Open Source RAG running LLMs locally with Ollama

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  • Опубліковано 26 лис 2024

КОМЕНТАРІ • 55

  • @JohnPamplin
    @JohnPamplin 5 місяців тому +5

    Your "All Your Base Are Belong To Us" ending just earned a subscription from me. WHAT YOU SAY!

  • @divyaraj-rana
    @divyaraj-rana 4 місяці тому

    Really amazing innovation by Weaviate team! Their workshops speaks about their groundbreaking applications and making it open-source.

  • @mohz832
    @mohz832 6 місяців тому +4

    Why the layout of the installed version via pip is not the same as your demo? Also, how can we use PDF files without an API key from Unstructured? I believe this is still a showstopper for most of us.

  • @kapkanfps3694
    @kapkanfps3694 6 місяців тому +7

    Might have to give a try, the ending is hilarious nostalgic 😂

  • @saulyarhi675
    @saulyarhi675 5 місяців тому

    This is beautiful. I'm working with 5 classmates (electromechanical and software engineering college) on a proyect, we developed a tiny robot able to chat with patients as a co therapist, using a raspberry pi and a LLM. But the hallucinations are way too dangerous here, so i suggested to my team we start implementing RAG. Generating and "validating" the psychology database is really, really, really time consuming, it's hard, tricky and it takes a long time to have good quality examples, but we are pretty sure it's gonna be 100% worth it.
    I just had knowledge of Ollama and i would love to try out Verba in our prototype, so people in need can start getting attention and we can right away start recollecting data from the final model already deployed.
    I would love to collaborate with you guys, I'm such an enthusiast of opensource communities and corporations, and I loved the concept you evoke so much.

  • @rodericksweet6546
    @rodericksweet6546 6 місяців тому +1

    This is exactly what I have been looking for. However, I install it and none of the variables seem to populate the application. At lease none are showing.

  • @MrAnkitnakra
    @MrAnkitnakra 4 місяці тому

    Very helpful , I am able to set up on local host , however not able to ingest data, trying to upload a PDF

  • @jagrat12354
    @jagrat12354 3 місяці тому +1

    I wonder if it can read data from a sql database directly ?

  • @wojciechperchuc2734
    @wojciechperchuc2734 6 місяців тому +1

    Love the background music ❤ You can feel the Berlin vibe ;)

  • @AnugrahPrahasta
    @AnugrahPrahasta 6 місяців тому +1

    One of the best RAG opensource I installed.

    • @Weaviate
      @Weaviate  6 місяців тому +1

      facts 💚

  • @AlangHsu
    @AlangHsu 6 місяців тому +2

    Thank you for the open-source project. It's great.

  • @JenuelDevTutors
    @JenuelDevTutors 6 місяців тому +3

    is their an API where I can use to upload data? rather than uploading it in the admin ui. and also is their a way to access chat through api as well so that I can use the chat inside any website or apps?

    • @kyudechama
      @kyudechama 6 місяців тому +1

      I would like to know as well!

    • @jordan-kz3rx
      @jordan-kz3rx 3 місяці тому +1

      It seems that the chat is calling @app.websocket("/ws/generate_stream") which is ran on the server at localhost:8000

  • @christenjacquottet9799
    @christenjacquottet9799 6 місяців тому +1

    Is it more recommended to break down your markdown blogs into separate files rather than one big file to ingest? I tried with one big file and didn’t get accurate results

  • @iandanforth
    @iandanforth 6 місяців тому +1

    Very exciting! Thanks for all the hard work. (and fun Easter eggs)

  • @Pregidth
    @Pregidth 5 місяців тому

    This is very cool! Thank you! Can I distribute just the chat interface without the configuration behind?

  • @m.c.4458
    @m.c.4458 2 місяці тому

    I have been making my own local rag. for my professon. Just using prompt engineering :P I know how hard this is to achieve.

  • @tusharbhatnagar8143
    @tusharbhatnagar8143 6 місяців тому +2

    Quick question. Does setting up and using Verba support Windows or WSL? Also, what exactly is the process. Does it simply work like a RAG app off the shelf after setup or we need to have weviate DB running on the side as well.

    • @Weaviate
      @Weaviate  6 місяців тому +3

      Weaviate Embedded isn't currently supported on Windows but we're working on it! On other devices, Weaviate Embedded is setup automatically and locally in the background when installing Verba, but you also got other deployment options such as Docker or using a Free Sandbox Cluster Hosted on our Cloud Platform (console.weaviate.cloud/)

    • @tusharbhatnagar8143
      @tusharbhatnagar8143 6 місяців тому +1

      @@Weaviate Got it. Will have to wait it out then to try it on Windows or WSL as those are the primary devices at my org.

    • @benwatson5211
      @benwatson5211 6 місяців тому

      I saw that people were requesting a windows deployment almost 12 months ago. Are you actively working on this or not? @weaviate

    • @tusharbhatnagar8143
      @tusharbhatnagar8143 6 місяців тому +1

      @@benwatson5211 I don't think they are. They just replied to me yesterday about the status and incompatibility.

