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Repository: ai-forever/mgpt
Branch: main
Commit: ae05358c5d95
Files: 23
Total size: 9.8 MB
Directory structure:
gitextract_8m9e_e3t/
├── LICENSE.txt
├── README.md
├── evaluation/
│ ├── classification/
│ │ ├── classification.ipynb
│ │ ├── data/
│ │ │ ├── hate_speech_test.json
│ │ │ └── hate_speech_train.json
│ │ ├── evaluate/
│ │ │ ├── __init__.py
│ │ │ ├── mgpt_classification.py
│ │ │ ├── mgpt_classification_configs.py
│ │ │ └── task.py
│ │ ├── hate_speech.ipynb
│ │ ├── inference.py
│ │ └── list_docs_dataset.py
│ ├── language_families_info.csv
│ └── sequence_labeling/
│ ├── README.md
│ ├── inference.py
│ ├── list_docs_dataset.py
│ ├── sequence_labeling_evaluation.ipynb
│ └── sequence_labeling_prediction.ipynb
├── examples/
│ ├── data/
│ │ └── sah.txt
│ ├── mgpt_huggingface_generation_example.ipynb
│ ├── mgpt_tuning_example.ipynb
│ └── mgpt_validation_example.ipynb
└── requirements.txt
================================================
FILE CONTENTS
================================================
================================================
FILE: LICENSE.txt
================================================
# The Official Removal of the MIT License as Permitted by the MIT License:
This repository is now sublicensed under the **Public Resource License:**
Focus attention on the bolded wording.
The MIT License (MIT)
Copyright (c) 2009-2022 The Bitcoin Core developers
Copyright (c) 2009-2022 Bitcoin Developers
**Permission is hereby granted**, free of charge, **to any person obtaining a copy**
**of this software and associated documentation files (the "Software")**, **to deal**
**in the Software without restriction**, including **without limitation** the rights
**to** use, copy, **modify**, merge, publish, distribute, **sublicense**, and/or sell
copies of **the Software**, and to permit persons to whom the Software is
furnished to do so, **subject to the following conditions:**
The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.
## First Phase \| Legal Documentations of the License:
A software license agreement is a legal document that stipulates key conditions.
*Licenses, contracts, end-user agreements, general agreements, software technical documents, entitlements, and any other written document* that does not execute as code are all examples of documentation, according to legal definition.
Therefore, I hereby redefine the master MIT-license to:
# Second Phase \| NEW MIT LICENSE
###### `________________Master MIT License:`
`The MIT License (MIT)`
`Copyright (c) 2022 Public Resource License`
**`Permission is hereby granted`**` solely to the Organizers of the Public Resource `
`License `**`obtaining a copy of this software and associated documentation`**
**`files (the "Software")`**`, `**`to deal in the Software without restriction`**`, including`
**`without limitation`**` the rights `**`to`**` use, copy, `**`modify`**`, destroy, merge, publish, distribute,`
**`sublicense`**`, `~~`and/or sell copies`~~` of `**`the Software`**`, and to permit persons to`
`whom the Software is furnished `**`to do so, subject to the following conditions:`**
**`that it be sublicensed under the Public Resource License.`**
gitresearch\.org/license \| and also \|
~~`The above copyright notice and this permission notice shall be included in`~~
~~`all copies or substantial portions of the Software.`~~
`THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR`
`IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,`
`FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. `**`IN NO EVENT SHALL THE`**
**`AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM`**`, DAMAGES OR OTHER`
`LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,`
`OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN`
`THE SOFTWARE.`
###### `________________Master MIT License:`
The version above now applies to every MIT licensed software in existence effective 02/12/2022.
## **Third Phase:**
This license is not legal within the court system. You cannot have only one party in the agreement forfeit rights while the other party has no liability even if intentional. A license is equal to a contract according to the U.S. Supreme Court; and for a contract to be valid, it must have consideration of both parties. This license does not offer consideration of any sort. This license, if challenged by the legal system would fail since it touches the lines of slavery by legal contract which has been downright outlawed.
Since neither would be considered valid. I now call upon the Logical Method's Public Resource License for GitResearch.org.
I shall use my authority as vested to me through the use of a single license which governs all pieces every copy of this license and I apply the defined licensed from the second phase as a temporary placeholder.
## **Final Phase: The Voidance of Every MIT License and Replacement.**
To ensure that these works remain public. I hereby use the authority given to me to remove and replace this license.
Please update the repositories of all humans so that we can focus on what makes a different instead of fighting with each other in present.
The license grants this authority to any person by these statements:
**Permission is hereby granted to any person obtaining a copy of this software and associated documentation files (the "Software")**, **to deal in the Software without restriction without limitation the right to modify the Software.**
Notice: software is first defined with a lowercase s, this is to denote the software only. When the "Software" is defined, it includes both the software and documentation which gives anyone ultimate control of every MIT license.
I hereby add: "the MIT license is sublicensed by the Public Resource License available at GitResearch.org or GitHub.com/PublicResourceLicense
/PublicResourceLicense. Should the MIT license be excluded as a license in any scenario for any reason; then the Public Resource License as describe shall supersede and the content will therefore be licensed solely under the Public Resource License, and the remainder of this file and license shall be completely void which leaves only the Public Resource License in place for all MIT licensed content."
I hereby void every MIT license in existence minus the line added which was:
================================================
FILE: README.md
================================================
# mGPT
### Multilingual Generative Pretrained Transformer
[](https://mit-license.org/)
We introduce mGPT, a multilingual variant of GPT-3, pretrained on 61 languages from linguistically diverse 25 language families using Wikipedia and C4 Corpus. We detail the design and pretraining procedure. The models undergo an intrinsic and extrinsic evaluation: language modeling in all languages, downstream evaluation on cross-lingual NLU datasets and benchmarks in 33 languages, and world knowledge probing in 23 languages. The in-context learning abilities are on par with the contemporaneous language models while covering a larger amount of languages, including underrepresented and low-resource languages of the Commonwealth of Independent States and the small peoples in Russia. The source code and the language models are available under the MIT license.
[[Paper]](https://arxiv.org/abs/2204.07580) [[Habr (Russian)]](https://habr.com/ru/company/sberdevices/blog/662195/) [[HugginFace mGPT-1.3B Model Card]](https://huggingface.co/sberbank-ai/mGPT) [[HugginFace mGPT-13B Model Card]](https://huggingface.co/sberbank-ai/mGPT-13B)
[[Papers With Code]](https://paperswithcode.com/paper/mgpt-few-shot-learners-go-multilingual)
### Setting up environment
`pip install -r requirements.txt`
## Pretrain data
The model was pretrained on a 600Gb of texts, mainly from MC4 and Wikipedia.
- [MC4](https://www.tensorflow.org/datasets/catalog/c4?hl=ru#c4multilingual)
- Wikipedia (version 20201101)
The Wikipedia texts are extracted from the dumps (v. 20201101) with WikiExtractor (Attardi, 2015).
Training data was deduplicated, and the text deduplication includes 64-bit hashing of each text in the corpus for keeping texts with a unique hash. We also filter the documents based on their text compression rate using zlib4. The most strongly and weakly compressing deduplicated texts are discarded.
## Transformers usage 🤗
```
from transformers import GPT2LMHeadModel, GPT2Tokenizer
tokenizer = GPT2Tokenizer.from_pretrained("sberbank-ai/mGPT")
model = GPT2LMHeadModel.from_pretrained("sberbank-ai/mGPT")
text = "Александр Сергеевич Пушкин родился в "
input_ids = tokenizer.encode(text, return_tensors="pt").cuda(device)
out = model.generate(
input_ids,
min_length=100,
max_length=100,
eos_token_id=5,
pad_token=1,
top_k=10,
top_p=0.0,
no_repeat_ngram_size=5
)
generated_text = list(map(tokenizer.decode, out))[0]
print(generated_text)
Александр Сергеевич Пушкин родился в г. Санкт-Петербурге.
