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Source channel @githubtrending · Post #14729 · May 21

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#csharp#c_sharp#linq#unity ZLinq is a high-performance, zero-allocation LINQ library for .NET and game engines like Unity and Godot. It improves on regular LINQ by avoiding memory allocations during method chaining, boosting speed and efficiency, especially in demanding apps like games. You use it by calling `AsValueEnumerable()` on collections, enabling faster queries with almost full compatibility with .NET 10 LINQ features. It supports advanced operations on arrays, spans, trees (like file systems and JSON), and SIMD for parallel processing. ZLinq also offers drop-in replacements to accelerate existing LINQ code without rewriting. This means you get faster, more memory-efficient data processing with minimal code changes[1][3][4]. https://github.com/Cysharp/ZLinq

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Ali Ahmad

@AlisherAhmatovich · Post #1189 · 01/09/2025, 04:15 PM

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O'zbekcha STT (Speech-to-Text) uchun benchmarking v1 tayyor! O'zbek tilida nutqni matnga aylantirish bo'yicha dastlabki etalon tizimni yaratdik! Ushbu jarayonda: ✅ Adabiy O'zbek tili ✅ Turli hududiy shevalar ✅ Musiqalar va suhbatlar ✅ Shovqinli audiolar bilan o’zimizni va bozordagi mavjud modellarni sinab ko'rdik. Tez orada natijalarni va benchmarkni e’lon qilamiz, hamda benchmarkni doimiy yangilab borish niyatimiz bor. Benchmark mezonlari: - WER (Word Error Rate) - So’zlar xatolik darajasi. - CER (Character Error Rate) – Harflar xatolik darajasi. Bu nafaqat texnologik rivojlanish, balki O'zbek tilining raqamli muhitda mustahkam o'rin egallashi yo'lida muhim qadamdir. Maqsadimiz – O'zbekcha STT modellarining aniq va sifatli ishlashini ta'minlashdir. Kelajak rejalari: - Test natijalarini batafsil tahlil qilib, modellarni yanada takomillashtirish. O'zbek tili texnologiyalari rivoji uchun birgalikda ishlashda davom etamiz! STT modelimizni @aishaovozbot’da yoki aisha.group’da sinab ko’rishingiz mumkin. #aisha#stt @elzodxon

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