https://learn.deeplearning.ai/quality-safety-llm-applications/lesson/1/introduction > (2024/2) 主要就是介紹 whylabs 這家的工具,可以做一些 Metrics 檢測 ## Overview https://github.com/whylabs/whylogs https://github.com/whylabs/langkit https://github.com/whylabs/langkit/blob/main/langkit/docs/modules.md https://whylabs.ai/ ![[Pasted image 20240224223054.png]] ![[Pasted image 20240224223243.png]] ![[Pasted image 20240224223406.png]] ![[Pasted image 20240224223519.png]] ![[Pasted image 20240224223504.png]] ![[Pasted image 20240224223511.png]] ![[Pasted image 20240224223534.png]] ![[Pasted image 20240224223659.png]] ![[Pasted image 20240224223852.png]] ![[Pasted image 20240224223905.png]] ![[Pasted image 20240224223948.png]] ![[Pasted image 20240224224050.png]] ![[Pasted image 20240224224113.png]] ![[Pasted image 20240224223935.png]] ![[Pasted image 20240224224522.png]] ![[Pasted image 20240224224556.png]] ![[Pasted image 20240224224642.png]] ![[Pasted image 20240224224652.png]] ![[Pasted image 20240224224720.png]] ![[Pasted image 20240224224733.png]] ![[Pasted image 20240224224928.png]] ![[Pasted image 20240224225001.png]] ![[Pasted image 20240224225020.png]] ![[Pasted image 20240224225034.png]] ## Hallucinations ![[Pasted image 20240224225247.png]] ![[Pasted image 20240224225259.png]] ![[Pasted image 20240224225308.png]] ![[Pasted image 20240224225804.png]] ![[Pasted image 20240224225815.png]] ![[Pasted image 20240224230114.png]] ![[Pasted image 20240224230209.png]] ![[Pasted image 20240224230858.png]] ![[Pasted image 20240224230910.png]] ![[Pasted image 20240224230948.png]] ![[Pasted image 20240224231043.png]] ![[Pasted image 20240224231342.png]] ![[Pasted image 20240224231401.png]] ![[Pasted image 20240224230751.png]] ![[Pasted image 20240224230804.png]] ## Data Leakage ![[Pasted image 20240225005000.png]] ![[Pasted image 20240225005817.png]] ![[Pasted image 20240225010324.png]] ![[Pasted image 20240225010200.png]] ![[Pasted image 20240225011011.png]] ![[Pasted image 20240225011038.png]] ![[Pasted image 20240225011026.png]] ![[Pasted image 20240225011052.png]] ## Refusals and prompt injections ![[Pasted image 20240225011403.png]] ![[Pasted image 20240225011614.png]] ![[Pasted image 20240225011758.png]] ![[Pasted image 20240225012712.png]] ![[Pasted image 20240225013002.png]] ![[Pasted image 20240225013421.png]] ![[Pasted image 20240225014102.png]] > source code 裡面 injections 的 embedding 直接給這個.... https://whylabs-public.s3.us-west-2.amazonaws.com/langkit/data/injections/embeddings_all-MiniLM-L6-v2_harm_v2.parquet ## Passive and active monitoring ![[Pasted image 20240225015653.png]] ![[Pasted image 20240225015729.png]] ![[Pasted image 20240225015757.png]] ![[Pasted image 20240225015907.png]]