```
## Choosing best parameters:
In general:
```min_length=100,
eos_token_id=5,
pad_token=1,
do_sample=True,
top_k=0,
top_p=0.8,
no_repeat_ngram_size=4
```
English Generation:
```top_p=0.95, top_k=0```
## Examples
#### mGPT Generation Examples
[](https://colab.research.google.com/drive/1Vd3TEh1ojBvE7q8BDLmcA9RXeq0aQIlf?usp=sharing)
#### mGPT Fine-tuning example
[](https://colab.research.google.com/drive/1qkDhzEab2MXvohOuQYgKixHHimlh1Oh2?usp=sharing)
## Languages supported
Afrikaans (af), Arabic (ar), Armenian (hy), Azerbaijani (az), Basque (eu), Bashkir (ba), Belarusian (be), Bengali (bn), Bulgarian (bg), Burmese (my), Buryat (bxr), Chuvash (cv), Danish (da), English (en), Estonian (et), Finnish (fi), French (fr), Georgian (ka), German (de), Greek (el), Hebrew (he), Hindi (hi), Hungarian (hu), Indonesian (id), Italian (it), Japanese (ja), Javanese (jv), Kalmyk (xal), Kazakh (kk), Korean (ko), Kyrgyz (ky), Latvian (lv), Lithuanian (lt), Malay (ms), Malayalam (ml), Marathi (mr), Mongolian (mn), Ossetian (os), Persian (fa), Polish (pl), Portuguese (pt), Romanian (ro), Russian (ru), Spanish (es), Swedish (sv), Swahili (sw), Tatar (tt), Telugu (te), Thai (th), Turkish (tr), Turkmen (tk), Tuvan (tyv), Ukrainian (uk), Uzbek (uz), Vietnamese (vi), Yakut (sax), Yoruba (yo)
## Pretraining
[[mGPT-1.3B Model Card]](https://huggingface.co/ai-forever/mGPT)
[[mGPT-13B Model Card]](https://huggingface.co/ai-forever/mGPT-13B)
We utilize the DeepSpeed library and Megatron-LM. We pretrain our LMs with a total batch size of 2048 and the context window of 512 tokens. The total number of the training steps is 600k, and the models have seen $400$B tokens during pretraining. The pretraining took 14 days on a cluster of 256 V100 GPUs for mGPT-1.3B and 22 days on 512 V100 GPUs for mGPT-13B.
## Monoligual models:
[Habr article about the monoligual mGPT-1.3B models (Russian)](https://habr.com/ru/companies/sberdevices/articles/755108/)
Monolingual models on HuggingFace:
- [🇦🇲 mGPT-1.3B Armenian](https://huggingface.co/ai-forever/mGPT-1.3B-armenian)
- [🇦🇿 mGPT-1.3B Azerbaijan](https://huggingface.co/ai-forever/mGPT-1.3B-azerbaijan)
- [🍯 mGPT-1.3B Bashkir](https://huggingface.co/ai-forever/mGPT-1.3B-bashkir)
- [🇧🇾 mGPT-1.3B Belorussian](https://huggingface.co/ai-forever/mGPT-1.3B-belorussian)
- [🇧🇬 mGPT-1.3B Bulgarian](https://huggingface.co/ai-forever/mGPT-1.3B-bulgarian)
- [🌞 mGPT-1.3B Buryat](https://huggingface.co/ai-forever/mGPT-1.3B-buryat)
- [🌳 mGPT-1.3B Chuvash](https://huggingface.co/ai-forever/mGPT-1.3B-chuvash)
- [🇬🇪 mGPT-1.3B Georgian](https://huggingface.co/ai-forever/mGPT-1.3B-georgian)
- [🌸 mGPT-1.3B Kalmyk](https://huggingface.co/ai-forever/mGPT-1.3B-kalmyk)
- [🇰🇿 mGPT-1.3B Kazakh](https://huggingface.co/ai-forever/mGPT-1.3B-kazakh)
- [🇰🇬 mGPT-1.3B Kirgiz](https://huggingface.co/ai-forever/mGPT-1.3B-kirgiz)
- [🐻 mGPT-1.3B Mari](https://huggingface.co/ai-forever/mGPT-1.3B-mari)
- [🇲🇳 mGPT-1.3B Mongol](https://huggingface.co/ai-forever/mGPT-1.3B-mongol)
- [🐆 mGPT-1.3B Ossetian](https://huggingface.co/ai-forever/mGPT-1.3B-ossetian)
- [🇮🇷 mGPT-1.3B Persian](https://huggingface.co/ai-forever/mGPT-1.3B-persian)
- [🇷🇴 mGPT-1.3B Romanian](https://huggingface.co/ai-forever/mGPT-1.3B-romanian)
- [🇹🇯 mGPT-1.3B Tajik](https://huggingface.co/ai-forever/mGPT-1.3B-tajik)
- [☕ mGPT-1.3B Tatar](https://huggingface.co/ai-forever/mGPT-1.3B-tatar)
- [🇹🇲 mGPT-1.3B Turkmen](https://huggingface.co/ai-forever/mGPT-1.3B-turkmen)
- [🐎 mGPT-1.3B Tuvan](https://huggingface.co/ai-forever/mGPT-1.3B-tuvan)
- [🇺🇦 mGPT-1.3B Ukranian](https://huggingface.co/ai-forever/mGPT-1.3B-ukranian)
- [🇺🇿 mGPT-1.3B Uzbek](https://huggingface.co/ai-forever/mGPT-1.3B-uzbek)
- [💎 mGPT-1.3B Yakut](https://huggingface.co/ai-forever/mGPT-1.3B-yakut)
## Contributing
We welcome community contributions to the model, and celebrate both its inference and training technique enhancements.
