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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+*.jsonl filter=lfs diff=lfs merge=lfs -text

.gitignore

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+
+.git/
+.idea/
+
+**/flagged/
+**/log/
+**/logs/
+**/__pycache__/
+
+data/
+docs/
+dotenv/
+examples/preprocess/data
+trained_models/

README.md

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+---
+license: apache-2.0
+---
+## Tweets
+
+
+Archive Team: The Twitter Stream Grab
+https://archive.org/details/twitterstream
+
+
+### Tweets With Emoji 数据集
+
+数据来源: 
+```text
+https://www.kaggle.com/datasets/ericwang1011/tweets-with-emoji
+```
+
+包含 emoji 表情的 tweets 推文。
+
+用途：自动向文本中添加 emoji 表情。
+
+示例：
+| 样本数量 | 类别 | 例句1 | 例句2 |
+|  ---  |  ---  |  ---  |  ---  |
+| 20025 | backhand_index_pointing_right | 🧡@KeplerHomes AirdropBox event for #Arbitrum ecological users is here. A total of 550,000 addresses are eligible for #airdrop, and 5 types of AirDropbox with different scarcity can be issued. <br>  <br>  <br>  <br> 💙Invitation code: 52DC39 <br>  <br> 🏆Airdrop Portal:👉 https://t.co/fudohu97uV | Remember, success in online business is a marathon, not a sprint. Keep at it, stay focused, and success will come." #patience #onlinebusiness #success <br>  <br> For more tips and Strategies, follow me 👉 @coach_lawrence1 https://t.co/IvtL9Om86J |
+| 20000 | check_mark | Winner 🏆: @chinzhillaTG <br>  <br> Verify your win on @YOSHIYOCHIYUH, read his pinned tweet and send the needed details to his DM. <br>  <br> ✔️ https://t.co/2Rugq2zCrg | @Rwpcity Double road. ✔️ Daily at 2:00am. |
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+| 20000 | clown_face | Didn't that #CovidUK killer🤡 #Johnson do enough damage? Will folks be so gullible as to elect another devious establishment chancer @Keir_Starmer.  if so #Nothing_will_Change | He is right.. there was/is no chaos 🤡 |
+| 20000 | cooking | When you don’t like the person, it’s always like “what’s doing this one?”🫠🫠🫠🫠 | Still cooking 👨‍🍳 #uidesign #figma #UIUX https://t.co/ZvDpSO3LV1 |
+| 20001 | egg | Happy Easter😀🐇🥚 | @elonmusk @teslaownersSV #eggs Easter eggs today will surely be delicious.  #Eggs #Eggs #Eggs.🥚🥚🥚🍳🍳🍳 |
+| 20000 | enraged_face | @Sandhillsrider @LoveAmerica615 @nygrlahart @Chriscarroll50 @1angryhillbilly @ZacharyIvanPor1 @PubliusNV @MaryfromMarin @GoldBaron08 @HPolisports @34FryingpanA22 @AugustusMcRae1 I would have gone after them fu*kers.😡😡😡 | @ChudsOfTikTok Award wages: DEFINITION 1. the smallest amount of money that an employer is legally allowed to pay for a particular type of work.  <br>  <br> Of course. 🙄😡 |
+| 20000 | eyes | @big_emtee Pshhh. There's no differences between races <br> 👀 https://t.co/oDryND12Ar | For my TL <br> 👀 |
+| 20000 | face_holding_back_tears | @Fairy_Trades This mentality though 😂😤 But can you borrow me $1k😩🥹 | @crisgrdi i'll be looking forward to more of your tweets for this promo! it's really so soft 🥹 |
+| 20000 | face_savoring_food | @PastorAlexLove Thank you, pastor. My mouth should get more.... <br> Lol <br> I mean more cake... <br> Or do I? 🤤🤭😋🤣 | So horny right now, sending pics of my thick hard cock to every girl that  dms 😋                                       <br> #horny #hard #cum #dick #cock #bwc #dmme #cocktribute #cumtribute #wankchat #wanktribute #nsfw #nsfwtwt #dickrate #tributeyou #sub #gavat #pasif |
+| 20000 | face_with_steam_from_nose | @TheCaseySmith @DerrickEvans_WV Haha yep, get Trump😤 <br> All of the problems in this country will be gone. Right?  Poof! | So all the “ I’m from Cleveland “ baseball jackets sold out 😤 |
+| 20000 | face_with_tears_of_joy | @mattyV_BOSS Something we can finally agree on 😂 | @namasoprop TBF, he was tryna calm him down before the yellow too😂 |
