Combine MULTIPLE LLMs to build an AI API! (super simple!!!) Langflow | LangChain | Groq

Combine MULTIPLE LLMs to build an AI API! (super simple!!!) Langflow | LangChain | Groq | OpenAI

Рет қаралды 96,583

22 күн бұрын

Click here to follow along: github.com/langflow-ai/langflow
CSV file: docs.google.com/spreadsheets/...
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Пікірлер: 68

@JagdeepSingh-or5ke 19 күн бұрын

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?

@daffertube 7 күн бұрын

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.

@JagdeepSingh-or5ke 7 күн бұрын

@@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!!!!!

@gentek1074 21 күн бұрын

Second! Ania you’re freaking awesome. I been playing with LangChain and LangFlow looks sick! I’m excited to join you on this session 🎉

@aniakubow 21 күн бұрын

Can't wait!

@kazekageoftheeast6130 16 күн бұрын

would you happen to know how to integrated the vertex ai embedding? i plan to use google generative AI too. thanks ania!

@biorig 20 күн бұрын

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.

@bluewhale0908 4 күн бұрын

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.

@duponce Күн бұрын

Your content is incredible, the best I've seen so far, I'm impressed. Congratulations

@aniakubow Күн бұрын

Thanks so much!

@ewk4688 6 күн бұрын

do we need to host langflow in our server for scalability?

@biorig 21 күн бұрын

Thank you so much for making this easy! Greetings from a medical professional.

@stell4you 21 күн бұрын

I'm not sure if you know how many "experts" there are making a lot of money on training courses for this content.

@thequickstartcreative 20 күн бұрын

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.

@Sobieski526 14 күн бұрын

Would love to see something similar for a Midjourney/Stable Diffusion API

@davidef.982 11 күн бұрын

All your tutorials are amazing ! Thanks a million

@aniakubow 11 күн бұрын

So nice of you to say :)

@davidef.982 10 күн бұрын

@@aniakubow once again, thanks to you … 🫶🏻

@nastastic 19 күн бұрын

How much would this cost to run on the api side? total cost roughly when deployed to production.

@aniakubow 19 күн бұрын

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

@ustaticdb 21 күн бұрын

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

@thefreakguy1946 7 күн бұрын

mam u are the best...thanks to GOD i found this channel

@aniakubow 7 күн бұрын

So kind of you !

@ArekMateusiak 13 күн бұрын

Hi, did you try playing with Vertex AI and langflow? I seem to have issue with it :-/

@aniakubow 13 күн бұрын

Oh really? The LangFlow team are pretty responsive - definitely worth getting in touch with them about this

@ArekMateusiak 13 күн бұрын

@@aniakubow I will touch base with them. Maybe they will be able to help me :-) Thank you for the hint!

@ewk4688 6 күн бұрын

do we need Visual C++ 14.0 to run this langflow ??

@orthodox_gentleman 4 күн бұрын

What? No! Langflow is python based. Very few Ai apps are built using Visual C++

@uckurus2100 15 күн бұрын

i take same error when using to mongodb atlas. i never used any data before. how my plans did finish???

@aniakubow 15 күн бұрын

Please use the free server regions if you are not :)

@sihabaakil7806 11 күн бұрын

Astra db component has a another option Vector Store what do we do now

@aniakubow 11 күн бұрын

Oh it has changed? Yes you would need to use the vector store for vector embeddings :)

@denisalbertocosivasquez6907 21 күн бұрын

Saludos desde Lima - Perú.

@cliffwidener7700 14 күн бұрын

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?

@markofcain1443 16 күн бұрын

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?

@aniakubow 16 күн бұрын

It seems you have hit your free quota :) are you using the free tier?

@markofcain1443 15 күн бұрын

@@aniakubow yes :(

@markofcain1443 15 күн бұрын

@@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?

@aniakubow 15 күн бұрын

@@markofcain1443 check the api token for your Astra db token is the same that you are using for the Astra component

@markofcain1443 15 күн бұрын

@@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'}.

@uckurus2100 15 күн бұрын

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.

@aniakubow 15 күн бұрын

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

@khalidelgazzar 21 күн бұрын

On my watch list😊

@aniakubow 21 күн бұрын

💪💪

@RealLexable 21 күн бұрын

Would be Ollama possible as well? And great work as usual❤

@rodrigosnader 21 күн бұрын

Yep, it is available in Langflow :)

@aniakubow 21 күн бұрын

Yessss we use it in the tutorial :)

@kokoabassplayer 21 күн бұрын

thank you

@saarza9991 20 күн бұрын

Ania is not only an extremely professional software engineer, but also very beautiful. God bless you ❤🙏

@oysterboulevard6623 20 күн бұрын

Hi i saw a chinese website thats use the same thing, i think they are out of a job now.

@changtimwu 21 күн бұрын

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."

@aniakubow 20 күн бұрын

That is a good point - I should have been more accurate. Thanks for pointing this out

@its_code 21 күн бұрын

❤❤❤

@jpbaello 9 күн бұрын

❤

@jasper2virtual 9 күн бұрын

The world is so unfair, you are gorgeous and smart. But I admire you are so hardworking .

@jpbaello 7 күн бұрын

The video is so shaky

@aniakubow 7 күн бұрын

I am not sure what you mean by shaky. It’s a screen recording ?

@orthodox_gentleman 4 күн бұрын

This isn’t multiple LLM’s

@aniakubow 4 күн бұрын

Use use OpenAI and llama and I show you how to add more :)

@mupreport 21 күн бұрын

first

@UCcdTp7XpCkVLkaRCsDcifFg 21 күн бұрын

kubow realy hot

@jakobkoprivnik6372 18 күн бұрын

You are getting more attractive in each new video, how is that possible?

@user-ff2ed6dh8x 20 күн бұрын

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. :)