300541773596,0.24351297405189623,0.4347376675220987,0.17964071856287425,0.5013045337895637,0.11616766467065867,0.6135086968919304,0.5125712859994298,0.48380536711090194,0.4126346376513714
+36,-1,0.38323353293413176,0.6137724550898204,0.6976047904191617,0.7844311377245509,0.38323353293413176,0.2517750213857999,0.24251497005988024,0.43024664955802683,0.1784431137724551,0.49970772740233815,0.11586826347305387,0.6095166809238666,0.5154536165763712,0.4839572637040662,0.413874877648753
+37,-1,0.3772455089820359,0.6107784431137725,0.7035928143712575,0.7874251497005988,0.3772455089820359,0.2490305104077559,0.24151696606786424,0.43081693755346456,0.18083832335329342,0.5079412603364699,0.11616766467065867,0.6110136869118905,0.5125225738998195,0.4837417569088976,0.4135272683912485
+38,-1,0.3772455089820359,0.6197604790419161,0.6946107784431138,0.7844311377245509,0.3772455089820359,0.24977901340176786,0.2435129740518962,0.4348089535215284,0.18023952095808385,0.5031223267750214,0.1155688622754491,0.6067721699458226,0.5125558406995532,0.4828872222918785,0.4143093029948894
+39,-1,0.38023952095808383,0.6077844311377245,0.6916167664670658,0.7844311377245509,0.38023952095808383,0.25252352437981185,0.23952095808383234,0.42732392358140864,0.17904191616766466,0.5015255203877957,0.1158682634730539,0.608917878528657,0.5120663435034692,0.48330346635047844,0.41444341339785795
+40,-1,0.38622754491017963,0.6107784431137725,0.6856287425149701,0.7844311377245509,0.38622754491017963,0.2570145423438837,0.24151696606786424,0.42867122897063015,0.17904191616766466,0.4999572284003421,0.11526946107784432,0.606422868548617,0.5150805531793556,0.48442530268216416,0.41740644293000956
+41,-1,0.38622754491017963,0.6047904191616766,0.6916167664670658,0.7904191616766467,0.38622754491017963,0.2535215283718278,0.23952095808383234,0.42657542058739667,0.181437125748503,0.5041987453664101,0.1161676646706587,0.6125106928999144,0.514832240281342,0.4853220353422417,0.41628729339486653
+42,-1,0.38622754491017963,0.6167664670658682,0.6946107784431138,0.7874251497005988,0.38622754491017963,0.2560165383518677,0.24251497005988024,0.433910749928714,0.18263473053892215,0.5076917593384659,0.11616766467065867,0.6080196749358426,0.5161819218705446,0.4856097273718051,0.4178300098582407
+43,-1,0.38922155688622756,0.6197604790419161,0.7005988023952096,0.7904191616766467,0.38922155688622756,0.2550185343598517,0.24151696606786424,0.4301682349586541,0.18203592814371256,0.505695751354434,0.11676646706586827,0.6134088964927289,0.5202083927383327,0.48790316092576214,0.4178617745842753
+44,-1,0.39820359281437123,0.6047904191616766,0.6976047904191617,0.7934131736526946,0.39820359281437123,0.26175506130595955,0.23852295409181634,0.4219347020245224,0.181437125748503,0.505695751354434,0.11676646706586827,0.6141573994867409,0.5237596236099229,0.49014823535541896,0.42102972325501253
+45,-1,0.39221556886227543,0.6077844311377245,0.6946107784431138,0.7904191616766467,0.39221556886227543,0.2577630453378957,0.23752495009980037,0.4206871970345024,0.18083832335329342,0.5034502423723981,0.11706586826347304,0.6122611919019105,0.5196404809428762,0.4878136831905442,0.4184920284201723
+46,-1,0.39820359281437123,0.6077844311377245,0.7005988023952096,0.7994011976047904,0.39820359281437123,0.26350156829198745,0.23652694610778444,0.4206871970345024,0.18383233532934132,0.5079412603364699,0.11826347305389222,0.6217422298260622,0.5232083452143331,0.49224076108918696,0.4206807847787355
+47,-1,0.4041916167664671,0.6077844311377245,0.7005988023952096,0.8053892215568862,0.4041916167664671,0.2717351012261192,0.23752495009980037,0.42018819503849447,0.18263473053892215,0.5095095523239236,0.11916167664670659,0.6229897348160821,0.5259469156924246,0.49569785015796086,0.4243819730933414
+48,-1,0.4041916167664671,0.6137724550898204,0.7065868263473054,0.8023952095808383,0.4041916167664671,0.2697390932420873,0.23952095808383234,0.42467921300256634,0.18383233532934135,0.5120045623039635,0.11856287425149702,0.6227402338180782,0.532277112441783,0.4983386713632426,0.42757644027849495
