Tsallake zuwa babban abun ciki
Multinook

Mai Kididdigar Alamar LLM - Lissafin Alamar OpenAI & Claude

Ƙididdige alamomi, haruffa, kalmomi, amfani da tagar yanayi, da kuɗin API na GPT-5, GPT-4.1, o3, Claude 4.6, Gemini 3.1/2.5, DeepSeek, Grok 4 & Llama 4 a cikin RAM

Ana sarrafawa a cikin RAM na gida...

Matakai Na Gaba da Aka Ba da Shawara

Sauri Ayyuka
Tsabtace Alamomin Rubutu na Ɓoye

Cire haruffan Unicode marasa ganuwa waɗanda ke ƙara ƙididdigar alamomin BPE.

Kaddamar Invisible Char Cleaner
Yi Nazarin Maɓalli & Yawan Kalmomi

Bincika tsayin saƙo, adadin jumla, da mita na kalmomi 1x-3x.

Kaddamar Character Counter
Tabbatar da Rubutun Ƙasa & Lokacin Rubutun

Bincika saurin karatu na CPS da iyakokin layin CPL don rubutun da AI ta haifar.

Kaddamar Subtitle CPS Checker
A Taƙaice

Takaitaccen Bayani & Mahimman Abubuwan

Muhimman bayanai, karfin aiki, da kuma tabbacin sirri a taƙaice.

Ma'anar Bisa Ka'ida

Kayan aikin lissafin LLM Token Counter da AI Cost Calculator shine abin amfani na mai haɓakawa wanda ke raba rubutu da lambar tushe zuwa alamomin ƙananan kalmomi na Byte-Pair Encoding (BPE) a cikin ƙwaƙwalwar mai bincike don kimanta amfani da taga mahallin da kudaden ƙaddamar da API a duk fadin manyan samfuran harshe.

Bayani|Tabbataccen Gine-ginen Abokin Amfani

Don ƙididdige alamomin LLM da lissafa kuɗin saƙon API na AI akan intanet kyauta, liƙa saƙon ku ko lambar ku a cikin Mai Ƙididdige Alamomin LLM na Multinook. Na'urar Byte-Pair Encoding (BPE) tana raba rubutunku zuwa tubalan alamomin gani a cikin RAM na burusa kuma tana kwatanta ainihin adadin alamomi, kashi na tagar yanayi, da farashin hukuma na API a fadin GPT-5, GPT-4.1, o3, Claude 4.6, Gemini 3.1/2.5, DeepSeek V3/R1, Grok 4, da Llama 4.

Kwatancen Samfuran Da Yawa

Kwatanta ƙididdigar alama da kuɗin API a duk fadin GPT-4o, Claude Sonnet, Gemini Pro/Flash, da DeepSeek lokaci guda.

Mai Haskaka Alama ta Gani

Duba ainihin ɓangarorin alamar ƙananan kalmomi masu launi don hango JSON mai nauyin alama, gibin sarari, ko kirtanin lamba.

Mai Lissafin Kuɗi na API na Rukuni

Yi simintin kiran guda ɗaya da kuɗin API na samarwa na yau da kullum tare da shigarwa na al'ada da maɓallan fitarwa.

100% Sirrin Saƙo na Gida

Duba saƙon tsarin sirri da lambar tushe ta mai mallaka a cikin RAM na gida tare da zero abubuwan da aka loda na gajimare.

Mai Kididdigar Alamar LLM - Lissafin Alamar OpenAI & Claude — Tsarin Fasaha & Ƙayyadaddun bayanai
Injin Mai Ƙarfi

Mai Kididdigar Alamar LLM - Lissafin Alamar OpenAI & Claude

Ƙididdige alamomin LLM, haruffa, da kuɗin saƙon API don OpenAI GPT-5/GPT-4.1/o3, Claude 4.6, Gemini 3.1/2.5, DeepSeek, Grok 4, da Llama 4 akan intanet kyauta.

