The Hugging Face Transformers Library | Example Code + Chatbot UI with Gradio

Поделиться
HTML-код
  • Опубликовано: 2 фев 2025

Комментарии • 101

  • @ShawhinTalebi
    @ShawhinTalebi  Год назад +7

    👉More on LLMs: ruclips.net/p/PLz-ep5RbHosU2hnz5ejezwaYpdMutMVB0

  • @zahrahameed4098
    @zahrahameed4098 9 месяцев назад +7

    Your teaching method is exceptional, providing a balanced blend of theory and practical implementation. I would greatly appreciate it if you could create a video tutorial on training InsightFace using a custom dataset. I'm undertaking my thesis on this topic but struggling to find adequate instructional resources.

    • @ShawhinTalebi
      @ShawhinTalebi  9 месяцев назад +3

      Thanks for the suggestion. I added it to my list :)

  • @helrod6131
    @helrod6131 Год назад +5

    Appreciate you walking through this in an easy-to-understand style.

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +1

      Happy to help! I’m glad it was clear 😁

  • @孙姣姣
    @孙姣姣 10 месяцев назад +1

    I think your video about LLM is the best one in the youtube, thanks very much!!!

  • @muhammadroshanmughees1586
    @muhammadroshanmughees1586 Год назад +2

    I didn't know of the huggingface spaces. It is amazing. Thank you for this

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +2

      You’re welcome, I’m glad it was helpful :)

    • @jakewastaken
      @jakewastaken 10 месяцев назад +3

      I’ve been living under a rock and just learned about both Hugging Face and Jupyter. Consider my mind blown 😂

  • @sitimariyah5972
    @sitimariyah5972 5 месяцев назад +3

    Very useful for me as a beginner, keep creating great tutorial videos. Thanks :)

  • @jmitterhofer
    @jmitterhofer Год назад +4

    Great work Shaw!!!

  • @mohammadalibazyar5079
    @mohammadalibazyar5079 11 месяцев назад +3

    Thanks for compiling the stuff....amazing!

  • @ShaikhSalman-y7w
    @ShaikhSalman-y7w 7 месяцев назад +2

    It's very helpful, Thanks for making this video Shaw!.

  • @jakewastaken
    @jakewastaken 10 месяцев назад +1

    Thanks for this fantastic playlist.

  • @AngelinaGokhale
    @AngelinaGokhale Год назад +1

    Thank you Shawhin for this really helpful and informative video.

  • @spotnuru83
    @spotnuru83 Год назад +1

    Really useful for beginners like me, thank you for this

  • @matthcw8745
    @matthcw8745 Год назад +1

    Extremely useful, I haven't used hugging face, so this is useful!

  • @newsai-k6d
    @newsai-k6d 3 месяца назад +1

    Love this video, this is what I want to do for news

  • @GBangalore
    @GBangalore Год назад +1

    Great introduction. Thanks for putting this together.

  • @alisohrabi2946
    @alisohrabi2946 4 месяца назад

    Nice video buddy. Kepp going and growing your videos. Thanks

  • @ifycadeau
    @ifycadeau Год назад +3

    Great video as usual! SO helpful 🙌🏾

  • @fuad471
    @fuad471 8 месяцев назад +1

    nice informative and practical video I learned a lot keep sharing nice videos please

  • @newsai-k6d
    @newsai-k6d 3 месяца назад

    I love that the chat bot is hard working

  • @iamchiragdahiya
    @iamchiragdahiya 5 месяцев назад

    Amazing Stuff!

  • @jobarmure6169
    @jobarmure6169 8 месяцев назад +1

    thx, I love how it was simple and helpful

  • @lalpremi
    @lalpremi 11 месяцев назад +1

    Thank you for sharing, have a great day :-)

  • @vipulbawankar3980
    @vipulbawankar3980 Год назад +1

    Really great content!!