+49,-1,0.39820359281437123,0.6197604790419161,0.7035928143712575,0.7994011976047904,0.39820359281437123,0.2652480752780154,0.2435129740518962,0.4294197319646421,0.18263473053892215,0.5090105503279156,0.11826347305389222,0.6187482178500142,0.5271005607831954,0.49437999542957656,0.42391824182295956
+0,-1,0.23353293413173654,0.41317365269461076,0.47904191616766467,0.6137724550898204,0.23353293413173654,0.1649201596806387,0.15568862275449102,0.27442971200456234,0.11556886227544909,0.32530652979754776,0.07994011976047904,0.4341887653264899,0.3413399391692804,0.32383395560819567,0.26812534891302114
+1,-1,0.23053892215568864,0.4101796407185629,0.4880239520958084,0.6167664670658682,0.23053892215568864,0.16392215568862276,0.15469061876247503,0.2743299116053607,0.11676646706586827,0.3302965497576276,0.08053892215568861,0.4361847733105218,0.34078628457370963,0.32466620928926754,0.268736761484698
+2,-1,0.23053892215568864,0.40718562874251496,0.4880239520958084,0.625748502994012,0.23053892215568864,0.16392215568862276,0.15369261477045906,0.27283290561733675,0.11616766467065867,0.33029654975762757,0.08203592814371256,0.4469133162246935,0.3419042866647656,0.32824261499304824,0.26992250543534196
+3,-1,0.23353293413173654,0.4161676646706587,0.49101796407185627,0.6227544910179641,0.23353293413173654,0.16452095808383235,0.15668662674650696,0.2773239235814086,0.11676646706586827,0.3322925577416595,0.08203592814371256,0.4484103222127174,0.3453545290371636,0.3303708102267633,0.27265036659862224
+4,-1,0.23952095808383234,0.4251497005988024,0.5,0.6227544910179641,0.23952095808383234,0.1690119760479042,0.15868263473053892,0.28174365554605074,0.11916167664670659,0.33877958368976335,0.08203592814371256,0.4481608212147135,0.35343836137249296,0.3347782264386494,0.27866050947291926
+5,-1,0.23952095808383234,0.44011976047904194,0.5119760479041916,0.6377245508982036,0.23952095808383234,0.16644568006843455,0.16367265469061876,0.2898274878813801,0.12095808383233532,0.349258625605931,0.08443113772455091,0.4601368691189051,0.358265611633875,0.34019926089346925,0.2805797797339779
+6,-1,0.23952095808383234,0.4431137724550898,0.5299401197604791,0.6437125748502994,0.23952095808383234,0.16644568006843455,0.16467065868263472,0.293819503849444,0.12634730538922154,0.3649771884801825,0.08562874251497006,0.4638080980895352,0.36157209390742334,0.34440255843046147,0.2854217559885521
+7,-1,0.23652694610778444,0.45209580838323354,0.5389221556886228,0.655688622754491,0.23652694610778444,0.16584687767322498,0.1686626746506986,0.30080553179355574,0.12994011976047903,0.37346022241231824,0.08712574850299401,0.4742871400057029,0.36375106928999135,0.3492866900522228,0.2888623575875896
+8,-1,0.24251497005988024,0.46107784431137727,0.5479041916167665,0.6706586826347305,0.24251497005988024,0.16958939264328485,0.1716566866267465,0.30429854576561166,0.13233532934131736,0.380695751354434,0.08922155688622754,0.4832691759338466,0.3726713240186294,0.3569850812393339,0.2953398380540152
+9,-1,0.23952095808383234,0.47305389221556887,0.5538922155688623,0.6796407185628742,0.23952095808383234,0.16659538066723695,0.17564870259481036,0.3105360707157115,0.1341317365269461,0.38279155973766754,0.09191616766467067,0.49848873681209016,0.37638651268890794,0.3635484506589034,0.2977523551376881
+10,-1,0.24550898203592814,0.47604790419161674,0.562874251497006,0.6916167664670658,0.24550898203592814,0.1681921870544625,0.17964071856287425,0.31537639007698887,0.1377245508982036,0.3897775876817793,0.09341317365269461,0.5089677787282578,0.3845879669232963,0.3698666633634877,0.301930152473055
+11,-1,0.23353293413173654,0.4820359281437126,0.5718562874251497,0.6976047904191617,0.23353293413173654,0.16270316509837468,0.18063872255489022,0.31687339606501286,0.1401197604790419,0.3946678072426576,0.09431137724550898,0.5134587966923296,0.38278205493774353,0.371465876962606,0.30299753159817167
