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  "aboutHtml": "<p>Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agent vazifalari va kompyuterdan foydalanishga yo‘naltirilgan, fikrlash va matematikada yaxshilanishlarga ega Sonnet nashri. U matn va tasvirlarni qabul qiladi va matn yaratadi. Relizda bir necha bosqich bo‘ylab davomli ishlash, kodni tushunish va bitta alohida funksiya o‘rniga kengroq loyihaga taalluqli o‘zgartirishlar tavsiflangan. Foydali topshiriq kerakli xatti-harakatni, tegishli manba materialini va yetkaziladigan natijani belgilaydi: taklif etilgan patch, dasturiy yechim tushuntirishi, hujjat tahlili yoki tuzilmali javob.</p><p>Dasturiy ishlar uchun loyiha cheklovlari, tegishli fayllar yoki parchalar, kuzatilgan xato va kutilgan natijaning aniq misolini taqdim eting. O‘zgartiriladigan kodni va taklif etilgan o‘zgartirish shu misolni qanday hal qilishini tushuntirishni so‘rang. Ishlab chiqaruvchi modelni agentlar yaratish va vositalar yordamida dasturlash vazifalarini bajarishga mos deb taqdim etadi. Modelni o‘rab turgan ilova fayllarni o‘qiydi va tahrirlaydi, buyruq yoki tekshiruvni bajaradi va uning haqiqiy chiqishini qaytaradi; model esa shu dalil ustida fikrlaydi. Yakuniy hisobotda taklif etilgan o‘zgartirish bilan bajarilgan tekshiruvni ajrating.</p><p>Kompyuterdan foydalanish uning vizual va agent imkoniyatlarining alohida qo‘llanishidir. Anthropic relizida ulangan muhit orqali brauzer bilan o‘zaro ishlash, sahifalar bo‘ylab yurish va elektron jadvallar bilan ishlash namoyish etilgan. Vizual topshiriqda ekran tasvirini berish, maqsadni belgilash va ilova qaysi amallarga ruxsat berishini aniqlash mumkin. Ilova tanlangan o‘zaro amalni bajaradi va o‘zgargan ekran yoki boshqa natijani qaytaradi. Shunga o‘xshash, model hujjat, elektron jadval va slaydlar uchun kontent va kodni tayyorlashi, muhit esa tayyor faylni yaratishi mumkin. Matn va tasvirni tushunish modelni o‘zidan tasvir yoki audio yaratadigan modelga aylantirmaydi.</p><p>Ishlab chiqaruvchining aniq spetsifikatsiyasida 200K tokenli kontekst oynasi va 64K gacha chiqish tokeni ko‘rsatilgan. Uning ishonchli bilimlari chegarasi 2025-yil yanvar bo‘lib, sahifada ko‘rsatilgan keyinroq o‘qitish ma’lumotlari chegarasidan farq qiladi. Uzun kirishda hujjat chegaralari, sahifa belgilari, birliklar va kod identifikatorlarini aniq saqlang, so‘ralgan javob va fikrlash uchun joy qoldiring. Ishlab chiqaruvchi bu nashr uchun kontekstni hisobga olish imkoniyatini ham hujjatlashtiradi, shuning uchun qo‘llab-quvvatlanadigan ish jarayoni suhbat davomida qolgan joyni kuzatadi. Bu davomli vazifani o‘z oynasi ichida boshqarishga yordam beradi; oynani keyingi Sonnet nashrining kattaroq sig‘imi bilan almashtirmaydi.</p><p>Sonnet 4.5 oddiy javoblarni va qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi. Ikkinchi rejimda budget_tokens ko‘rinadigan javobdan oldingi ichki fikrlash uchun maqsadli hajmni belgilaydi. Hujjatlashtirilgan eng kam qiymat 1,024 token, budjet esa odatda max_tokens dan past bo‘lishi kerak, chunki fikrlash bilan yakuniy javob umumiy yaratish limitidan foydalanadi. Budjet aynan shuncha token sarflash va’dasi emas, maqsadli hajmdir. Bu nashrda keyingi Sonnet modellari uchun tavsiflangan moslashuvchan fikrlash rejimi yoki fikrlash kuchini boshqarish mavjud emas. So‘ralgan tahlil chuqurligini tanlang va foydalanishga yaroqli yakuniy javob uchun yetarli limit qoldiring.</p><p>Ishlab chiqaruvchining fikrlashni vosita chaqiruvlari bilan navbatlashtiradigan beta imkoniyati Sonnet 4.5 ga bir muloqot navbati ichida vosita chaqiruvlari orasida fikrlash va qaytgan kuzatuvlardan keyingi qadamni tanlash imkonini beradi. Buning uchun qo‘llab-quvvatlanadigan Messages ish jarayonidagi hujjatlashtirilgan beta imkoniyati kerak. Bu holatda fikrlash budjeti max_tokens dan oshishi mumkin, chunki u yordamchining bir muloqot navbatidagi bir necha fikrlash blokini qamrab oladi. Vosita natijalarini ularga tegishli fikrlash kontenti, jumladan uning imzosi bilan o‘zgartirmasdan qaytaring; bu kontentni tahrirlash uni yaroqsiz qiladi. Shunday qilib, tadqiqot yoki nosozlikni aniqlash vazifasi matnli taklifni bajarilgan amal deb hisoblamasdan, taklif etilgan tekshiruv, haqiqiy qaytgan natija va yangilangan tahlilni navbatlashtirishi mumkin.</p><p>Vizual material uchun ishlab chiqaruvchi JPEG, PNG, GIF va WebPni qo‘llab-quvvatlaydi va animatsiyaning faqat birinchi kadridan foydalanadi. Bu nashr foydalanadigan standart tasvir darajasida uzun tomon 1,568 piksel bilan va vizual tokenlar 1,568 bilan cheklangan; kattaroq tasvirlar kichraytiriladi. Ishlab chiqaruvchining tasvir qo‘llanmasi 200K kontekstli modellar uchun bitta API so‘rovida 100 tagacha tasvirni ko‘rsatadi, lekin tasvirga va umumiy so‘rov hajmiga oid shartlarga oldinroq yetib qolish mumkin. Amaliy bo‘lsa, tasvirlarni savoldan oldin joylashtiring, bir necha tasvirni belgilang va mayda matn yoki diagramma belgilarini saqlang. Qo‘llanma aniq tasvirlarni va ko‘rinadigan tafsilotni talqin qilish uchun yetarli atrof kontekstini saqlashni tavsiya qiladi.</p><p>Uzoqroq agent ish jarayonlarini qo‘llab-quvvatlash uchun bu model bilan birga kontekstni tahrirlash va xotira vositasi taqdim etilgan. Bular foydali holatni saqlash yoki eski vosita materialini olib tashlashning ilova qo‘llab-quvvatlaydigan yo‘llari; cheksiz model xotirasi yoki keyingi serverda kontekstni ixchamlashtirish imkoniyati emas. Ko‘p bosqichli vazifada allaqachon qabul qilingan qarorlar, ochiq savol va keyingi qadam uchun zarur dalillarni saqlang. Anthropic tashqi kontentdagi yashirin ko‘rsatmalarga kuchliroq qarshilikni ham tavsiflaydi, shu bilan birga modelga xos tasniflagichlar ba’zan zararsiz materialni ham belgilashi mumkinligini qayd etadi. Foydali natija taqdim etilgan dalillarga bog‘langan, ko‘rib chiqish mumkin bo‘lgan material bo‘lib qoladi; bunda Sonnet 4.5 ning aniq rejim va chegaralari keyingi relizlardan ajratib saqlanadi.</p>",
  "aboutText": "Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agent vazifalari va kompyuterdan foydalanishga yo‘naltirilgan, fikrlash va matematikada yaxshilanishlarga ega Sonnet nashri. U matn va tasvirlarni qabul qiladi va matn yaratadi. Relizda bir necha bosqich bo‘ylab davomli ishlash, kodni tushunish va bitta alohida funksiya o‘rniga kengroq loyihaga taalluqli o‘zgartirishlar tavsiflangan. Foydali topshiriq kerakli xatti-harakatni, tegishli manba materialini va yetkaziladigan natijani belgilaydi: taklif etilgan patch, dasturiy yechim tushuntirishi, hujjat tahlili yoki tuzilmali javob.\n\nDasturiy ishlar uchun loyiha cheklovlari, tegishli fayllar yoki parchalar, kuzatilgan xato va kutilgan natijaning aniq misolini taqdim eting. O‘zgartiriladigan kodni va taklif etilgan o‘zgartirish shu misolni qanday hal qilishini tushuntirishni so‘rang. Ishlab chiqaruvchi modelni agentlar yaratish va vositalar yordamida dasturlash vazifalarini bajarishga mos deb taqdim etadi. Modelni o‘rab turgan ilova fayllarni o‘qiydi va tahrirlaydi, buyruq yoki tekshiruvni bajaradi va uning haqiqiy chiqishini qaytaradi; model esa shu dalil ustida fikrlaydi. Yakuniy hisobotda taklif etilgan o‘zgartirish bilan bajarilgan tekshiruvni ajrating.\n\nKompyuterdan foydalanish uning vizual va agent imkoniyatlarining alohida qo‘llanishidir. Anthropic relizida ulangan muhit orqali brauzer bilan o‘zaro ishlash, sahifalar bo‘ylab yurish va elektron jadvallar bilan ishlash namoyish etilgan. Vizual topshiriqda ekran tasvirini berish, maqsadni belgilash va ilova qaysi amallarga ruxsat berishini aniqlash mumkin. Ilova tanlangan o‘zaro amalni bajaradi va o‘zgargan ekran yoki boshqa natijani qaytaradi. Shunga o‘xshash, model hujjat, elektron jadval va slaydlar uchun kontent va kodni tayyorlashi, muhit esa tayyor faylni yaratishi mumkin. Matn va tasvirni tushunish modelni o‘zidan tasvir yoki audio yaratadigan modelga aylantirmaydi.\n\nIshlab chiqaruvchining aniq spetsifikatsiyasida 200K tokenli kontekst oynasi va 64K gacha chiqish tokeni ko‘rsatilgan. Uning ishonchli bilimlari chegarasi 2025-yil yanvar bo‘lib, sahifada ko‘rsatilgan keyinroq o‘qitish ma’lumotlari chegarasidan farq qiladi. Uzun kirishda hujjat chegaralari, sahifa belgilari, birliklar va kod identifikatorlarini aniq saqlang, so‘ralgan javob va fikrlash uchun joy qoldiring. Ishlab chiqaruvchi bu nashr uchun kontekstni hisobga olish imkoniyatini ham hujjatlashtiradi, shuning uchun qo‘llab-quvvatlanadigan ish jarayoni suhbat davomida qolgan joyni kuzatadi. Bu davomli vazifani o‘z oynasi ichida boshqarishga yordam beradi; oynani keyingi Sonnet nashrining kattaroq sig‘imi bilan almashtirmaydi.\n\nSonnet 4.5 oddiy javoblarni va qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi. Ikkinchi rejimda budget_tokens ko‘rinadigan javobdan oldingi ichki fikrlash uchun maqsadli hajmni belgilaydi. Hujjatlashtirilgan eng kam qiymat 1,024 token, budjet esa odatda max_tokens dan past bo‘lishi kerak, chunki fikrlash bilan yakuniy javob umumiy yaratish limitidan foydalanadi. Budjet aynan shuncha token sarflash va’dasi emas, maqsadli hajmdir. Bu nashrda keyingi Sonnet modellari uchun tavsiflangan moslashuvchan fikrlash rejimi yoki fikrlash kuchini boshqarish mavjud emas. So‘ralgan tahlil chuqurligini tanlang va foydalanishga yaroqli yakuniy javob uchun yetarli limit qoldiring.\n\nIshlab chiqaruvchining fikrlashni vosita chaqiruvlari bilan navbatlashtiradigan beta imkoniyati Sonnet 4.5 ga bir muloqot navbati ichida vosita chaqiruvlari orasida fikrlash va qaytgan kuzatuvlardan keyingi qadamni tanlash imkonini beradi. Buning uchun qo‘llab-quvvatlanadigan Messages ish jarayonidagi hujjatlashtirilgan beta imkoniyati kerak. Bu holatda fikrlash budjeti max_tokens dan oshishi mumkin, chunki u yordamchining bir muloqot navbatidagi bir necha fikrlash blokini qamrab oladi. Vosita natijalarini ularga tegishli fikrlash kontenti, jumladan uning imzosi bilan o‘zgartirmasdan qaytaring; bu kontentni tahrirlash uni yaroqsiz qiladi. Shunday qilib, tadqiqot yoki nosozlikni aniqlash vazifasi matnli taklifni bajarilgan amal deb hisoblamasdan, taklif etilgan tekshiruv, haqiqiy qaytgan natija va yangilangan tahlilni navbatlashtirishi mumkin.\n\nVizual material uchun ishlab chiqaruvchi JPEG, PNG, GIF va WebPni qo‘llab-quvvatlaydi va animatsiyaning faqat birinchi kadridan foydalanadi. Bu nashr foydalanadigan standart tasvir darajasida uzun tomon 1,568 piksel bilan va vizual tokenlar 1,568 bilan cheklangan; kattaroq tasvirlar kichraytiriladi. Ishlab chiqaruvchining tasvir qo‘llanmasi 200K kontekstli modellar uchun bitta API so‘rovida 100 tagacha tasvirni ko‘rsatadi, lekin tasvirga va umumiy so‘rov hajmiga oid shartlarga oldinroq yetib qolish mumkin. Amaliy bo‘lsa, tasvirlarni savoldan oldin joylashtiring, bir necha tasvirni belgilang va mayda matn yoki diagramma belgilarini saqlang. Qo‘llanma aniq tasvirlarni va ko‘rinadigan tafsilotni talqin qilish uchun yetarli atrof kontekstini saqlashni tavsiya qiladi.\n\nUzoqroq agent ish jarayonlarini qo‘llab-quvvatlash uchun bu model bilan birga kontekstni tahrirlash va xotira vositasi taqdim etilgan. Bular foydali holatni saqlash yoki eski vosita materialini olib tashlashning ilova qo‘llab-quvvatlaydigan yo‘llari; cheksiz model xotirasi yoki keyingi serverda kontekstni ixchamlashtirish imkoniyati emas. Ko‘p bosqichli vazifada allaqachon qabul qilingan qarorlar, ochiq savol va keyingi qadam uchun zarur dalillarni saqlang. Anthropic tashqi kontentdagi yashirin ko‘rsatmalarga kuchliroq qarshilikni ham tavsiflaydi, shu bilan birga modelga xos tasniflagichlar ba’zan zararsiz materialni ham belgilashi mumkinligini qayd etadi. Foydali natija taqdim etilgan dalillarga bog‘langan, ko‘rib chiqish mumkin bo‘lgan material bo‘lib qoladi; bunda Sonnet 4.5 ning aniq rejim va chegaralari keyingi relizlardan ajratib saqlanadi.",