Kiyasin alamomin Byte-Pair Encoding (BPE) na ainihin lokaci & mai haskaka iyakar alamomin gani masu launi
Kwatancen lokaci ɗaya a fadin samfuran hukuma 21: OpenAI (GPT-5, GPT-4.1, o3, o4-mini, GPT-4o), Anthropic (Claude Opus 4.6, Sonnet 4.6, Haiku 4.5, 3.7 Sonnet), Google (Gemini 3.1 Pro, 3 Flash, 2.5 Pro/Flash), DeepSeek V3/R1, xAI Grok 4, da Meta Llama 4
Mai lissafin kuɗin API na ainihin lokaci tare da ƙimar shigarwa da fitarwa ta kowane miliyan 1, alamomin fitarwa da ake tsammani, da lambobin kiran API na yau da kullum
Ma'aunin amfani da tagar yanayi a fadin iyakokin 128K, 164K, 200K, 400K, 500K, da 1M
Yana nuna ainihin rabo na Harafi-zuwa-Alama tare da jimlar haruffa, kalmomi, da iyakokin ƙananan kalmomi
100% aiki a cikin RAM na abokin ciniki — duba amintattun tsarin sirri da lambobin tushe tare da loda sifili zuwa uwar garken
Sirrin Bayanai Mai Zaman Kansa

Sirrin Lodawa-Sifili Gaba Daya

Ana sarrafa fayilolin ku sosai a cikin RAM ɗin na'urar ku ta amfani da WebAssembly. Babu lodawa a gajimare.

Sarrafa RAM a Cikin Burauza 100% • Babu Lodawa a Uwar Garken
Sirrin Bayanai Mai Zaman Kansa
Umarnin Mataki-da-Mataki

Yadda ake amfani da shi a intanet: Mai Kididdigar Alamar LLM - Lissafin Alamar OpenAI & Claude

Bi waɗannan matakai 3 masu sauƙi don sarrafa takardun ku kai tsaye a cikin burauzar ku tare da sifili shigarwa.

1

Liƙa Saƙon Tsarin Ku, Takarda, ko Lambar Ku

Liƙa saƙon LLM ɗinku, takaddar mahallin RAG, tsarin JSON, ko fayil ɗin lambar a cikin wurin aiki, ko loda samfurin saƙon TypeScript kai tsaye a cikin RAM na mai bincike.

2

Duba Iyakokin Alama masu Launi

Duba ƙididdigar alama ta kai tsaye, rabon harafi-zuwa-alama, da gundumomin ƙananan alama masu launuka daban-daban waɗannan ke nuna yadda masu raba alama na BPE ke raba kalmomi, lambobi, da shigar lambar.

3

Kwatanta Samfuran Hukumomi 21 & Farashin API

Saita alamomin fitarwa da ake tsammani da kuma yawan kiran API na yau da kullum don kwatanta ainihin buƙatu ɗaya da farashin dala na rukuni a duk fadin GPT-5, GPT-4.1, o3, Claude 4.6, Gemini 3.1/2.5, DeepSeek, Grok 4, da Llama 4.

Ma'aunin Sirri & Aiki

Me yasa Multinook Ya Fi Masu Sauya Gajimare na Gargajiya

Gani yadda tsarin WebAssembly na gefen abokin ciniki yake kwatanta da sabis na lodawa na gajimare na al'ada.

Samfuran AI da ake Tallafawa

Multinook
Samfuran API na Hukumomi 21
Paid Cloud Portals
Samfuran OpenAI na Tsohuwa Kaɗai

Mai Haskaka Alama ta Gani

Multinook
Ƙananan Alamar BPE masu Launi
Paid Cloud Portals
Fitar da Lambobi Masu Sauƙi Kaɗai

Tsarin Kuɗi & Rukuni na API

Multinook
Shigarwa + Fitarwa × Kiran Yau da Kullum
Paid Cloud Portals
Lissafin Hannu Ana Buƙatar

Maturin Tagan Mahallin

Multinook
128K / 400K / 500K / 1M
Paid Cloud Portals
Ba a Haɗa shi ba

Sirrin Saƙo

Multinook
100% RAM na Gida (0 Abubuwan da aka Loda)
Paid Cloud Portals
An aika zuwa Sabar API ta Waje

Kuɗi & Samun dama

Multinook
100% Kyauta Har Abada (Babu Shiga)
Paid Cloud Portals
Yana Buƙatar Asusun Mai Haɓakawa
Tsarin Fasaha & Ƙayyadaddun bayanai

Ƙayyadaddun bayanai & Daidaiton Tsari

An tsara shi sosai zuwa ƙayyadaddun bayanai na W3C WebAssembly da Typed Array.

