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πŸ¦™ ΠœΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Π°Ρ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° Π² llama.cpp (ΠΎΠ±Π½ΠΎΠ²Π»Π΅Π½ΠΈΠ΅)

llama.cpp Ρ‚Π΅ΠΏΠ΅Ρ€ΡŒ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΈΠ²Π°Π΅Ρ‚ ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ с Π²ΠΈΠ·ΡƒΠ°Π»ΡŒΠ½Ρ‹ΠΌ Π²Π²ΠΎΠ΄ΠΎΠΌ!

πŸ“¦ Π§Ρ‚ΠΎ Π½ΠΎΠ²ΠΎΠ³ΠΎ

ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ llama.cpp Ρ‚Π΅ΠΏΠ΅Ρ€ΡŒ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΈΠ²Π°Π΅Ρ‚ *ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ* β€” Ρ‚Π°ΠΊΠΈΠ΅ ΠΊΠ°ΠΊ LLaVA 1.5 / 1.6, BakLLaVA, Obsidian, MobileVLM ΠΈ Π΄Ρ€ΡƒΠ³ΠΈΠ΅, позволяя Π²Ρ‹ΠΏΠΎΠ»Π½ΡΡ‚ΡŒ Π²Ρ‹Π²ΠΎΠ΄, ΡΠΎΠ²ΠΌΠ΅Ρ‰Π°ΡŽΡ‰ΠΈΠΉ тСкст ΠΈ изобраТСния локально, Π±Π΅Π· ΠΎΠ±Π»Π°ΠΊΠ°.

πŸ”§ ΠšΠ»ΡŽΡ‡Π΅Π²Ρ‹Π΅ возмоТности

β€’ ΠŸΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ с Π²Π²ΠΎΠ΄ΠΎΠΌ изобраТСния (image + text)
β€’ Новый CLI: llama-mtmd-cli (замСняСт `llava-cli`)
β€’ Π Π°ΡΡˆΠΈΡ€Π΅Π½Π° ΡΠΎΠ²ΠΌΠ΅ΡΡ‚ΠΈΠΌΠΎΡΡ‚ΡŒ: ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° GGUF-ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ Ρ‚ΠΈΠΏΠ°
β€’ Π›ΠΎΠΊΠ°Π»ΡŒΠ½Π°Ρ Ρ€Π°Π±ΠΎΡ‚Π° Π½Π° CPU ΠΈ GPU Π±Π΅Π· зависимости ΠΎΡ‚ ΠΎΠ±Π»Π°Ρ‡Π½Ρ‹Ρ… API

πŸš€ Как ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚ΡŒ

1. Π‘ΠΊΠ°Ρ‡Π°ΠΉ модСль Π² Ρ„ΠΎΡ€ΠΌΠ°Ρ‚Π΅ .gguf, Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€ LLaVA:
https://huggingface.co/liuhaotian/llava-v1.5-13b-GGUF
2. ΠŸΠΎΠ΄Π³ΠΎΡ‚ΠΎΠ²ΡŒ ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ (Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€, `photo.jpg`)
3. Запусти CLI:


./build/bin/llama-mtmd-cli \
-m models/llava-v1.5-13b.gguf \
--image ./photo.jpg \
-p "Π§Ρ‚ΠΎ ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΎ Π½Π° Ρ„ΠΎΡ‚ΠΎ?"


β–ͺ GitHub



tg-me.com/machinelearning_interview/1792
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πŸ¦™ ΠœΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Π°Ρ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° Π² llama.cpp (ΠΎΠ±Π½ΠΎΠ²Π»Π΅Π½ΠΈΠ΅)

llama.cpp Ρ‚Π΅ΠΏΠ΅Ρ€ΡŒ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΈΠ²Π°Π΅Ρ‚ ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ с Π²ΠΈΠ·ΡƒΠ°Π»ΡŒΠ½Ρ‹ΠΌ Π²Π²ΠΎΠ΄ΠΎΠΌ!

πŸ“¦ Π§Ρ‚ΠΎ Π½ΠΎΠ²ΠΎΠ³ΠΎ

ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ llama.cpp Ρ‚Π΅ΠΏΠ΅Ρ€ΡŒ ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΈΠ²Π°Π΅Ρ‚ *ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ* β€” Ρ‚Π°ΠΊΠΈΠ΅ ΠΊΠ°ΠΊ LLaVA 1.5 / 1.6, BakLLaVA, Obsidian, MobileVLM ΠΈ Π΄Ρ€ΡƒΠ³ΠΈΠ΅, позволяя Π²Ρ‹ΠΏΠΎΠ»Π½ΡΡ‚ΡŒ Π²Ρ‹Π²ΠΎΠ΄, ΡΠΎΠ²ΠΌΠ΅Ρ‰Π°ΡŽΡ‰ΠΈΠΉ тСкст ΠΈ изобраТСния локально, Π±Π΅Π· ΠΎΠ±Π»Π°ΠΊΠ°.