+12,-1,0.24850299401197604,0.48502994011976047,0.5808383233532934,0.7065868263473054,0.24850299401197604,0.17268320501853435,0.18662674650698602,0.3273524379811805,0.1431137724550898,0.40140433418876537,0.09610778443113772,0.522291132021671,0.39383851344929177,0.3815746101239838,0.31337320568895466
+13,-1,0.2634730538922156,0.49101796407185627,0.5868263473053892,0.7095808383233533,0.2634730538922156,0.18465925292272595,0.18862275449101795,0.3313444539492444,0.14431137724550896,0.40589535215283723,0.0967065868263473,0.5238879384088965,0.40326133447390905,0.38879742541802365,0.322397263398028
+14,-1,0.2694610778443114,0.4880239520958084,0.5868263473053892,0.7125748502994012,0.2694610778443114,0.19064727687482177,0.18662674650698602,0.3268534359851725,0.144311377245509,0.4066438551468492,0.09850299401197604,0.5326204733390362,0.4061626746506985,0.3938923195156503,0.32582002753671907
+15,-1,0.2844311377245509,0.49101796407185627,0.5958083832335329,0.7155688622754491,0.2844311377245509,0.1968848018249216,0.18862275449101792,0.3303464499572284,0.14850299401197603,0.4181209010550328,0.09970059880239521,0.537360992301112,0.4154013401767892,0.4004046218000763,0.3318593222457271
+16,-1,0.281437125748503,0.49101796407185627,0.5898203592814372,0.7095808383233533,0.281437125748503,0.1938907898488737,0.19061876247504989,0.33259195893926435,0.1467065868263473,0.4151268890789849,0.09970059880239521,0.5349657827202738,0.41482748788138013,0.40018177775294134,0.33303797645011984
+17,-1,0.2844311377245509,0.49700598802395207,0.5958083832335329,0.7125748502994012,0.2844311377245509,0.19239378386084974,0.1936127744510978,0.3360849729113202,0.15029940119760477,0.42061591103507273,0.10089820359281439,0.5375605930995153,0.4188848493489212,0.4029094307691254,0.33527805993630855
+18,-1,0.2844311377245509,0.49700598802395207,0.5958083832335329,0.7155688622754491,0.2844311377245509,0.1938907898488737,0.19361277445109779,0.34007698887938403,0.1497005988023952,0.4181209010550328,0.10119760479041916,0.5396564014827488,0.4190107879479136,0.4042172897174498,0.33711032548496495
+19,-1,0.2904191616766467,0.5059880239520959,0.6077844311377245,0.7245508982035929,0.2904191616766467,0.1933917878528657,0.19461077844311378,0.341573994867408,0.15209580838323353,0.42770173937838607,0.10269461077844311,0.5469917308240662,0.4241041726071666,0.4075856707654034,0.33756476996715135
+20,-1,0.2904191616766467,0.5089820359281437,0.6227544910179641,0.7305389221556886,0.2904191616766467,0.1933917878528657,0.19760479041916168,0.34357000285143996,0.15508982035928143,0.43843028229255776,0.10359281437125747,0.552480752780154,0.42692472198460224,0.4111058259445484,0.34014582005263805
+21,-1,0.2904191616766467,0.5209580838323353,0.6227544910179641,0.7335329341317365,0.2904191616766467,0.1928927858568577,0.20059880239520958,0.34631451382948386,0.15568862275449102,0.4399272882805817,0.10449101796407187,0.5584687767322498,0.4304486265564108,0.4141409221020548,0.34181586351009247
+22,-1,0.2964071856287425,0.5239520958083832,0.6167664670658682,0.7365269461077845,0.2964071856287425,0.19414029084687767,0.20259481037924149,0.3508055317935557,0.15628742514970062,0.43867978329056173,0.10658682634730537,0.5667522098659823,0.4330683870354527,0.41814866940384415,0.3437935561160575
+23,-1,0.3023952095808383,0.5419161676646707,0.625748502994012,0.7425149700598802,0.3023952095808383,0.19813230681494157,0.20858283433133729,0.36128457370972344,0.15748502994011973,0.44142429426860563,0.10688622754491019,0.5662532078699744,0.43995105028039144,0.4215566141350409,0.34773649188875894
+24,-1,0.3023952095808383,0.5359281437125748,0.6347305389221557,0.7395209580838323,0.3023952095808383,0.19813230681494157,0.21057884231536925,0.3642785856857713,0.16047904191616766,0.45100513259195896,0.10808383233532935,0.5713430282292558,0.4381391977948864,0.42371563595302764,0.34917532392503237