Injin Raba AlamaMai Raba Ƙananan Alamar BPE na Geften Abokin Ciniki (o200k_base, Claude BPE & SentencePiece)
Ecosystems da ake TallafawaOpenAI (GPT-5/4.1/o3), Anthropic (Claude 4.6/4.5), Google (Gemini 3.1/2.5), DeepSeek, Grok 4 & Llama 4
Mai Duba GaniMai Haskaka Iyakokin Ƙananan Alama masu Launi
Ƙirar KuɗiFarashin Alamar Shigarwa + Fitarwa na Hukuma na Kowane 1M × Ƙimar Rukunin Yau da Kullum
Telemetri na Mahallin128K, 164K, 200K, 400K, 500K & 1Maturin Tagan Mahallin Alamomi
Gine-ginen Sirri100% Air-Gapped Local Browser RAM (Zero Server Uploads)
Masu Amfani & Ayyuka

Masu Amfani da Aka Nufa & Amfanin da Za A Iya Yi

Wane ne ke amfana da wannan kayan aiki na burusa kuma a wane lokaci za a yi amfani da shi.

Masu Gine-ginen Tsarin RAG & Agentic

Masu Injin AI & Masu Haɓakawa Aikace-aikacen LLM

Gwajin girman alamar saƙo, amfani da taga mahallin, da kuɗin ƙaddamar da API na yau da kullum a fadin OpenAI, Anthropic, da Google.

Masu Tsara Saƙon Tsarin

Masu Injin Saƙo & Masu Rubuta Fasaha

Amfani da Haskaka alama ta gani don matse umarni masu tsawo da kawar da tsarin tsara alama mai nauyi.

Masu Tsara Tattalin Arziƙin Naúrar AI

Manajojin Samfur & Wanda Ya Kafa SaaS

Hasashen kowane mai amfani da kuɗin API na LLM na wata-wata a fadin buƙatun yau da kullum 1,000 zuwa 100,000 kafin ƙaddamar da sabbin siffofin AI.

Masu Kula da Bayanai & Gyaran Fine-Tuning

Masana Kimiyyar Bayanai & Masu Bincike

Auna rabon harafi-zuwa-alama a duk fadin tarin harsuna da fayilolin gyaran fine-tuning na JSONL.

Gwajin Gwaji na Hakika

Tabbatarwa ta Farko & Gwajin Karfin Aiki

Sakamakon gwaje-gwaje da aka gudanar a kan burusofi na zamani da tsarin aiki ba tare da watsa bayanai ta intanet ba.

Google Chrome 128 (Apple M3 Max)

Fayil: Takaddar Mahallin RAG Mai Haruffa 120,000 (~Alamomi 30,000)

Rarrabuwar ƙaramin kalma ta BPE ta 3.8ms & teburin kuɗi na samfurori da yawa0 KB da aka Canja (100% RAM na Na'urar Gida)
Microsoft Edge 126 (Windows 11 x64 Intel i7)

Fayil: Saƙon TypeScript & JSON Mai Haruffa 15,000

Fassarar iyakar alama ta gani kai tsaye ta 1.1ms0 KB da aka Canja (100% RAM na Na'urar Gida)
Mobile Safari (iOS 18 / iPhone 15 Pro)

Fayil: Samfurin Saƙon Tsarin Mai Haruffa 4,000

Lissafin alama da kuɗi na hannu nan take na 0.5ms0 KB da aka Canja (100% RAM na Na'urar Gida)
Tambayoyin Gama-gari

Tambayoyin da Ake Yawan Yi

Duk abin da kuke buƙatar sani game da sirri, tsaro, iyakokin fayil, da amfani.

