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๐Ÿค– ื‘ื™ื ื” ืžืœืื›ื•ืชื™ืช

ืžืืžืจื™ื, ืžื“ืจื™ื›ื™ื ื•ื“ืคื™ ืขื–ืจ ืขืœ ืขื•ืœืžื•ืช ื”ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช:
ืœืžื™ื“ืช ืžื›ื•ื ื” (ML), ืจืฉืชื•ืช ื ื•ื™ืจื•ื ื™ื, ืžื•ื“ืœื™ื ื’ื ืจื˜ื™ื‘ื™ื™ื ื›ืžื• GPT, ืฉื™ืžื•ืฉื™ื ื‘ืชืขืฉื™ื™ื”, ืืชื™ืงื” ื•ืขื•ื“.

ืœืœืžื•ื“, ืœื”ื‘ื™ืŸ, ื•ืœื‘ื ื•ืช ืืช ื”ืขืชื™ื“ โ€” ืขื AI.

ืžืคืขื ื—ื™ื ืืช ืกื™ื•ืžื•ืช ื”ืงื•ื•ื ื˜ื™ื–ืฆื™ื” ืฉืœ LLM: ืžื” ื‘ืืžืช ืื•ืžืจื™ื Q4_K_M, Q6_K ื•-Q8_0

Contents ืื™ืš ืœื”ื‘ื™ืŸ ืืช ื”ืกื™ื•ืžื•ืชืžืฉืงื•ืœื•ืช (Weights)ืงื™ื‘ื•ืฅ (K ื•-0)ื‘ืœื‘ื•ืœ ื”ืžื•ื“ืœ (Perplexity)KL Divergence (KLD)ื›ืžื” ื”ื‘ื”ืจื•ืช ืœืกื™ื•ื ื”ื™ื™!ื”ืชืœื‘ื˜ืชื ืคืขื ืื™ื–ื• ื’ืจืกื” ืžืงื•ื•ื ื˜ื–ืช (quantized) ืฉืœ LLM ืœื‘ื—ื•ืจ: Q4_K_M, Q6_K ืื• Q8_0? ืขื“ ื›ืžื” Q6_K ืคื—ื•ืช ื˜ื•ื‘ ื‘ืžืฉื™ืžื•ืช ื‘ื”ืฉื•ื•ืื” ืœ-Q8_0?… Read More »ืžืคืขื ื—ื™ื ืืช ืกื™ื•ืžื•ืช ื”ืงื•ื•ื ื˜ื™ื–ืฆื™ื” ืฉืœ LLM: ืžื” ื‘ืืžืช ืื•ืžืจื™ื Q4_K_M, Q6_K ื•-Q8_0

โœ”๏ธ ื’ื•ื’ืœ ื”ืฆื™ื’ื” ืืช Gemmaโ€ฏ3n โ€“ ืžื•ื“ืœ AI ืงืœ ื•ืžื”ื™ืจ ืœื”ืคืขืœื” ืžืงื•ืžื™ืช ืขืœ ืžื›ืฉื™ืจื™ื

Contents โœ… ืžื” ื—ื“ืฉ ื‘-Gemmaโ€ฏ3n?๐Ÿ›  ืื™ืš ืžืชื—ื™ืœื™ื?๐Ÿ“ฑ ืฉื™ืžื•ืฉื™ื ืคื•ื˜ื ืฆื™ืืœื™ื™ื:โœ… ืžื” ื—ื“ืฉ ื‘-Gemmaโ€ฏ3n? ๐Ÿ’ก ื”ืžื•ื“ืœ ืžืฉืชืžืฉ ื‘ืืจื›ื™ื˜ืงื˜ื•ืจื” ื’ืžื™ืฉื” ื‘ืฉื MatFormer, ืฉืžืืคืฉืจืช ืœื• ืœืขื‘ื•ืจ ื‘ื™ืŸ ืžืฆื‘ื™ื ืงืœื™ื ื•ืžืœืื™ื (2B ืื• 4B ืคืจืžื˜ืจื™ื) ืœืคื™ ื”ืฆื•ืจืš โ€“ ื”ืชืืžื” ื—ื›ืžื”… Read More »โœ”๏ธ ื’ื•ื’ืœ ื”ืฆื™ื’ื” ืืช Gemmaโ€ฏ3n โ€“ ืžื•ื“ืœ AI ืงืœ ื•ืžื”ื™ืจ ืœื”ืคืขืœื” ืžืงื•ืžื™ืช ืขืœ ืžื›ืฉื™ืจื™ื