  • @zihadedu6328
    @zihadedu6328 6 месяцев назад +1

    you really deserve a subscribe

  • @arturoruiz6274
    @arturoruiz6274 6 месяцев назад +6

    Conversation module is no longer available for those following these tutorials.

    • @ShawhinTalebi
      @ShawhinTalebi  6 месяцев назад +5

      Thanks for calling that out! While I can't update the video, updated code is available on GitHub: github.com/ShawhinT/RUclips-Blog/tree/main/LLMs/hugging-face

    • @ShaliniAgarwal-qk7gi
      @ShaliniAgarwal-qk7gi 4 месяца назад +1

      @@ShawhinTalebi Thank you! I was looking for this comment and your answer.

  • @habibverse
    @habibverse 6 месяцев назад +1

    you are amazing man !!!

  • @alemayehudendir3890
    @alemayehudendir3890 Год назад +1

    Amazing! Thank you so much.

  • @KumR
    @KumR Год назад

    Great Intro Shaw

  • @60pluscrazy
    @60pluscrazy Год назад +1

    Thanks, excellent 👍

  • @hanimahdi7244
    @hanimahdi7244 Год назад +1

    Great video, Thank you!

  • @nahidmorady3023
    @nahidmorady3023 Месяц назад

    Hi, dear Farzad,Thank you for the good information you provide us, I want to extract the Persian document into a pdf file, it is not a correct vector and the correct result cannot be returned, have you worked with a Persian document and do you know its challenges?

  • @AniHunsaker
    @AniHunsaker 9 месяцев назад +1

    This is so helpful! can you record a video guiding us how data scientists can work in Transformers library if they work with low-resource languages?

    • @ShawhinTalebi
      @ShawhinTalebi  9 месяцев назад +1

      Thanks for the suggestion! What's an example of a low-resource language?

  • @hugopristauz538
    @hugopristauz538 6 месяцев назад +1

    super helpful

  • @servelotfi
    @servelotfi 7 месяцев назад +1

    عالی بود thanks alot

  • @guruprasadn193
    @guruprasadn193 Месяц назад

    I want to create LLM model for medical health detection, can you please help me if any reference related to this model.

  • @anicole14774
    @anicole14774 9 месяцев назад +1

    Hello...When i'm trying out the gradio chat interface with the vanilla_chatbox function, I run an error saying that the conversation variable is not defined. Why is this the case?

    • @ShawhinTalebi
      @ShawhinTalebi  9 месяцев назад +1

      I believe there was a transformers library update which broke the could shown in the video. But I have an updated version on the GitHub that should work: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/hf-sandbox.ipynb

  • @BhavaniShankar-x7w
    @BhavaniShankar-x7w 4 месяца назад

    Really Nice video with practical use. i am running same code in colab but when i click submit i am getting error screen is there any specific things i need to follow because you used conda. this can be implemented in any other than conda same code ? can you explain the steps in detail i am new to this and want to learn

    • @ShawhinTalebi
      @ShawhinTalebi  4 месяца назад

      There was an update to HF since I posted this video. You can find a new version of the example code here: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/hf-sandbox.ipynb

  • @Techbro-ho3pp
    @Techbro-ho3pp Год назад +1

    Thank you for pulling all actionable code in one place and the appropriate amount of technical details. Many of YT videos lab notebooks are stale considering version changes in library.
    Yours is the first one that worked!
    In a span of 12 mins, I could complete two of your exercise. While trying the chatbot example, when I import gradio in colab, it causes import of PyTorch and memory spikes and sometimes colab free vm collapses.
    BTW I want to implement a RAG example to query my pdf with tables. Since my laptop is under resources, was looking for some links or videos on how to push a RAG app to H.F. Would appreciate if you point me to one if you have it, or a better link.