Manyan Samfuran Harshe ba sa karanta rubutu kalma-da-kalma ko harafi-da-harafi; maimakon haka, suna raba rubutun zuwa ƙananan sassan kalmomi da ake kira alamomi ta amfani da Byte-Pair Encoding (BPE) atau SentencePiece. Don daidaitaccen rubutun Turanci, alama 1 daidai yake da kusan haruffa 4 ko kalmomi 0.75. Sabili da haka, alamomi 100 kusan kalmomi 75 ne, kuma kalmomi 1,000 kusan alamomi 1,333 ne.
Masu raba alama na BPE (`o200k_base` da `cl100k_base`) an horar da su ne musamman akan ƙamus na Turanci na kowa, yana ba da damar kalmomi masu yawa kamar 'application' su shiga cikin alama guda ɗaya. Koyaya, alamomin dakatarwa, maɓallan JSON, lambobi masu lamba da yawa, gibin sarari, da rubutun da ba na Latin UTF-8 ba ana raba su zuwa ƙananan ƙananan matakan byte, sau da yawa suna cinye alamomi sau 1.5 zuwa 3 fiye da tsayin harafi iri ɗaya.
Masu ba da samfurin AI suna cajin daban don alamomin Shigarwa (Prompt) da alamomin Fitarwa (Kammalawa & Tunani), waɗanda aka ambata a kowane alamomi miliyan 1 (1M). Misali, OpenAI GPT-5 yana cajin $1.25/1M shigarwa da $10.00/1M fitarwa, GPT-4.1 yana cajin $2.00/1M shigarwa da $8.00/1M fitarwa, Claude Sonnet 4.6 yana cajin $3.00/1M shigarwa da $15.00/1M fitarwa, kuma Google Gemini 2.5 Flash yana cajin $0.30/1M shigarwa da $2.50/1M fitarwa. Mai lissafin mu yana ninka ainihin ƙididdigar alamar shigarwa da tsayin fitarwa da aka nufa da ƙimar API ta hukuma da aka rubuta ta kowane samfurin.
`cl100k_base` (girmman ƙamus 100,000) an yi amfani da shi don tsoffin GPT-4 da GPT-3.5-Turbo. Samfuran OpenAI na zamani—ciki har da GPT-5, GPT-4.1, o3, o4-mini, da GPT-4o—suna amfani da `o200k_base` (girmman ƙamus 200,000), wanda ke matse rubutun da ba Turanci ba, lambar tushe, da maganganun kalmomi masu yawa zuwa 10% zuwa 25% ƙananan alamomi.
Dangane da takaddun API na hukuma: OpenAI GPT-5 / mini / nano suna goyan bayan alamomi 400,000 (400K); GPT-4.1 / mini suna goyan bayan alamomi 1,047,576 (1M); OpenAI o3 & o4-mini suna goyan bayan alamomi 200,000 (200K); Claude Opus 4.6 & Sonnet 4.6 suna goyan bayan har zuwa alamomi 1,000,000 (1M); Google Gemini 3.1 Pro, 3 Flash & 2.5 Pro/Flash suna goyan bayan alamomi 1,000,000 (1M); xAI Grok 4 yana goyan bayan alamomi 500,000 (500K); DeepSeek V3 yana goyan bayan alamomi 164,000 (164K); kuma Meta Llama 4 Maverick yana goyan bayan alamomi 1,048,576 (1M).
Kuna iya yanke cin abinci na alama da 20% zuwa 40% ta hanyar cire gibin sarari na JSON (ƙara taƙaice JSON kafin wuce shi cikin saƙonni), maye g infección da alamomin XML masu tsawo tare da teburin Markdown ko CSV masu ƙarami, cire alamomin Unicode da ba a gani ba, da kuma kawar da umarnin da aka maimaita.
Ganin ainihin iyakokin alama masu launi yana bayyana dalilin da yasa LLMs wani lokaci suke fafitika tare da ayyukan matakin harafi (kamar juya kalmomi ko ƙidaya haruffa) kuma yana nuna kirtani marasa inganci—kamar UUIDs, Base64 blobs, ko lambar da ba a taƙaice ba—waɗanda suke cinye ɗaruruwan alamomi a asirce.
Ba a taɓa yin hakan ba. Multinook yana gudana 100% a cikin RAM mai saurin sauyawa na mai binciken ku. Saƙon tsarin ku, takaddun RAG, da lambar tushe ba su barin na'urar ku ba.
Ka'idoji & Hujjoji

Ma'auni na Hukuma & Kalaman Fasaha

Takamaiman ka'idojin masana'antu, ka'idojin gidan yanar gizo, da nassoshi na sirri da ke sarrafa wannan injin.

Association for Computational Linguistics (ACL / Sennrich et al.)

Neural Machine Translation of Rare Words with Subword Units (BPE)

Takardar bincike ta tushe wacce ta gabatar da raba alama ta ƙaramin kalma ta Byte-Pair Encoding (BPE) don samfuran harshe na jijiyoyi.

Duba Bayani
WHATWG Encoding Living Standard

UTF-8 TextEncoder Web API Specification

Ma'aunin gidan yanar gizo na hukuma wanda ke sarrafa tsarin kwas ɗin byte na UTF-8 da ake amfani da shi azaman tushen tushe na zamani na masu raba alama na matakin byte BPE.