+25,-1,0.30538922155688625,0.5419161676646707,0.6377245508982036,0.7395209580838323,0.30538922155688625,0.19962931280296553,0.2135728542914172,0.3702666096378672,0.16167664670658682,0.4529298545765611,0.10778443113772455,0.5698460222412318,0.4414290466685675,0.42548844647552225,0.3525094690947497
+26,-1,0.3023952095808383,0.5389221556886228,0.6437125748502994,0.7485029940119761,0.3023952095808383,0.19863130881094954,0.2125748502994012,0.3677715996578272,0.16287425149700602,0.45883946392928426,0.1092814371257485,0.5764328485885373,0.44160726166714187,0.42861860105850386,0.3544950987585605
+27,-1,0.3023952095808383,0.5479041916167665,0.6377245508982036,0.7514970059880239,0.3023952095808383,0.19713430282292557,0.2155688622754491,0.3767536355859709,0.16347305389221556,0.4580909609352723,0.1092814371257485,0.5754348445965213,0.4431874346545004,0.4288585685988966,0.3552631741794207
+28,-1,0.31137724550898205,0.5449101796407185,0.6407185628742516,0.7574850299401198,0.31137724550898205,0.20461933276304536,0.2155688622754491,0.37375962360992304,0.16407185628742513,0.45958796692329623,0.10988023952095809,0.5761833475905332,0.44930020910559826,0.432750676918633,0.35991325893144466
+29,-1,0.31736526946107785,0.5508982035928144,0.6437125748502994,0.7514970059880239,0.31736526946107785,0.20836184773310526,0.21656686626746505,0.37825064157399485,0.16526946107784432,0.4650769888793841,0.10988023952095809,0.5746863416025093,0.45425696226594425,0.43620679873147783,0.36495359375255365
+30,-1,0.3143712574850299,0.5568862275449101,0.6467065868263473,0.7574850299401198,0.3143712574850299,0.2048688337610493,0.218562874251497,0.3842386655260907,0.16646706586826346,0.4690690048474479,0.11077844311377245,0.5787781579697747,0.4556256534549946,0.4381582881888517,0.365775195335146
+31,-1,0.3203592814371258,0.5538922155688623,0.6437125748502994,0.7544910179640718,0.3203592814371258,0.2088608497291132,0.218562874251497,0.3827416595380667,0.1658682634730539,0.4661747932706017,0.11077844311377245,0.5800256629597947,0.4579460127364319,0.4400005696646867,0.3680706814088529
+32,-1,0.32335329341317365,0.562874251497006,0.6497005988023952,0.7544910179640718,0.32335329341317365,0.21035785571713717,0.22255489021956087,0.38947818648417454,0.16766467065868262,0.4701668092386655,0.11047904191616766,0.5779583689763331,0.46279940119760465,0.4423541620580873,0.37190641421082843
+33,-1,0.33532934131736525,0.562874251497006,0.655688622754491,0.7544910179640718,0.33532934131736525,0.21335186769318507,0.2215568862275449,0.3902266894781865,0.16766467065868262,0.47076561163387504,0.11077844311377245,0.5794553749643571,0.4695062256439502,0.4450100326979937,0.3737978304692412
+34,-1,0.32934131736526945,0.5778443113772455,0.6526946107784432,0.7544910179640718,0.32934131736526945,0.21035785571713717,0.22854291417165667,0.40170373538637016,0.16766467065868262,0.4687696036498432,0.11107784431137725,0.5785571713715426,0.4689644520482844,0.4452607719310157,0.37474130681575946
+35,-1,0.32934131736526945,0.5808383233532934,0.6526946107784432,0.7664670658682635,0.32934131736526945,0.2088608497291132,0.23153692614770463,0.4072925577416595,0.1682634730538922,0.47176361562589114,0.1125748502994012,0.5885372112917023,0.46976641954186865,0.4485502441548498,0.37548798754023177
+36,-1,0.3323353293413174,0.5868263473053892,0.655688622754491,0.7694610778443114,0.3323353293413174,0.21035785571713717,0.23353293413173654,0.4117835757057314,0.16886227544910182,0.473260621613915,0.1125748502994012,0.591852010265184,0.47321785001425737,0.4512037274015113,0.3776699074801895
+37,-1,0.33532934131736525,0.5838323353293413,0.6586826347305389,0.7664670658682635,0.33532934131736525,0.21335186769318507,0.23453093812375253,0.4132805816937553,0.1694610778443114,0.4762546335899629,0.1122754491017964,0.591103507271172,0.47587681779298574,0.45366446436935415,0.3818154327426275
