{"id":121901,"date":"2025-02-13T14:22:07","date_gmt":"2025-02-13T12:22:07","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0"},"modified":"2025-02-13T14:22:07","modified_gmt":"2025-02-13T12:22:07","slug":"reliz-subd-duckdb-1-2-0","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0","title":{"rendered":"Lan\u00e7imi i DBMS DuckDB 1.2.0","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>L\u00ebshohet versioni i DBMS DuckDB 1.2.0, i fokusuar n\u00eb ekzekutimin e k\u00ebrkesave analitike dhe konceptualisht i ngjash\u00ebm me SQLite. DuckDB bashkon ve\u00e7orit\u00eb si kompakt\u00ebsia, lidhja n\u00eb form\u00ebn e nj\u00eb biblioteke t\u00eb integruar, ruajtja e databaz\u00ebs n\u00eb nj\u00eb skedar t\u00eb vet\u00ebm dhe nd\u00ebrfaqja CLI, me mund\u00ebsit\u00eb dhe optimizimet p\u00ebr ekzekutimin e k\u00ebrkesave analitike q\u00eb mbulojn\u00eb nj\u00eb pjes\u00eb t\u00eb konsiderueshme t\u00eb t\u00eb dh\u00ebnave t\u00eb ruajtura, p\u00ebr shembull, duke kryer agregimin e t\u00eb gjith\u00eb p\u00ebrmbajtjes s\u00eb tabelave ose bashkimin e disa tabelave t\u00eb m\u00ebdha. Kodi i projektit \u00ebsht\u00eb shkruar n\u00eb gjuh\u00ebn C++ dhe shp\u00ebrndahet n\u00ebn licenc\u00ebn MIT.     <\/p>\n<p>DuckDB ofron nj\u00eb dialekt t\u00eb zgjeruar t\u00eb gjuh\u00ebs SQL, i cili p\u00ebrfshin mund\u00ebsi shtes\u00eb p\u00ebr p\u00ebrpunimin e k\u00ebrkesave shum\u00eb komplekse dhe afatgjata. \u00cbsht\u00eb e mundur t\u00eb p\u00ebrdoren tipe t\u00eb komplikuara (array, struktura, bashkime), si dhe t\u00eb ekzekutohen n\u00ebnk\u00ebrkesa t\u00eb rast\u00ebsishme dhe t\u00eb ngulitura. Mb\u00ebshtetet ekzekutimi paralel i k\u00ebrkesave t\u00eb shumta, ekzekutimi i k\u00ebrkesave drejtp\u00ebrdrejt nga skedar\u00ebt n\u00eb formatet CSV dhe Parquet. Mb\u00ebshtetja e importit nga DBMS PostgreSQL \u00ebsht\u00eb gjithashtu e disponueshme.    <\/p>\n<p>Projekti p\u00ebrdor nj\u00eb shell nga SQLite, parser nga PostgreSQL, komponentin Date Math nga MonetDB, implementimin e tij t\u00eb funksioneve dritare (baze n\u00eb algoritmin e Segment Tree Aggregation), nj\u00eb p\u00ebrpunues regex-i t\u00eb bazuar n\u00eb bibliotek\u00ebn RE2, optimizator\u00eb t\u00eb ve\u00e7ant\u00eb pyetjesh, mekanizmin MVCC p\u00ebr menaxhimin e konkurenc\u00ebs (Kontrolli i Konkurrenc\u00ebs me Versione t\u00eb Shumta), si dhe nj\u00eb motor t\u00eb vectorizuar p\u00ebr ekzekutimin e pyetjeve t\u00eb bazuar n\u00eb algoritmin Hyper-Pipelining Query Execution, q\u00eb lejon p\u00ebrpunimin e grupeve t\u00eb m\u00ebdha t\u00eb vlerave n\u00eb nj\u00eb operacion t\u00eb vet\u00ebm.    <\/p>\n<p>N\u00eb k\u00ebt\u00eb version t\u00eb ri:  <\/p>\n<ul>\n<li class=\"l\"> Implementuar mb\u00ebshtetje p\u00ebr metoda t\u00eb reja kompresimi, t\u00eb cilat nuk jan\u00eb t\u00eb p\u00ebrfshira si parazgjedhje p\u00ebr t\u00eb ruajtur p\u00ebrputhshm\u00ebrin\u00eb e skedar\u00ebve t\u00eb DB me versionet e m\u00ebparshme t\u00eb DuckDB. P\u00ebr t\u00eb p\u00ebrdorur formatin e p\u00ebrmir\u00ebsuar t\u00eb skedar\u00ebve t\u00eb DB, ofrohet mund\u00ebsia p\u00ebr t\u00eb lidhur DB me numrin e versionit \u2014 kur hapni skedarin duke p\u00ebrdorur parametrin \u00abSTORAGE_VERSION\u00bb, tani mund t\u00eb p\u00ebrcaktoni versionin minimal t\u00eb mb\u00ebshtetur t\u00eb DB (\u00abATTACH 'file.db' (STORAGE_VERSION 'v1.2.0');\u00bb). P\u00ebr t\u00eb konvertuar formatin e ri n\u00eb at\u00eb t\u00eb vjet\u00ebr, mund t\u00eb p\u00ebrdorni komand\u00ebn SQL COPY, p\u00ebr shembull: ATTACH 'file1.db'; ATTACH 'converted_file.db' (STORAGE_VERSION 'v1.0.0'); COPY FROM DATABASE file1 TO converted_file;\n<li class=\"l\"> Shtuar mb\u00ebshtetje p\u00ebr komand\u00ebn SQL \u00abALTER TABLE \u2026 ADD PRIMARY KEY\u00bb p\u00ebr t\u00eb shtuar nj\u00eb \u00e7el\u00ebs primar n\u00eb nj\u00eb tabel\u00eb ekzistuese.