πŸ”§ ΠšΠ»ΡŽΡ‡Π΅Π²Ρ‹Π΅ возмоТности

β€’ ΠŸΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ с Π²Π²ΠΎΠ΄ΠΎΠΌ изобраТСния (image + text)
β€’ Новый CLI: llama-mtmd-cli (замСняСт `llava-cli`)
β€’ Π Π°ΡΡˆΠΈΡ€Π΅Π½Π° ΡΠΎΠ²ΠΌΠ΅ΡΡ‚ΠΈΠΌΠΎΡΡ‚ΡŒ: ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ° GGUF-ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ ΠΌΡƒΠ»ΡŒΡ‚ΠΈΠΌΠΎΠ΄Π°Π»ΡŒΠ½ΠΎΠ³ΠΎ Ρ‚ΠΈΠΏΠ°
β€’ Π›ΠΎΠΊΠ°Π»ΡŒΠ½Π°Ρ Ρ€Π°Π±ΠΎΡ‚Π° Π½Π° CPU ΠΈ GPU Π±Π΅Π· зависимости ΠΎΡ‚ ΠΎΠ±Π»Π°Ρ‡Π½Ρ‹Ρ… API

πŸš€ Как ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚ΡŒ

1. Π‘ΠΊΠ°Ρ‡Π°ΠΉ модСль Π² Ρ„ΠΎΡ€ΠΌΠ°Ρ‚Π΅ .gguf, Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€ LLaVA:
https://huggingface.co/liuhaotian/llava-v1.5-13b-GGUF
2. ΠŸΠΎΠ΄Π³ΠΎΡ‚ΠΎΠ²ΡŒ ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΈΠ΅ (Π½Π°ΠΏΡ€ΠΈΠΌΠ΅Ρ€, `photo.jpg`)
3. Запусти CLI:


./build/bin/llama-mtmd-cli \
-m models/llava-v1.5-13b.gguf \
--image ./photo.jpg \
-p "Π§Ρ‚ΠΎ ΠΈΠ·ΠΎΠ±Ρ€Π°ΠΆΠ΅Π½ΠΎ Π½Π° Ρ„ΠΎΡ‚ΠΎ?"


β–ͺ GitHub

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What is Telegram?

Telegram’s stand out feature is its encryption scheme that keeps messages and media secure in transit. The scheme is known as MTProto and is based on 256-bit AES encryption, RSA encryption, and Diffie-Hellman key exchange. The result of this complicated and technical-sounding jargon? A messaging service that claims to keep your data safe.Why do we say claims? When dealing with security, you always want to leave room for scrutiny, and a few cryptography experts have criticized the system. Overall, any level of encryption is better than none, but a level of discretion should always be observed with any online connected system, even Telegram.

Export WhatsApp stickers to Telegram on Android

From the Files app, scroll down to Internal storage, and tap on WhatsApp. Once you’re there, go to Media and then WhatsApp Stickers. Don’t be surprised if you find a large number of files in that folderβ€”it holds your personal collection of stickers and every one you’ve ever received. Even the bad ones.Tap the three dots in the top right corner of your screen to Select all. If you want to trim the fat and grab only the best of the best, this is the perfect time to do so: choose the ones you want to export by long-pressing one file to activate selection mode, and then tapping on the rest. Once you’re done, hit the Share button (that β€œless than”-like symbol at the top of your screen). If you have a big collectionβ€”more than 500 stickers, for exampleβ€”it’s possible that nothing will happen when you tap the Share button. Be patientβ€”your phone’s just struggling with a heavy load.On the menu that pops from the bottom of the screen, choose Telegram, and then select the chat named Saved messages. This is a chat only you can see, and it will serve as your sticker bank. Unlike WhatsApp, Telegram doesn’t store your favorite stickers in a quick-access reservoir right beside the typing field, but you’ll be able to snatch them out of your Saved messages chat and forward them to any of your Telegram contacts. This also means you won’t have a quick way to save incoming stickers like you did on WhatsApp, so you’ll have to forward them from one chat to the other.

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