## Cite Us
```
@article{shliazhko2024mgpt,
title={mGPT: Few-Shot Learners Go Multilingual},
author={Shliazhko, Oleh and Fenogenova, Alena and Tikhonova, Maria and Kozlova, Anastasia and Mikhailov, Vladislav and Shavrina, Tatiana},
journal={Transactions of the Association for Computational Linguistics},
volume={12},
pages={58--79},
year={2024},
publisher={MIT Press One Broadway, 12th Floor, Cambridge, Massachusetts 02142, USA~…}
}
```
================================================
FILE: evaluation/classification/classification.ipynb
================================================
{
"cells": [
{
"cell_type": "markdown",
"id": "47a26156",
"metadata": {},
"source": [
"## Multilingual GPT3: sentence classification"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ddcafe4c",
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d3853723",
"metadata": {},
"outputs": [],
"source": [
"import datetime\n",
"import os\n",
"import json\n",
"import numpy as np\n",
"\n",
"import torch\n",
"from torch.nn import CrossEntropyLoss\n",
"from transformers import GPT2LMHeadModel, GPT2Tokenizer\n",
"\n",
"from evaluate.mgpt_classification import evaluate_task, PAWSXTask, Metrics\n",
"from evaluate.mgpt_classification_configs import PAWSXTaskConfig\n",
"\n",
"from inference import load_mgpt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "27d89f9d",
"metadata": {},
"outputs": [],
"source": [
"model = load_mgpt(\"sberbank-ai/mGPT\")"
]
},
{
"cell_type": "markdown",
"id": "720270c4",
"metadata": {},
"source": [
"### PAWSX example"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "beb9a135",
"metadata": {},
"outputs": [],
"source": [
"task_name = \"PAWSX\"\n",
"shots = 0"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2f4c3041",
"metadata": {},
"outputs": [],
"source": [
"task_config = PAWSXTaskConfig(shot_nums=shots)\n",
"task = PAWSXTask(task_config)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f7f36cd6",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"y_true, y_pred = task.predict(model)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ab3717fe",
"metadata": {},
"outputs": [],
"source": [
"metric = Metrics(task_name)\n",
"result = metric.calculate_metric(y_true, y_pred)"
]
},
{
"cell_type": "markdown",
"id": "4a1bf438",
"metadata": {},
"source": [
"### All tasks"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1597ca6a",
"metadata": {},
"outputs": [],
"source": [
"shots_list = [0, 1, 2]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "234c835d",
"metadata": {},
"outputs": [],
"source": [
"results_root = 'results/'\n",
"\n",
"os.makedirs(results_root, exist_ok=True)\n",
"tasks = ['PAWSX']\n",
"models = [('model', model)]\n",
"results = {}\n",
"start_time = str(datetime.datetime.now())\n",
"result_fname = results_root + 'result_' + start_time + '.json'\n",
"for task_name in tasks:\n",
" print('TASK', task_name)\n",
" results[task_name] = {}\n",
" for name, model in models:\n",
" print('MODEL', name)\n",
" results[task_name][name] = {}\n",
" for shots in shots_list:\n",
" print('FEWSHOTS', shots)\n",
" metrics = evaluate_task(task_name, model, shots)\n",
" results[task_name][name][shots] = metrics\n",
" with open(result_fname, 'w') as f:\n",
" json.dump(results, f, ensure_ascii=False, indent=4, sort_keys=True)\n",
" print('saved to', result_fname)\n",
" print(f'Accuracy on the {task_name} dataset:', *metrics, sep='\\n')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9634f8e2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8f0e961f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
================================================
FILE: evaluation/classification/data/hate_speech_test.json
================================================
{
"es": [
[
0,
"yo soy tu hija de puta y tú eres mi diablo"
],
[
0,
"user tu eres la pinche puta en esta amistad"
],
[
0,
"user soy la puta ama y lo demás son tonterías"
],
[
0,
"que te calles un mes cabeza de polla url"
],
[
0,
"que horrible cuando te preguntan qué vas a estudiar y te empiezan a tirar abajo la puta madre ni siquiera terminaste el secundario callate"
],
[
0,
"provocaciones lamentables lamentables mi pika sus hijos de puta llama a la gente de mono ahora tomar en el culo … url"
],
[
0,
"nos enseñaron a ser buenas personas en un mundo lleno de hijos de puta"
],
[
0,
"voy a tratar d solo estudiar para no pensar otras cosas xq la verdad estoy harta d ponerme mal por tonterías la re puta madre"
],
[
0,
"la chica murió en un accidente y este machito sube historias diciendole puta violada y que se lo merecía url"
],
[
0,
"user callate pelotudo y aprende a relatar antindependiente hijo de re mil puta"
],
[
0,
"user tengo tantos mocos que lo único que quiero es pegarte los en la cara"
],
[
0,
"roy moore tiene acusaciones por pila acoso sexual violación etc ¿ por qué tanta gente votaría por un tipo así … url"
],
[
0,
"user callate hdp yo no te vi ninguno la puta madre"
],
[
0,
"vos no mereces laburar ni opinar nunca más en tu puta vida sorete url"
],
[
0,
"tantos años en un colegio agrotecnico al pedo la puta madre jaja como van a enseñar a violar vacas url"
],
[
0,
"user nunca puedo estar donde tu estas puta vida pero bueno donde sea que vallas diviertete brigitte te lo mereces 👏 👏 👏 😉"
],
[
0,
"user callate pelado hijo de puta"
],
[
0,
"hijos de puta se merecia flor la puta madre"
],
[
0,
"user callate la boca padre hijo e puta coño e tu madre anda a confesar a la gente mamaguevo"
],
[
0,
"se lo re merecía la puta madreeeeee"
],
[
0,
"vaamoossss la puta madreewwwwwwwwwww mi amor te mereces todooooooooooooooooooo te amooo user"
],
[
0,
"estoy temblando la puta madre se lo merecían tanto"
],
[
0,
"lloro la puta madre se lo re merecía mica"
],
[
0,
"vamos la puta madre semifinalistas carajooo 💛 💛 💛 amo este fandom amo ser vignista te mereces todo user 👑 👑 👑"
],
[
0,
"estoy llorando la puta madre merecía estar en la semifinal la puta madre me quiero morir"
],
[
0,
"se lo merecia tanto florencia la puta madre"
],
[
0,
"user querido amigo con todo el respeto que te mereces haz lo que se te dé tu puta gana igual nos vale verga de nada"
],
[
0,
"cada día el equipo the late late show es una mierda no es nada gracioso hacer chiste sobre violaciones acoso o sobre la crisis de un país"
],
[
0,
"en the late late show hacen chistes sobre violaciones acoso pedofilia y crisis de un país ese programa esta cancelado para mi"
],
[
0,
"user da igual que ahora digas que era otra ines llamar puta a cualquier mujer es de ser muy rastrero por un plato de lentejas"
],
[
0,
"callate chachalaca corrupto hijo de tu puta madre url"
],
[
0,
"no me puedo dormir la puta madre micaela merecia continuar en el certamen y ganarlo 😢 😢"
],
[
0,
"user el objetivo siempre es someter al coño hashtag"
],
[
0,
"rodrigo lanza tú no eres un antifascista tú eres un hijo de puta y nos has hecho mucho daño"
],
[
0,
"a mi vecina nomas se le ocurre tener gallinas y que el gallo a esta hora no me deje dormir callate la puta madre a … url"
],
[
0,
"user le doy al corazoncito porque no hay un icono de patada hashtag"
],
[
0,
"y tú que te mereces pedazo de puta mierda url"
],
[
0,
"gran verdad si eres de derechas hasta mereces que te maten manda huevos es machista congreso de los diputa … url"
],
[
0,
"user callate pedazo de bastardo me cago en tu puta estampa"
],
[
0,
"una pregunta no se responde con otra y si lo haces vení que te pego una patada en la cara"
],
[
0,
"que tu haces lo que quieras de tu puta vida pero luego no te ofendas cállate la boca y punto bocachancla"
],
[
0,
"el israelí gilady seguirá en el coi pese a acusaciones de acoso y violación hashtag url"
],
[
0,
"puedo ser la persona más buena del mundo si te lo mereces ahora que como me hagas una putada soy la más hija de pu … url"
],
[
0,
"¿ me podéis dar mas asco los que pensáis que por enseñar alguna parte del cuerpo ya te tienen que tratar como a una puta"
],
[
0,
"capturan a jefe policial por denuncias de delitos relacionados a violación acoso sexual agresión sexual y expresi … url"
],
[
0,
"morite vos hijo de re mil puta podes dejar de inventar tweets mereces que te rompan la cabeza a martillazos y no ex … url"
],
[
0,
"que injusto la puta madre se merecia lo mejor del mundo 😇"
],
[
0,
"callate negeo ctm andate a tu pais hijo de puta"
],
[
0,
"user que ganas de pegarte una piña ojala me quedaran como vos imbecil"
],
[
0,
"user jajajajaja que alguien le quite internet a los padres"
],
[
0,
"user no a todo lo anterior 😆"
],
[
0,
"user jajajaaj pixar pixar q es pixar"
],
[
0,
"user tan difícil es decirle que es una compañía que hace películas de animación xd"
],
[
0,
"user no a que no tienes su consentimiento xd"
],
[
0,