\n<li class=\"l\"> U hoq kufizimi q\u00eb nuk lejonte rishqyrtimin e identifikuesve, p\u00ebr t\u00eb cil\u00ebt ekziston indeksi p\u00ebr ndjekjen e unik\u00ebsis\u00eb, n\u00ebse k\u00ebto identifikues ishin fshir\u00eb n\u00eb transaksionin aktual. P\u00ebr shembull, kodi SQL m\u00eb posht\u00eb tani nuk \u00e7on n\u00eb nj\u00eb gabim: CREATE TABLE students (id INTEGER PRIMARY KEY, name VARCHAR); INSERT INTO students VALUES (1, 'John Doe'); BEGIN; DELETE FROM students WHERE id = 1; INSERT INTO students VALUES (1, 'Jane Doe');\n<li class=\"l\"> Shtuar mb\u00ebshtetje p\u00ebr ngarkimin e skedar\u00ebve CSV n\u00eb kodimet Latin-1 dhe UTF-16 (m\u00eb par\u00eb mb\u00ebshtetej vet\u00ebm kodimi UTF-8). FROM read_csv('cities-latin-1.csv', encoding = 'latin-1');\n<li class=\"l\"> Shtuar mb\u00ebshtetje p\u00ebr p\u00ebrdorimin n\u00eb skedar\u00ebt CSV t\u00eb ndar\u00ebsve me shum\u00eb byte (deri n\u00eb 4 byte), duke lejuar specifikimin e emoji si ndar\u00ebs p\u00ebr kolonat. a\ud83d\udc68\u200d\ud83c\udf93b hello\ud83d\udc68\u200d\ud83c\udf93world FROM read_csv('example.dsv', sep = '\ud83d\udc68\u200d\ud83c\udf93');\n<li class=\"l\"> Si parazgjedhje, \u00ebsht\u00eb aktivizuar nj\u00eb modalitet i rrept\u00eb n\u00eb analiz\u00ebn e skedar\u00ebve CSV ('strict_mode = true'), i cili kontrollon p\u00ebrputhshm\u00ebrin\u00eb me formatin e specifikimit RFC 4180. N\u00eb modalitetin e rrept\u00eb, lejohet p\u00ebrdorimi i vet\u00ebm nj\u00eb simboli p\u00ebr ndarjen e rreshtave, gj\u00eb q\u00eb do t\u00eb \u00e7oj\u00eb n\u00eb nj\u00eb gabim n\u00eb p\u00ebrpjekjen p\u00ebr t\u00eb analizuar skedar\u00ebt, t\u00eb cil\u00ebt ndajn\u00eb rreshtat jo vet\u00ebm me simbolin e kalimit t\u00eb rreshtit, por edhe me simbolin e kthimit t\u00eb karroc\u00ebs ('\r\n').\n<li class=\"l\"> N\u00eb parserin CSV \u00ebsht\u00eb p\u00ebrdorur nj\u00eb algorit\u00ebm i ri p\u00ebr p\u00ebrcaktimin e rreshtit t\u00eb ri, duke mb\u00ebshtetur ndarjen e operacioneve. P\u00ebrdorimi i algoritmit t\u00eb ri ka p\u00ebrshpejtuar analizimin e CSV-t\u00eb rreth 15%.\n<li class=\"l\"> \u00cbsht\u00eb hequr kufizimi mbi madh\u00ebsin\u00eb e rreshtit n\u00eb skedar\u00ebt CSV (m\u00eb par\u00eb rreshti nuk duhej t\u00eb kalonte 8 MB).\n<li class=\"l\"> Kur eksportohet t\u00eb dh\u00ebnat n\u00eb formatin Parquet \u00ebsht\u00eb realizuar mb\u00ebshtetje p\u00ebr hash-e (fjalor\u00eb) dhe indekse t\u00eb bazuara n\u00eb filtrin Bloom. \u00cbsht\u00eb realizuar nj\u00eb metod\u00eb kompresimi DELTA_BINARY_PACKED, q\u00eb lejon t\u00eb reduktohet ndjesh\u00ebm madh\u00ebsia e skedar\u00ebve Parquet.\n<li class=\"l\"> N\u00eb nd\u00ebrfaqen e linj\u00ebs s\u00eb komand\u00ebs \u00ebsht\u00eb shtuar nj\u00eb modalitet i sigurt, i aktivizuar p\u00ebrmes opsionit '-safe' ose komand\u00ebs '.safe_mode'. N\u00eb k\u00ebt\u00eb modalitet, lejohet akses vet\u00ebm n\u00eb skedarin e DB t\u00eb specifikuar fillimisht, dhe p\u00ebrpjekjet p\u00ebr t\u00eb hapur skedar\u00eb t\u00eb tjer\u00eb do t\u00eb \u00e7ojn\u00eb n\u00eb nj\u00eb mesazh gabimi.\n<li class=\"l\"> N\u00eb nd\u00ebrfaqen e linj\u00ebs s\u00eb komandave, \u00ebsht\u00eb p\u00ebrmir\u00ebsuar plot\u00ebsimi automatik i hyrjes. Kodi p\u00ebr plot\u00ebsimin automatik \u00ebsht\u00eb kthyer n\u00eb p\u00ebrdorimin e PEG (Gramatika e Shprehjeve t\u00eb Parse-imit).\n<li class=\"l\"> Gjat\u00eb ekzekutimit t\u00eb komandave n\u00eb nd\u00ebrfaqen e linj\u00ebs s\u00eb komand\u00ebs, \u00ebsht\u00eb realizuar nj\u00eb pamje e qart\u00eb p\u00ebr numrat e m\u00ebdhenj, p\u00ebr shembull, gjat\u00eb shfaqjes s\u00eb numrit 100000000, do t\u00eb shtohet gjithashtu '(100 milion\u00eb)'.