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      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">A</span><h2 id=\"sheet-title\">Anthropic: Claude Sonnet 4.5 (batch)</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Yopish\">×</button></div><div class=\"idline\"><span>Anthropic /</span><code>anthropic/claude-sonnet-4.5:batch</code><button type=\"button\" id=\"copy-id\">ID ni nusxalash</button></div><nav class=\"card-jump-nav\" aria-label=\"Model kartochkasi bo‘limlari\"><button type=\"button\" data-card-jump=\"overview\">Boshlash</button><button type=\"button\" data-card-jump=\"methods\">Kirish ma’lumotlari va usullar</button><button type=\"button\" data-card-jump=\"pricing\">Tariflar</button><button type=\"button\" data-card-jump=\"examples\">Namunalar</button><button type=\"button\" data-card-jump=\"results\">Natijalar</button><button type=\"button\" data-card-jump=\"aliases\">Taxalluslar</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API usullari\"><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-0\" data-card-method=\"Ultra|batches|/v1/batches|anthropic%2Fclaude-sonnet-4.5%3Abatch\">Paketli vazifalar</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-0\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Boshlash</h3><p class=\"mdesc-full\">Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agentlar, kompyuterdan foydalanish va tahliliy ishlar uchun matn va tasvir modeli. U bevosita javoblarni yoki qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi; hujjatlashtirilgan beta ish jarayonida vosita chaqiruvlari orasida fikrlaydi.</p><dl class=\"card-io\" data-card-io><div><dt>Qabul qilinadigan kirish ma’lumotlari</dt><dd>Matn</dd></div><div><dt>Natijalar</dt><dd>Matn</dd></div></dl><details class=\"card-about\"><summary>Model haqida</summary><p class=\"note-s\" data-model-method-boundary>Bu tavsif model imkoniyatlarini yoritadi. Ailoot da tanlangan usul uchun mavjud kirish, chiqish va parametrlar quyida keltirilgan.</p><div class=\"mabout\" id=\"m-about\"><p>Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agent vazifalari va kompyuterdan foydalanishga yo‘naltirilgan, fikrlash va matematikada yaxshilanishlarga ega Sonnet nashri. U matn va tasvirlarni qabul qiladi va matn yaratadi. Relizda bir necha bosqich bo‘ylab davomli ishlash, kodni tushunish va bitta alohida funksiya o‘rniga kengroq loyihaga taalluqli o‘zgartirishlar tavsiflangan. Foydali topshiriq kerakli xatti-harakatni, tegishli manba materialini va yetkaziladigan natijani belgilaydi: taklif etilgan patch, dasturiy yechim tushuntirishi, hujjat tahlili yoki tuzilmali javob.</p><p>Dasturiy ishlar uchun loyiha cheklovlari, tegishli fayllar yoki parchalar, kuzatilgan xato va kutilgan natijaning aniq misolini taqdim eting. O‘zgartiriladigan kodni va taklif etilgan o‘zgartirish shu misolni qanday hal qilishini tushuntirishni so‘rang. Ishlab chiqaruvchi modelni agentlar yaratish va vositalar yordamida dasturlash vazifalarini bajarishga mos deb taqdim etadi. Modelni o‘rab turgan ilova fayllarni o‘qiydi va tahrirlaydi, buyruq yoki tekshiruvni bajaradi va uning haqiqiy chiqishini qaytaradi; model esa shu dalil ustida fikrlaydi. Yakuniy hisobotda taklif etilgan o‘zgartirish bilan bajarilgan tekshiruvni ajrating.</p><p>Kompyuterdan foydalanish uning vizual va agent imkoniyatlarining alohida qo‘llanishidir. Anthropic relizida ulangan muhit orqali brauzer bilan o‘zaro ishlash, sahifalar bo‘ylab yurish va elektron jadvallar bilan ishlash namoyish etilgan. Vizual topshiriqda ekran tasvirini berish, maqsadni belgilash va ilova qaysi amallarga ruxsat berishini aniqlash mumkin. Ilova tanlangan o‘zaro amalni bajaradi va o‘zgargan ekran yoki boshqa natijani qaytaradi. Shunga o‘xshash, model hujjat, elektron jadval va slaydlar uchun kontent va kodni tayyorlashi, muhit esa tayyor faylni yaratishi mumkin. Matn va tasvirni tushunish modelni o‘zidan tasvir yoki audio yaratadigan modelga aylantirmaydi.</p><p>Ishlab chiqaruvchining aniq spetsifikatsiyasida 200K tokenli kontekst oynasi va 64K gacha chiqish tokeni ko‘rsatilgan. Uning ishonchli bilimlari chegarasi 2025-yil yanvar bo‘lib, sahifada ko‘rsatilgan keyinroq o‘qitish ma’lumotlari chegarasidan farq qiladi. Uzun kirishda hujjat chegaralari, sahifa belgilari, birliklar va kod identifikatorlarini aniq saqlang, so‘ralgan javob va fikrlash uchun joy qoldiring. Ishlab chiqaruvchi bu nashr uchun kontekstni hisobga olish imkoniyatini ham hujjatlashtiradi, shuning uchun qo‘llab-quvvatlanadigan ish jarayoni suhbat davomida qolgan joyni kuzatadi. Bu davomli vazifani o‘z oynasi ichida boshqarishga yordam beradi; oynani keyingi Sonnet nashrining kattaroq sig‘imi bilan almashtirmaydi.</p><p>Sonnet 4.5 oddiy javoblarni va qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi. Ikkinchi rejimda budget_tokens ko‘rinadigan javobdan oldingi ichki fikrlash uchun maqsadli hajmni belgilaydi. Hujjatlashtirilgan eng kam qiymat 1,024 token, budjet esa odatda max_tokens dan past bo‘lishi kerak, chunki fikrlash bilan yakuniy javob umumiy yaratish limitidan foydalanadi. Budjet aynan shuncha token sarflash va’dasi emas, maqsadli hajmdir. Bu nashrda keyingi Sonnet modellari uchun tavsiflangan moslashuvchan fikrlash rejimi yoki fikrlash kuchini boshqarish mavjud emas. So‘ralgan tahlil chuqurligini tanlang va foydalanishga yaroqli yakuniy javob uchun yetarli limit qoldiring.</p><p>Ishlab chiqaruvchining fikrlashni vosita chaqiruvlari bilan navbatlashtiradigan beta imkoniyati Sonnet 4.5 ga bir muloqot navbati ichida vosita chaqiruvlari orasida fikrlash va qaytgan kuzatuvlardan keyingi qadamni tanlash imkonini beradi. Buning uchun qo‘llab-quvvatlanadigan Messages ish jarayonidagi hujjatlashtirilgan beta imkoniyati kerak. Bu holatda fikrlash budjeti max_tokens dan oshishi mumkin, chunki u yordamchining bir muloqot navbatidagi bir necha fikrlash blokini qamrab oladi. Vosita natijalarini ularga tegishli fikrlash kontenti, jumladan uning imzosi bilan o‘zgartirmasdan qaytaring; bu kontentni tahrirlash uni yaroqsiz qiladi. Shunday qilib, tadqiqot yoki nosozlikni aniqlash vazifasi matnli taklifni bajarilgan amal deb hisoblamasdan, taklif etilgan tekshiruv, haqiqiy qaytgan natija va yangilangan tahlilni navbatlashtirishi mumkin.</p><p>Vizual material uchun ishlab chiqaruvchi JPEG, PNG, GIF va WebPni qo‘llab-quvvatlaydi va animatsiyaning faqat birinchi kadridan foydalanadi. Bu nashr foydalanadigan standart tasvir darajasida uzun tomon 1,568 piksel bilan va vizual tokenlar 1,568 bilan cheklangan; kattaroq tasvirlar kichraytiriladi. Ishlab chiqaruvchining tasvir qo‘llanmasi 200K kontekstli modellar uchun bitta API so‘rovida 100 tagacha tasvirni ko‘rsatadi, lekin tasvirga va umumiy so‘rov hajmiga oid shartlarga oldinroq yetib qolish mumkin. Amaliy bo‘lsa, tasvirlarni savoldan oldin joylashtiring, bir necha tasvirni belgilang va mayda matn yoki diagramma belgilarini saqlang. Qo‘llanma aniq tasvirlarni va ko‘rinadigan tafsilotni talqin qilish uchun yetarli atrof kontekstini saqlashni tavsiya qiladi.</p><p>Uzoqroq agent ish jarayonlarini qo‘llab-quvvatlash uchun bu model bilan birga kontekstni tahrirlash va xotira vositasi taqdim etilgan. Bular foydali holatni saqlash yoki eski vosita materialini olib tashlashning ilova qo‘llab-quvvatlaydigan yo‘llari; cheksiz model xotirasi yoki keyingi serverda kontekstni ixchamlashtirish imkoniyati emas. Ko‘p bosqichli vazifada allaqachon qabul qilingan qarorlar, ochiq savol va keyingi qadam uchun zarur dalillarni saqlang. Anthropic tashqi kontentdagi yashirin ko‘rsatmalarga kuchliroq qarshilikni ham tavsiflaydi, shu bilan birga modelga xos tasniflagichlar ba’zan zararsiz materialni ham belgilashi mumkinligini qayd etadi. Foydali natija taqdim etilgan dalillarga bog‘langan, ko‘rib chiqish mumkin bo‘lgan material bo‘lib qoladi; bunda Sonnet 4.5 ning aniq rejim va chegaralari keyingi relizlardan ajratib saqlanadi.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Ailoot da mavjud · kirish ma’lumotlari va usullar</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · Paketli ishlov berish</b> <code>POST /v1/batches</code></summary><dl class=\"method-capabilities\"><div><dt>Kirish</dt><dd><code>text</code></dd></div><div><dt>Chiqish</dt><dd><code>text</code></dd></div><div><dt>Chiqish formati</dt><dd>Javobga bevosita kiritilgan results[].response.body JSON ma’lumotlari</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Maydon</th><th>Tur</th><th>Talab</th><th>Qiymatlar va cheklovlar</th><th>Standart</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">endpoint</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Majburiy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>/v1/chat/completions</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Majburiy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>anthropic/claude-sonnet-4.5:batch</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">requests</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>batch_item[]</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Majburiy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>Elementlarning eng kam soni: 1</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">requests[].custom_id</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Majburiy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">requests[].body.messages</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>message[]</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Majburiy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">completion_window</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Ixtiyoriy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>24h</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">provider</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>object|null</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Ixtiyoriy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">requests[].body.model</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Ixtiyoriy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>anthropic/claude-sonnet-4.5:batch, anthropic/claude-sonnet-4.5</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">provider.only</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>string[]</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Ixtiyoriy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>anthropic</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">provider.allow_fallbacks</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span><code>boolean|null</code></td><td data-cell-label=\"Talab\"><span class=\"card-cell-label\">Talab</span>Ixtiyoriy</td><td data-cell-label=\"Qiymatlar va cheklovlar\"><span class=\"card-cell-label\">Qiymatlar va cheklovlar</span><div>false, null</div></td><td data-cell-label=\"Standart\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standart</span>—</td></tr></tbody></table></div><details class=\"note-s\" data-method-contract><summary>Usul parametrlari va hayot sikli</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parametr</th><th>Parametr talablari</th></tr></thead><tbody><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>content_type</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>application/json</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>required</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>endpoint, model, requests</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>material_types</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>text</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>representation</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>So‘rovga bevosita kiritilgan requests[] massivi; har bir elementda custom_id va body mavjud.