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hi everyone some people requested a follow-up video on my first fast HTML video because I integrated it with Leng chain and some people wanted to know how you can do that with data streaming itamp;#39;s actually not that easy so if you want to do it in a high level and easy way you may look at streamlet or another highle framework for that so like my fast API video this video is not about the best practice but rather demonstration on how you can do it okay Iamp;#39;m in vs code and the important script here is the Leng chain scream. piy itamp;#39;s quite the same application like the llm app.py but again we use streaming and not make a request and get a response from the API so so we get everything by so first weamp;#39;re going to import the required classes we used system message human message and AI message message from linkchain weamp;#39;re going to use chat openi you can of course also use any other model that is capable of streaming s weamp;#39;re going to use the op API k