\n<li class=\"l\"> N\u00eb SQL \u00ebsht\u00eb shtuar mb\u00ebshtetje p\u00ebr sintaks\u00ebn, ku emrat e shkurtuar t\u00eb tabelave dhe shprehjeve mund t\u00eb specifikohen para vlerave q\u00eb ato i tregojn\u00eb (n\u00eb vend t\u00eb p\u00ebrdorimit t\u00eb sintaks\u00ebs 'shprehja AS emri'): SELECT e1: some_long_and_winding_expression, e2: t2.a_column_name FROM t1: long_schema.some_long_table_name, t2: short_s.tbl;\n<li class=\"l\"> N\u00eb komand\u00ebn \u00abSELECT\u00bb \u00ebsht\u00eb realizuar mb\u00ebshtetje p\u00ebr operacionin \u00abRENAME\u00bb p\u00ebr rinovimin e fushave, q\u00eb shfaqen kur specifikohet shprehja \u00ab*\u00bb: SELECT * RENAME (col1 AS new_col1) FROM integers;\n<li class=\"l\"> N\u00eb komand\u00ebn \u00abSELECT\u00bb \u00ebsht\u00eb lejuar p\u00ebrdorimi i operacioneve \u00abLIKE\u00bb dhe \u00abSIMILAR TO\u00bb gjat\u00eb shfaqjes p\u00ebrmes \u00ab*\u00bb: SELECT * LIKE 'val%' FROM key_val;\n<li class=\"l\"> Cil\u00ebsia e gjenerimit t\u00eb numrave pseudo-rasor \u00ebsht\u00eb p\u00ebrmir\u00ebsuar.\n<li class=\"l\"> Optimizuesi i k\u00ebrkesave \u00ebsht\u00eb modernizuar. Performanca gjat\u00eb testit TPC-H SF100 \u00ebsht\u00eb rritur me 13%.\n<li class=\"l\"> Nj\u00eb API e re e ngjashme me C \u00ebsht\u00eb propozuar p\u00ebr zhvillimin e shtesave, e cila mund t\u00eb p\u00ebrdoret, p\u00ebr shembull, p\u00ebr krijimin e funksioneve t\u00eb reja agreguese ose tabulare.\n<li class=\"l\"> Mb\u00ebshtetje \u00ebsht\u00eb shtuar p\u00ebr sistemet me bibliotek\u00ebn standarde C Musl.          <\/ul>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=62712\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u0421\u0423\u0411\u0414 DuckDB 1.2.0, \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0449\u0435\u0439 SQLite. DuckDB \u0441\u043e\u0447\u0435\u0442\u0430\u0435\u0442 \u0442\u0430\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 SQLite, \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0441\u0442\u044c, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432 \u0444\u043e\u0440\u043c\u0435 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0411\u0414 \u0432 \u043e\u0434\u043d\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u0438 CLI-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f\u043c\u0438 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0438\u0445 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0441\u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u0442\u0430\u0431\u043b\u0438\u0446 \u0438\u043b\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-121901","post","type-post","status-publish","format-standard","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u0421\u0423\u0411\u0414 DuckDB 1.2.0, \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0449\u0435\u0439 SQLite. DuckDB \u0441\u043e\u0447\u0435\u0442\u0430\u0435\u0442 \u0442\u0430\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 SQLite, \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0441\u0442\u044c, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432 \u0444\u043e\u0440\u043c\u0435 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0411\u0414 \u0432 \u043e\u0434\u043d\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u0438 CLI-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f\u043c\u0438 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0438\u0445 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0441\u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u0442\u0430\u0431\u043b\u0438\u0446 \u0438\u043b\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"sq_AL\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u0420\u0435\u043b\u0438\u0437 \u0421\u0423\u0411\u0414 DuckDB 1.2.0 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u0421\u0423\u0411\u0414 DuckDB 1.2.0, \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0449\u0435\u0439 