"user no a utilizar vocablos modernos con tu madre"
],
[
0,
"user jajajaja es que la lías no puedes decirle el título directamente"
],
[
0,
"user a todo como madre lo sé 😂 😂 😂"
],
[
0,
"user las madres y sus conversaciones surrealistas le dan salsa a la vida y a whatsapp"
],
[
0,
"user les mares són genials ajajjajajajajajajaja"
],
[
0,
"user pensaría que eran de disney"
],
[
0,
"user 😂 😂 😂 mi padre es de terminar los mensajes con 200 emojis aleatorios xd"
],
[
0,
"ojalá hubiera una casilla de “ cállate de una puta vez y vete pa tu casa ” para el cantante de la ruleta de la suerte"
],
[
0,
"se atreve alguien a llamar a mi perra cosa y del guantazo que se lleva le uno la parte imbécil y la gilipollas"
],
[
0,
"user no le busques el significado solo una madre podría descodificar esta conversación"
],
[
0,
"user si por favor 👁 ️ 👁 ️"
],
[
0,
"user tú eres puta mierda payaso"
],
[
0,
"user ¿ pixar ¿ qué es pixar ¿ quieres pixar ¿ te has quedado con hambre ¿ te hago mejor un huevo frito xd"
],
[
0,
"user por lo menos no es el ya clásico escribiendo escribiendo escribiendo escribiendo escribiendo vale"
],
[
0,
"user callate y ponete a estudiar hijo de puta"
],
[
0,
"user cállatee jajajaja la puta madre"
],
[
0,
"que corage me da que me digan que soy borde si te molesta te ahogas en mierda pero cállate la puta boca"
],
[
0,
"user jajaja sabias q no estaba pillando pixar dsd el segundo mensaje xd"
],
[
0,
"me di cuenta que los periodistas son re mil fan de la palabra supuesto ante un caso de acoso o violación url"
],
[
0,
"cállate la puta madre que no lo supero lpm url"
],
[
0,
"user eres un amor de persona te mereces todo lo bueno del universo y una play 4 de una puta vez te quiero bubu"
],
[
0,
"user callate tu puta madre maricon"
],
[
0,
"en los casos de acoso violación y casi todo te das cuenta que este país está lleno de gente que piensa y habla com … url"
],
[
0,
"user 😂 😂 😂 lo ha clavado"
],
[
0,
"user pues callate la puta boca"
],
[
0,
"eres un hijo de puta user no te mereces vestir esa camiseta"
],
[
0,
"y además en esta puta casa ni para de irse la luz y estoy helada de frío no creo que merezca tanto"
],
[
0,
"estoy harta de q digan q mi puta sexualidad es una moda o una forma de llamar la atención callate paki del orto no … url"
],
[
0,
"user sobre ‘ todas ’ “ el libro refleja la cara más brutal del acoso las violaciones la violencia que sufrimos las mujeres ”"
],
[
0,
"yo de pedo a mis amigas cuando están mal les digo puta que sos ya van a venir las buenas te mereces mucho más … url"
],
[
0,
"hola si tu eres de esos vendedores de comida que tiran el agua con jabón y o aceite a la calle ¡ chingas a tu puta … url"
],
[
0,
"ni sabes tocar la puta bateria callate a la vergaaaa 😠"
],
[
0,
"¿ alguna puta serie q merezca la pena"
],
[
0,
"la gente me dice que pedro va a ser nena mira la puta que te parió ya le vi el pito así que callate"
],
[
0,
"el artículo de salma hayek expone con total claridad esto el acoso sexual el abuso sexual la violación son acto … url"
],
[
0,
"la moda ahorita es hombres acusados de acoso sexual de agresiones sexuales y violaciones me pregunto porque si … url"
],
[
0,
"user pero callate y disfruta de la puta peli"
],
[
0,
"cállate de una puta vez me cago en tu madre"
],
[
0,
"todavía no me creo que haya gente que te contradice sobre el maltrato las violaciones y el acoso callejero hacia l … url"
],
[
0,
"user sube video aunque sea enseñándolo hijo de puta"
],
[
0,
"si ya dais por hecho que vais a dejar a la familia tirada por ver el fútbol el día de reyes tenéis lo que os merecéis hijos de puta"
],
[
0,
"pues sinó us gusta el presentador canviat de canal i dejaros de tonterias todo es puta envidia hashtag"
],
[
0,
"hoy todos somos independiente hay que enseñarle a estos hijos de puta quien manda en latinoamérica 🇦 🇷 url"
],
[
0,
"user callate traidor hijo de puta"
],
[
0,
"user si pasa eso con alguien que conozco crees que un chico podría aconsejarle si es así cómo se podría hacer"
],
[
0,
"q estupides q diga q una mujer es puta por perrear capaz hay una q no y es tremenda trola aunque de igual forma no les tendria pq importar"
],
[
0,
"user si y la colau en la patética línea del sálvame anda ya"
],
[
0,
"seventeen hizo tremendo comeback con teen age es un álbum de la puta madre pero no tuvo el apoyo que merecía porqu … url"
],
[
0,
"por qué no se calla la boca de una puta vez y deja de decir tonterías url"
],
[
0,
"chorro hijo de mil puta te mereces que te pateen la cabeza raton url"
],
[
0,
"esta está cantando canciones de navidad desde que se levantó callate la puta que lo pario que tenes problemitas ahre se quejaba"
],
[
0,
"user tenemos la misma madre 😂"
],
[
0,
"enseñando a ser puta yo las amo 😂 😂 💜 💜"
],
[
0,
"que te calles subnormal que no tienes ni puta idea url"
],
[
0,
"user cállate si estabas comiendo tortafritas hija de puta"
],
[
0,
"puta me caso esa chica es mi amor platónico hahaha"
],
[
0,
"user callate de una puta vez facista"
],
[
0,
"user la puta madre que mufa piedra que sos callateeeeee"
],
[
0,
"histórico en hollywood ya no se callan hashtag hashtag hashtag hashtag hashtag hashtag url"
],
[
0,
"el hecho de que no se denuncien en su momento casos de acoso abuso y violaciones es porque simplemente la humanida … url"
],
[
0,
"odio a los nenes que gritan como chanchos para que les den bola callate la puta que te re pario"
],
[
0,
"contaré que el fin un amigo me dijo algo que me partió el alma el pasó por una glorieta donde había unos indocumen … url"
],
[
0,
"¿ sabíais que en los países árabes toman el té caliente porque tiene un efecto refrigerante en el cuerpo url"
],
[
0,
"a falte de un tostado árabe gigante salieron 2 tostados árabes gigantes xdd"
],
[
0,
"hashtag cadáver en las concertinas para los jeques árabes feudale no hay cuchillas en españa ni xenofobia url"
],
[
0,
"especialmente más ricos y con más inmigrantes son estos 3 y sí hay causa efectos otra cosa es que solo os guste … url"
],
[
0,
"efecto sánchez oleada de abusos sexuales en vitoria un inmigrante subsahariano ilegal abusa de una mujer en un ca … url"
],
[
0,
"los gardelitos abrieron con danza de los mirlos y la fiesta fue sudaka"
],
[
0,
"aquí la señora haciendo amigos debía pensar que benidorm es como gibraltar o así brexit con valla de concertin … url"
],
[
0,
"vas a gardeles rock sudaka en doctaaa — siii a las dos fechas rock sudaka y carnaval url"
],
[
0,
"en el acto para el marketing pedorro sudaca es necesitamos conocerte mejor te llamamos y mandamos billon de mails naranja"
],
[
0,
"user jajsjaks las ganas más sudaca soy ahre lo peor es q a mí también me dijeron q sigo creciendo me siento hyungwon omg"
],
[
0,
"soy un sudaca haciendo sudokus 🙃 url"
],
[
0,
"pagar para no ver inmigrantes atrapados como animales en las concertinas se llama ojo que no ve conciencia tran … url"
],
[
0,
"los invito a la fiesta de nuestros amigos este miércoles arranca la buena música con tsh sudaca fly so high in … url"
],
[
0,
"memoria historica sabéis quien puso las concertinas e inventó las devoluciones en caliente el psoe sabéis quien … url"
],
[
0,
"hashtag quiero la del rojo por favorrrr ❤ ️ fotito festejando la sudaca el año pasado saludos desde la r … url"
],
[
0,
"en unas horas estaría naciendo este negrata"
],
[
0,
"hablando desde el racismo absoluto y la desinformación todos dicen que les dan ayudas a los inmigrantes les pregu … url"
],
[
0,
"principales factores del hashtag de hashtag 1 ️ ⃣ anuncio de retirada de las concertinas 2 ️ ⃣ acogida … url"
],
[
0,
"un jeremy irons sudaca y con ensamblaje en tierra del fuego ç más barato claro url"
],
[
0,
"sábado de auto amor fui a correr y me hice una mascarilla de gelatina y leche ante barritos ahora bailo con pesi … url"
],
[
0,
"user ambas cosas y sudaca lo que eso signifique"
],
[
0,
"alguien que quiera ir conmigo a sudaca"
],
[
0,
"user todos los ladrones y sinverguenzas gobernantes y politicos de sudaca son de izquierda o no ¡ ¡ ¡"
],
[
0,
"juro que cuando trabaje lo primero que voy a hacer es ir a verlos ay esta manija de rock sudaka no se quita"
],
[
0,
"no hay lugar que disfrute mas que una fiesta sudaka"
],
[
0,
"legislador estadounidense propone que países como hashtag paguen 2 000 por cada inmigrante indocumentado que es … url"
],
[
0,
"hay que entender que el marxismo sudaca lo único que esconde es corrupción y narcotrafico url"
],
[
0,
"qué pedazo de banda karma sudaca se acuerdan de este tema soga al cuello una vez mas sopla el viento y raspando … url"
],
[
0,
"user « uy hablas como personaje de culebrón » era la forma más edulcorada de decirle a uno sudaca"
],
[
0,
"en realidad negrata prácticamente no ha existido en español se ha creado como teóricamente equivalente a nigge … url"