+38,-1,0.33532934131736525,0.5838323353293413,0.6616766467065869,0.7664670658682635,0.33532934131736525,0.21335186769318507,0.23153692614770457,0.40878956372968345,0.17065868263473055,0.4783504419731965,0.1122754491017964,0.591103507271172,0.4769793745841652,0.45396121928068744,0.3819696030250944
+39,-1,0.3383233532934132,0.5778443113772455,0.6586826347305389,0.7664670658682635,0.3383233532934132,0.21933989164528087,0.2295409181636726,0.4062945537496436,0.17005988023952096,0.4776019389791845,0.112874251497006,0.5936983176504135,0.4791797357665623,0.45741591530694026,0.38598837749676634
+40,-1,0.3413173652694611,0.5808383233532934,0.6616766467065869,0.7694610778443114,0.3413173652694611,0.22083689763330483,0.23153692614770457,0.41078557171371544,0.17125748502994012,0.4795979469632164,0.11317365269461077,0.5969418306244654,0.4804213002566297,0.45910292622481613,0.3871892762142775
+41,-1,0.3473053892215569,0.5808383233532934,0.6646706586826348,0.7724550898203593,0.3473053892215569,0.2253279155973767,0.23153692614770457,0.41078557171371544,0.1718562874251497,0.4810949529512404,0.11347305389221557,0.5979398346164814,0.4857035928143713,0.46271111966727063,0.39126591301611524
+42,-1,0.3562874251497006,0.5898203592814372,0.6706586826347305,0.7694610778443114,0.3562874251497006,0.2313159395494725,0.23453093812375253,0.41827060165383523,0.17305389221556886,0.48458796692329625,0.11287425149700597,0.5959438266324494,0.4922322022621424,0.46607748572874735,0.39647080062653656
+43,-1,0.3473053892215569,0.5898203592814372,0.6766467065868264,0.7724550898203593,0.3473053892215569,0.2253279155973767,0.23453093812375247,0.4152765896777873,0.17485029940119762,0.4898274878813801,0.11287425149700597,0.5954448246364414,0.4885764185913886,0.46369480066156354,0.3937933361607687
+44,-1,0.3562874251497006,0.5958083832335329,0.6826347305389222,0.7694610778443114,0.3562874251497006,0.23281294553749646,0.23552894211576844,0.41951810664385525,0.17604790419161676,0.4918234958654121,0.11347305389221558,0.5979398346164814,0.4951050280391598,0.4686599873138014,0.3989981003500452
+45,-1,0.36227544910179643,0.6047904191616766,0.6916167664670658,0.7754491017964071,0.36227544910179643,0.23630595950955235,0.23852295409181634,0.42251211861990307,0.17784431137724552,0.4973125178214998,0.11437125748502995,0.6039278585685772,0.49927288280581694,0.4722957633157159,0.4011109845271927
+46,-1,0.36227544910179643,0.5988023952095808,0.6916167664670658,0.7844311377245509,0.36227544910179643,0.2348089535215284,0.23752495009980037,0.42101511263187913,0.17844311377245511,0.5015540347875678,0.11497005988023953,0.6066723695466211,0.4996186199030511,0.4729852739103013,0.4010814504162307
+47,-1,0.3592814371257485,0.5988023952095808,0.7005988023952096,0.781437125748503,0.3592814371257485,0.2348089535215284,0.23752495009980037,0.42351012261191906,0.18083832335329342,0.5052965497576276,0.11526946107784432,0.607420872540633,0.4981216139150272,0.47362979918011355,0.4020912632324351
+48,-1,0.36227544910179643,0.5958083832335329,0.7005988023952096,0.7844311377245509,0.36227544910179643,0.23630595950955235,0.23552894211576844,0.42158540062731675,0.18083832335329342,0.5067935557456515,0.11556886227544909,0.607670373538637,0.5005750403953999,0.4753229266061387,0.4036129810413237
+49,-1,0.36227544910179643,0.5958083832335329,0.6976047904191617,0.7904191616766467,0.36227544910179643,0.23580695751354436,0.23552894211576844,0.42018819503849447,0.1808383233532934,0.5047975477616196,0.11646706586826347,0.6116623895067008,0.49976000380192015,0.47563144638971794,0.4027848374422679
+50,-1,0.3652694610778443,0.6077844311377245,0.7005988023952096,0.7874251497005988,0.3652694610778443,0.2380524664955803,0.23952095808383234,0.4231822070145424,0.181437125748503,0.5062945537496435,0.11526946107784432,0.608169375534645,0.5031698507746414,0.47582819957937444,0.4043346041069188