MCP OpenAI

ื‘ื˜ื—, ื”ื ื” ื”ืชืจื’ื•ื ืœืขื‘ืจื™ืช ื‘ืžื‘ื ื” ืฉืœ ืคื•ืกื˜ ืœื‘ืœื•ื’: ืืคืฉืจ ืœืžื•ื“ืœื™ื ืœื”ืฉืชืžืฉ ื‘ืฉืจืชื™ MCP ืžืจื•ื—ืงื™ื ืœื‘ื™ืฆื•ืข ืžืฉื™ืžื•ืช. ืคืจื•ื˜ื•ืงื•ืœ ื”ืงืฉืจ ืžื•ื“ืœ (MCP – Model Context Protocol) ื”ื•ื ืคืจื•ื˜ื•ืงื•ืœ ืคืชื•ื— ืืฉืจ ืžื’ื“ื™ืจ ืกื˜ื ื“ืจื˜ ืœืื•ืคืŸ ืฉื‘ื• ื™ื™ืฉื•ืžื™ื ืžืกืคืงื™ื ื›ืœื™ื… Read More »MCP OpenAI

ืžื”ื• Google Colab?

Google Colab ื”ื™ื ืคืœื˜ืคื•ืจืžืช ืขื ืŸ ืฉื ื•ืฆืจื” ืขืœ ื™ื“ื™ Google, ื”ืžื™ื•ืขื“ืช ืœืขื‘ื•ื“ื” ืขื ืžื—ื‘ืจื•ืช Jupyter Notebook ืื™ื ื˜ืจืืงื˜ื™ื‘ื™ื•ืช. ื”ื™ื ืžืกืคืงืช ื›ืœื™ื ืขื•ืฆืžืชื™ื™ื ืœื›ืชื™ื‘ื” ื•ื”ืจืฆืช ืงื•ื“ ื‘-Python, ื ื™ืชื•ื— ื ืชื•ื ื™ื, ืื™ืžื•ืŸ ืžื•ื“ืœื™ื ืฉืœ ืœืžื™ื“ืช ืžื›ื•ื ื” ื•ืขื‘ื•ื“ื” ืฉื™ืชื•ืคื™ืช ืขืœ ืคืจื•ื™ืงื˜ื™ื.… Read More »ืžื”ื• Google Colab?

Debugging ื‘ึพJupyter Notebook ืขื ipdb

ื‘ืžื“ืจื™ืš ื–ื”:โœ… ื”ืชืงื ื” ื•ื”ื’ื“ืจื” ืฉืœ ipdbโœ… 3 ื“ืจื›ื™ื ืœื”ืคืขื™ืœ ืืช ื”ืžื ืคื” (debugger)โœ… ื›ืœ ื”ืคืงื•ื“ื•ืช ื”ื—ืฉื•ื‘ื•ืช ืฉืœ ipdb ืขื ื“ื•ื’ืžืื•ืชโœ… ืืกื˜ืจื˜ื’ื™ื•ืช ื ื™ืคื•ื™ ืฉื’ื™ืื•ืช ื‘ืงื•ื“ ืืžื™ืชื™โœ… ื›ืœื™ื ื—ืœื•ืคื™ื™ื ืœื ื™ืคื•ื™ ืžืชืงื“ื ืžื” ืงื•ืจื” ื‘ืคื•ืขืœ: ื›ืืฉืจ ื”ืงื•ื“ ื ื›ืฉืœ ืขื… Read More »Debugging ื‘ึพJupyter Notebook ืขื ipdb

๐Ÿค– ืื™ืš ืœื‘ื ื•ืช ื‘ื•ื˜ ื˜ืœื’ืจื ืœื•ืžื“ ืฉืžื—ืคืฉ ื’ื ื‘ื•ื•ื™ืงื™ืคื“ื™ื” โ€“ ื‘ืขื‘ืจื™ืช!

ืžืฆื•ื™ืŸ! ื”ื ื” ืžื“ืจื™ืš ืขื‘ืจื™, ืžืคื•ืจื˜ ืฉืœื‘ ืื—ืจ ืฉืœื‘, ืœื‘ื ื™ื™ืช ื‘ื•ื˜ ื˜ืœื’ืจื ืฉืœื•ืžื“ ืชื•ืš ื›ื“ื™ ืฉื™ื—ื” ื•ื™ื•ื“ืข ื’ื ืœื—ืคืฉ ืชืฉื•ื‘ื•ืช ื‘ื•ื•ื™ืงื™ืคื“ื™ื” โ€“ ื”ื›ืœ ื‘ืฉืคืช Python, ืขื ื”ืชืืžื•ืช ืžืœืื•ืช ืœืขื‘ืจื™ืช: ืœืคื ื™ ืฉื ืชื—ื™ืœ ืœืชื›ื ืช, ื ืฆื˜ืจืš ืœื”ืชืงื™ืŸ ืฉืœื•ืฉ ืกืคืจื™ื•ืช:… Read More »๐Ÿค– ืื™ืš ืœื‘ื ื•ืช ื‘ื•ื˜ ื˜ืœื’ืจื ืœื•ืžื“ ืฉืžื—ืคืฉ ื’ื ื‘ื•ื•ื™ืงื™ืคื“ื™ื” โ€“ ื‘ืขื‘ืจื™ืช!