Add SetFit 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
+}

README.md

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+---
+library_name: setfit
+tags:
+- setfit
+- sentence-transformers
+- text-classification
+- generated_from_setfit_trainer
+metrics:
+- accuracy
+widget:
+- text: tron miner contract game . yield diamond 50 times earnings '
+- text: infinite yield revolutionizing yield farming experience optimizing platform
+    sustainability , capital efficiency safety . recognize def rapid shifting ecosystem
+    . dedicated staying cutting edge creating strategies incentive , utilize compose
+    latest secure tech . '
+- text: 'hmmcoin community driven def project . hmmcoin open source , decentralized
+    , peer peer digital currency uses innovative coin distribution model ( reward
+    level schedule ) . coin distribution model : reward level schedule contains 77
+    levels . starts level 1 , request equal 1 pmc . one million coins requested level
+    . million withdrawn coins amount received coins next level decrease 7 % . every
+    level users need perform actions advance next level . level 1 : 1 pmc actions
+    required : 1.000.000 actions level 2 : 0.93 pmc actions required : 1.075.268 actions
+    etc . users get coin free pay transaction fee . '''
+- text: ' pump dump cryptocurrency trading game lets make real money buying selling
+    coins virtual trading market . '''
+- text: platform daily dividend investments , long term contract 3 tier referral commissions
+    . running tron blockchain verified smart contract . dividends starting 2.5 % unlimited
+    booster contracts 5.5 % shorter periods . '
+pipeline_tag: text-classification
+inference: true
+base_model: sentence-transformers/paraphrase-mpnet-base-v2
+model-index:
+- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
+  results:
+  - task:
+      type: text-classification
+      name: Text Classification
+    dataset:
+      name: Unknown
+      type: unknown
+      split: test
+    metrics:
+    - type: accuracy
+      value: 0.5666990448437753
+      name: Accuracy
+---
+
+# SetFit with sentence-transformers/paraphrase-mpnet-base-v2
+
+This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.
+
+The model has been trained using an efficient few-shot learning technique that involves:
+
+1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
+2. Training a classification head with features from the fine-tuned Sentence Transformer.
+
+## Model Details
+
+### Model Description
+- **Model Type:** SetFit
+- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
+- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
+- **Maximum Sequence Length:** 512 tokens
+- **Number of Classes:** 9 classes
+<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
+- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
+- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
+
+### Model Labels
+| Label        | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+|:-------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| games        | <ul><li>"crypto football strategic live time free play play earn football ( soccer ) game . players play community members rank high order get rewarded $ ball tokens native token ( $ ball ) used house advertising system . ads displayed game accepting payments $ ball token users able buy formations teams app game specific amount $ ball . 50 80 % tokens collected players buys sent burn address . also , $ ball token going native cryptocurrency upcoming nft marketplace '"</li><li>"`` mint fee 1st 10000th nft 1 sol . mint fee 10001st 20000th nft 20000 fleet tokens . mint fee 20001st 30000th nft 30000 fleet tokens . mint fee 90001st 100000th nft 100000 fleet tokens , upper limit mint forever . 80 % chance mint sheep , 20 % chance mint wolf . wolves alpha property ranging 4 8 , value alpha equal chance mint . sheep stated , 10000 fleet tokens generated every day , 70 % claimed . stated wolves share 30 % total daily output fleet tokens according respective alpha values . example , total 8 sheep 2 wolves stated , total 80000 fleet tokens produced every day . sheep get 7000 fleet tokens . 2 wolves share 24000 fleet tokens . one wolf 's alpha 4 , wolf 's alpha 8 , former get 24000x4 ( 4+8 ) 8000 fleet tokens , latter gets 16000 fleet tokens . claim long time , sheep get fleet tokens last three days claiming , wolf get fleet tokens last day , wolf needs claim every day get maximum benefit . acquired fleet tokens traded dex , minted nft traded nft market . ''"</li><li>" hold.earth new app ethereal blockchain . whereby players buy plots virtual earth , creating designs colouring plots plot owners share fee income generated game . platform development shape games developers extend functionality layering game extensions hold earth app framework . hold.earth simplifies process buying using cryptocurrency , entry level users , simplifying process wallets , crypto purchases illustrating key elements blockchain technology . '"</li></ul> |