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +2

      Great to hear! I'm not a Collab user so not sure what's going on with that Gradio import.
      I found this video helpful on RAG with docs: ruclips.net/video/WL7V9JUy2sE/видео.html

    • @Techbro-ho3pp
      @Techbro-ho3pp Год назад

      Thank you Shaw! Do you host or attend live AI related meetups in Dallas area? @@ShawhinTalebi

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +1

      Yes, I host at least 1 meet-up a quarter via The Data Entrepreneurs community
      Events: lu.ma/tde

  • @sathvikmalgikar2842
    @sathvikmalgikar2842 7 месяцев назад +1

    Thanks !

  • @Deejayy08
    @Deejayy08 9 месяцев назад +1

    Great videos.. do you have something similar for AWS bedrock?

    • @ShawhinTalebi
      @ShawhinTalebi  8 месяцев назад +1

      I do not but that's a great topic for a future video :)

    • @shayanshafiqahmad
      @shayanshafiqahmad 5 месяцев назад

      @@ShawhinTalebi Sure it is. Waiting eagerly for that one too. :)

  • @yumei6607
    @yumei6607 7 месяцев назад +1

    Very useful information. I cannot clone the git repository. Got error: invalid path 'TDA/persistent_homology/homology_example_Homology-Changes-Predicted-Crash??.png', Could you please take a look?

    • @ShawhinTalebi
      @ShawhinTalebi  7 месяцев назад +1

      I wasn't able to reproduce this error. Note that GitHub doesn't let you clone a part of a repo so you have to download the whole thing: github.com/ShawhinT/RUclips-Blog.git

  • @souravbarua3991
    @souravbarua3991 Год назад +1

    Thank you for sharing. Please make same video using hf api.

    • @ShawhinTalebi
      @ShawhinTalebi  11 месяцев назад +1

      Thanks for the rec! Anything specific you'd like to see?

    • @souravbarua3991
      @souravbarua3991 11 месяцев назад +1

      @@ShawhinTalebi when we are using transformers pipeline, everytime the model 1st downloads and then it works. I want to know is there any way so that we can call the above models with hf api/token?

    • @ShawhinTalebi
      @ShawhinTalebi  9 месяцев назад +1

      HF's endpoints might help: huggingface.co/inference-endpoints/dedicated

  • @SimontheWryMan
    @SimontheWryMan 2 месяца назад

    Firstly, this is great so thanks. A couple of things: 1) To run on windows, I had ChatGPT create a new yml file that removed the Mac libraries and made the library calls less release dependent; and 2) I think that the Conversation object from the transformers library has been deprecated from HuggingFace and so I updated the pipelines to text2text-generation. I'm newer to this and so I could be wrong. If someone could confirm, that would be great.

    • @ShawhinTalebi
      @ShawhinTalebi  2 месяца назад

      Thanks for your comment! The code in the video is outdated, but I've updated the example code on GitHub: github.com/ShawhinT/RUclips-Blog/tree/main/LLMs/hugging-face. For windows, you can install the packages in the requirements.txt file instead of the .yml file.

  • @ncjatin
    @ncjatin 8 месяцев назад +1

    We dont need to create and use HuggingFace tokens to use these models ?

    • @ShawhinTalebi
      @ShawhinTalebi  8 месяцев назад +2

      Not if you are running these models locally!

  • @MattiaGrillo-xu7my
    @MattiaGrillo-xu7my 4 месяца назад

    hello I can't seem to make conda env create command work, it shows me
    "Could not solve for environment specs
    The following packages are incompatible"
    then a list of the incompatible packages... anyone can help me solve it?

    • @ShawhinTalebi
      @ShawhinTalebi  3 месяца назад

      Sorry it might only work for Mac OS since that's what I used to make it. You can alternatively try installing the requirement in a fresh env via pip and the requirements.txt file from the repo: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/requirements.txt

  • @ReyhanehHosseinpour
    @ReyhanehHosseinpour 5 месяцев назад

    How did you get Conversation class? I was unable to get it from transformers...