+| 20000 | fearful_face | @sunnyhoney_kay bruh i’m from california and I didn’t know that 😨😨 | @spideramys i think this might’ve been a harry potter fanfiction following lily 💀 <br>  <br> also how does hermione have such a smart meaning, then the other two protagonists are “harry” “ronald” <br>  <br> and of course “cho chang” exists 😨 |
+| 20000 | fire | One of the things I hate most is the lie the fact of being deceived 😔 https://t.co/P9EHHwqO61 | I’ve been able to put my daughters hair in 2 full pig tails since she was 3 months old 😭 that’s insane |
+| 20000 | folded_hands | If you know me you'll know I have wobbles, I hide, I don't speak and I fear the moment. I act odd but I bounce back . Sometimes I need to write it down to remind myself this is a blip not the final chapter there's more to this book of life for me. 🙏❤️ | @RepMattGaetz I personally don’t like you at all. Honestly. But if your a real Christian (even though I have my doubts considering who you like ). I will as a Christian wish you also a blessed and Happy Easter to you and your family. I’m not spreading hate on Easter Sunday. God Bless🙏 |
+| 20000 | ghost | @DakotaLaden @ChelseaLaden @Tanner_Wiseman @Alex_Schroeder4 @ConnorStallings The support for the #ProjectFear kickstarter was so amazing and inspiring!! Thanks for reminding the #FearFam to never give up and good things happen to good people!! 👻😈 https://t.co/3bWpwsDY3C | @chillpillFTM @8play_games So SIK! This is the perfect way to $CHILL 💊🕹️🔥 <br> $FTM #FTM https://t.co/SJcG4DRGCP |
+| 20000 | grinning_face_with_sweat | @mikegapinski @TeslaAndroid Yeah, maybe that’s it. 😅 | Dj, but sidenote how's ty williams made the shortlist 😅 few excellent games but surely nowhere near our pots |
+| 20000 | hatching_chick | Happy Easter 🐣 🐰 Everyone  <br> Bath &amp; Body Works 💙 Sales <br> 40% OFF EVERYTHING   <br> ALL MISTS &amp; BODY CREAM $5.50 <br> Not included in 40% off promotion. <br> JUST ADDED! ENDS AT 6PM ONLINE! <br> FREE SHIPPING ON $50 <br> USED CODE - EASTERGIFT https://t.co/G2AyrbcGmV | Happy Easter friends! 🐣🐰💛 |
+| 20000 | hot_face | @rambojr90 Then what’s this you posted? 🍯 😂 | That jawline can cut through anything….he’s so hot 🥵 ❤️‍🔥 |
+| 20000 | loudly_crying_face | i thought i was gonna write notes this holy week tas i’m js watching true beauty 😭😭😭 | BUT WHAT ABOUT I HOPE I NEVER LOSE YOU HOPE THIS NEVER ENDSSSSSSS 😭😭😭😭😭 |
+| 20000 | melting_face | This Han Jinsung with this Seo Changbin ‼️ <br> 😳🥴😵‍💫😵🫠  <br>  <br> credit to @/cheesechoux_cb for Changbins vid and to whomever took CB's pic https://t.co/AjyfpZ8ZQ0 | @anyatrades i dont like it when life brings me lemons, But @anyatrades can bring me lemons any day of the week 🫠 |
+| 20000 | middle_finger | When He is busy at work I like to send him pics and videos to brighten up his day 😏😈 | @ryuuly 🖕 |
+| 20001 | partying_face | The mafia boss Jimin agenda is thriving and I am here for it 😌https://t.co/RUDXh2u4WZ | We're still over the moon about our Leander office ribbon cutting! 🥳😍 A huge thanks to everyone who came out to support and celebrate our new office opening. We're proud to now offer GI care to the Leander community! 💙 @LeanderChamber @Christine_LTX 💙 https://t.co/emylqhQXBK https://t.co/wdHWJdQZe5 |
+| 20000 | party_popper | @RedRosesForAme1 Thank you so much! 🎉💙 | 🎉Web3 Protocol X MetaStudio Giveaway <br>  <br>  🏆Prize Pool:- 5,000,000 $METAS + 200 USDT <br>  <br> To Enter:-  <br> ✔️Follow @Web3_Protocol &amp; @MetaStudioLand <br> ✔️Like and RT 3 friends <br> ✔️ Fill form :- https://t.co/HHNA1MGw66 <br>  <br> #daoforcreators #metaverseforcreators $metas |
+| 20000 | pile_of_poo | y'all love saying this "y'AlL dOn'T kNoW hOw tHe GuBmEnT wOrKs" nonsensical 🐂💩 as if i can't call EVERYONE that's involved out. that man knew exactly what he did. | 👁💩👁 <br>    Sewage spills in your area mapped as Tories accused of ‘throwing in towel’ on leaks https://t.co/nqU7i6tcfg |
