#python#deep_learning#inference#llm#nlp#pytorch#transformer
Nano-vLLM is a small, fast, and easy-to-understand tool for running large language models offline. It matches the speed of bigger systems like vLLM but uses only about 1,200 lines of clean Python code, making it simple to read and modify. It includes smart features like prefix caching and tensor parallelism to boost performance. You can install it easily and run models like Qwen3-0.6B on your own GPU. This tool is great if you want fast, efficient AI inference without complex setups, ideal for learning, research, or small deployments on limited hardware.
https://github.com/GeeeekExplorer/nano-vllm
🚀 zkSync to Unlock Significant Number of Tokens on April 17
zkSync is set to unlock approximately 17.314 million tokens on April 17 at 0:00 UTC+8. According to ChainCatcher, this release is part of the platform's ongoing token management strategy. The unlocked tokens are valued at around $2.66 million. This development is closely watched by market participants as it may influence the token's market dynamics.
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🚀 Immutable X to Unlock 9.62 Million Tokens on April 18
Immutable X (IMX) is set to unlock approximately 9.62 million tokens on April 18 at 8 a.m. UTC+8. According to ChainCatcher, this information comes from Web3 asset data platform RootData's token unlocking data.
#ImmutableX#IMX#TokenUnlock#Web3#Crypto#Blockchain#RootData#ChainCatcher
🚀 Kaito Token Unlock Scheduled for April 20
Kaito is set to unlock approximately 12.11 million tokens on April 20 at 12:00 PM UTC+8. According to ChainCatcher, this token release is part of the Web3 asset data platform RootData's schedule. The unlocked tokens are valued at around $4.86 million.
#Kaito#TokenUnlock#Web3#RootData#Crypto#Blockchain#TokenRelease#April20#KAITO
🚀 Quai Network to Unlock 43.02 Million Tokens on April 19
Quai Network is set to unlock approximately 43.02 million tokens on April 19 at 21:00 UTC+8. According to ChainCatcher, this token release is part of the network's ongoing schedule. The tokens are valued at around $1.25 million. This development is being closely watched by stakeholders and investors in the Web3 asset space.
#QuaiNetwork#TokenRelease#Web3#Crypto#Blockchain#TokenUnlock#Investors#Stakeholders#ChainCatcher