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๐Ÿงพืžืืžืจื™ื

ืžืืžืจื™ื ืขืœ ืขื•ืœื ื”-IT, ืชื›ื ื•ืช, ื˜ื›ื ื•ืœื•ื’ื™ื•ืช ื—ื“ืฉื•ืช, ืื•ื˜ื•ืžืฆื™ื” ื•ื—ืฉื™ื‘ื” ื“ื™ื’ื™ื˜ืœื™ืช

array.array

     array.array ื”ื•ื ื˜ื™ืคื•ืก ื ืชื•ื ื™ื ืžื™ื•ื—ื“ ื‘-Python, ื”ืžื™ื•ืขื“ ืœืื—ืกื•ืŸ ืจืฆืคื™ื ืฉืœ ืžืกืคืจื™ื ืžืื•ืชื• ื˜ื™ืคื•ืก. ื‘ื ื™ื’ื•ื“ ืœ-list, ืžืขืจื›ื™ array.array ืžืกืคืงื™ื ืฉื™ืžื•ืฉ ื™ืขื™ืœ ื™ื•ืชืจ ื‘ื–ื™ื›ืจื•ืŸ ื•ื‘ื™ืฆื•ืขื™ื ื’ื‘ื•ื”ื™ื ื™ื•ืชืจ ื‘ืขื‘ื•ื“ื” ืขื ื ืชื•ื ื™ื ืžืกืคืจื™ื™ื. ื‘ืžืืžืจ ื–ื” ื ื‘ื—ืŸ ืืช ื”ืžืงืจื™ื… Read More »array.array

ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืžื•ืœ ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™

๐Ÿ“Š ืื™ืš ืืคืฉืจ ืœื“ืขืช ืื ืืœื’ื•ืจื™ืชื ื™ืขื™ืœ ื‘ืืžืช? ื”ื”ื‘ื“ืœ ื‘ื™ืŸ ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืœ-ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™ ื”ื•ื ืงืจื™ื˜ื™ ืœื”ื‘ื ืช ืžื’ื‘ืœื•ืช ื›ื•ื— ื”ืžื—ืฉื•ื‘. ื‘ืžืืžืจ ื–ื” ื ืกื‘ื™ืจ ื‘ืฆื•ืจื” ื‘ืจื•ืจื” ืžื” ื”ื”ื‘ื“ืœื™ื, ื ื‘ื™ื ื“ื•ื’ืžืื•ืช ื ืคื•ืฆื•ืช, ื ืฆื™ื’ ื˜ื‘ืœืื•ืช ื”ืฉื•ื•ืื” ื•ื’ืจืฃ ื•ื™ื–ื•ืืœื™… Read More »ื–ืžืŸ ืคื•ืœื™ื ื•ืžื™ ืžื•ืœ ื–ืžืŸ ืืงืกืคื•ื ื ืฆื™ืืœื™

LangChain ื•-Browser-Use

ืžื“ืจื™ืš ื–ื” ืฆืขื“-ืื—ืจ-ืฆืขื“ ื™ืจืื” ืœื›ื ื›ื™ืฆื“ ืœื™ืฆื•ืจ ืกื•ื›ืŸ AI ื”ืžืกื•ื’ืœ ืœื—ืคืฉ ืžื™ื“ืข ื‘ื’ื•ื’ืœ ื•ืœื ืชื— ื“ืคื™ ืื™ื ื˜ืจื ื˜, ืชื•ืš ืฉื™ืžื•ืฉ ื‘-LangChain ื•ื‘-Browser-Use. ืจืืฉื™ืช, ื™ืฉ ืœื”ืชืงื™ืŸ ืืช ืกืคืจื™ื•ืช Python ื”ื ื“ืจืฉื•ืช. ืคืชื—ื• ืžืกื•ืฃ (terminal) ืื• ืฉื•ืจืช ืคืงื•ื“ื” (command prompt)… Read More »LangChain ื•-Browser-Use

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

๐Ÿง  ืžื”ื• GIL ื‘ืคื™ื™ืชื•ืŸ, ื•ืœืžื” ื–ื” ื—ืฉื•ื‘?

Contents ๐Ÿ”’ ืžื” ื–ื” ื‘ืขืฆื GIL?๐Ÿงช ืœืžื” ื–ื” ืงื™ื™ื?๐Ÿข ืื™ืš GIL ืžืฉืคื™ืข ืขืœ ื”ื‘ื™ืฆื•ืขื™ื?๐Ÿ’ป ืงื•ื“ ืฉืžื‘ืฆืข ื—ื™ืฉื•ื‘ื™ื:๐ŸŒ ืงื•ื“ ืžื‘ื•ืกืก ืงืœื˜/ืคืœื˜:๐Ÿš€ ืคืชืจื•ื ื•ืช โ€“ ืื™ืš ื›ืŸ ืžืจื™ืฆื™ื ืงื•ื“ ืžืงื‘ื™ืœื™ "ืืžื™ืชื™"?๐Ÿงฉ 1. ืฉื™ืžื•ืฉ ื‘ึพmultiprocessingโš™๏ธ 2. ืฉื™ืžื•ืฉ ื‘ึพasyncio๐Ÿงญ ืœืกื™ื›ื•ื๐Ÿ”’… Read More »๐Ÿง  ืžื”ื• GIL ื‘ืคื™ื™ืชื•ืŸ, ื•ืœืžื” ื–ื” ื—ืฉื•ื‘?