+| 20000 | rabbit | @TaylorNasse Happy Easter, Ashleigh. ☕️🐇🥚💐❤️ | 😍🥰Wishing you the happiest of Easter🐇🫶🏾🐣🥳 https://t.co/bHeeH28lK6 |
+| 20000 | rabbit_face | Check this out @Malissa_Longo When this young man Play's  Michael Jackson Smooth Criminal on Broken piano Happy Easter 🐰 enjoy https://t.co/9hXWIRQYsV | @spicylife24 😂😂🤣子供の説明〜💦だいたいやもん🤣🤣🤣 |
+| 20001 | red_heart | @chojiVAL true, some human interaction will truly do so many ppl good man. it’s honestly easier for me to connect w ppl thru talking then texting anymore 😭 | Liverpool 2-2 A.Ramsdale 🔥 <br>  <br> #LIVARS |
+| 20000 | rolling_on_the_floor_laughing | @itsvoltic1 NONE OF THESE MFS KNOW IM TOP 50 ALL STATS NA REALM🤣🤣🤣🤣 | @jsamchill 🤣 that’s exactly what I want!! It’s too many girls |
+| 20000 | saluting_face | @HypeEth_ Gm legend 🤘❤️ <br> Of course we are 🫡 | Have a Great Easter wkd @ripcache squad 🍳🫡 https://t.co/sKJFMKBdkv |
+| 20000 | skull | Y’all gotta not put so much thought in the Super Mario Bros Movie 💀 | I ordered Coke Zero and they gave it to me in what looks like a plastic lassi da glass from the pind 💀 |
+| 20000 | smiling_face | @eltoro_bro Im so mad i misssed it but it was so good to just see your name on my screen! ☺️ i cant wait to drive you crazy( i have a lot to make up for lol) | @drg357 Well you just continue getting better and get plenty of rest. I'm right here(on the other side of the universe ☺️) if you need a chat💞 https://t.co/AihkF5mJ9d |
+| 20000 | smiling_face_with_halo | Goodnight everyone &lt;3 remember to continue to stream 😇💜 https://t.co/nYJRkutITD | @KariLakeWarRoom @JenAFifield Congratulations mame Kari Lake you are also the beautiful face of all Americans.  <br> 💐💐💐 <br> 😇♥️🕊️🤗😘🌙🥰👌👍🙏🙏🙏 |
+| 20000 | smiling_face_with_heart-eyes | The Daughter &amp; Son 👫🐇😍 https://t.co/X6rnSP5zyD | @GoodPieceOfSass That's so cool!! 😍 If you ever track it down, please share. I'd get a kick out of that forsure. |
+| 20000 | smiling_face_with_hearts | @BossfanAndrew 😂 oooo the year I intend to send only the one song due to my level of adoration for it 🥰 #forgotten80s | @honeyluved Stooop!! You're making me cry even more! 😭😭 And I kinda miss your voice now btw! 🥹🫰🫶 |
+| 20000 | smiling_face_with_sunglasses | I love when that ass be so soft like Charmin boy 😎🤗🤯 | Rather be surrounded by dat water than some fuck niggas that's why I love dat beach 🏖️😎 |
+| 20000 | smiling_face_with_tear | i was wondering why i hadnt seen any dunes vids yet then i remembered it's 3h behind 🥲 | @alive_without_u 🥲👍 |
+| 20000 | sparkles | @CreoleBbyBritt This is why you’re my favorite! ✨ | Added this little one to my throne 🥺✨ |
+| 20000 | sun | @Erdayastronaut I hope that in reality they will do the boostback burn the other way round! 😳 | Exotic smoke 🌿with the sun roof down type of day ☀️ |
+| 20000 | thinking_face | @Ko_Sa_Ra_Chi_ Then it's a whale or porpoises and sharks CAN be lovely too 🤔 | @fkeyamo So your job is to sort 🤔 unemployment, but somewhat bothered more about Obi. <br> 🤮 |
+| 20000 | thumbs_up | @owenclark3 Fluffing hell, how peculiar 👍🙀 | @theSuiPunks @tocen__ 👍👍👍 |
+| 20000 | white_heart | @aespa_official HAPPY B'DAY PRETTYYYYY 🤍 <br>  <br> BLOOMING KARINA DAY <br> #지민아_마이의_푸른봄은_너야 <br> #Welcome_to_MyKarina | Finally. It's wrap. Well done Enigma babies @primiilly1 @winmetawin and the whole team. Becareful on the way back home. Have a rest naa 🤍 |
+| 20000 | winking_face | @Holy_Trinity_AV The Prince and Wales and Prince George weren't the only Villa royalty at the game I see Pete 😉Glad you finally got over. Don't leave it so long next time. Don Unai is creating something special here | @Answer4today @BeutelDory @krassenstein I’m middle class and my taxes went down, but thank you trailer trash who wants to voice an opinion for me. 😉 |