</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>request_endpoint_profile</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>/v1/chat/completions</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>file_material</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>Chaqiruvchi haqiqiy UTF-8 JSONL ma’lumotlarini mahalliy tarzda requests[] ichiga o‘qishi mumkin. Yuklash maqsadi, input_file_id yoki faylga havola ishlatilmaydi. Mijoz materiali yo‘q yoki bo‘sh bo‘lsa, tayyorlash POST dan oldin to‘xtaydi.</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>serialization_order</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>endpoint, model, provider (agar berilgan bo‘lsa), completion_window (agar berilgan bo‘lsa), requests eng oxirida</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>optional_controls</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>provider.only, provider.allow_fallbacks, completion_window</td></tr><tr><th data-cell-label=\"Parametr\" scope=\"row\"><span class=\"card-cell-label\">Parametr</span><code>schema_scope</code></th><td data-cell-label=\"Parametr talablari\"><span class=\"card-cell-label\">Parametr talablari</span>Hujjatlarda ko‘rsatilgan Batch tuzilmasiga bevosita kiritilgan matnli Chat Completions so‘rovlarining tanalari.</td></tr></tbody></table></div><p>Hayot sikli: <code>asynchronous</code></p><p class=\"note-s\"><code>GET /v1/batches/{operation_id}</code> · Dastlabki yaratish javobida amalda qaytarilgan response.id; aynan o‘sha foydalanuvchi/kalit/guruh</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Tariflar</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>Tarif ma’lumotlari so‘rov imkoniyatlarini qo‘shmaydi. Qo‘llab-quvvatlanadigan parametrlar tanlangan usulda ko‘rsatilgan.</p><dl data-price-conditions><dt>Tezkor rejim</dt><dd>Ko‘rsatilmagan <span class=\"note-s\">Tezkor rejim tanlanganda</span></dd><dt>Flex rejimi</dt><dd>Ko‘rsatilmagan <span class=\"note-s\">flex rejimi tanlanganda</span></dd><dt>Maksimal fikrlash darajasi</dt><dd>Ko‘rsatilmagan <span class=\"note-s\">Maksimal fikrlash darajasi uchun standart (default) tuzatish qo‘llanganda</span></dd><dt>Ochiq ko‘rsatilgan keshlash narxlari</dt><dd>Yoqilgan <span class=\"note-s\">Ochiq ko‘rsatilgan keshlash so‘ralganda</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot tariflari</h4><h4>Sozlamalar bo‘yicha narxlar</h4><p class=\"note-s\">Har bir to‘lovni ko‘rsatilgan shartlarga moslang. Har bir muqobil sozlamalar to‘plami uchun bitta tarifdan foydalaning.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Sozlama</th><th>Tariflar jadvali</th><th>Kontekst tokenlari soni bundan ko‘p</th><th>Kontekst tokenlari soni bundan oshmaydi, chegara kiradi</th><th>To‘lov</th></tr></thead><tbody><tr><th data-cell-label=\"Sozlama\" scope=\"row\"><span class=\"card-cell-label\">Sozlama</span>Tokenlar uchun bazaviy tariflar</th><td data-cell-label=\"Tariflar jadvali\"><span class=\"card-cell-label\">Tariflar jadvali</span>Asosiy tarif</td><td data-cell-label=\"Kontekst tokenlari soni bundan ko‘p\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan ko‘p</span>—</td><td data-cell-label=\"Kontekst tokenlari soni bundan oshmaydi, chegara kiradi\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan oshmaydi, chegara kiradi</span>Yuqori chegara yo‘q</td><td data-cell-label=\"To‘lov\"><span class=\"card-cell-label\">To‘lov</span><div><span>Kirish · Kirish tokenlari</span> <b>$0.003</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Chiqish · Chiqish tokenlari</span> <b>$0.015</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshdan o‘qish</span> <b>$0.0003</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish</span> <b>$0.00375</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish, 1 soat</span> <b>$0.006</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Sozlama\" scope=\"row\"><span class=\"card-cell-label\">Sozlama</span>So‘rov uzunligi bo‘yicha 1-daraja</th><td data-cell-label=\"Tariflar jadvali\"><span class=\"card-cell-label\">Tariflar jadvali</span>—</td><td data-cell-label=\"Kontekst tokenlari soni bundan ko‘p\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan ko‘p</span>0</td><td data-cell-label=\"Kontekst tokenlari soni bundan oshmaydi, chegara kiradi\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan oshmaydi, chegara kiradi</span>200 000</td><td data-cell-label=\"To‘lov\"><span class=\"card-cell-label\">To‘lov</span><div><span>Kirish · Kirish tokenlari</span> <b>$0.003</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Chiqish · Chiqish tokenlari</span> <b>$0.015</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshdan o‘qish</span> <b>$0.0003</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish</span> <b>$0.00375</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish, 1 soat</span> <b>$0.006</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Sozlama\" scope=\"row\"><span class=\"card-cell-label\">Sozlama</span>So‘rov uzunligi bo‘yicha 2-daraja</th><td data-cell-label=\"Tariflar jadvali\"><span class=\"card-cell-label\">Tariflar jadvali</span>—</td><td data-cell-label=\"Kontekst tokenlari soni bundan ko‘p\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan ko‘p</span>200 000</td><td data-cell-label=\"Kontekst tokenlari soni bundan oshmaydi, chegara kiradi\"><span class=\"card-cell-label\">Kontekst tokenlari soni bundan oshmaydi, chegara kiradi</span>Yuqori chegara yo‘q</td><td data-cell-label=\"To‘lov\"><span class=\"card-cell-label\">To‘lov</span><div><span>Kirish · Kirish tokenlari</span> <b>$0.006</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Chiqish · Chiqish tokenlari</span> <b>$0.0225</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshdan o‘qish</span> <b>$0.0006</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish</span> <b>$0.0075</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Kirish · Keshga yozish, 1 soat</span> <b>$0.012</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot so‘rovdan oldin taxminiy summani band qiladi. Natijadan keyin o‘lchangan sarf asosidagi yakuniy to‘lovni yechadi. Oqimli javob bo‘yicha yakuniy hisob-kitob yakuniy sarf yozuviga asoslanadi. <a href=\"/docs/uz/billing/reserve/\">Summani band qilish va to‘lovni hisoblash tartibi →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">So‘rov namunalari</h3><h4>Ailoot Ultra · Paketli ishlov berish</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kod variantlari\"><button class=\"cg-tab\" id=\"model-code-1061-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1061-panel-0\" aria-selected=\"true\" tabindex=\"0\">curl · Saqlangan sinov namunasi</button><button class=\"cg-tab\" id=\"model-code-1061-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1061-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python HTTP · Mijozning haqiqiy JSONL ma’lumotlari</button><button class=\"cg-tab\" id=\"model-code-1061-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1061-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python · Har bir yakunlangan natijani saqlang</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kodni nusxalash\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-1061-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-1061-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json\nfrom pathlib import Path\nbody=json.loads(&#39;{&quot;endpoint&quot;:&quot;/v1/chat/completions&quot;,&quot;model&quot;:&quot;anthropic/claude-sonnet-4.5:batch&quot;,&quot;requests&quot;:[{&quot;custom_id&quot;:&quot;req-0001&quot;,&quot;body&quot;:{&quot;messages&quot;:[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Hello!&quot;}],&quot;max_tokens&quot;:16}}]}&#39;)\nPath(&quot;batch-request.json&quot;).write_text(json.dumps(body,ensure_ascii=False),encoding=&quot;utf-8&quot;)\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/batches \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @batch-request.json -D batch-response-headers.txt -o batch-create-response.json\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-1061-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-1061-tab-1\" hidden><pre data-lang=\"python\"><code>import json, os\nfrom pathlib import Path\nfrom urllib.request import Request, urlopen\n\ndef prepare_requests(customer_path):\n    path = Path(customer_path)\n    if not path.is_file(): raise ValueError(&quot;Customer JSONL file is missing&quot;)\n    items = [json.loads(line) for line in path.read_text(encoding=&quot;utf-8&quot;).splitlines() if line.strip()]\n    if not items: raise ValueError(&quot;Customer JSONL contains no requests&quot;)\n    ids = set()\n    for item in items:\n        if set(item) != {&quot;custom_id&quot;, &quot;body&quot;}: raise ValueError(&quot;Each item needs custom_id and body&quot;)\n        cid = item[&quot;custom_id&quot;]\n        if not isinstance(cid, str) or not cid.strip() or cid in ids: raise ValueError(&quot;custom_id must be nonempty and unique&quot;)\n        ids.add(cid)\n        if not isinstance(item[&quot;body&quot;], dict) or not item[&quot;body&quot;].get(&quot;messages&quot;): raise ValueError(&quot;Supply actual text messages&quot;)\n        supplied_model = item[&quot;body&quot;].get(&quot;model&quot;)\n        if supplied_model is not None and supplied_model not in [&#39;anthropic/claude-sonnet-4.5:batch&#39;, &#39;anthropic/claude-sonnet-4.5&#39;]: raise ValueError(&quot;body.model must be an exact documented caller or wire ID&quot;)\n    return {&quot;endpoint&quot;:&quot;/v1/chat/completions&quot;, &quot;model&quot;:&quot;anthropic/claude-sonnet-4.5:batch&quot;, &quot;requests&quot;:items}\n\nif __name__ == &quot;__main__&quot;:\n    material = os.environ.get(&quot;AILOOT_BATCH_REQUESTS_JSONL&quot;, &quot;&quot;)\n    if not material: raise SystemExit(&quot;Set AILOOT_BATCH_REQUESTS_JSONL to your actual customer file&quot;)\n    body = prepare_requests(material)\n    key = os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;)\n    if not key: raise SystemExit(&quot;Set AILOOT_API_KEY&quot;)\n    request = Request(&quot;https://api.ailoot.ai/v1/batches&quot;, data=json.dumps(body, ensure_ascii=False).encode(&quot;utf-8&quot;), headers={&quot;Authorization&quot;:&quot;Bearer &quot; + key, &quot;Content-Type&quot;:&quot;application/json&quot;}, method=&quot;POST&quot;)\n    with urlopen(request) as response:\n        raw = response.read()\n        Path(&quot;batch-create-response.json&quot;).write_bytes(raw)\n        print(raw.decode(&quot;utf-8&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-1061-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-1061-tab-2\" hidden><pre data-lang=\"python\"><code>import json\nfrom pathlib import Path\nraw = Path(&quot;batch-status-response.json&quot;).read_bytes()\nresponse = json.loads(raw)\nif response.get(&quot;status&quot;) != &quot;completed&quot;:\n    raise SystemExit(&quot;Keep the original operation; read its status without resubmitting&quot;)\nresults = response.get(&quot;results&quot;)\nif not isinstance(results, list) or not results:\n    raise SystemExit(&quot;Preserve the original response; completed results are missing&quot;)\nPath(&quot;batch-results.jsonl&quot;).write_text(&quot;&quot;.join(json.dumps(item, ensure_ascii=False) + &quot;\\n&quot; for item in results), encoding=&quot;utf-8&quot;)\n# Preserve batch-status-response.json with aggregate usage and every result/error.