| --- |
| license: apache-2.0 |
| language: |
| - uz |
| pipeline_tag: text-generation |
| tags: |
| - grammar |
| - uzbek |
| --- |
| |
| # 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: |
|
|
| ```python |
| 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 |