+51,-1,0.36227544910179643,0.6047904191616766,0.6946107784431138,0.7904191616766467,0.36227544910179643,0.23655546050755633,0.23752495009980043,0.42211291702309667,0.18023952095808385,0.5018035357855717,0.1158682634730539,0.6092671799258625,0.5024546145803632,0.475302251336241,0.403245593382371
+52,-1,0.36826347305389223,0.6047904191616766,0.6946107784431138,0.7874251497005988,0.36826347305389223,0.23880096948959226,0.23752495009980043,0.4216852010265184,0.18083832335329342,0.5055460507556315,0.1155688622754491,0.6091673795266609,0.5053654595570763,0.4766773092864732,0.4049658906916854
+53,-1,0.36826347305389223,0.6047904191616766,0.7005988023952096,0.7904191616766467,0.36826347305389223,0.24453949244368403,0.2405189620758483,0.42617621899059027,0.18263473053892215,0.5100370687197034,0.11616766467065867,0.6107641859138866,0.5040431042676551,0.4787557692255278,0.4083154118849783
+54,-1,0.3772455089820359,0.6047904191616766,0.6976047904191617,0.7874251497005988,0.3772455089820359,0.2490305104077559,0.23952095808383234,0.4256772169945822,0.18263473053892215,0.5110350727117194,0.11646706586826347,0.6112631879098945,0.5092921300256631,0.48245300587865153,0.4124806059672014
+55,-1,0.38323353293413176,0.6017964071856288,0.7005988023952096,0.781437125748503,0.38323353293413176,0.2530225263758198,0.23952095808383234,0.4254277159965783,0.1844311377245509,0.5142785856857713,0.11616766467065867,0.6087681779298546,0.5105004277159966,0.48324741027602464,0.4149860719323427
+56,-1,0.38922155688622756,0.6047904191616766,0.6976047904191617,0.7874251497005988,0.38922155688622756,0.2550185343598517,0.23952095808383234,0.4254277159965783,0.18263473053892215,0.5105360707157115,0.11616766467065867,0.6097661819218706,0.5157696511738428,0.48553620216539506,0.4173066130200238
+57,-1,0.39221556886227543,0.6077844311377245,0.7095808383233533,0.781437125748503,0.39221556886227543,0.2600085543199316,0.23952095808383234,0.42592671799258625,0.18383233532934135,0.5147775876817793,0.11467065868263475,0.6036783575705732,0.5161237049710103,0.48368050936597967,0.41746693241892796
+58,-1,0.39221556886227543,0.6137724550898204,0.6976047904191617,0.7934131736526946,0.39221556886227543,0.2610065583119476,0.2405189620758483,0.42842172797262623,0.181437125748503,0.5078628457370972,0.11646706586826348,0.6156544054747648,0.5194658302442732,0.4890879951107445,0.4197323454898771
+59,-1,0.38922155688622756,0.6017964071856288,0.7035928143712575,0.7874251497005988,0.38922155688622756,0.25801254633589965,0.23552894211576844,0.4206871970345024,0.18323353293413172,0.5133518676931851,0.1155688622754491,0.6096663815226689,0.5144045242847637,0.48483424852436374,0.4172764955574658
+60,-1,0.38922155688622756,0.6077844311377245,0.7035928143712575,0.7934131736526946,0.38922155688622756,0.25576703735386375,0.24051896207584833,0.42592671799258625,0.18323353293413175,0.5133518676931851,0.11646706586826348,0.6146564014827488,0.5159110350727116,0.48624963068536414,0.4169685786739051
+61,-1,0.38922155688622756,0.5958083832335329,0.7095808383233533,0.7994011976047904,0.38922155688622756,0.25801254633589965,0.23253493013972054,0.41519817507841456,0.18622754491017965,0.5193398916452809,0.11706586826347305,0.6161534074707726,0.5152302537781578,0.4866425794375595,0.4170476902942953
+62,-1,0.39520958083832336,0.6107784431137725,0.7065868263473054,0.7994011976047904,0.39520958083832336,0.2625035642999715,0.23752495009980037,0.42368120901055034,0.1844311377245509,0.5168448816652409,0.11706586826347308,0.6171514114627886,0.5203533409371731,0.4901291394845669,0.421063537236932
+63,-1,0.39221556886227543,0.6077844311377245,0.7065868263473054,0.8023952095808383,0.39221556886227543,0.2610065583119476,0.23752495009980037,0.42368120901055034,0.18383233532934135,0.515846877673225,0.11736526946107785,0.6171514114627886,0.5174864556601082,0.4887823960341406,0.41963832140946455
+64,-1,0.38922155688622756,0.6107784431137725,0.7005988023952096,0.8023952095808383,0.38922155688622756,0.25801254633589965,0.23852295409181634,0.4244297120045623,0.18203592814371256,0.5131023666951811,0.11766467065868262,0.6186484174508126,0.5160393498716851,0.48812605181611723,0.4175758026375445
