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Combine MULTIPLE LLMs to build an AI API! (super simple!!!) Langflow | LangChain | Groq | OpenAI
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- Опубліковано 19 сер 2024
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Second! Ania you’re freaking awesome. I been playing with LangChain and LangFlow looks sick! I’m excited to join you on this session 🎉
Can't wait!
I have no idea about programming, and I went 'Monkey see, monkey do'. Thanks to Ania, saying, 'this thing here, that thing there', I was able to follow through a lot without actually knowing what it does. This is so cool.
amazing tutorial, Ania. I would love to see how we can host this or turn it into a fully functioning SaaS. I'm guessing it involves proper integration of the app logic in vs code along with docker or maybe there's an easier way?
Yes. You'd containerize the application for scalability. You can expose a langflow as an API which may also need containerization, depending on if it contains business critical logic.
@@daffertube thank you so much. I think I understand 50% of what you said. I believe Docker is famously used for containerising. I’ll figure something out. Thanks for the help!!!!!
I'm not sure if you know how many "experts" there are making a lot of money on training courses for this content.
Thank you so much for making this easy!
Greetings from a medical professional.
Once again, great video. I was able to get this to work. My information is a bit complex so I actually had to run the output through a script to format it properly. This does mean I can't stream the output but I noticed the output was only streaming in the playground and not with the API.
Awesome guide on combining multiple LLMs! Another great tool to consider is Cohere, which offers versatile LLMs that are easy to integrate into your projects. #LLMs #Cohere
Your content is incredible, the best I've seen so far, I'm impressed. Congratulations
Thanks so much!
Ania is not only an extremely professional software engineer, but also very beautiful. God bless you ❤🙏
All your tutorials are amazing ! Thanks a million
So nice of you to say :)
@@aniakubow once again, thanks to you … 🫶🏻
The world is so unfair, you are gorgeous and smart. But I admire you are so hardworking .
mam u are the best...thanks to GOD i found this channel
So kind of you !
Would love to see something similar for a Midjourney/Stable Diffusion API
Error unsupported message type: ???
also nice body language when all your asking in return while grabing your ringfinger :D..Sorry but sadly i am not that rich enough for you yet :), but highly love and appreciate your content
On my watch list😊
💪💪
Saludos desde Lima - Perú.
Hey, Thanks a lot for the awesome video. I have a question.
I created a RAG app on Langflow provided inside the Datastax website. But I cannot find the API option, which is on the bottom right corner of your screen. Why is that?
Are you using the Datastax website's Langflow or a locally installed one?
Can you please make a video
about how to train model to generate inages .
21:13. "You can only compare vector embeddings against each other if they are created from the same LLM." This is slightly inaccurate. I would suggest saying, "if both embeddings are created from the same embedding model."
That is a good point - I should have been more accurate. Thanks for pointing this out
Accurate
Would be Ollama possible as well? And great work as usual❤
Yep, it is available in Langflow :)
Yessss we use it in the tutorial :)
I did get the web chatbot to load and run locally, but what is the best way to deploy on the internet ?
How much would this cost to run on the api side? total cost roughly when deployed to production.
You can use open source LLM to cut cost, and then it just becomes a database cost that depends on your website traffic :) Datastax has a generous free tier
do we need to host langflow in our server for scalability?
Yes you can, but there is a hosted version
Followed everything you did and get e great little chatbot out of it and it didnt take long to recreate. Just a couple of questions. I took the code for embedding into a website. Most chatbots have the button at the bottom and the chatbot goes up - langflow goes down, so that is not ideal. Also, how could you add in a logo onto the chatbot ? Many thanks
Awesome video tutorial. Thank you for doing this. One question, is there any way to upload a file to be trained via api to langflow file component? Thanks again.
Try editing the python API behind the component or create your own. Most Components are basically function with inputs (on the right) and outputs (on the left).
would you happen to know how to integrated the vertex ai embedding? i plan to use google generative AI too. thanks ania!
Around the 20min mark: Why can’t I just put the unabridged dictionary in as the Astra database, then the computer will understand which words are more similar to each other and at the same time which words are dissimilar?
Astra db component has a another option Vector Store what do we do now
Oh it has changed? Yes you would need to use the vector store for vector embeddings :)
Hi Ania, I’ve found very interesting a video demonstration of API calls using a proxy and Cryptography but since you launched your website that video was removed or something
i take same error when using to mongodb atlas. i never used any data before. how my plans did finish???
Please use the free server regions if you are not :)
do we need Visual C++ 14.0 to run this langflow ??
What? No! Langflow is python based. Very few Ai apps are built using Visual C++
I've never used astradb before but I still get a quota limit warning. Isn't there a free way to do this? $1000 is too much.
I use the free tier. Did you follow the same steps? 🤔 some servers/regions are paid so make sure to use a free one when creating a database
thank you
Hi, did you try playing with Vertex AI and langflow? I seem to have issue with it :-/
Oh really? The LangFlow team are pretty responsive - definitely worth getting in touch with them about this
@@aniakubow I will touch base with them. Maybe they will be able to help me :-) Thank you for the hint!
❤
hi, when i try to connect everything to Astra DB, i get an error saying: 'You exceeded
your current quota, please check your
plan and billing details."
How can i fix it?
It seems you have hit your free quota :) are you using the free tier?
@@aniakubow yes :(
@@aniakubow I fixed the issue by replacing the openai embedding with cohere. But now I get an error saying: ValueError: Error initializing
AstraDBVectorStore: status_code: 401,
body: {'message': 'invalid api token'}
What do I do?
@@markofcain1443 check the api token for your Astra db token is the same that you are using for the Astra component
@@aniakubow I used the generated token for Astra components. The vs code terminal gives this error at the same time: Retrying langchain_community.embeddings.cohere.CohereEmbeddings.embed_with_retry.._embed_with_retry in 4.0 seconds as it raised UnauthorizedError: status_code: 401, body: {'message': 'invalid api token'}.
Hi i saw a chinese website thats use the same thing, i think they are out of a job now.
The video is so shaky
I am not sure what you mean by shaky. It’s a screen recording ?
❤❤❤
This isn’t multiple LLM’s
Use use OpenAI and llama and I show you how to add more :)
Delete that open api key!
It’s disabled :)
kubow realy hot
first
You are getting more attractive in each new video, how is that possible?
the only down side of your videos is that its very hard to focus on the coding and ignore your beautiful gorgeous eyes.
is it really possible to learn when you have such a bloddy droped from haven beauty infront of you. i came to learn llm better but couldnt focus, all went up my head cause i was so danm lost in her eyes. :)