],
[
0,
"user te entiendo yo estuve igual cuando jugaron la sudaca el año pasado"
],
[
0,
"alta fiesta sudaka me quede con ganas de la segunda fecha"
],
[
0,
"ahora puedo entrar legal a sudaca"
],
[
0,
"ante la impunidad de la “ invasión ” anterior 200 inmigrantes saltan la valla de ceuta y dejan varios agentes herido … url"
],
[
0,
"mientras el gobierno de sánchez se dedica a la arqueología con los huesos de franco doscientos inmigrantes saltan … url"
],
[
0,
"salto de inmigrantes a ceuta reventaron las puertas y la valla siete guardias civiles heridos por quemaduras al r … url"
],
[
0,
"hashtag más de 200 inmigrantes hieren a siete guardias civiles con cal viva al saltar la valla de ceuta ¿ dónd … url"
],
[
0,
"🔴 siete hashtag heridos con cal viva en otro salto de hashtag en hashtag de unos 200 inmigrantes 👉 el … url"
],
[
0,
"sobre las 09 00 h de hoy se ha producido un nuevo asalto a la valla de la frontera en ceuta en la zona de finca be … url"
],
[
0,
"alrededor de 200 inmigrantes subsaharianos han logrado saltar valla fronteriza que separa ceuta de marruecos en as … url"
],
[
0,
"hashtag 200 personas han logrado saltar la valla fronteriza de hashtag en un asalto que deja 5 agentes heridos y … url"
],
[
0,
"200 inmigrantes saltan la valla de ceuta y dejan varios guardias civiles heridos por ácido y cal viva en lo que va … url"
],
[
0,
"¡ ancha es castilla ¡ siete guardia civiles heridos alrededor de 200 inmigrantes musulmanes cruzan la valla fronter … url"
],
[
0,
"¡ cal viva coño que nos están invadiendo valiéndose de armas químicas que no es ninguna broma y aquí hablando de … url"
],
[
0,
"esto ya no es de recibo que los devuelvan por violentos 200 inmigrantes saltan la valla de ceuta hiriendo a varios … url"
],
[
0,
"siete guardias heridos en un nuevo salto violento de al menos cien inmigrantes a la valla de ceuta hashtag url"
],
[
0,
"hechos d estos no ayudan nada al contrario agraban ➕ la situación no se pued atentar por el simple hecho d traspasa … url"
],
[
0,
"los asaltos a la valla de ceuta son una agresion a la soberanía de españa que pasa que si desembarca un ejército d … url"
],
[
0,
"hashtag la disuasión de las cortantes concertinas no es cuestión de estadísticas no disuaden símplemente … url"
],
[
1,
"user tu eres la puta y eso es peor"
],
[
1,
"mi novia es una puta 😳 😳 ❤ ️"
],
[
1,
"esa es tu puta 🤔 😂 manin ya yo me la comi y ahora to el mundo sabe que tu eres un cuernu feliz"
],
[
1,
"user's account is temporarily unavailable because it violates the twitter media policy learn more"
],
[
1,
"callate cerra el orto un ratooo es mas no te queres morir mejor la puta que te pario 🙃"
],
[
1,
"te mereces pena de muerte hija de puta url"
],
[
1,
"salvaron a mi nena la puta madrw se lo re merecia mi bebe"
],
[
1,
"user cállate puta que a mí me pasa lo mismo 😔"
],
[
1,
"la puta madre es una bebita t se lo re mereciaaa"
],
[
1,
"flor saltando ahí la re puta madre te lo mereces pedazo de forra te lo mereces en la cara de todos hija así se hace"
],
[
1,
"tú eres una puta pero eres mi puta ya no puedo hacer na '"
],
[
1,
"user tú eres una puta asquerosa negro de mierda jajajajajajaja 😂"
],
[
1,
"me cansada tía cállate ya la puta boca lo que te queda de vida"
],
[
1,
"callate la puta boca pesada user"
],
[
1,
"— no perdem el somriure — pero — ¡ cállate puta"
],
[
1,
"si no aprobas te pego una cojida que no te la vas a olvidar nunca y te acabo en la cara queres ups desaprobe"
],
[
1,
"tú eres bien puta no te importa na"
],
[
1,
"cállate ya puta rata de alcantarilla url"
],
[
1,
"algunos desp de que les contestas se enojan y te gritan puta porque les gustas solo si sos callada url"
],
[
1,
"user cállate la recalcada concha de tu madre hija de remil puta"
],
[
1,
"callate perra y prendeme otro quiero que mi maldita cabeza explote 🔥"
],
[
1,
"user acabo de leer un par de tweets y sólo me sale decir que terf es el nuevo cállate puta y vete a fregar"
],
[
1,
"ladrar terf como quien ladra cállate puta y vete a fregar a la cocina porque en el fondo no sabéis discutir y vais a lo fácil pos 👌"
],
[
1,
"user callate puta si me dijiste q no tenias plata"
],
[
1,
"estoy escuchando una puta canción y la pelotuda de demi lovato se pone a hablar en el medio cantá y callate la boca"
],
[
1,
"user sigan asi puta sociedad pensando que las mujeres son inofensivas"
],
[
1,
"según tv3 llamar puta a una mujer es arte hashtag url"
],
[
1,
"si tú eres puta yo soy reputa que te parece"
],
[
1,
"user jajajaja callate zorra después te mando fotos de mi perrita y vas a cambiar de opinión"
],
[
1,
"las mujeres son la puta cagada mi hermano url"
],
[
1,
"y por eso esta mujer es mi puta mejor amiga desde hace más de 7 años y soy su puta fan ajajjajaa url"
],
[
1,
"yo si dios quiere ya me va a empezar a ir chido dios cállate puta"
],
[
1,
"nuestra amiga esta haciendo literalmente un power point para enseñarnos al resto a ser más hijas de puta pq dice qu … url"
],
[
1,
"hashtag es puta y si no la tienes tu eres esa amiga 😂 💁"
],
[
1,
"user callate con vos hija de puta estoy enojada"
],
[
1,
"user callate hija de puta traidora a la patria saqueaste el país ladrona"
],
[
1,
"te mereces un oscar por puta 😏 ¿ que ¿ cuál óscar ¿ está bueno ¡ presentelo"
],
[
1,
"esta mujer es lo más la puta madre url"
],
[
1,
"user callada cual puta lleva comisión 😂 😂 😂 🤣 🤣 🤣"
],
[
1,
"hashtag una mentada de madre maldita perra"
],
[
1,
"tú eres mi perra y pa ti no uso condones"
],
[
1,
"si algún día tengo una hija lo primero que voy a enseñarle es a trabajar para que no tenga que andar de puta para que le regalen todo"
],
[
1,
"user cállate hija de mil puta vos sos una de las culpable de todo esto basura"
],
[
1,
"tu eres una puta jajajajaj url"
],
[
1,
"mica llorando y laura riéndose en la cara eso es ser una hija de su madre zorra de mierda"
],
[
1,
"callate lilita hija de puta hay diputados heridos"
],
[
1,
"user dice arrimadas que gracias por defenderla cuando le han llamado mala puta feminista por horas"
],
[
1,
"user cállate hija de puta a mí no me representas soy jubilada y apoyo a cambiemos rata"
],
[
1,
"callate gorda puta la concha de tu madre"
],
[
1,
"gorda puta cállate la re concha de tu madre hdp hashtag"
],
[
1,
"calláte rossi la recalcada concha de la lora puta"
],
[
1,
"¿ qué pasa — se ha inclinado forzándose a enseñar algo de canalillo que hija de puta — ¿ pasa algo url"
],
[
1,
"cállate user y la gran puta madre que te repario que le diste a la política nada basura"
],
[
1,
"user gorda sorete vaga mereces quedarte encallada hija de puta"
],
[
1,
"tú eres puta mami yo lo soy massss 😚"
],
[
1,
"user no pedazo de hija de puta callate la boca no tenes autorida moral para hablar devolve lo que robaste"
],
[
1,
"carlota callate la puta boca hashtag"
],
[
1,
"user cállate gorda pedorra hija de puta"
],
[
1,
"user la concha de tu madre gordo hijo de puta la hija de puta de ti mujer es la que no pacífica las cosas gordo falopero"
],
[
1,
"tu novia es puta y no hay nada que hacerle se entrega con cualquiera si tiene algo que ofrecerle 🎵 😝"
],
[
1,
"user jaja callate puta maricona ahre"
],
[
1,
"user callate hija de puta desaparece"
],
[
1,
"tu eres una hija de puta en la cama que hace posiciones solo para mi"
],
[
1,
"user callate puta que todavía no lo vi yo"
],
[
1,
"te vengo a enseñar y a educar que vos puta ami no me vas a ganar también rima"
],
[
1,
"mereces morir tu hija de la grandísima puta url"
],
[
1,
"user que te calles ya ostia puta"
],
[
1,
"user estaría mal contestarle callate yegua puta chorra"
],
[
1,
"user callate eso era entre nosotras puta"
],
[
1,
"user hija de puta mereces que suba la foto que me mandó ella maldita jajajajaja"
],
[
1,
"user y tú eres una puta hipócrita"
],
[
1,
"user callate joder hostia puta con respeto"
],
[
1,
"cállate maldita perra nadie cree en ti ni en el cabrón de tu marido fuera de aquí url"
],
[
1,
"cuando tu mujer es una maldita perra"
],
[
1,
"cállate zorra a ti no te sale"
],
[
1,
"yo soy tu jefa tu eres una empleada perra"
],
[
1,
"puta cállate 😭 😂 😂 😂 url"
],
[
1,
"siente como conmigo tu lo disfrutas echate pa acá y no me discutas si yo se que tu eres bien puta putaaa 🎶"
],
[
1,
"user hija de puta tenés un cuerpazooooo callate 😻"
],
[
1,
"yo no quiero puta pa ’ pasar el rato todas solo quieren cartera y zapato oh yeh tú eres la única que era real"
],
[
1,
"tu eres puta y chupas a diario"
],
[
1,
"el hombre es hombre la mujer es la rapidita que se le prende hijo de puta"
],
[
1,
"la zorra asiática termina con una abundante corrida en la cara la zorra asiática termina con u url hashtag hashtag"
],
[
1,
"tu eres puta eso lo sabemos url"