\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Natijalarni olish va saqlash</h3><h4>Ailoot Ultra · Paketli ishlov berish</h4><p class=\"note-s\">Javobga bevosita kiritilgan results[].response.body JSON ma’lumotlari</p><ul class=\"card-result-paths\"><li><code>GET /v1/batches/{operation_id}</code></li></ul><h5>Vazifa holatini tekshirish</h5><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kod variantlari\"><button class=\"cg-tab\" id=\"model-code-1062-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-1062-panel-0\" aria-selected=\"true\" tabindex=\"0\">curl · asl operatsiya holati</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kodni nusxalash\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-1062-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-1062-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\nBATCH_OPERATION_ID=&quot;$(python3 - &lt;&lt;&#39;PY_ID&#39;\nimport json\nfrom pathlib import Path\nfrom urllib.parse import quote\nresponse = json.loads(Path(&quot;batch-create-response.json&quot;).read_text(encoding=&quot;utf-8&quot;))\noperation = response.get(&quot;id&quot;)\nif not isinstance(operation, str) or not operation: raise SystemExit(&quot;No actual original operation ID; preserve the response and do not resubmit&quot;)\nprint(quote(operation, safe=&quot;&quot;))\nPY_ID\n)&quot;\ncurl --fail-with-body --silent --show-error &quot;https://api.ailoot.ai/v1/batches/$BATCH_OPERATION_ID&quot; \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -o batch-status-response.json\n</code></pre></div></div></div><div class=\"card-result-process\" data-all-results><h5>Barcha tayyor natijalarni saqlash</h5><p class=\"note-s\">Qaytarilgan har bir to‘liq javob, fayl va kontent qismini saqlang.</p><p class=\"note-s\">Dastlabki holat haqidagi to‘liq JSON ni, har bir natija/custom_id ni va to‘liq javob yoki xato tanasini saqlang. Tugallangan results[] ni hech narsani filtrlab tashlamasdan JSONL sifatida saqlang.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Asl javobni tekshirish kerak bo‘lsa</h5><p class=\"note-s\">Dastlabki operatsiya ID sini saqlang. 503 result_pending_check javobida X-Should-Retry:false mavjud; natijasi noma’lum bo‘lgan dastlabki paketni hech qachon qayta yubormang.</p></div><details class=\"card-about\" data-output-fields><summary>Javob maydonlari</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Maydon</th><th>Tur</th></tr></thead><tbody><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].custom_id</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].response.body.choices[].message.content</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string|null</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].error</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>object|null</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>object|null</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">endpoint</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">status</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">request_counts</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>object</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].id</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].response.status_code</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>integer</td></tr><tr><th data-cell-label=\"Maydon\" scope=\"row\"><span class=\"card-cell-label\">Maydon</span><code class=\"card-field-name\">results[].response.request_id</code></th><td data-cell-label=\"Tur\" data-field-type><span class=\"card-cell-label\">Tur</span>string</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Xatolar va keyingi qadamlar</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Javob</th><th>Shart</th><th>Keyingi qadam</th></tr></thead><tbody><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Hujjatlarda ko‘rsatilgan, so‘rovga bevosita kiritiladigan tuzilma yaroqsiz, kalitlar takrorlangan, element identifikatori noto‘g‘ri yoki so‘rov modelning sozlangan imkoniyatlariga zid.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Har qanday yangi yuborishdan oldin ko‘rsatilgan maydonlarni tuzating.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>401 · <code>authentication_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>API kaliti yaroqsiz.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Foydalanishga ruxsat berilgan Ailoot kalitidan foydalaning.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>403 · <code>permission_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paketli ishlov berish guruhi mavjud emas.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Kalit/guruhning foydalanish huquqini tekshiring.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>422 · <code>invalid_request_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paketli ishlov berish to‘lovi balansdan yechiladi; obuna orqali yaratish rad etiladi.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Foydalanishga ruxsat berilgan, to‘lovi balansdan yechiladigan guruhdan foydalaning.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>422 · <code>price_unavailable</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paket kirish ma’lumotlari uchun narx hisoblab bo‘lmaydi.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Javobni saqlang; tegishli API oilasi uchun hujjatlarda belgilangan kirish ma’lumotlaridan foydalaning.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>402 · <code>billing_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paketli ishlov berish uchun zaxira mavjud emas.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Yangi so‘rovdan oldin so‘rovni qabul qilishga ruxsat masalasini hal qiling.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>503 · <code>price_unavailable</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paketli ishlov berish usulining narxi yoki tizimning ichki tariflari mavjud emas.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Javobni saqlang; narxlarni almashtirmang.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>503 · <code>api_error</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Ta’minotchining aynan shu yo‘nalishi mavjud emas.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Yo‘nalishni tuzatish uchun javobni saqlang.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>503 · <code>result_pending_check</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Dastlabki natijani tekshirish kerak; X-Should-Retry:false.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Dastlabki operation_id/id ni saqlang va uning holatini o‘qing; dastlabki POST ni hech qachon takrorlamang.</td></tr><tr><th data-cell-label=\"Javob\" scope=\"row\"><span class=\"card-cell-label\">Javob</span>404 · <code>not_found</code></th><td data-cell-label=\"Shart\"><span class=\"card-cell-label\">Shart</span>Paket holatini tekshirish operatsiyasi mavjud emas yoki boshqa foydalanuvchi/kalit/guruhga tegishli.</td><td data-cell-label=\"Keyingi qadam\"><span class=\"card-cell-label\">Keyingi qadam</span>Aynan dastlabki id va o‘sha foydalanuvchi/kalit/guruhdan foydalaning.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Taxalluslar</h3><h4>Model taxalluslari</h4><p class=\"note-s\"><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=anthropic%2Fclaude-sonnet-4.5%3Abatch&amp;route=Ultra&amp;caller=anthropic%2Fclaude-sonnet-4.5%3Abatch&amp;fmt=batches\"><code>anthropic/claude-sonnet-4.5:batch</code></a></span></p><h4>Usul yo‘llari taxalluslari</h4><p class=\"note-s\">Yuqorida ko‘rsatilgan usul yo‘llaridan foydalaning.</p><h4>Chaqirish uchun tegishli ID lar</h4><p class=\"note-s\"><a href=\"#m=anthropic%2Fclaude-sonnet-4.5%3Abatch&amp;route=Ultra&amp;caller=anthropic%2Fclaude-sonnet-4.5%3Abatch&amp;fmt=batches\"><code>anthropic/claude-sonnet-4.5:batch</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "anthropic/claude-sonnet-4.5:batch",
        "fmt": "batches",
        "http": "POST",
        "path": "/v1/batches",
        "request_model_id": "anthropic/claude-sonnet-4.5:batch",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|batches|/v1/batches|anthropic%2Fclaude-sonnet-4.5%3Abatch",
      "ordinal": 0,
      "rawMethod": {
        "available": null,
        "cache_read": 0.3,
        "cache_write": 3.75,
        "cache_write_1h": 6,
        "contract": {
          "data": {
            "all_results": "Preserve full JSON and every result; provider real IDs are only read from actual returned responses.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Hujjatlarda ko‘rsatilgan, so‘rovga bevosita kiritiladigan tuzilma yaroqsiz, kalitlar takrorlangan, element identifikatori noto‘g‘ri yoki so‘rov modelning sozlangan imkoniyatlariga zid.",
                "http_status": 400,
                "recovery": "Har qanday yangi yuborishdan oldin ko‘rsatilgan maydonlarni tuzating.",
                "type": "invalid_request_error"
              },
              {
                "code": null,
                "condition": "API kaliti yaroqsiz.",
                "http_status": 401,
                "recovery": "Foydalanishga ruxsat berilgan Ailoot kalitidan foydalaning.",
                "type": "authentication_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish guruhi mavjud emas.",
                "http_status": 403,
                "recovery": "Kalit/guruhning foydalanish huquqini tekshiring.",
                "type": "permission_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish to‘lovi balansdan yechiladi; obuna orqali yaratish rad etiladi.",
                "http_status": 422,
                "recovery": "Foydalanishga ruxsat berilgan, to‘lovi balansdan yechiladigan guruhdan foydalaning.",
                "type": "invalid_request_error"
              },
              {
                "code": null,
                "condition": "Paket kirish ma’lumotlari uchun narx hisoblab bo‘lmaydi.",
                "http_status": 422,
                "recovery": "Javobni saqlang; tegishli API oilasi uchun hujjatlarda belgilangan kirish ma’lumotlaridan foydalaning.",
                "type": "price_unavailable"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish uchun zaxira mavjud emas.",
                "http_status": 402,
                "recovery": "Yangi so‘rovdan oldin so‘rovni qabul qilishga ruxsat masalasini hal qiling.",
                "type": "billing_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish usulining narxi yoki tizimning ichki tariflari mavjud emas.",
                "http_status": 503,
                "recovery": "Javobni saqlang; narxlarni almashtirmang.",
                "type": "price_unavailable"
              },
              {
                "code": null,
                "condition": "Ta’minotchining aynan shu yo‘nalishi mavjud emas.",
                "http_status": 503,
                "recovery": "Yo‘nalishni tuzatish uchun javobni saqlang.",
                "type": "api_error"
              },
              {
                "code": "result_pending_check",
                "condition": "Dastlabki natijani tekshirish kerak; X-Should-Retry:false.",
                "http_status": 503,
                "recovery": "Dastlabki operation_id/id ni saqlang va uning holatini o‘qing; dastlabki POST ni hech qachon takrorlamang.",
                "type": null
              },
              {
                "code": "not_found",
                "condition": "Paket holatini tekshirish operatsiyasi mavjud emas yoki boshqa foydalanuvchi/kalit/guruhga tegishli.",
                "http_status": 404,
                "recovery": "Aynan dastlabki id va o‘sha foydalanuvchi/kalit/guruhdan foydalaning.",
                "type": null
              }
            ],
            "example_body": {
              "endpoint": "/v1/chat/completions",
              "model": "anthropic/claude-sonnet-4.5:batch",
              "requests": [
                {
                  "body": {
                    "max_tokens": 16,
                    "messages": [
                      {
                        "content": "Hello!",
                        "role": "user"
                      }
                    ]
                  },
                  "custom_id": "req-0001"
                }
              ]
            },
            "input_constraints": [