Duba Bayani

Cikin Byte-Pair Encoding (BPE): Yadda LLMs ke Raba Haruffa zuwa Ƙananan Alamomi

Tsarin gine-ginen mai sauyawa na zamani—ciki har da jerin GPT-5 da GPT-4.1 na OpenAI, Claude 4.6 na Anthropic, Gemini 3.1 da 2.5 na Google, Grok 4 na xAI, Llama 4 na Meta, da DeepSeek V3/R1—suna sarrafa rubutu ta hanyar ƙididdigar raba alama ta ƙaramin kalma kamar Byte-Pair Encoding (BPE) da SentencePiece. Maimakon kiyaye ƙamus marasa iyaka na kowane kalma a kowane harshe, BPE yana farawa da ɗaiɗaikun bayis ɗin UTF-8 kuma yana haɗa ma'auratan harafi mafi yawanci kusa da juna zuwa ƙananan alamomi.

Sakamakon haka, kalmar Turanci ta kowa tare da sarari na gaba kamar ` intelligence` ana ɓoye ta azaman alamar lamba guda ɗaya, yayin da kalmar haɗin gwiwa da ba a saba gani ba, haxadecimal hash, ko toshe na Python mai zurfi ana raba ta zuwa ɗaruruwan alamomi ɗaya ɗaya. Mai raba alama ta gani na Multinook yana sake gina waɗannan iyakokin ƙananan alama a cikin lokaci na ainihi a cikin RAM na mai binciken ku.

Inganta Tattalin Arziki na Tagan Mahallin a duk fadin GPT-5, GPT-4.1, Claude 4.6, Gemini 3.1, da DeepSeek

A cikin aikace-aikacen AI na samarwa da bututun Retrieval-Augmented Generation (RAG), ƙididdigar alama tana sarrafa kuɗin gajimare na wata-wata da kuma jinkirin Time-To-First-Token (TTFT) kai tsaye. Saboda rikitattun abubuwan da ke tattare da kai suna haɓaka tare da tsayin jerin abubuwa, cunkushe takaddun alamomi 50,000 marasa inganci a cikin kowane kiran API yana saurin gaji da kasafin kuɗi.

Ta hanyar kwatanta saƙon ku a lokaci guda a fadin manyan samfuran flagship (GPT-5, GPT-4.1, Claude Opus 4.6, Claude Sonnet 4.6, Gemini 3.1 Pro, Grok 4) da samfuran tunani/haske masu inganci (GPT-5 mini/nano, o4-mini, Claude Haiku 4.5, Gemini 3 Flash, Gemini 2.5 Flash-Lite, DeepSeek V3/R1, Llama 4 Maverick), ƙungiyoyin injiniya za su iya gwada ainihin kuɗin kowane kiran 1,000 kuma su daidaita hanyar samfurin su daidai.

100% Air-Gapped Saƙon Auditing don Ƙungiyoyin AI na Kamfanoni

Saƙon tsarin da mahallin RAG na kamfanoni suna wakiltar babban dukiyar hankali. Liƙa samfuran saƙon masu mallakar ko bayanan abokin ciniki a cikin masu raba alama na gajimare na ɓangare na uku yana haɗarin fitar da dabaru na kasuwanci masu sirri. Multinook yana yin duk rarrabuwar BPE da ƙirar kuɗi tsantsa a cikin ƙwaƙwalwar ajiya ta gida tare da zero watsawar hanyar sadarwa.

Tabbataciyar Tsaro ta RAM na Cikin Burauza 100%
An Sabunta don Ka'idojin Yanar Gizo na 2026

Kayan Aiki masu Alaka

Duba dukkan kayan aikin rukuni →
COUNT
Fitacce

Character Counter

Ƙididdige haruffa, kalmomi, jimloli, UTF-8 bytes, lokacin karatu, da yawan kalmomin 1x-3x a cikin RAM na burusa

Kayan Aikin Mai Haɓakawa→
X-RAY
Sabon 2026

Invisible Char Cleaner

Gano da cire haruffan Unicode 35+ da ba a gani ba, sarari masu sifili, da alamomin ruwa na AI a cikin RAM na burusa

Kayan Aikin Mai Haɓakawa→
GSM-7
Sabon 2026

SMS Counter

Ƙididdige GSM-7 (haruffa 160) da UCS-2 Unicode (haruffa 70) ɓangarorin SMS, gano haruffan da ba na GSM ba, da rage kuɗin saƙo

Kayan Aikin Mai Haɓakawa→