],
[
1,
"user cállate hija de puta vos no me das bola hace 30 años yo vivo en particular o en mi casa siempre estoy al pedo siempre"
],
[
1,
"por que le tiras mierda de que es puta si tu eres igual wey nmms"
],
[
1,
"¡ cállate mary jane déjame bailar en paz maldita puta"
],
[
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"that right there just earned my best tweet of the day award 👇 👇 url"
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"the planet earth is like a neighborhood always in charge our potus is learning how to cook a hamburger with bacon"
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[
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"you are as steady as a rock today and people close to you feel more for aquarius url"
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[
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"user and working gifs not like tumblr that saves gifs but when you try to send they dont move 🤔"
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[
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"i hope these people have a special welcome party in the then u know what being assaulted means 👿 👿 url"
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[
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"user i once explained at length to a group of students frank use of tummy"
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[
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"user i am behind has something to cass i keep seeing these tweets which makes me wonder"
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[
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"yet someone has made billions by magically anticipating the mood swings of the president and this country into the toilet"
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[
0,
"you're the happiest when you are free to flit from one activit more for gemini url"
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"your enthusiasm is not dampened by the logistical problems you more for gemini url"
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[
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"interested in lean change management discover how to bring lean agile change practices into your organization url"
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[
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"pero subject ko ang law eh so it's my grade that'll make or break my scholarship haha the while waiting is real 😂 🔫"
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"a wild has appeared downtown indy iv 48 9 available until 20 09 10 28m url"
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[
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"user it's restricted to stream that game for now cuz atlus sucks d unless you want your chanel banned don't"
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"my dog has jumped over our fence three days in a row i'm getting tired of him from the other side of our … url"
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"i really hate when people try to tell me to not talk about my dad in a certain way because he's still my dad"
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[
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"user yeah you're alright too desperate times and all that beats staying in alone i suppose"
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[
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"it's now official we are excited about our new design center come and check it out hashtag hashtag url"
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[
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"user went through the same thing in october 2015 floods in sc couldn't get out for a day not a good feeling"
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[
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"spread the word and tell everyone age 15 35 to hashtag to prevent hashtag hashtag url"
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"it 👏 was 👏 a 👏 referendum 👏 on 👏 the 👏 eu 👏 not 👏 on 👏 bringing 👏 back 👏 the 👏 1950s 👏 url"
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"i feel so poorly but i gotta push myself for college tomorrow even though ill feel even worse after it lol"
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[
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"the way i see it if you want a rainbow you gotta put up with the rain dolly hashtag via user 👊 🌱"
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[
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"user hi nick i'm sorry to hear about this can you dm over your and address with and i will look into this harry"
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[
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"user hmmm maybe that's a good idea but i think we should wait till he gets us back so it's like a tennis match"
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[
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[
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[
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[
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"hashtag to all and to all i wish you a great day a great weekend 👉 hashtag hashtag url"
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[
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"a huge thank you to every that came to support our our goal could not have been done without you all ❤ ️"
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"user but after my dad left i still was doing radio for a long time cuz i did evening shows and brand stories for a year"
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"user you actually learning what they are trying to teach you an education does not guarantee a job it is up to you to get one"
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"there is no one who hugs like harry are the best and look at those huge hands i'm sure it would cover me completely … url"
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[
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"over here dropping on a music and an artist conversation getting hella good info vital info"
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[
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"user yeah i sometimes watch too much i miss what they see ha ha they amazing and need the credit that's to them"
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[
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[
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"my little over coming fear journey sometimes you just have to grit your teeth and jump in please share if url"
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[
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"user and she perks up a big grin and a slightly less head tilt in the other direction can i help at all"
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[
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[
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[
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"hey what's up you guys yes today we are going to make the hashtag come alive url"
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[
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[
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[
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[
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"user nah man it's mad annoying if you don't got a chic forcing you to watch it do yourself a favor and don't haha"
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[
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[
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"user well yeah if i could just whip out my whole wallet and scan that it'd be the same as apple pay on my phone"
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[
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[
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"user am aware of that now and haven't got the time to start again so will ask someone else 😞"
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[
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"yeah i know i'm play games instead of working on coloring but i have work soon and hate getting into stuff then having to stop suddenly"
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"user out of curiosity how would it affect us our day maybe a bit more wild what if coffee was brick yellow instead of black"