              "Use the exact shown :batch model ID.",
              "Each custom_id must be nonempty and unique within the batch.",
              "Keep requests last in the serialized body; duplicate JSON keys are rejected.",
              "Each body.model is omitted or equals the exact batch caller or its documented base ID.",
              "Per-item provider, service_tier and input_type are outside this batch profile.",
              "stream is omitted or false.",
              "Supply text messages for this Chat batch profile; image/audio/file/video objects, hosted tools and cache-control fields are outside this profile.",
              "If body.model is present, use only the exact caller or wire ID listed here; no suffix conversion is needed.",
              "For google/ wire IDs, all items use an identical response_format."
            ],
            "outputs": {
              "all_results": "Dastlabki holat haqidagi to‘liq JSON ni, har bir natija/custom_id ni va to‘liq javob yoki xato tanasini saqlang. Tugallangan results[] ni hech narsani filtrlab tashlamasdan JSONL sifatida saqlang.",
              "enclosing_family": "batch",
              "family": "text",
              "fields": [
                {
                  "name": "results[].custom_id",
                  "type": "string"
                },
                {
                  "name": "results[].response.body.choices[].message.content",
                  "type": "string|null"
                },
                {
                  "name": "results[].error",
                  "type": "object|null"
                },
                {
                  "name": "usage",
                  "type": "object|null"
                },
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "endpoint",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "request_counts",
                  "type": "object"
                },
                {
                  "description": null,
                  "name": "results[].id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "results[].response.status_code",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "results[].response.request_id",
                  "type": "string"
                }
              ],
              "format": "Javobga bevosita kiritilgan results[].response.body JSON ma’lumotlari"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "/v1/chat/completions"
                ],
                "enum_known": true,
                "name": "endpoint",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "anthropic/claude-sonnet-4.5:batch"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "requests",
                "required": true,
                "type": "batch_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "requests[].custom_id",
                "required": true,
                "type": "string",
                "unique_within_batch": true
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "requests[].body.messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "24h"
                ],
                "enum_known": true,
                "name": "completion_window",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "anthropic/claude-sonnet-4.5:batch",
                  "anthropic/claude-sonnet-4.5"
                ],
                "enum_known": true,
                "name": "requests[].body.model",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  [
                    "anthropic"
                  ]
                ],
                "enum_known": true,
                "name": "provider.only",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  false,
                  null
                ],
                "enum_known": true,
                "name": "provider.allow_fallbacks",
                "required": false,
                "type": "boolean|null"
              }
            ],
            "provider_policy": {
              "allow_fallbacks": false,
              "configured_only": [
                "anthropic"
              ],
              "per_item_override": false,
              "when_omitted": "Current Source injects the exact persisted declaration before fresh submission."
            },
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "completion_window": {
                  "enum": [
                    "24h"
                  ],
                  "type": "string"
                },
                "endpoint": {
                  "enum": [
                    "/v1/chat/completions"
                  ],
                  "type": "string"
                },
                "model": {
                  "enum": [
                    "anthropic/claude-sonnet-4.5:batch"
                  ],
                  "type": "string"
                },
                "provider": {
                  "additionalProperties": false,
                  "properties": {
                    "allow_fallbacks": {
                      "enum": [
                        false,
                        null
                      ],
                      "type": [
                        "boolean",
                        "null"
                      ]
                    },
                    "only": {
                      "enum": [
                        [
                          "anthropic"
                        ]
                      ],
                      "items": {
                        "enum": [
                          "anthropic"
                        ],
                        "type": "string"
                      },
                      "maxItems": 1,
                      "minItems": 1,
                      "type": "array"
                    }
                  },
                  "type": [
                    "object",
                    "null"
                  ]
                },
                "requests": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "body": {
                        "additionalProperties": true,
                        "properties": {
                          "max_tokens": {
                            "minimum": 1,
                            "type": "integer"
                          },
                          "messages": {
                            "items": {
                              "properties": {
                                "content": {
                                  "type": "string"
                                },
                                "role": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "role",
                                "content"
                              ],
                              "type": "object"
                            },
                            "minItems": 1,
                            "type": "array"
                          },
                          "model": {
                            "enum": [
                              "anthropic/claude-sonnet-4.5:batch",
                              "anthropic/claude-sonnet-4.5"
                            ],
                            "type": "string"
                          }
                        },
                        "required": [
                          "messages"
                        ],
                        "type": "object"
                      },
                      "custom_id": {
                        "minLength": 1,
                        "type": "string"
                      }
                    },
                    "required": [
                      "custom_id",
                      "body"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                }
              },
              "required": [
                "endpoint",
                "model",
                "requests"
              ],
              "type": "object"
            },
            "schema_template": {
              "endpoint": "/v1/chat/completions",
              "model": "anthropic/claude-sonnet-4.5:batch",
              "requests": [
                {
                  "body": {
                    "max_tokens": 16,
                    "messages": [
                      {
                        "content": "Hello!",
                        "role": "user"
                      }
                    ]
                  },
                  "custom_id": "req-0001"
                }
              ]
            },
            "unsupported": [
              "Files/input_file_id batch upload workflow",
              "active cancel route",
              "public batch list/delete/result-download route",
              "model-name-derived capability or weights equivalence"
            ]
          },
          "input": {
            "content_type": "application/json",
            "file_material": "Chaqiruvchi haqiqiy UTF-8 JSONL ma’lumotlarini mahalliy tarzda requests[] ichiga o‘qishi mumkin. Yuklash maqsadi, input_file_id yoki faylga havola ishlatilmaydi. Mijoz materiali yo‘q yoki bo‘sh bo‘lsa, tayyorlash POST dan oldin to‘xtaydi.",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "provider.only",
              "provider.allow_fallbacks",
              "completion_window"
            ],
            "representation": "So‘rovga bevosita kiritilgan requests[] massivi; har bir elementda custom_id va body mavjud.",
            "request_endpoint_profile": "/v1/chat/completions",
            "required": [
              "endpoint",
              "model",
              "requests"
            ],
            "schema_scope": "Hujjatlarda ko‘rsatilgan Batch tuzilmasiga bevosita kiritilgan matnli Chat Completions so‘rovlarining tanalari.",
            "serialization_order": [
              "endpoint",
              "model",
              "provider (agar berilgan bo‘lsa)",
              "completion_window (agar berilgan bo‘lsa)",
              "requests eng oxirida"
            ]
          },
          "lifecycle": {
            "cancel": null,
            "create": {
              "accepted_status": 202,
              "http": "POST",
              "path": "/v1/batches"
            },
            "delete": null,
            "file_upload": null,
            "mode": "asynchronous",
            "observed_status_values": [
              "validating",
              "in_progress",
              "finalizing",
              "completed",
              "failed",
              "expired",
              "cancelling",
              "cancelled"
            ],
            "owned_results": {
              "behavior": "Completed results are saved as owned JSONL, read back byte-for-byte and registered in the existing media library before publication after settlement. Status returns inline results; no separate Batch download route is added.",
              "format": "application/x-ndjson",
              "public_url_field_in_status": null
            },
            "status": {
              "http": "GET",
              "id_source": "Dastlabki yaratish javobida amalda qaytarilgan response.id; aynan o‘sha foydalanuvchi/kalit/guruh",
              "path": "/v1/batches/{operation_id}"
            },
            "terminal": [
              "completed",
              "failed",
              "expired",
              "cancelled"
            ],
            "unknown": "Dastlabki operatsiya ID sini saqlang. 503 result_pending_check javobida X-Should-Retry:false mavjud; natijasi noma’lum bo‘lgan dastlabki paketni hech qachon qayta yubormang."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/batches"
          },
          "output": {
            "all_results": "Preserve the full original status JSON, every result/custom_id and complete response or error body. Save completed results[] as JSONL without filtering.",
            "family": "batch",
            "format": "JSON; completed results[] are returned inline and can be saved as JSONL."
