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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 Bitcoin?

Bitcoin is a decentralized digital currency that you can buy, sell and exchange directly, without an intermediary like a bank. Bitcoin’s creator, Satoshi Nakamoto, originally described the need for β€œan electronic payment system based on cryptographic proof instead of trust.” Each and every Bitcoin transaction that’s ever been made exists on a public ledger accessible to everyone, making transactions hard to reverse and difficult to fake. That’s by design: Core to their decentralized nature, Bitcoins aren’t backed by the government or any issuing institution, and there’s nothing to guarantee their value besides the proof baked in the heart of the system. β€œThe reason why it’s worth money is simply because we, as people, decided it has valueβ€”same as gold,” says Anton Mozgovoy, co-founder & CEO of digital financial service company Holyheld.

The SSE was the first modern stock exchange to open in China, with trading commencing in 1990. It has now grown to become the largest stock exchange in Asia and the third-largest in the world by market capitalization, which stood at RMB 50.6 trillion (US$7.8 trillion) as of September 2021. Stocks (both A-shares and B-shares), bonds, funds, and derivatives are traded on the exchange. The SEE has two trading boards, the Main Board and the Science and Technology Innovation Board, the latter more commonly known as the STAR Market. The Main Board mainly hosts large, well-established Chinese companies and lists both A-shares and B-shares.

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