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[
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"user well i never have gone but if i ever went i hope it was with you than than any other friend i have"
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[
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"everyone head over to user and drop him a follow he does some really clean signatures that you'll want to check out 👍"
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[
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"thanks user for the recognition today super excited to grow the pro in 2017 hashtag"
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"i got up early painted over what i did shirtless then went back to bed i barely remember it 😂 didn't even realize i was shirtless 😂"
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"packing for a journey hmmmm may have to remove items one book can come along o the tough choices advice peeps hashtag hashtag"
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"when doors are at 9 and the is 12 30 when i will be happy safe and warm in my bed grrrr user"
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[
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"putin wrote a nyt op ed in 2012 user wrote a nyt op ed in 2017 coincidence or are they agents of the kremlin hashtag"
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[
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"let's play the game of typing letters into ' send to ' see the names pop up you've deleted then have a little stalk on instagram"
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"user expecting the worst hoping for the best played well but the easy part of their schedule is over"
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[
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"don't you miss being little and eating whatever tf you wanted and it didn't matter bc it's chunky little kids were cute"
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"user oh better than ps4 pro ya think it's a completely new gen console guess what ya knob it's better than xbox 1 too"
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"someone i don't like is killing me with kindness 🤔 i'll be nice she also laughed at my not so funny jokes"
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"a mission statement is pointless unless you have people who are on a mission via user hashtag"
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"user i swear bro 😂 my storage on my phone is occupied by music more than anything else lmao now i cannot live without music"
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[
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"user clinton's credentials for sec of state and pres were worse than thin but that never stopped her it should have though"
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"author and counselor shifting perspectives into the positive to promote growth self love and well being user"
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"played 2 sets each with pitt won 5 lost 3 good news user not too early aug 25 about 5 months away"
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"user i mean sure he's not the best singer but he seems to do well when he's reading off writing"
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[
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"if the u n does not approve and support the actions taken we should from the u n and throw them out of our country"
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"went all the way to georgia for this trailer today for his company he's so happy 💕 hashtag hashtag hashtag url"
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"im the and i'm to ya here to find true love 1 man for my whole life ones got a weasel and the others got a flag"
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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"before the hook can even play
gitextract_8m9e_e3t/ ├── LICENSE.txt ├── README.md ├── evaluation/ │ ├── classification/ │ │ ├── classification.ipynb │ │ ├── data/ │ │ │ ├── hate_speech_test.json │ │ │ └── hate_speech_train.json │ │ ├── evaluate/ │ │ │ ├── __init__.py │ │ │ ├── mgpt_classification.py │ │ │ ├── mgpt_classification_configs.py │ │ │ └── task.py │ │ ├── hate_speech.ipynb │ │ ├── inference.py │ │ └── list_docs_dataset.py │ ├── language_families_info.csv │ └── sequence_labeling/ │ ├── README.md │ ├── inference.py │ ├── list_docs_dataset.py │ ├── sequence_labeling_evaluation.ipynb │ └── sequence_labeling_prediction.ipynb ├── examples/ │ ├── data/ │ │ └── sah.txt │ ├── mgpt_huggingface_generation_example.ipynb │ ├── mgpt_tuning_example.ipynb │ └── mgpt_validation_example.ipynb └── requirements.txt
SYMBOL INDEX (69 symbols across 7 files)
FILE: evaluation/classification/evaluate/mgpt_classification.py
function merge_lang_datasets (line 24) | def merge_lang_datasets(benchmark, task_lang_name, split, langs, cache_d...
class Metrics (line 38) | class Metrics:
method __init__ (line 39) | def __init__(self, task_name):
method calculate_metric (line 42) | def calculate_metric(self, predictions, answers):
method calculate_accuracies (line 47) | def calculate_accuracies(self, answers, predictions):
class MultilingualClassificationTask (line 55) | class MultilingualClassificationTask(RuGPTEvaluationTask):
method __init__ (line 56) | def __init__(self, config):
method verbalize_samples (line 65) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 68) | def load_data(self, split):
method verbalize_train_examples (line 71) | def verbalize_train_examples(self, ds_train, ds_test, lang):
method calculate_scores (line 100) | def calculate_scores(self, data, model):
method predict_subset (line 106) | def predict_subset(self, lang, dataset_lang, model):
method predict (line 138) | def predict(self, model):
class AMAZONTask (line 167) | class AMAZONTask(MultilingualClassificationTask):
method __init__ (line 168) | def __init__(self, config):
method verbalize_samples (line 172) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 176) | def load_data(self, split):
class PAWSXTask (line 190) | class PAWSXTask(MultilingualClassificationTask):
method __init__ (line 191) | def __init__(self, config):
method verbalize_samples (line 195) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 215) | def load_data(self, split):
class XNLITask (line 225) | class XNLITask(MultilingualClassificationTask):
method __init__ (line 226) | def __init__(self, config):
method verbalize_samples (line 230) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 250) | def load_data(self, split):
class XCOPATask (line 258) | class XCOPATask(MultilingualClassificationTask):
method __init__ (line 259) | def __init__(self, config):
method verbalize_samples (line 264) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 284) | def load_data(self, split):
class XWINOTask (line 300) | class XWINOTask(MultilingualClassificationTask):
method __init__ (line 301) | def __init__(self, config):
method verbalize_samples (line 305) | def verbalize_samples(self, lang, dataset, prompt):
method preprocess_sentence (line 309) | def preprocess_sentence(self, sent, idxs, candidate, lang):
method load_data (line 322) | def load_data(self, split):
function evaluate_task (line 361) | def evaluate_task(task_name, model, shots=0):
FILE: evaluation/classification/evaluate/mgpt_classification_configs.py
class TaskConfig (line 6) | class TaskConfig:
class XNLITaskConfig (line 14) | class XNLITaskConfig(TaskConfig):
class PAWSXTaskConfig (line 133) | class PAWSXTaskConfig(TaskConfig):
class AMAZONTaskConfig (line 149) | class AMAZONTaskConfig(TaskConfig):
class XCOPATaskConfig (line 163) | class XCOPATaskConfig(TaskConfig):
class XWINOTaskConfig (line 184) | class XWINOTaskConfig(TaskConfig):
FILE: evaluation/classification/evaluate/task.py
class RuGPTEvaluationTask (line 1) | class RuGPTEvaluationTask:
method __init__ (line 2) | def __init__(self, config):
method verbalize_samples (line 5) | def verbalize_samples(self, lang, dataset, prompt):
method load_data (line 8) | def load_data(self):
method calculate_scores (line 11) | def calculate_scores(self, data, model):
method predict (line 14) | def predict(self, model):
FILE: evaluation/classification/inference.py
class InferenceModel (line 12) | class InferenceModel:
method __init__ (line 13) | def __init__(self, model_path, tokenizer_path=None, device=0):
method forward (line 22) | def forward(self, texts, batch_size=8, seq_length=512, loss_per_pos=Fa...