  • @TechTrek-su7hl
    @TechTrek-su7hl 6 місяців тому

    Could you let us know how did you create this animation/gif please?

  • @MrRaja
    @MrRaja 6 місяців тому

    How do I speed up the Vectorizing of Documents?

  • @kanunssol1246
    @kanunssol1246 5 місяців тому

    Does this have user limitation (user accounts) like openwebui and Danswer? Please reply. Thanks

  • @tlfmcooper
    @tlfmcooper 6 місяців тому

    This looks great. Can I deploy verba to the cloud? Please provide a link to the resource if available

  • @freddiechipres
    @freddiechipres 6 місяців тому

    Awesome app you guys. Is it possible to add OCR capability?

  • @arpitaingermany
    @arpitaingermany 2 місяці тому

    I am not able to view the Overview

  • @blueedu4958
    @blueedu4958 6 місяців тому +1

    all your base are belong to us! Brilliant 🙂😍😎😎😎

    • @Weaviate
      @Weaviate  6 місяців тому

      Yes they are!

    • @philipvollet
      @philipvollet 6 місяців тому

      ua-cam.com/video/Qra1oWdJQPs/v-deo.html

  • @stebansb
    @stebansb 6 місяців тому +3

    hey, this is awesome. Also love the end of the video, brings back memories!

    • @philipvollet
      @philipvollet 6 місяців тому

      ua-cam.com/video/Qra1oWdJQPs/v-deo.htmlsi=outDexl5AGXlNTOW

  • @DerekDickerson
    @DerekDickerson 6 місяців тому +3

    the installer and the env information needs allot of work

  • @SamiBenSalah
    @SamiBenSalah 6 місяців тому

    the use of GPU is highly recommended but not so clear. I am using Verba on my WSL on Windows but as it is using only CPU, it is kind of slow. How can I plug my GPU to help?

    • @m.c.4458
      @m.c.4458 2 місяці тому

      kuda/ nvidia - check what you have, mske sure of compatibikity with your python version and package - it is a big job for windows users it took me ages to activate kuda. but not with this program.

  • @KOTAGIRISIVAKUMAR
    @KOTAGIRISIVAKUMAR 5 місяців тому

    can anyone help me with the alternatives to the verba?

  • @trvsgrant
    @trvsgrant 6 місяців тому

    How is this different than chatrtx?

  • @Hits-Sandbox
    @Hits-Sandbox 5 місяців тому

    Wow, Victoria, is a natural in front of the Camera, perfect presentation and body language movement just right for the level of presentation required. It almost looks like she went to school for acting, NLP and Micro Expression presentation for marketing.

  • @Mr6499
    @Mr6499 6 місяців тому +1

    Not free ! you're giving your Base to Weaviate!

  • @JimMendenhall
    @JimMendenhall 6 місяців тому +1

    Very nice work!

  • @marilynlucas5128
    @marilynlucas5128 6 місяців тому +1

    Good job guys!

  • @mikestaub
    @mikestaub 6 місяців тому

    Great job!

  • @botondvasvari5758
    @botondvasvari5758 6 місяців тому +1

    demo is empty

  • @igorshingelevich7627
    @igorshingelevich7627 5 місяців тому

    Sounds interesting.

  • @martin22336
    @martin22336 6 місяців тому +2

    Useful with small models like phi3.

  • @Adante.
    @Adante. 6 місяців тому

    Can this be connected to via an api for external apps? eg: Automation of emailing facts about ingested data to someone interested/able to receive email responses

  • @restrollar8548
    @restrollar8548 4 місяці тому +1

    Like the tech, but the health use case is really clunky and very simple. Medical data is messy and you would obviously be asking patients most of these questions, not an LLM!

  • @googleyoutubechannel8554
    @googleyoutubechannel8554 6 місяців тому

    Nice system, great that it works with ollama. I think like everyone who isn't openai, we want rag to work... but it just doesn't. I've come to the conclusion that it basically just 'can't' work, embedding dbs just don't represent information in 'connected enough' way to make an nl 'query' successful in 99% of use cases. And for the 1% where rag does work... keywords also seem to work just as well....
    The sooner funded companies like weaviate accept that current rag just doesn't work, the better chance we have of the hard work of creating a system that can work... and basically you're probably going to have to 'train' self contained embeddings against a more general model in lora-like fashion, to have any hope of teasing out the actual relationships 'activations', that will give a natural language query against unstructured data a chance.

  • @ApeOfGod1
    @ApeOfGod1 6 місяців тому +1

    3.1.0 != 3.10.0.

  • @arpitaingermany
    @arpitaingermany 2 місяці тому

    But again sharing private info to this company can be dangerous, so uploading documents is a doubt

  • @handler007
    @handler007 6 місяців тому

    ohhh... buttons. NAH

  • @AtomicPixels
    @AtomicPixels 5 місяців тому

    Don’t use rag. Use efficient decision graph networks that actually work like soul reasoning