+| exchanges    | <ul><li>"klayswap complete chain instant swap protocol operates chain liquidity pool , liquidity guaranteed automated market making ( amp ) mechanisms . chain swap service allows anyone play act type token cryptocurrency become liquidity provider earn income transaction fee commissions . klayswap , ethereal based tokens ( eth , orc , dai , wbc ) transferred clayton ecosystem via orbit bridge , transparent ibc bridge , built orbit chain , offer yield farming asset pairings previously unconnected decentralized world '"</li><li>"excalibur exchange fandom based dex , built focus sustainability , capital efficiency supporting new projects . sustainability always issue def space , capital follows incentives , incentives need properly configured encourage longevity capital big focus excalibur , via dynamic incentivization long term taking yield generating governance token separated liquidity rewards , amongst others . excalibur also features highly variable swap fees variety mechanisms support new projects fandom . '"</li><li>"`` honeyswap decentralized exchange built dai chain , enables users experience fast secure transactions incredibly low fees . multiple tokens available swap add liquidity . 1hive honeyswap integrated , 0.05 % collected fees exchange used buy honey token deposit common pool , exchange 's volume increases , buy pressure honey increases well responsibility honey holders allocate tokens productive manner dao 's governance . ''"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
+| social       | <ul><li>"allows passively earn interest lending assets help liquidity . fast easy way earn money making secure safe investments active . novice used online decentralized trading , , put sale app website , ensuring monthly revenue allowing users purchase token well . novice escaping entire ecology users may participate trading digitally anywhere globe cheap transaction cost almost free , allowing liberating , strategic , low risk , frictionless experience fully decentralized manner using novice . community oriented money rewards holders distributing others . part decision making process , community members also included give sense ownership assets . burn fees , token burning involves permanently removing digital asset circulation reducing supply . '"</li><li>"violet garden better way connect earn . pass go collect 50 vio , every user , every day . unique identity todays social media plagued fake news , online harassment bots . fighting verifying one person , one account . get paid creating content bidding collect 10 % commission bid content creator previous bidder . instant payment utilising power eos , trades , transfers awards instant . voice voice , unfortunately , shut original social media platform abandoned community created , violet garden build stronger one living eos manner . '"</li><li>" would like introduce matic.tube , vod streaming service based polygon blockchain ! currently two movies available see potential project . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
+| defi         | <ul><li>" unlock nft potential intrinsic value nts finally unlocked used liquidity def operations permissionless strategy nts , rules , choose time rate loans : rules 100 % decentralized def innovation bridge nft world powerful def ecosystem , new era blockchain innovation permissionless anybody list nts without permission . anybody lend ada without ky . '"</li><li>"provide liquidity safe place . farm earn $ wave token . reviewed rugdoc , ky soon plain audit . able stake stablecoins avoid permanent loss stake lp tokens yield farm pools . community plays central role involved project . also referral program . refer earn 2 % purchased token . wave governance token future l2 . '"</li><li>"goldencake def app created ros.finance allow earn cake free ros holder '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
+| marketplaces | <ul><li>"seem.ninja offers variety services seem . example allows easy boarding seem card payments smart referral system users set prices . soon seem.ninja also allow everyone quickly purchase seem . '"</li><li>"metamarket aggressive finance smart chain ( bsc ) based nft marketplace . powered metareserve team group experienced knowledgeable blockchain developers , nft fanatics , fintech professionals metamarket aims collaborating brands celebrities create virtual real life utilities . designed offer plethora features users , metamarket nft marketplace , launched , reward potential buyers purchasing exclusive nts bsc based marketplace . first , holders shared private metamarket nft collections receive $ power governance tokens , offering chance vote significant events take place metareserve . additionally , receive rewards airdropped $ power periodically . metamarket users get whitelisted nft collections launch aggressive nft marketplace . '"</li><li>"burden powerful platform creators publish , sell , grow business around content web3 . