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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

πŸ€– GitHub

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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

πŸ€– GitHub

@machinelearning_interview

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