    • @ShawhinTalebi
      @ShawhinTalebi  5 месяцев назад

      Good question. That class has been deprecated. Check out the updated example code here: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/hf-sandbox.ipynb

    • @donaldwedding5500
      @donaldwedding5500 Месяц назад

      @@ShawhinTalebi I don't see the new code. I believe the link is still importing Conversations. Do you have the updated code?

  • @himanshupatidar8040
    @himanshupatidar8040 11 месяцев назад +1

    it seems vanilla chat-bot is showing error as of current date.

    • @ShawhinTalebi
      @ShawhinTalebi  11 месяцев назад +1

      Thanks for pointing that out! It seems like hugging face updated the lib. I fixed the code on the GitHub repo.

  • @snehilseenu
    @snehilseenu 4 месяца назад

    I am getting error, while using the Conversation module: cannot import name 'Conversation' from 'transformers', did anyone run through this error, please help.

    • @ShawhinTalebi
      @ShawhinTalebi  4 месяца назад

      Thanks for raising this! There was an update to the lib since I posted this video. You can find an updated version of the example code here: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/hf-sandbox.ipynb

  • @TheCloudShepherd
    @TheCloudShepherd Год назад +1

    Where did you get the Conversation class?

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +2

      Good question. I forgot to show the imports in the slides, but Conversation() comes from the Transformers library. Here's the full notebook: github.com/ShawhinT/RUclips-Blog/blob/main/LLMs/hugging-face/hf-sandbox.ipynb

  • @emanuelokoth1973
    @emanuelokoth1973 Год назад

    This solved me big time, I am working on a client project and this app I'm surprised it's general purpose and answers fitness related questions that is exactly what I'm working on. Big Thanks! Is there a way to fine-tune the model more for my fitness AI?? Big Thanks!

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +2

      That’s awesome, glad it helped!
      I talk about fine-tuning in another video: ruclips.net/video/eC6Hd1hFvos/видео.html

    • @emanuelokoth1973
      @emanuelokoth1973 Год назад +1

      @@ShawhinTalebi cool let me check that out! was actually looking on how to fine tune this, since the first is a bitt simple!

  • @amparoconsuelo9451
    @amparoconsuelo9451 Год назад +1

    Please display the full code and mention the Python version and system configuration, folders, files, etc.

    • @ShawhinTalebi
      @ShawhinTalebi  Год назад +2

      Code and env files are available here: github.com/ShawhinT/RUclips-Blog/tree/main/LLMs/hugging-face

  • @djentlover
    @djentlover 7 месяцев назад +1

    Anaconda doesn't find all the depencies when I try to create the environment. What should I do?

    • @ShawhinTalebi
      @ShawhinTalebi  7 месяцев назад +1

      Are you using the .yml file from the GitHub repo?
      If that's not working, you can try making a fresh env and installing transformers following this guide: huggingface.co/docs/transformers/en/installation#install-with-conda

    • @djentlover
      @djentlover 7 месяцев назад

      @@ShawhinTalebi Yes I used your GitHub link and your yml file.
      Using a M1 mac.
      Thank you. I will try that.

  • @friedrichdergroe9664
    @friedrichdergroe9664 10 месяцев назад +1

    The sentiment analysis is strange. I put in: "It is fun to hurt people" and it came back with a .99 POSITIVE. I guess it has no clue about morality and values. Also, I have not used Python in a while, and I suppose it has trouble dealing with dependencies, because I had to install tensorflow and tf-keras separately. But it works.

    • @ShawhinTalebi
      @ShawhinTalebi  10 месяцев назад +1

      Thanks for raising this, it's a super important point. While I suspect larger and more recent models will handle that example better, accounting for these edge cases is a major challenge when working with language models.

  • @hachemimokrane2810
    @hachemimokrane2810 2 месяца назад

    Transformer et pytorch sont gourmands en memoire

  • @SphereofTime
    @SphereofTime Год назад

    6:41

  • @nathamuni9435
    @nathamuni9435 5 месяцев назад

    to much effort