SQLite. DuckDB \u0441\u043e\u0447\u0435\u0442\u0430\u0435\u0442 \u0442\u0430\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 SQLite, \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0441\u0442\u044c, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432 \u0444\u043e\u0440\u043c\u0435 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0411\u0414 \u0432 \u043e\u0434\u043d\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u0438 CLI-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f\u043c\u0438 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0438\u0445 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0441\u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u0442\u0430\u0431\u043b\u0438\u0446 \u0438\u043b\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-02-13T12:22:07+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-02-13T12:22:07+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47L\u00ebshimi i DBMS DuckDB 1.2.0 | ProHoster","description":"\u00cbsht\u00eb publikuar l\u00ebshimi i DBMS DuckDB 1.2.0, e orientuar drejt realizimit t\u00eb k\u00ebrkesave analitike dhe konceptualisht e ngjashme me SQLite. DuckDB kombinon pronat e SQLite, si kompakt\u00ebsia, lidhja n\u00eb form\u00ebn e bibliotek\u00ebs s\u00eb integruar, ruajtja e DB n\u00eb nj\u00eb sked\u00eb dhe nd\u00ebrfaqja CLI, me mund\u00ebsit\u00eb dhe optimizimet p\u00ebr realizimin e k\u00ebrkesave analitike q\u00eb mbulojn\u00eb nj\u00eb pjes\u00eb t\u00eb konsiderueshme t\u00eb t\u00eb dh\u00ebnave t\u00eb ruajtura, p\u00ebr shembull, duke realizuar agregimin e p\u00ebrmbajtjes s\u00eb t\u00eb gjitha tabelave ose bashkimin e disa.","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u0420\u0435\u043b\u0438\u0437 \u0421\u0423\u0411\u0414 DuckDB 1.2.0 | ProHoster","og:description":"\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u0421\u0423\u0411\u0414 DuckDB 1.2.0, \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0449\u0435\u0439 SQLite. DuckDB \u0441\u043e\u0447\u0435\u0442\u0430\u0435\u0442 \u0442\u0430\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 SQLite, \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0441\u0442\u044c, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432 \u0444\u043e\u0440\u043c\u0435 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438, \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0411\u0414 \u0432 \u043e\u0434\u043d\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u0438 CLI-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f\u043c\u0438 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0438\u0445 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0441\u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u0442\u0430\u0431\u043b\u0438\u0446 \u0438\u043b\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445","og:url":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/reliz-subd-duckdb-1-2-0","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2025-02-13T12:22:07+00:00","article:modified_time":"2025-02-13T12:22:07+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"121901","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-01-23 10:33:44","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2026-01-23 10:33:44","updated":"2026-01-23 10:33:44"},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/121901","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/comments?post=121901"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/121901\/revisions"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media?parent=121901"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/categories?post=121901"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/tags?post=121901"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}