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Tokenlar uchun bazaviy tariflar",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": 200000,
              "min_context_tokens_exclusive": 0
            },
            "label": "So‘rov uzunligi bo‘yicha 1-daraja",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 200000
            },
            "label": "So‘rov uzunligi bo‘yicha 2-daraja",
            "units": [
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.0225000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.0000225",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000006",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.0075000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.0000075",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.012000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000012",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json\nfrom pathlib import Path\nbody=json.loads('{\"endpoint\":\"/v1/chat/completions\",\"model\":\"anthropic/claude-sonnet-4.5:batch\",\"requests\":[{\"custom_id\":\"req-0001\",\"body\":{\"messages\":[{\"role\":\"user\",\"content\":\"Hello!\"}],\"max_tokens\":16}}]}')\nPath(\"batch-request.json\").write_text(json.dumps(body,ensure_ascii=False),encoding=\"utf-8\")\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/batches \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @batch-request.json -D batch-response-headers.txt -o batch-create-response.json\n",
            "label": "curl · retained fixture",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\nfrom urllib.request import Request, urlopen\n\ndef prepare_requests(customer_path):\n    path = Path(customer_path)\n    if not path.is_file(): raise ValueError(\"Customer JSONL file is missing\")\n    items = [json.loads(line) for line in path.read_text(encoding=\"utf-8\").splitlines() if line.strip()]\n    if not items: raise ValueError(\"Customer JSONL contains no requests\")\n    ids = set()\n    for item in items:\n        if set(item) != {\"custom_id\", \"body\"}: raise ValueError(\"Each item needs custom_id and body\")\n        cid = item[\"custom_id\"]\n        if not isinstance(cid, str) or not cid.strip() or cid in ids: raise ValueError(\"custom_id must be nonempty and unique\")\n        ids.add(cid)\n        if not isinstance(item[\"body\"], dict) or not item[\"body\"].get(\"messages\"): raise ValueError(\"Supply actual text messages\")\n        supplied_model = item[\"body\"].get(\"model\")\n        if supplied_model is not None and supplied_model not in ['anthropic/claude-sonnet-4.5:batch', 'anthropic/claude-sonnet-4.5']: raise ValueError(\"body.model must be an exact documented caller or wire ID\")\n    return {\"endpoint\":\"/v1/chat/completions\", \"model\":\"anthropic/claude-sonnet-4.5:batch\", \"requests\":items}\n\nif __name__ == \"__main__\":\n    material = os.environ.get(\"AILOOT_BATCH_REQUESTS_JSONL\", \"\")\n    if not material: raise SystemExit(\"Set AILOOT_BATCH_REQUESTS_JSONL to your actual customer file\")\n    body = prepare_requests(material)\n    key = os.environ.get(\"AILOOT_API_KEY\", \"\")\n    if not key: raise SystemExit(\"Set AILOOT_API_KEY\")\n    request = Request(\"https://api.ailoot.ai/v1/batches\", data=json.dumps(body, ensure_ascii=False).encode(\"utf-8\"), headers={\"Authorization\":\"Bearer \" + key, \"Content-Type\":\"application/json\"}, method=\"POST\")\n    with urlopen(request) as response:\n        raw = response.read()\n        Path(\"batch-create-response.json\").write_bytes(raw)\n        print(raw.decode(\"utf-8\"))\n",
            "label": "Python HTTP · actual customer JSONL",
            "language": "python"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\nBATCH_OPERATION_ID=\"$(python3 - <<'PY_ID'\nimport json\nfrom pathlib import Path\nfrom urllib.parse import quote\nresponse = json.loads(Path(\"batch-create-response.json\").read_text(encoding=\"utf-8\"))\noperation = response.get(\"id\")\nif not isinstance(operation, str) or not operation: raise SystemExit(\"No actual original operation ID; preserve the response and do not resubmit\")\nprint(quote(operation, safe=\"\"))\nPY_ID\n)\"\ncurl --fail-with-body --silent --show-error \"https://api.ailoot.ai/v1/batches/$BATCH_OPERATION_ID\" \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -o batch-status-response.json\n",
            "label": "curl · original operation status",
            "language": "bash"
          },
          {
            "code": "import json\nfrom pathlib import Path\nraw = Path(\"batch-status-response.json\").read_bytes()\nresponse = json.loads(raw)\nif response.get(\"status\") != \"completed\":\n    raise SystemExit(\"Keep the original operation; read its status without resubmitting\")\nresults = response.get(\"results\")\nif not isinstance(results, list) or not results:\n    raise SystemExit(\"Preserve the original response; completed results are missing\")\nPath(\"batch-results.jsonl\").write_text(\"\".join(json.dumps(item, ensure_ascii=False) + \"\\n\" for item in results), encoding=\"utf-8\")\n# Preserve batch-status-response.json with aggregate usage and every result/error.\n",
            "label": "Python · save every completed result",
            "language": "python"
          }
        ],
        "family": "batch",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "batches",
        "hints": [
          "Read your actual request items before submission; inline requests are required.",
          "Keep the returned operation ID and every result. Never replay an unknown submission."
        ],
        "http": "POST",
        "in": 3,
        "input": [
          "text"
        ],
        "label": "Paketli ishlov berish",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "out": 15,
        "output": [
          "text"
        ],
        "path": "/v1/batches",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          },
          {
            "label": "Explicit cache pricing",
            "value": "Enabled",
            "when": "When explicit cache is requested"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": 200000,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 200000
            },
            "label": "Request-length tier 2",
            "units": [
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.0225000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.0000225",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000006",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.0075000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.0000075",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.012000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000012",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "request_model_id": "anthropic/claude-sonnet-4.5:batch",
        "route_label": "Ultra",
        "status_reads": [
          "GET /v1/batches/{operation_id}"
        ],
        "tiers": [
          {
            "cache_read": 0.3,
            "cache_read_multiplier": null,
            "cache_write": 3.75,
            "cache_write_1h": 6,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 3,
            "input_multiplier": null,
            "max": 200000,
            "max_tokens": 200000,
            "min": 0,
            "min_tokens": 0,
            "out": 15,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          },
          {
            "cache_read": 0.6,
            "cache_read_multiplier": null,
            "cache_write": 7.5,
            "cache_write_1h": 12,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 6,
            "input_multiplier": null,
            "max": null,
            "max_tokens": null,
            "min": 200000,
            "min_tokens": 200000,
            "out": 22.5,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 1,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.003000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.000003",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.015000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.000015",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.0003000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.0000003",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": "0.00375000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": "0.00000375",
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": "0.006000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": "0.000006",
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    }
  ],
  "model_id": "anthropic/claude-sonnet-4.5:batch",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "7d2e3385675654330c44d9ef24f48ed0f9db75e38c335de31e2373fff53e319a",
    "input_html_sha256": "1628bedfd4bd323fb34134ee2b0ae4eddd16964c77d2bd752507e1db81e33ec1",
    "private_audit_sha256": "023ab95763f3e0ba0a8f9f3881cdb33c74e36873b11188ddde564ddd7e62172a",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/uz/anthropic-claude-sonnet-4-5-u003a-batch/",
    "description": "Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agentlar, kompyuterdan foydalanish va tahliliy ishlar uchun matn va tasvir modeli. U bevosita javoblarni yoki qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi; hujjatlashtirilgan beta ish jarayonida vosita chaqiruvlari orasida fikrlaydi.",
    "locale": "uz",
    "md_url": "https://ailoot.ai/models/uz/anthropic-claude-sonnet-4-5-u003a-batch/index.md",
    "title": "Anthropic: Claude Sonnet 4.5 (batch) — Ailoot",
    "url": "https://ailoot.ai/models/uz/anthropic-claude-sonnet-4-5-u003a-batch/"
  },
  "rawModel": {
    "about": "Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agent vazifalari va kompyuterdan foydalanishga yo‘naltirilgan, fikrlash va matematikada yaxshilanishlarga ega Sonnet nashri. U matn va tasvirlarni qabul qiladi va matn yaratadi. Relizda bir necha bosqich bo‘ylab davomli ishlash, kodni tushunish va bitta alohida funksiya o‘rniga kengroq loyihaga taalluqli o‘zgartirishlar tavsiflangan. Foydali topshiriq kerakli xatti-harakatni, tegishli manba materialini va yetkaziladigan natijani belgilaydi: taklif etilgan patch, dasturiy yechim tushuntirishi, hujjat tahlili yoki tuzilmali javob.\n\nDasturiy ishlar uchun loyiha cheklovlari, tegishli fayllar yoki parchalar, kuzatilgan xato va kutilgan natijaning aniq misolini taqdim eting. O‘zgartiriladigan kodni va taklif etilgan o‘zgartirish shu misolni qanday hal qilishini tushuntirishni so‘rang. Ishlab chiqaruvchi modelni agentlar yaratish va vositalar yordamida dasturlash vazifalarini bajarishga mos deb taqdim etadi. Modelni o‘rab turgan ilova fayllarni o‘qiydi va tahrirlaydi, buyruq yoki tekshiruvni bajaradi va uning haqiqiy chiqishini qaytaradi; model esa shu dalil ustida fikrlaydi. Yakuniy hisobotda taklif etilgan o‘zgartirish bilan bajarilgan tekshiruvni ajrating.\n\nKompyuterdan foydalanish uning vizual va agent imkoniyatlarining alohida qo‘llanishidir. Anthropic relizida ulangan muhit orqali brauzer bilan o‘zaro ishlash, sahifalar bo‘ylab yurish va elektron jadvallar bilan ishlash namoyish etilgan. Vizual topshiriqda ekran tasvirini berish, maqsadni belgilash va ilova qaysi amallarga ruxsat berishini aniqlash mumkin. Ilova tanlangan o‘zaro amalni bajaradi va o‘zgargan ekran yoki boshqa natijani qaytaradi. Shunga o‘xshash, model hujjat, elektron jadval va slaydlar uchun kontent va kodni tayyorlashi, muhit esa tayyor faylni yaratishi mumkin. Matn va tasvirni tushunish modelni o‘zidan tasvir yoki audio yaratadigan modelga aylantirmaydi.\n\nIshlab chiqaruvchining aniq spetsifikatsiyasida 200K tokenli kontekst oynasi va 64K gacha chiqish tokeni ko‘rsatilgan. Uning ishonchli bilimlari chegarasi 2025-yil yanvar bo‘lib, sahifada ko‘rsatilgan keyinroq o‘qitish ma’lumotlari chegarasidan farq qiladi. Uzun kirishda hujjat chegaralari, sahifa belgilari, birliklar va kod identifikatorlarini aniq saqlang, so‘ralgan javob va fikrlash uchun joy qoldiring. Ishlab chiqaruvchi bu nashr uchun kontekstni hisobga olish imkoniyatini ham hujjatlashtiradi, shuning uchun qo‘llab-quvvatlanadigan ish jarayoni suhbat davomida qolgan joyni kuzatadi. Bu davomli vazifani o‘z oynasi ichida boshqarishga yordam beradi; oynani keyingi Sonnet nashrining kattaroq sig‘imi bilan almashtirmaydi.