examples/preprocess/preprocess_tweets_with_emoji.py

@@ -0,0 +1,84 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+import argparse
+import json
+from pathlib import Path
+
+import pandas as pd
+
+from project_settings import project_path
+
+
+def get_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--data_dir",
+        default="examples/preprocess/data/tweets_with_emoji",
+        type=str,
+    )
+    parser.add_argument(
+        "--output_file",
+        default="data/tweets_with_emoji.jsonl",
+        type=str,
+    )
+    args = parser.parse_args()
+    return args
+
+
+def print_examples():
+    args = get_args()
+
+    data_dir = project_path / args.data_dir
+
+    print("| 样本数量 | 类别 | 例句1 | 例句2 |")
+    print("|  ---  |  ---  |  ---  |  ---  |")
+    for filename in data_dir.glob("*.csv"):
+        df = pd.read_csv(filename)
+        length = len(df)
+        category = filename.stem
+        text_list = list()
+        for i, row in df.iterrows():
+            row = dict(row)
+            text = row["Text"]
+            text = str(text).strip()
+
+            text = text.replace("\n", " <br> ")
+            text = text.replace("\r", " <br> ")
+            text_list.append(text)
+
+            if i >= 2:
+                break
+
+        row = "| {} | {} | {} | {} |".format(length, category, text_list[0], text_list[1])
+        print(row)
+
+    return
+
+
+def main():
+    args = get_args()
+
+    data_dir = project_path / args.data_dir
+    output_file = project_path / args.output_file
+
+    with open(output_file, "w", encoding="utf-8") as fout:
+        for filename in data_dir.glob("*.csv"):
+            df = pd.read_csv(filename)
+
+            for i, row in df.iterrows():
+                row = dict(row)
+                text = row["Text"]
+
+                row_ = {
+                    "text": text,
+                    "category": filename.stem
+                }
+                row_ = json.dumps(row_, ensure_ascii=False)
+                row_ = "{}\n".format(row_)
+                fout.write(row_)
+
+    return
+
+
+if __name__ == '__main__':
+    print_examples()

