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"""QA Chatbot streaming using FastAPI, LangChain Expression Language , OpenAI, and Chroma. | |
Features | |
-------- | |
- Persistent Chat Memory: | |
Stores chat history in a local file. | |
- Persistent Vector Store: | |
Stores document embeddings in a local vector store. | |
- Standalone Question Generation: | |
Rephrases follow-up questions to standalone questions in their original language. |
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# PowerView's last major overhaul is detailed here: http://www.harmj0y.net/blog/powershell/make-powerview-great-again/ | |
# tricks for the 'old' PowerView are at https://gist.github.com/HarmJ0y/3328d954607d71362e3c | |
# the most up-to-date version of PowerView will always be in the dev branch of PowerSploit: | |
# https://github.com/PowerShellMafia/PowerSploit/blob/dev/Recon/PowerView.ps1 | |
# New function naming schema: | |
# Verbs: | |
# Get : retrieve full raw data sets | |
# Find : ‘find’ specific data entries in a data set |