\n\nSonnet 4.5 oddiy javoblarni va qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi. Ikkinchi rejimda budget_tokens ko‘rinadigan javobdan oldingi ichki fikrlash uchun maqsadli hajmni belgilaydi. Hujjatlashtirilgan eng kam qiymat 1,024 token, budjet esa odatda max_tokens dan past bo‘lishi kerak, chunki fikrlash bilan yakuniy javob umumiy yaratish limitidan foydalanadi. Budjet aynan shuncha token sarflash va’dasi emas, maqsadli hajmdir. Bu nashrda keyingi Sonnet modellari uchun tavsiflangan moslashuvchan fikrlash rejimi yoki fikrlash kuchini boshqarish mavjud emas. So‘ralgan tahlil chuqurligini tanlang va foydalanishga yaroqli yakuniy javob uchun yetarli limit qoldiring.\n\nIshlab chiqaruvchining fikrlashni vosita chaqiruvlari bilan navbatlashtiradigan beta imkoniyati Sonnet 4.5 ga bir muloqot navbati ichida vosita chaqiruvlari orasida fikrlash va qaytgan kuzatuvlardan keyingi qadamni tanlash imkonini beradi. Buning uchun qo‘llab-quvvatlanadigan Messages ish jarayonidagi hujjatlashtirilgan beta imkoniyati kerak. Bu holatda fikrlash budjeti max_tokens dan oshishi mumkin, chunki u yordamchining bir muloqot navbatidagi bir necha fikrlash blokini qamrab oladi. Vosita natijalarini ularga tegishli fikrlash kontenti, jumladan uning imzosi bilan o‘zgartirmasdan qaytaring; bu kontentni tahrirlash uni yaroqsiz qiladi. Shunday qilib, tadqiqot yoki nosozlikni aniqlash vazifasi matnli taklifni bajarilgan amal deb hisoblamasdan, taklif etilgan tekshiruv, haqiqiy qaytgan natija va yangilangan tahlilni navbatlashtirishi mumkin.\n\nVizual material uchun ishlab chiqaruvchi JPEG, PNG, GIF va WebPni qo‘llab-quvvatlaydi va animatsiyaning faqat birinchi kadridan foydalanadi. Bu nashr foydalanadigan standart tasvir darajasida uzun tomon 1,568 piksel bilan va vizual tokenlar 1,568 bilan cheklangan; kattaroq tasvirlar kichraytiriladi. Ishlab chiqaruvchining tasvir qo‘llanmasi 200K kontekstli modellar uchun bitta API so‘rovida 100 tagacha tasvirni ko‘rsatadi, lekin tasvirga va umumiy so‘rov hajmiga oid shartlarga oldinroq yetib qolish mumkin. Amaliy bo‘lsa, tasvirlarni savoldan oldin joylashtiring, bir necha tasvirni belgilang va mayda matn yoki diagramma belgilarini saqlang. Qo‘llanma aniq tasvirlarni va ko‘rinadigan tafsilotni talqin qilish uchun yetarli atrof kontekstini saqlashni tavsiya qiladi.\n\nUzoqroq agent ish jarayonlarini qo‘llab-quvvatlash uchun bu model bilan birga kontekstni tahrirlash va xotira vositasi taqdim etilgan. Bular foydali holatni saqlash yoki eski vosita materialini olib tashlashning ilova qo‘llab-quvvatlaydigan yo‘llari; cheksiz model xotirasi yoki keyingi serverda kontekstni ixchamlashtirish imkoniyati emas. Ko‘p bosqichli vazifada allaqachon qabul qilingan qarorlar, ochiq savol va keyingi qadam uchun zarur dalillarni saqlang. Anthropic tashqi kontentdagi yashirin ko‘rsatmalarga kuchliroq qarshilikni ham tavsiflaydi, shu bilan birga modelga xos tasniflagichlar ba’zan zararsiz materialni ham belgilashi mumkinligini qayd etadi. Foydali natija taqdim etilgan dalillarga bog‘langan, ko‘rib chiqish mumkin bo‘lgan material bo‘lib qoladi; bunda Sonnet 4.5 ning aniq rejim va chegaralari keyingi relizlardan ajratib saqlanadi.",
    "alias_of": null,
    "aliases": [],
    "author": "Anthropic",
    "capabilities": {
      "context_length": 1000000,
      "manufacturer_input": [
        "text",
        "image",
        "file"
      ],
      "manufacturer_output": [
        "text"
      ]
    },
    "card_routes": [
      {
        "label": "Ultra",
        "rates": [
          {
            "amount": "0.003000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.000003",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.015000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.000015",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          }
        ],
        "summary": "Konfiguratsiya narxlari tafsilotlarda to‘liq ko‘rsatilgan."
      }
    ],
    "ctx": null,
    "formats": [
      "batches"
    ],
    "id": "anthropic/claude-sonnet-4.5:batch",
    "input": [
      "text"
    ],
    "kind": "text",
    "max_out": null,
    "methods": [
      {
        "available": null,
        "cache_read": 0.3,
        "cache_write": 3.75,
        "cache_write_1h": 6,
        "contract": {
          "data": {
            "all_results": "Preserve full JSON and every result; provider real IDs are only read from actual returned responses.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Hujjatlarda ko‘rsatilgan, so‘rovga bevosita kiritiladigan tuzilma yaroqsiz, kalitlar takrorlangan, element identifikatori noto‘g‘ri yoki so‘rov modelning sozlangan imkoniyatlariga zid.",
                "http_status": 400,
                "recovery": "Har qanday yangi yuborishdan oldin ko‘rsatilgan maydonlarni tuzating.",
                "type": "invalid_request_error"
              },
              {
                "code": null,
                "condition": "API kaliti yaroqsiz.",
                "http_status": 401,
                "recovery": "Foydalanishga ruxsat berilgan Ailoot kalitidan foydalaning.",
                "type": "authentication_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish guruhi mavjud emas.",
                "http_status": 403,
                "recovery": "Kalit/guruhning foydalanish huquqini tekshiring.",
                "type": "permission_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish to‘lovi balansdan yechiladi; obuna orqali yaratish rad etiladi.",
                "http_status": 422,
                "recovery": "Foydalanishga ruxsat berilgan, to‘lovi balansdan yechiladigan guruhdan foydalaning.",
                "type": "invalid_request_error"
              },
              {
                "code": null,
                "condition": "Paket kirish ma’lumotlari uchun narx hisoblab bo‘lmaydi.",
                "http_status": 422,
                "recovery": "Javobni saqlang; tegishli API oilasi uchun hujjatlarda belgilangan kirish ma’lumotlaridan foydalaning.",
                "type": "price_unavailable"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish uchun zaxira mavjud emas.",
                "http_status": 402,
                "recovery": "Yangi so‘rovdan oldin so‘rovni qabul qilishga ruxsat masalasini hal qiling.",
                "type": "billing_error"
              },
              {
                "code": null,
                "condition": "Paketli ishlov berish usulining narxi yoki tizimning ichki tariflari mavjud emas.",
                "http_status": 503,
                "recovery": "Javobni saqlang; narxlarni almashtirmang.",
                "type": "price_unavailable"
              },
              {
                "code": null,
                "condition": "Ta’minotchining aynan shu yo‘nalishi mavjud emas.",
                "http_status": 503,
                "recovery": "Yo‘nalishni tuzatish uchun javobni saqlang.",
                "type": "api_error"
              },
              {
                "code": "result_pending_check",
                "condition": "Dastlabki natijani tekshirish kerak; X-Should-Retry:false.",
                "http_status": 503,
                "recovery": "Dastlabki operation_id/id ni saqlang va uning holatini o‘qing; dastlabki POST ni hech qachon takrorlamang.",
                "type": null
              },
              {
                "code": "not_found",
                "condition": "Paket holatini tekshirish operatsiyasi mavjud emas yoki boshqa foydalanuvchi/kalit/guruhga tegishli.",
                "http_status": 404,
                "recovery": "Aynan dastlabki id va o‘sha foydalanuvchi/kalit/guruhdan foydalaning.",
                "type": null
              }
            ],
            "example_body": {
              "endpoint": "/v1/chat/completions",
              "model": "anthropic/claude-sonnet-4.5:batch",
              "requests": [
                {
                  "body": {
                    "max_tokens": 16,
                    "messages": [
                      {
                        "content": "Hello!",
                        "role": "user"
                      }
                    ]
                  },
                  "custom_id": "req-0001"
                }
              ]
            },
            "input_constraints": [
              "Use the exact shown :batch model ID.",
              "Each custom_id must be nonempty and unique within the batch.",
              "Keep requests last in the serialized body; duplicate JSON keys are rejected.",
              "Each body.model is omitted or equals the exact batch caller or its documented base ID.",
              "Per-item provider, service_tier and input_type are outside this batch profile.",
              "stream is omitted or false.",
              "Supply text messages for this Chat batch profile; image/audio/file/video objects, hosted tools and cache-control fields are outside this profile.",
              "If body.model is present, use only the exact caller or wire ID listed here; no suffix conversion is needed.",
              "For google/ wire IDs, all items use an identical response_format."
            ],
            "outputs": {
              "all_results": "Dastlabki holat haqidagi to‘liq JSON ni, har bir natija/custom_id ni va to‘liq javob yoki xato tanasini saqlang. Tugallangan results[] ni hech narsani filtrlab tashlamasdan JSONL sifatida saqlang.",
              "enclosing_family": "batch",
              "family": "text",
              "fields": [
                {
                  "name": "results[].custom_id",
                  "type": "string"
                },
                {
                  "name": "results[].response.body.choices[].message.content",
                  "type": "string|null"
                },
                {
                  "name": "results[].error",
                  "type": "object|null"
                },
                {
                  "name": "usage",
                  "type": "object|null"
                },
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "endpoint",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "request_counts",
                  "type": "object"
                },
                {
                  "description": null,
                  "name": "results[].id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "results[].response.status_code",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "results[].response.request_id",
                  "type": "string"
                }
              ],
              "format": "Javobga bevosita kiritilgan results[].response.body JSON ma’lumotlari"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "/v1/chat/completions"
                ],
                "enum_known": true,
                "name": "endpoint",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "anthropic/claude-sonnet-4.5:batch"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "requests",
                "required": true,
                "type": "batch_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "requests[].custom_id",
                "required": true,
                "type": "string",
                "unique_within_batch": true
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "requests[].body.messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "24h"
                ],
                "enum_known": true,
                "name": "completion_window",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "anthropic/claude-sonnet-4.5:batch",
                  "anthropic/claude-sonnet-4.5"
                ],
                "enum_known": true,
                "name": "requests[].body.model",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  [
                    "anthropic"
                  ]
                ],
                "enum_known": true,
                "name": "provider.only",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  false,
                  null
                ],
                "enum_known": true,
                "name": "provider.allow_fallbacks",
                "required": false,
                "type": "boolean|null"
              }
            ],
            "provider_policy": {
              "allow_fallbacks": false,
              "configured_only": [
                "anthropic"
              ],
              "per_item_override": false,
              "when_omitted": "Current Source injects the exact persisted declaration before fresh submission."