examples/preprocess/temp.txt

@@ -0,0 +1 @@
+| 20025 | backhand_index_pointing_right | 🧡@KeplerHomes AirdropBox event for #Arbitrum ecological users is here. A total of 550,000 addresses are eligible for #airdrop, and 5 types of AirDropbox with different scarcity can be issued. <br>  <br>  <br>  <br> 💙Invitation code: 52DC39 <br>  <br> 🏆Airdrop Portal:👉 https://t.co/fudohu97uV | Remember, success in online business is a marathon, not a sprint. Keep at it, stay focused, and success will come." #patience #onlinebusiness #success <br>  <br> For more tips and Strategies, follow me 👉 @coach_lawrence1 https://t.co/IvtL9Om86J |

main.py

@@ -0,0 +1,18 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+from datasets import load_dataset
+
+dataset = load_dataset(
+    "tweets.py",
+    name="tweets_with_emoji",
+    split="train",
+    trust_remote_code=True,
+    streaming=True,
+)
+
+for sample in dataset:
+    print(sample)
+
+
+if __name__ == '__main__':
+    pass

project_settings.py

@@ -0,0 +1,12 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+import os
+from pathlib import Path
+
+
+project_path = os.path.abspath(os.path.dirname(__file__))
+project_path = Path(project_path)
+
+
+if __name__ == '__main__':
+    pass

requirements.txt

@@ -0,0 +1,5 @@
+datasets==2.18.0
+tqdm==4.66.2
+pandas==1.1.5
+xlrd==1.2.0
+openpyxl==3.0.9

tweets.py

@@ -0,0 +1,82 @@
+#!/usr/bin/python3
+# -*- coding: utf-8 -*-
+from glob import glob
+import json
+import os
+from pathlib import Path
+
+import datasets
+
+
+_URLS = {
+    "tweets_with_emoji": "data/tweets_with_emoji.jsonl",
+}
+
+
+_CITATION = """\
+@dataset{tweets,
+  author       = {Xing Tian},
+  title        = {tweets},
+  month        = aug,
+  year         = 2024,
+  publisher    = {Xing Tian},
+  version      = {1.0},
+}
+"""
+
+
+class Tweets(datasets.GeneratorBasedBuilder):
+    VERSION = datasets.Version("1.0.0")
+
+    BUILDER_CONFIGS = [
+        datasets.BuilderConfig(name="tweets_with_emoji", version=VERSION, description="tweets_with_emoji"),
+    ]
+
+    def _info(self):
+        features = datasets.Features(
+            {
+                "text": datasets.Value("string"),
+                "category": datasets.Value("string"),
+            }
+        )
+
+        return datasets.DatasetInfo(
+            features=features,
+            supervised_keys=None,
+            homepage="",
+            license="",
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        """Returns SplitGenerators."""
+        url = _URLS[self.config.name]
+        dl_path = dl_manager.download(url)
+        archive_path = dl_path
+
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={"archive_path": archive_path, "split": "train"},
+            ),
+        ]
+
+    def _generate_examples(self, archive_path, split):
+        archive_path = Path(archive_path)
+        idx = 0
+        with open(archive_path, "r", encoding="utf-8") as f:
+            for row in f:
+                row = json.loads(row)
+
+                text = row["text"]
+                category = row["category"]
+
+                yield idx, {
+                    "text": text,
+                    "category": category,
+                }
+                idx += 1
+
+
+if __name__ == '__main__':
+    pass