Самая мощная LLM в опесорсе, Mixtral 8x7B MoE от Mistral AI, теперь доступна во фреймворке Сandle* - с поддержкой квантизации. За счет квантизации модели могут работать локально на ноутбуке с 32 GB RAM.
Например, 4-битная Mixtral 8x7B MoE занимает всего 26.44GB памяти. Тогда как в bf16 на GPU модель бы заняла 112+ GB VRAM (то есть влезла бы только на H100).
*Candle - это минималистский ML-фреймворк для Rust, сфокусированный на производительности (включая поддержку GPU) и простоте использования.
- Поддерживает 2-bit, 3-bit, 4-bit, 5-bit, 6-bit and 8-bit int квантизованные модели в gguf and ggml форматах. - SIMD оптимизации для Apple Silicon и x86.
Самая мощная LLM в опесорсе, Mixtral 8x7B MoE от Mistral AI, теперь доступна во фреймворке Сandle* - с поддержкой квантизации. За счет квантизации модели могут работать локально на ноутбуке с 32 GB RAM.
Например, 4-битная Mixtral 8x7B MoE занимает всего 26.44GB памяти. Тогда как в bf16 на GPU модель бы заняла 112+ GB VRAM (то есть влезла бы только на H100).
*Candle - это минималистский ML-фреймворк для Rust, сфокусированный на производительности (включая поддержку GPU) и простоте использования.
- Поддерживает 2-bit, 3-bit, 4-bit, 5-bit, 6-bit and 8-bit int квантизованные модели в gguf and ggml форматах. - SIMD оптимизации для Apple Silicon и x86.
Apparently upbeat developments in Russia's discussions with Ukraine helped at least temporarily send investors back into risk assets. Russian President Vladimir Putin said during a meeting with his Belarusian counterpart Alexander Lukashenko that there were "certain positive developments" occurring in the talks with Ukraine, according to a transcript of their meeting. Putin added that discussions were happening "almost on a daily basis." Friday’s performance was part of a larger shift. For the week, the Dow, S&P 500 and Nasdaq fell 2%, 2.9%, and 3.5%, respectively. Right now the digital security needs of Russians and Ukrainians are very different, and they lead to very different caveats about how to mitigate the risks associated with using Telegram. For Ukrainians in Ukraine, whose physical safety is at risk because they are in a war zone, digital security is probably not their highest priority. They may value access to news and communication with their loved ones over making sure that all of their communications are encrypted in such a manner that they are indecipherable to Telegram, its employees, or governments with court orders. In the past, it was noticed that through bulk SMSes, investors were induced to invest in or purchase the stocks of certain listed companies.
from ar