ื‘ื—ื™ืจืช ืกื’ื ื•ืŸ ืชื›ื ื•ืช ื ื›ื•ืŸ: ืื™ืš ื–ื” ื™ืฉื“ืจื’ ืืช ื”ืงื•ื“ ืฉืœื›ื

ืžื‘ื•ื ืขื•ืœื ื”ื ื“ืกืช ื”ืชื•ื›ื ื” ื ืฉืขืŸ ืขืœ ืžื’ื•ื•ืŸ ืจื—ื‘ ืฉืœ ืคืจื“ื™ื’ืžื•ืช ืชื›ื ื•ืช, ื”ืžืฉืžืฉื•ืช ื›ืžืกื’ืจื•ืช ืงื•ื ืกืคื˜ื•ืืœื™ื•ืช ืœืคื™ืชื•ื— ืžืขืจื›ื•ืช ืชื•ื›ื ื”. ื›ืœ ืคืจื“ื™ื’ืžื” ืžืฆื™ืขื” ื’ื™ืฉื” ื™ื™ื—ื•ื“ื™ืช ืœืืจื’ื•ืŸ ืงื•ื“, ืœื ื™ื”ื•ืœ ื ืชื•ื ื™ื ื•ืœื‘ืงืจืช ื–ืจื™ืžืช ื”ื‘ื™ืฆื•ืข. ื”ื‘ื ื” ืžืขืžื™ืงื” ืฉืœ ืคืจื“ื™ื’ืžื•ืช ืืœื•, ืขืœ… Read More »ื‘ื—ื™ืจืช ืกื’ื ื•ืŸ ืชื›ื ื•ืช ื ื›ื•ืŸ: ืื™ืš ื–ื” ื™ืฉื“ืจื’ ืืช ื”ืงื•ื“ ืฉืœื›ื

ืขื‘ื•ื“ื” ืขื ืกืคืจื™ื™ืช subprocess ื‘ืคื™ื™ืชื•ืŸ

Contents 1. ืžื‘ื•ื2. ืคื•ื ืงืฆื™ื•ืช ื•ืžื—ืœืงื•ืช ืขื™ืงืจื™ื•ืช3. ืืจื’ื•ืžื ื˜ื™ื ืžืจื›ื–ื™ื™ื ืฉืœ ื”ืคื•ื ืงืฆื™ื•ืช run() ื•-Popen()4. ืขื‘ื•ื“ื” ืขื ืชื•ืฆืื•ืช ื•ืฉื’ื™ืื•ืช5. ืชืจื—ื™ืฉื™ ืฉื™ืžื•ืฉ ืžืชืงื“ืžื™ื6. ืื‘ื˜ื—ื” ื•ืคืจืงื˜ื™ืงื•ืช ืžื•ืžืœืฆื•ืช7. ื“ื•ื’ืžืื•ืช ืžืขืฉื™ื•ืช8. ืกื™ื›ื•ื ื•ืžืงื•ืจื•ืช ืžื™ื“ืข ืฉื™ืžื•ืฉื™ื™ื 1. ืžื‘ื•ื ืžื”ื• subprocess ื•ืœืžื” ื”ื•ื ื ื—ื•ืฅ?… Read More »ืขื‘ื•ื“ื” ืขื ืกืคืจื™ื™ืช subprocess ื‘ืคื™ื™ืชื•ืŸ

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

ื›ื™ืฆื“ ืœืชืงืŸ ืืช ื”ืฉื’ื™ืื” SSLCertVerificationError ื‘ืคื™ื™ืชื•ืŸ

     ื ืชืงืœืชื ื‘ืฉื’ื™ืื” SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed ื‘ืขืช ื ื™ืกื™ื•ืŸ ืœื‘ืฆืข ื‘ืงืฉืช HTTPS ื‘ืคื™ื™ืชื•ืŸ ื‘ืืžืฆืขื•ืช requests ืื• urllib3? ื‘ืžืืžืจ ื–ื” ืืฆื™ื’ ื›ื™ืฆื“ ืœืื‘ื—ืŸ ื•ืœืชืงืŸ ื‘ืขื™ื” ื–ื•. ื”ืฉื’ื™ืื” ืžืฆื™ื™ื ืช ืฉืคื™ื™ืชื•ืŸ ืœื ื”ืฆืœื™ื— ืœืืžืช ืืช ืชืขื•ื“ืช… Read More »ื›ื™ืฆื“ ืœืชืงืŸ ืืช ื”ืฉื’ื™ืื” SSLCertVerificationError ื‘ืคื™ื™ืชื•ืŸ

args ื•-kwargs

ืื•ืงื™ื™, ื”ื ื” ื”ืชืจื’ื•ื ืฉืœ ื”ืžืืžืจ ืœืขื‘ืจื™ืช: ืชื•ื›ืŸ ืขื ื™ื™ื ื™ื [ื”ืกืจ ืคืจืกื•ืžื•ืช][ืฆืคื” ื›ืขืช] ืœืžื“ืจื™ืš ื–ื” ื™ืฉ ืงื•ืจืก ื•ื™ื“ืื• ืงืฉื•ืจ ืฉื ื•ืฆืจ ืขืœ ื™ื“ื™ ืฆื•ื•ืช Real Python. ืฆืคื” ื‘ื• ื™ื—ื“ ืขื ื”ืžื“ืจื™ืš ื”ื›ืชื•ื‘ ื›ื“ื™ ืœื”ืขืžื™ืง ืืช ื”ื‘ื ืชืš: Python args… Read More »args ื•-kwargs