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+| collectibles | <ul><li>"meta elephant nft series nts based mex mascot 4 grade rarities ( n r sr ssr ) total number 10,000. owners stake nts mine assets participate high quality games chains mex work future . first edition meta elephant nft themed space expedition includes cruise maintenance workers , cruise special forces , cruise navigators , cruise pilots . released certain marketplace form mystery box , chance get meta elephant nft different rarities ! '"</li><li>"`` replace crypto addresses name one time registration fee , renewal fees send crypto , need know recipient 's nft domain . send crypto one domain . worrying sending wrong address . nft domain leased . buy domain one time registration fee never worry renewal . domains stored wallet , like cryptocurrency . control . ''"</li><li>"this series 999 explores playful relationship color , shape , line harmony . artwork combination 9 zones ( 3 rows 3 ) . displayed within 9 zones 1 59 possible smaller pieces , put together makes one large artwork . zones programmed way see duplicated pieces within zones , thus making artwork unique one kind . utility offered 9 zone holders . info come . created toronto artist dan1el . '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
+| gambling     | <ul><li>"bulls cows ( also known cows bulls pigs bulls bulls lots ) old code breaking mind paper pencil game two players , predating commercially marketed board game mastermind . game may date back century uses numbers words . played two opponents . '"</li><li>"casino , leading crypto casino thunder core network , 3,000 games world renowned game providers years experiences fully certified . also offers sports book even pp poker users create tournaments play friends . casino casino operated cybergalaxy b.v. , company registered established laws cacao . cybergalaxy b.v. licensed regulated antillephone n.v '"</li><li>"the highest dividends gambling app . need freeze , play get div ! 60 % house edge go dividends pool . currently , run test mode . 7 games available , auto bets limited max bet . find bug , please contact us telegram . start enjoy high div ! '"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
+| other        | <ul><li>"seed multichain , community participation token , encouraging participation creation distribution . sesameseed distributes seed daily reward participation delegated governance across blockchain represents . '"</li><li>"`` stackerdaos one stop shop bitcoin days . stackerdao protocol smart contracts operating system modular comparable days stacks . stackerdao , users form anything ranging completely decentralized days automatic proposal functionality subcats multisigs . stackerdaos provides code platform users launch manage dao based stackerdao operating system . stackerdaos , communities manage dao 's treasury , submit proposals , vote . stackerdaos also provides legal tech tools days avail legal benefits meet compliance obligations , legal entity formation , compliance forms filings , tax assistance. ``"</li><li>"name web3 marketing platform allowing users earn tokens , nts , chain chain rewards completing quests . name , aim onboard empower next billion users web3 providing everyone opportunities . name , see today , one step massive pursuit ambitions personal data ownership , data monetization opportunities , web3 accessibility , comparable , chain agnostic , decentralized social identity . since launch , offered 70,000+ verified users opportunity use data earn 220,000+ rewards quests name alone . users , new incredible quests name coolest companies projects . complete quests claim rewards . companies projects , name opportunity run campaigns accurate predictive results . run campaigns based chain chain verified actions . reward users directly data participation . name currently works going multi chain alongside introducing singular , cross chain , comparable web3 identity many exciting features users companies . '"</li></ul>                                                                                                                                                                                         |
+| high-risk    | <ul><li>"cross live lottery crc20 token rewards holders automatic mmf reward payments several times day . launched stealthily governed cream community , make win. ! main goal become largest reliable reward jackpot token cross network . '"</li><li>"get 50 % investments daily . '"</li><li>"`` proof easy invest forever ( poet ) world 's first three dimensional crypto currency generates eth holding tokens ! finally , working three level referral system drain contract ! 5 % easyinvestforever dev fees fees token holders multi level sticky referrals 10 % ( rugged ) buys invests . sell fee reduces time 48 % 8 % ( discourages early dumping ) function send external eth donating div ( directly sends eth token holders ) ability enable apps accept if tokens . zero fees transfers , enabling 3rd party trading . ''"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