+65,-1,0.38622754491017963,0.6077844311377245,0.7125748502994012,0.7994011976047904,0.38622754491017963,0.2535215283718278,0.23752495009980037,0.4229327060165384,0.18502994011976048,0.515846877673225,0.11796407185628742,0.6201454234388365,0.5139399771884801,0.48626806702496417,0.4140705087681527
+66,-1,0.38622754491017963,0.6077844311377245,0.7065868263473054,0.7994011976047904,0.38622754491017963,0.2535215283718278,0.23852295409181634,0.4244297120045623,0.18562874251497005,0.515846877673225,0.11796407185628745,0.6221414314228685,0.5142607641859139,0.4877891696035381,0.4162269467962181
+67,-1,0.38023952095808383,0.6077844311377245,0.7035928143712575,0.8053892215568862,0.38023952095808383,0.247034502423724,0.23552894211576844,0.42018819503849447,0.18263473053892215,0.5107570573139436,0.11826347305389222,0.6219917308240661,0.5126639577986885,0.4851425239656472,0.4120672799219491
+68,-1,0.38323353293413176,0.6077844311377245,0.7035928143712575,0.8023952095808383,0.38323353293413176,0.2490305104077559,0.23852295409181634,0.4241802110065583,0.18383233532934132,0.5135015682919875,0.11826347305389222,0.6234887368120902,0.5154524284763805,0.4877260221887542,0.4148663571258316
+69,-1,0.38323353293413176,0.6107784431137725,0.7035928143712575,0.8083832335329342,0.38323353293413176,0.25052751639577986,0.23752495009980035,0.42018819503849447,0.18323353293413175,0.5086113487311091,0.1188622754491018,0.6249857428001141,0.5160821214713429,0.48836474086510556,0.4152488006278717
+70,-1,0.39221556886227543,0.6167664670658682,0.7125748502994012,0.8023952095808383,0.39221556886227543,0.2590105503279156,0.24151696606786424,0.4271742229826062,0.18502994011976048,0.513850869689193,0.11856287425149702,0.6217422298260622,0.5228554795171562,0.4922557752277888,0.42132974588426175
+71,-1,0.39820359281437123,0.6227544910179641,0.7125748502994012,0.8083832335329342,0.39820359281437123,0.2620045623039635,0.24550898203592814,0.4301682349586541,0.18682634730538922,0.5193398916452808,0.1188622754491018,0.6249857428001141,0.5264554224883566,0.4952422718607258,0.4244549556516873
+72,-1,0.4041916167664671,0.6107784431137725,0.7095808383233533,0.8053892215568862,0.4041916167664671,0.2640005702879954,0.2405189620758483,0.42268320501853435,0.18502994011976048,0.5167450812660394,0.1188622754491018,0.62348873681209,0.5280890599752874,0.49498982235874117,0.4240941785578141
+73,-1,0.39520958083832336,0.6047904191616766,0.7125748502994012,0.8053892215568862,0.39520958083832336,0.25751354433989165,0.23952095808383234,0.4231822070145424,0.18562874251497005,0.5202380952380953,0.11916167664670659,0.625235243798118,0.5217790609257674,0.4919971208407256,0.4196757428617467
+74,-1,0.39221556886227543,0.6197604790419161,0.7095808383233533,0.8023952095808383,0.39221556886227543,0.2600085543199316,0.24451097804391214,0.43066723695466214,0.18443113772455091,0.5153478756772171,0.11796407185628742,0.6177502138579982,0.5227853816177167,0.4914034024063861,0.42227310791576633
+75,-1,0.39820359281437123,0.6287425149700598,0.7125748502994012,0.7994011976047904,0.39820359281437123,0.26599657827202744,0.2465069860279441,0.43715426290276593,0.18562874251497005,0.5171727972626177,0.11766467065868262,0.6175007128599943,0.5277730253778159,0.4946644671987339,0.42662952973538065
+76,-1,0.39520958083832336,0.6317365269461078,0.7245508982035929,0.8053892215568862,0.39520958083832336,0.2610065583119476,0.24451097804391214,0.43555745651554034,0.1874251497005988,0.525228115198175,0.11856287425149702,0.6219917308240662,0.5272169945822639,0.4945411067658606,0.4239760247852655
+77,-1,0.39221556886227543,0.6317365269461078,0.7245508982035929,0.7994011976047904,0.39221556886227543,0.2605075563159396,0.2475049900199601,0.4329127459366981,0.1874251497005988,0.5252281151981751,0.11856287425149702,0.6237382378100941,0.5278407470772742,0.4963340908161267,0.4263222443218546