            },
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "completion_window": {
                  "enum": [
                    "24h"
                  ],
                  "type": "string"
                },
                "endpoint": {
                  "enum": [
                    "/v1/chat/completions"
                  ],
                  "type": "string"
                },
                "model": {
                  "enum": [
                    "anthropic/claude-sonnet-4.5:batch"
                  ],
                  "type": "string"
                },
                "provider": {
                  "additionalProperties": false,
                  "properties": {
                    "allow_fallbacks": {
                      "enum": [
                        false,
                        null
                      ],
                      "type": [
                        "boolean",
                        "null"
                      ]
                    },
                    "only": {
                      "enum": [
                        [
                          "anthropic"
                        ]
                      ],
                      "items": {
                        "enum": [
                          "anthropic"
                        ],
                        "type": "string"
                      },
                      "maxItems": 1,
                      "minItems": 1,
                      "type": "array"
                    }
                  },
                  "type": [
                    "object",
                    "null"
                  ]
                },
                "requests": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "body": {
                        "additionalProperties": true,
                        "properties": {
                          "max_tokens": {
                            "minimum": 1,
                            "type": "integer"
                          },
                          "messages": {
                            "items": {
                              "properties": {
                                "content": {
                                  "type": "string"
                                },
                                "role": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "role",
                                "content"
                              ],
                              "type": "object"
                            },
                            "minItems": 1,
                            "type": "array"
                          },
                          "model": {
                            "enum": [
                              "anthropic/claude-sonnet-4.5:batch",
                              "anthropic/claude-sonnet-4.5"
                            ],
                            "type": "string"
                          }
                        },
                        "required": [
                          "messages"
                        ],
                        "type": "object"
                      },
                      "custom_id": {
                        "minLength": 1,
                        "type": "string"
                      }
                    },
                    "required": [
                      "custom_id",
                      "body"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                }
              },
              "required": [
                "endpoint",
                "model",
                "requests"
              ],
              "type": "object"
            },
            "schema_template": {
              "endpoint": "/v1/chat/completions",
              "model": "anthropic/claude-sonnet-4.5:batch",
              "requests": [
                {
                  "body": {
                    "max_tokens": 16,
                    "messages": [
                      {
                        "content": "Hello!",
                        "role": "user"
                      }
                    ]
                  },
                  "custom_id": "req-0001"
                }
              ]
            },
            "unsupported": [
              "Files/input_file_id batch upload workflow",
              "active cancel route",
              "public batch list/delete/result-download route",
              "model-name-derived capability or weights equivalence"
            ]
          },
          "input": {
            "content_type": "application/json",
            "file_material": "Chaqiruvchi haqiqiy UTF-8 JSONL ma’lumotlarini mahalliy tarzda requests[] ichiga o‘qishi mumkin. Yuklash maqsadi, input_file_id yoki faylga havola ishlatilmaydi. Mijoz materiali yo‘q yoki bo‘sh bo‘lsa, tayyorlash POST dan oldin to‘xtaydi.",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "provider.only",
              "provider.allow_fallbacks",
              "completion_window"
            ],
            "representation": "So‘rovga bevosita kiritilgan requests[] massivi; har bir elementda custom_id va body mavjud.",
            "request_endpoint_profile": "/v1/chat/completions",
            "required": [
              "endpoint",
              "model",
              "requests"
            ],
            "schema_scope": "Hujjatlarda ko‘rsatilgan Batch tuzilmasiga bevosita kiritilgan matnli Chat Completions so‘rovlarining tanalari.",
            "serialization_order": [
              "endpoint",
              "model",
              "provider (agar berilgan bo‘lsa)",
              "completion_window (agar berilgan bo‘lsa)",
              "requests eng oxirida"
            ]
          },
          "lifecycle": {
            "cancel": null,
            "create": {
              "accepted_status": 202,
              "http": "POST",
              "path": "/v1/batches"
            },
            "delete": null,
            "file_upload": null,
            "mode": "asynchronous",
            "observed_status_values": [
              "validating",
              "in_progress",
              "finalizing",
              "completed",
              "failed",
              "expired",
              "cancelling",
              "cancelled"
            ],
            "owned_results": {
              "behavior": "Completed results are saved as owned JSONL, read back byte-for-byte and registered in the existing media library before publication after settlement. Status returns inline results; no separate Batch download route is added.",
              "format": "application/x-ndjson",
              "public_url_field_in_status": null
            },
            "status": {
              "http": "GET",
              "id_source": "Dastlabki yaratish javobida amalda qaytarilgan response.id; aynan o‘sha foydalanuvchi/kalit/guruh",
              "path": "/v1/batches/{operation_id}"
            },
            "terminal": [
              "completed",
              "failed",
              "expired",
              "cancelled"
            ],
            "unknown": "Dastlabki operatsiya ID sini saqlang. 503 result_pending_check javobida X-Should-Retry:false mavjud; natijasi noma’lum bo‘lgan dastlabki paketni hech qachon qayta yubormang."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/batches"
          },
          "output": {
            "all_results": "Preserve the full original status JSON, every result/custom_id and complete response or error body. Save completed results[] as JSONL without filtering.",
            "family": "batch",
            "format": "JSON; completed results[] are returned inline and can be saved as JSONL."
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Tokenlar uchun bazaviy tariflar",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": 200000,
              "min_context_tokens_exclusive": 0
            },
            "label": "So‘rov uzunligi bo‘yicha 1-daraja",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 200000
            },
            "label": "So‘rov uzunligi bo‘yicha 2-daraja",
            "units": [
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.0225000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.0000225",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000006",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.0075000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.0000075",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.012000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000012",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json\nfrom pathlib import Path\nbody=json.loads('{\"endpoint\":\"/v1/chat/completions\",\"model\":\"anthropic/claude-sonnet-4.5:batch\",\"requests\":[{\"custom_id\":\"req-0001\",\"body\":{\"messages\":[{\"role\":\"user\",\"content\":\"Hello!\"}],\"max_tokens\":16}}]}')\nPath(\"batch-request.json\").write_text(json.dumps(body,ensure_ascii=False),encoding=\"utf-8\")\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/batches \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @batch-request.json -D batch-response-headers.txt -o batch-create-response.json\n",
            "label": "curl · retained fixture",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\nfrom urllib.request import Request, urlopen\n\ndef prepare_requests(customer_path):\n    path = Path(customer_path)\n    if not path.is_file(): raise ValueError(\"Customer JSONL file is missing\")\n    items = [json.loads(line) for line in path.read_text(encoding=\"utf-8\").splitlines() if line.strip()]\n    if not items: raise ValueError(\"Customer JSONL contains no requests\")\n    ids = set()\n    for item in items:\n        if set(item) != {\"custom_id\", \"body\"}: raise ValueError(\"Each item needs custom_id and body\")\n        cid = item[\"custom_id\"]\n        if not isinstance(cid, str) or not cid.strip() or cid in ids: raise ValueError(\"custom_id must be nonempty and unique\")\n        ids.add(cid)\n        if not isinstance(item[\"body\"], dict) or not item[\"body\"].get(\"messages\"): raise ValueError(\"Supply actual text messages\")\n        supplied_model = item[\"body\"].get(\"model\")\n        if supplied_model is not None and supplied_model not in ['anthropic/claude-sonnet-4.5:batch', 'anthropic/claude-sonnet-4.5']: raise ValueError(\"body.model must be an exact documented caller or wire ID\")\n    return {\"endpoint\":\"/v1/chat/completions\", \"model\":\"anthropic/claude-sonnet-4.5:batch\", \"requests\":items}\n\nif __name__ == \"__main__\":\n    material = os.environ.get(\"AILOOT_BATCH_REQUESTS_JSONL\", \"\")\n    if not material: raise SystemExit(\"Set AILOOT_BATCH_REQUESTS_JSONL to your actual customer file\")\n    body = prepare_requests(material)\n    key = os.environ.get(\"AILOOT_API_KEY\", \"\")\n    if not key: raise SystemExit(\"Set AILOOT_API_KEY\")\n    request = Request(\"https://api.ailoot.ai/v1/batches\", data=json.dumps(body, ensure_ascii=False).encode(\"utf-8\"), headers={\"Authorization\":\"Bearer \" + key, \"Content-Type\":\"application/json\"}, method=\"POST\")\n    with urlopen(request) as response:\n        raw = response.read()\n        Path(\"batch-create-response.json\").write_bytes(raw)\n        print(raw.decode(\"utf-8\"))\n",
            "label": "Python HTTP · actual customer JSONL",
            "language": "python"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\nBATCH_OPERATION_ID=\"$(python3 - <<'PY_ID'\nimport json\nfrom pathlib import Path\nfrom urllib.parse import quote\nresponse = json.loads(Path(\"batch-create-response.json\").read_text(encoding=\"utf-8\"))\noperation = response.get(\"id\")\nif not isinstance(operation, str) or not operation: raise SystemExit(\"No actual original operation ID; preserve the response and do not resubmit\")\nprint(quote(operation, safe=\"\"))\nPY_ID\n)\"\ncurl --fail-with-body --silent --show-error \"https://api.ailoot.ai/v1/batches/$BATCH_OPERATION_ID\" \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -o batch-status-response.json\n",
            "label": "curl · original operation status",
            "language": "bash"
          },
          {
            "code": "import json\nfrom pathlib import Path\nraw = Path(\"batch-status-response.json\").read_bytes()\nresponse = json.loads(raw)\nif response.get(\"status\") != \"completed\":\n    raise SystemExit(\"Keep the original operation; read its status without resubmitting\")\nresults = response.get(\"results\")\nif not isinstance(results, list) or not results:\n    raise SystemExit(\"Preserve the original response; completed results are missing\")\nPath(\"batch-results.jsonl\").write_text(\"\".join(json.dumps(item, ensure_ascii=False) + \"\\n\" for item in results), encoding=\"utf-8\")\n# Preserve batch-status-response.json with aggregate usage and every result/error.\n",
            "label": "Python · save every completed result",
            "language": "python"
          }
        ],
        "family": "batch",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "batches",
        "hints": [
          "Read your actual request items before submission; inline requests are required.",
          "Keep the returned operation ID and every result. Never replay an unknown submission."
        ],
        "http": "POST",
        "in": 3,
        "input": [
          "text"
        ],
        "label": "Paketli ishlov berish",
        "max_out": null,
        "max_reasoning_effort_multiplier": null,
        "out": 15,
        "output": [
          "text"
        ],
        "path": "/v1/batches",
        "price_conditions": [
          {
            "label": "Fast mode",
            "value": "Not specified",
            "when": "When fast mode is selected"
          },
          {
            "label": "Flex mode",
            "value": "Not specified",
            "when": "When flex mode is selected"
          },
          {
            "label": "Maximum reasoning effort",
            "value": "Not specified",
            "when": "When maximum reasoning effort uses the default adjustment"
          },
          {
            "label": "Explicit cache pricing",
            "value": "Enabled",
            "when": "When explicit cache is requested"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": 200000,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000003",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.015000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.000015",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.0003000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.0000003",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": "0.00375000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": "0.00000375",
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 200000
            },
            "label": "Request-length tier 2",
            "units": [
              {
                "amount": "0.006000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.000006",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.0225000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.0000225",
                "native_quantity": 1,
                "native_unit": "output_token",
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      "sort_out": 15,
      "varies": true
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      "methods": [
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  "shortText": "Claude Sonnet 4.5 — Anthropic kompaniyasining dasturiy ta’minot ishlab chiqish, murakkab agentlar, kompyuterdan foydalanish va tahliliy ishlar uchun matn va tasvir modeli. U bevosita javoblarni yoki qo‘lda boshqariladigan kengaytirilgan fikrlashni qo‘llab-quvvatlaydi; hujjatlashtirilgan beta ish jarayonida vosita chaqiruvlari orasida fikrlaydi.",
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