+
+## Evaluation
+
+### Metrics
+| Label   | Accuracy |
+|:--------|:---------|
+| **all** | 0.5667   |
+
+## Uses
+
+### Direct Use for Inference
+
+First install the SetFit library:
+
+```bash
+pip install setfit
+```
+
+Then you can load this model and run inference.
+
+```python
+from setfit import SetFitModel
+
+# Download from the 🤗 Hub
+model = SetFitModel.from_pretrained("dappradar/setfit-model")
+# Run inference
+preds = model("tron miner contract game . yield diamond 50 times earnings '")
+```
+
+<!--
+### Downstream Use
+
+*List how someone could finetune this model on their own dataset.*
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Set Metrics
+| Training set | Min | Median  | Max |
+|:-------------|:----|:--------|:----|
+| Word count   | 7   | 65.7639 | 210 |
+
+| Label        | Training Sample Count |
+|:-------------|:----------------------|
+| collectibles | 8                     |
+| defi         | 8                     |
+| exchanges    | 8                     |
+| gambling     | 8                     |
+| games        | 8                     |
+| high-risk    | 8                     |
+| marketplaces | 8                     |
+| other        | 8                     |
+| social       | 8                     |
+
+### Training Hyperparameters
+- batch_size: (8, 8)
+- num_epochs: (1, 1)
+- max_steps: -1
+- sampling_strategy: oversampling
+- num_iterations: 10
+- body_learning_rate: (2e-05, 1e-05)
+- head_learning_rate: 0.01
+- loss: CosineSimilarityLoss
+- distance_metric: cosine_distance
+- margin: 0.25
+- end_to_end: False
+- use_amp: False
+- warmup_proportion: 0.1
+- seed: 42
+- eval_max_steps: -1
+- load_best_model_at_end: True
+
+### Training Results
+| Epoch   | Step    | Training Loss | Validation Loss |
+|:-------:|:-------:|:-------------:|:---------------:|
+| 0.0056  | 1       | 0.1857        | -               |
+| 0.2778  | 50      | 0.1235        | -               |
+| 0.5556  | 100     | 0.0434        | -               |
+| 0.8333  | 150     | 0.0148        | -               |
+| **1.0** | **180** | **-**         | **0.2355**      |
+
+* The bold row denotes the saved checkpoint.
+### Framework Versions
+- Python: 3.10.12
+- SetFit: 1.0.1
+- Sentence Transformers: 2.2.2
+- Transformers: 4.35.2
+- PyTorch: 2.1.0+cu121
+- Datasets: 2.15.0
+- Tokenizers: 0.15.0
+
+## Citation
+
+### BibTeX
+```bibtex
+@article{https://doi.org/10.48550/arxiv.2209.11055,
+    doi = {10.48550/ARXIV.2209.11055},
+    url = {https://arxiv.org/abs/2209.11055},
+    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
+    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
+    title = {Efficient Few-Shot Learning Without Prompts},
+    publisher = {arXiv},
+    year = {2022},
+    copyright = {Creative Commons Attribution 4.0 International}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,24 @@
+{
+  "_name_or_path": "checkpoints/step_180/",
+  "architectures": [
+    "MPNetModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "mpnet",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "relative_attention_num_buckets": 32,
+  "torch_dtype": "float32",
+  "transformers_version": "4.35.2",
+  "vocab_size": 30527
+}

config_sentence_transformers.json

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+{
+  "__version__": {
+    "sentence_transformers": "2.0.0",
+    "transformers": "4.7.0",
+    "pytorch": "1.9.0+cu102"
+  }
+}

config_setfit.json

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+{
+  "labels": null,
+  "normalize_embeddings": false
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:424eae6fa27563f9dcc75b4d01e9f0c6ddfb0a701b14a683212508ce55009176
+size 437967672

model_head.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a775f40df49a93648e20bee14b57a9bdca499c72756942d97962ec0a5ff72d5c
+size 56623

modules.json

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

sentence_bert_config.json

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+{
+  "max_seq_length": 512,
+  "do_lower_case": false
+}

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,66 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "104": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "30526": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "eos_token": "</s>",
+  "mask_token": "<mask>",
+  "max_length": 512,
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_to_multiple_of": null,
+  "pad_token": "<pad>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "</s>",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "MPNetTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}