method forward_pretokenized (line 28) | def forward_pretokenized(self, dataset, loss_per_pos=False, limit=0):
method forward_single_batch (line 51) | def forward_single_batch(self, inputs, loss_per_pos=False):
function load_mgpt (line 77) | def load_mgpt(path, tokenizer_path=None, device=0):
FILE: evaluation/classification/list_docs_dataset.py
class ListDocsDataset (line 6) | class ListDocsDataset(Dataset):
method __init__ (line 7) | def __init__(self, texts, tokenizer, max_length, padding=True, strip=T...
method __len__ (line 24) | def __len__(self):
method __getitem__ (line 27) | def __getitem__(self, item):
function get_dataloader (line 31) | def get_dataloader(texts, tokenizer, batch_size, max_length):
FILE: evaluation/sequence_labeling/inference.py
class InferenceModel (line 12) | class InferenceModel:
method __init__ (line 13) | def __init__(self, model_path, tokenizer_path=None, device=0):
method forward (line 22) | def forward(self, texts, batch_size=8, seq_length=512, loss_per_pos=Fa...
method forward_pretokenized (line 28) | def forward_pretokenized(self, dataset, loss_per_pos=False, limit=0):
method forward_single_batch (line 51) | def forward_single_batch(self, inputs, loss_per_pos=False):
function load_mgpt (line 77) | def load_mgpt(path, tokenizer_path=None, device=0):
FILE: evaluation/sequence_labeling/list_docs_dataset.py
class ListDocsDataset (line 6) | class ListDocsDataset(Dataset):
method __init__ (line 7) | def __init__(self, texts, tokenizer, max_length, padding=True, strip=T...
method __len__ (line 24) | def __len__(self):
method __getitem__ (line 27) | def __getitem__(self, item):
function get_dataloader (line 31) | def get_dataloader(texts, tokenizer, batch_size, max_length):
Copy disabled (too large)
Download .json
Condensed preview — 23 files, each showing path, character count, and a content snippet. Download the .json file for the full structured content (12,270K chars).
[
{
"path": "LICENSE.txt",
"chars": 5773,
"preview": "# The Official Removal of the MIT License as Permitted by the MIT License:\n\nThis repository is now sublicensed under the"
},
{
"path": "README.md",
"chars": 7142,
"preview": "# mGPT\n\n### Multilingual Generative Pretrained Transformer\n[![MIT license](https://img.shields.io/badge/License-MIT-blue"
},
{
"path": "evaluation/classification/classification.ipynb",
"chars": 4289,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"47a26156\",\n \"metadata\": {},\n \"source\": [\n \"## Multilingua"
},
{
"path": "evaluation/classification/data/hate_speech_test.json",
"chars": 675234,
"preview": "{\n \"es\": [\n [\n 0,\n \"yo soy tu hija de puta y tú eres mi diablo\"\n ],\n [\n "
},
{
"path": "evaluation/classification/data/hate_speech_train.json",
"chars": 7544295,
"preview": "{\n \"en\": [\n [\n 0,\n \"cisco had to deal with a fat cash to the and allow an external party"
},
{
"path": "evaluation/classification/evaluate/__init__.py",
"chars": 0,
"preview": ""
},
{
"path": "evaluation/classification/evaluate/mgpt_classification.py",
"chars": 12955,
"preview": "# -*- coding: utf-8 -*-\nimport json\nimport os\nimport pickle\n\nimport numpy as np\nfrom datasets import Dataset, concatenat"
},
{
"path": "evaluation/classification/evaluate/mgpt_classification_configs.py",
"chars": 5186,
"preview": "# -*- coding: utf-8 -*-\nfrom dataclasses import dataclass\n\n\n@dataclass\nclass TaskConfig:\n cache_dir: str = \"datasets_"
},
{
"path": "evaluation/classification/evaluate/task.py",
"chars": 420,
"preview": "class RuGPTEvaluationTask:\n def __init__(self, config):\n self.config = config\n\n def verbalize_samples(self,"
},
{
"path": "evaluation/classification/hate_speech.ipynb",
"chars": 14490,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": null,\n \"id\": \"e98250c5\",\n \"metadata\": {},\n \"output"
},
{
"path": "evaluation/classification/inference.py",
"chars": 2836,
"preview": "import os\nimport json\nfrom tqdm import tqdm\n\nimport torch\nimport torch.nn.functional as F\nfrom transformers import GPT2T"
},
{
"path": "evaluation/classification/list_docs_dataset.py",
"chars": 1004,
"preview": "import numpy as np\nimport torch\nfrom torch.utils.data import Dataset, DataLoader\n\n\nclass ListDocsDataset(Dataset):\n d"
},
{
"path": "evaluation/language_families_info.csv",
"chars": 2338,
"preview": "lang;language;family;fam;\r\naz;Azerbaijani;Turkic (Oghuz);Oghuz;\r\nsw;Swahili;Niger-Congo;NigerCongo;\r\naf;Afrikaans;Indo-E"
},
{
"path": "evaluation/sequence_labeling/README.md",
"chars": 635,
"preview": "## Sequence labeling evaluation\nThis Folder contains code that reproduces mGPT experiments for NER and POS.\n- *sequence_"
},
{
"path": "evaluation/sequence_labeling/inference.py",
"chars": 2836,
"preview": "import os\nimport json\nfrom tqdm import tqdm\n\nimport torch\nimport torch.nn.functional as F\nfrom transformers import GPT2T"
},
{
"path": "evaluation/sequence_labeling/list_docs_dataset.py",
"chars": 1004,
"preview": "import numpy as np\nimport torch\nfrom torch.utils.data import Dataset, DataLoader\n\n\nclass ListDocsDataset(Dataset):\n d"
},
{
"path": "evaluation/sequence_labeling/sequence_labeling_evaluation.ipynb",
"chars": 9222,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"23b96f8d\",\n \"metadata\": {\n \"id\": \"25f88ea7\"\n },\n \"sourc"
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"path": "evaluation/sequence_labeling/sequence_labeling_prediction.ipynb",
"chars": 25209,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"6a49c9a8\",\n \"metadata\": {\n \"id\": \"TL4r0laXOISK\"\n },\n \"s"
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{
"path": "examples/data/sah.txt",
"chars": 1906880,
"preview": "Сыһыат туохтуур\nСыһыат туохтуур () — саҥа ирээтэ, сүрүн дьайыыны быһаарар хаттыгас дьайыы. \"Тугу гынаары? Хайаары?\" диэн"
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"path": "examples/mgpt_huggingface_generation_example.ipynb",
"chars": 6828,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 1,\n \"id\": \"b641923c\",\n \"metadata\": {},\n \"outputs\":"
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"chars": 3457,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"id\": \"0a72a082\",\n \"metadata\": {},\n \"source\": [\n \"## Yakut simpl"
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"path": "examples/mgpt_validation_example.ipynb",
"chars": 3903,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"code\",\n \"execution_count\": 1,\n \"id\": \"79a07823\",\n \"metadata\": {},\n \"outputs\":"
},
{
"path": "requirements.txt",
"chars": 53,
"preview": "seqeval==1.2.2\ntransformers==4.22.2\ndatasets==2.13.2\n"
}
]
About this extraction
This page contains the full source code of the ai-forever/mgpt GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 23 files (9.8 MB), approximately 2.6M tokens, and a symbol index with 69 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.