+78,-1,0.38622754491017963,0.6347305389221557,0.7245508982035929,0.8083832335329342,0.38622754491017963,0.2540205303678358,0.24451097804391214,0.4278229255774167,0.1868263473053892,0.5217351012261192,0.1194610778443114,0.6274807527801539,0.5269556125843552,0.49444709845597407,0.42092651966665406
+79,-1,0.39221556886227543,0.6317365269461078,0.7215568862275449,0.8023952095808383,0.39221556886227543,0.25851154833190765,0.24550898203592814,0.43091673795266605,0.1874251497005988,0.5242301112061591,0.11826347305389222,0.6239877388080981,0.5279916357760671,0.4946107385264684,0.42330514056387253
+80,-1,0.39520958083832336,0.6317365269461078,0.7245508982035929,0.8053892215568862,0.39520958083832336,0.2595095523239236,0.24451097804391214,0.42692472198460224,0.18802395209580838,0.5247291132021672,0.11826347305389222,0.6239877388080981,0.5282185628742516,0.49401758099289095,0.42239409309585585
+81,-1,0.38622754491017963,0.6377245508982036,0.7245508982035929,0.8143712574850299,0.38622754491017963,0.2535215283718278,0.24750499001996004,0.43440975192472203,0.18862275449101795,0.5262261191901911,0.12065868263473055,0.6323210721414314,0.5253968253968255,0.49629374015339517,0.42188118873354735
+82,-1,0.39221556886227543,0.6377245508982036,0.7215568862275449,0.8203592814371258,0.39221556886227543,0.2615055603079556,0.2465069860279441,0.43241374394069004,0.1874251497005988,0.5224123182207014,0.12005988023952097,0.6300755631593955,0.5297999239616006,0.498042195193277,0.4251994963414643
+83,-1,0.39221556886227543,0.6347305389221557,0.7215568862275449,0.8083832335329342,0.39221556886227543,0.2577630453378957,0.24650698602794413,0.43490875392073,0.18682634730538922,0.5223339036213288,0.11946107784431137,0.6280795551753635,0.5272668947818651,0.4957062658754978,0.4234174393316884
+84,-1,0.4041916167664671,0.6287425149700598,0.7275449101796407,0.8083832335329342,0.4041916167664671,0.2657470772740234,0.2435129740518962,0.4289207299686342,0.18862275449101795,0.5308953521528372,0.11976047904191617,0.6280795551753635,0.5336719418306245,0.4989465198893173,0.4269050199700789
+85,-1,0.40718562874251496,0.6377245508982036,0.7155688622754491,0.8203592814371258,0.40718562874251496,0.26674508126603935,0.2465069860279441,0.43440975192472203,0.18562874251497005,0.5184203022526376,0.12095808383233532,0.6323210721414314,0.5378968253968254,0.5021788007320394,0.4286224871370689
+86,-1,0.39820359281437123,0.6317365269461078,0.7065868263473054,0.8143712574850299,0.39820359281437123,0.2657470772740234,0.2435129740518962,0.4288209295694326,0.1838323353293413,0.5109352723125178,0.12095808383233532,0.6325705731394353,0.5295195323638439,0.499087689828994,0.425732859127017
+87,-1,0.40119760479041916,0.6347305389221557,0.718562874251497,0.8173652694610778,0.40119760479041916,0.2667450812660394,0.2465069860279441,0.43241374394069004,0.18502994011976048,0.5150270886797833,0.12095808383233532,0.6318220701454234,0.5325313658397492,0.5001337020726441,0.4270660705243284

model/modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

model/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3422ad031b12655019639ee46380b47847eff63cee2aba3d0db9ccf2dc7f94f3
+size 409137321

model/sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 256,
+  "do_lower_case": false
+}

model/special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

model/test_data.pickle

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83f670719ce0b478dcc24843eb42a2433f33ef185191d324f901df037953297d
+size 25703

model/tokenizer_config.json

@@ -0,0 +1,20 @@
+{
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": false,
+  "mask_token": "[MASK]",
+  "max_length": 256,
+  "model_max_length": 512,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}

model/val_data.pickle

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60deddd8f4b7843bfa4821577dafc0ab31716f607b4a26eefbda4e2a4fd5e9c3
+size 183244