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Uzbek Grammar Correction Model

Ushbu model o'zbek tilidagi matnlarning grammatik xatolarini tuzatish uchun mo'ljallangan.

Muallif (Author)

Ushbu model Davronov Rifqat tomonidan yaratilgan va o'qitilgan.

Model tavsifi

Model rifkat/grammar repozitoriyasidan olingan va Seq2Seq arxitekturasiga asoslangan. U matndagi imlo va grammatik xatolarni avtomatik tahrirlash imkonini beradi.

Foydalanish (Usage)

Modelni ishlatish uchun quyidagi koddan foydalanishingiz mumkin:

from transformers import Text2TextGenerationPipeline, AutoModelForSeq2SeqLM, AutoTokenizer

model_name = "rifkat/grammar"
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)

pipeline = Text2TextGenerationPipeline(model=model, tokenizer=tokenizer)

text = "SamDUning Kattaqorgon filialining foallar zalida shiftdagi qulagani beton plitaning holati bo‘yicha JKning 258-moddasi bilan jinoyat ishi qo‘zg‘atildi."

result = pipeline(
    text, 
    min_length=10,
    max_length=100,
    do_sample=False,
    early_stopping=False,
    num_beams=1,
    temperature=1.0,
    top_k=50,
    no_repeat_ngram_size=0,
    top_p=1.0
)

print(result[0]['generated_text'])

Inference parametrlari min_length: 10

max_length: 100

num_beams: 1

do_sample: False

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