Awesome, this is what real people need, a free alternative of custom knowledge Q&A to OpenAI. I've tried privateGPT but it is too slow taking 2 minutes to provide answers while consuming 16-RAM and woring in the command prompt. This model looks much better, I'll be looking forward for the chatbot variant. Thank you!

@AIAnytime

Жыл бұрын

Thanks for your kind words! I agree with you,,,,,,,, The chatbot video will be released by tomorrow.

You are a blessing my guy. Amazing, thanks for taking your time and teaching this. Truly Appreciate your efforts.

Instructive and thorough, appreicate your efforts!

@AIAnytime

Жыл бұрын

Thank you Sir, please consider subscribing to the channel.

You are doing a superb job! These videos not only give knowledge, but motivates us to learn GenAI and start writing few pieces of code towards the use cases. Keep doing such use case driven videos, trust me that the community will appreciate and embrace folks like you. Keep rocking!

@AIAnytime

7 ай бұрын

So nice of you

I'm glad that I found your channel brother 🙌❤

@AIAnytime

10 ай бұрын

Welcome aboard! Thanks. Plz keep supporting.

Very well explained video, and nice content. Congratulations!

@AIAnytime

5 ай бұрын

Thanks a lot!

Awesome tutorial. Is there a way of embedding this into a webpage? Also, is there a way to customize the appearance of the streamlit GUI.

13:30 why vectorstore? 17:18 safe tensors 20:12 project ideas 40:00 device_map 45:12 streamlit cache resource (decorator) 49:00 chaintype 1:01:47 token size (how it affects answers)

Hello bro , since my PC low end is it possible to the the llm models on azure and access from there and make the same application and also deploy it online

Thank you for the awesome video. With the source citation does it also give images from the pdf in the answer?

This is without any subscription to any form. Does this code have a Google Colab page for testing? Once the libraries are downloaded, will the code work?

Super awesome tutorial! I wonder if you want to search pdfs in folders and subfolders.. what would be the code for that?

Thanks alot I learned alot. I will try doiing this tutorial.

@AIAnytime

8 ай бұрын

Glad it was helpful!

Superb video. So easy to follow...

@AIAnytime

11 ай бұрын

Thanks a lot 😊

Awesome video... can you pls suggest any model for querying the Portuguese PDF document ?

How to deploy this RAG model in aws. I mean what services we can use to deploy other than EC2?

Great work man.. this really helps

@AIAnytime

11 ай бұрын

Glad it helped

@FootyFunniesSS

11 ай бұрын

​@@AIAnytime getting error - ValueError: weight is on the meta device, we need a `value` to put in on cpu.

Is it possible to change "all-MiniLM-L6-v2" per Watson LLM or any other paid LLM?

Too much great working

How can I make my streamlit + chromadb application faster? I'm loading locally 30 pdf files and when I run the application, It takes like 40 minutes to load the documents and, after, it loads the streamlit interface. Is there a way where I can reduce this time? Is there a way to work with multithreading or multiparallelism in chromadb?

it happened to me every time 😭 i follow the video and do everything right but i still have problems i install python 3.10 then create a new environment and install the requirements then i downloaded the model. i think the error are from incompatible version ? need help please.

How to handle and maintain chroma db for multiple user requests, and how we know which directory belongs to which user request in 2-tier architecture

Thank you for putting this tutorial together. It would be great if you could also include the versions of the packages you use in your requirements.txt because the packages change so fast and many things dont work anymore

@253_r.asidharth8

7 ай бұрын

Did u manage to run the project??

@AIAnytime

7 ай бұрын

Let me update the GitHub repo with the version. Thanks

@ilaydelrey3122

7 ай бұрын

@@253_r.asidharth8 no not yet due to newer package version

@adityapatel_00

7 ай бұрын

@@AIAnytimeMay I know when will you update the requirements.txt file with versions you used?

This is great! Thanks a lot! I love the way you are explaining every bits and pieces. I am facing an error. Till the 1st question the app is working but when ever I ask the 2nd question getting the below error NotImplementedError: Cannot copy out of meta tensor; no data! Any idea?

@AIAnytime

11 ай бұрын

Thanks for your comments. Probably, you don't have much compute power. What's your laptop specs? And device_map is auto, CPU, or CUDA?

Hi, is a perfecto tutorial, great working!. I have a question. Even though I ask questions in Spanish, he answers me in English. Where can you define the language?

Hi Sir, can you please tell me if the Text Summarization using LaMiniT5 248M and This Search your PDF using LaMiniT5 738M can be integrated and made into one single project??? PLS Answer sir.

PLEASE TELL ME THE SYSTEM CONFUGURATION REQUIRED FOR THIS.... I HAVE DONE BUT SHOWING Load_weight proeblem

Is it possible to deploy a chatbot that has been fine-tuned using a custom knowledge base and the Llama2 framework on a live production website? My plan is to fine-tune the chatbot with data derived from 100 pages of PDF documents. The aim is for the chatbot to interact with online users and generate responses based on this material. If the chatbot is anticipated to engage with approximately 2,000 users per month and accommodate at least 20 users simultaneously, could you offer a rough estimate of the projected costs?

@junaidiqbal4104

9 ай бұрын

hi, do you get any idea about that, i hope you will answer it

Hi, this is great tutorial and really helped me, shifting from Machine Learning to Generative AI is really amazing. It would be great if you create app for the same using Flask and Docker

@AIAnytime

11 ай бұрын

I have an app where i have containerised the app. Plz watch those 2 videos as well.

@jilanikashif

11 ай бұрын

@@AIAnytime Could you please share the link. Thanks for quick reply

@BharatVarsh47

9 ай бұрын

can u share link please? @@AIAnytime

sir i made an offload folder , because it asked me to , but when i do 1 query it is making 2.5 gb something files in the offload folder , so how to solve it , please help

What if we ask a question that is not from PDF?

What will it cost to host it in a server? Suppose I have 1000 users daily and use it how much would I need to pay for such PDF searching feature? *Please reply* . I am a noob on AI server side hosting.

I think if we ask general questions lik “who is naredra modi?” It will answer out of the pdf files

Really Interesting, I was wondering how to mix it with the oobabooga repo, add some options like load various PDFs, load CSV, XLM, and other type of documents (power point, .txt, and others) with some DDBB behind for user access... that would be awesome!

@AIAnytime

11 ай бұрын

Cool idea! Maybe I can see if I can create a video soon.

@MikelBaghdasarian

11 ай бұрын

Great! If you need a concept of use let me know, I already tryied and mixed both git repost and they are working fine, the best is to have access to add LORA trained on obabooga to be used under langchain!@@AIAnytime

Doesnt work getting crazzy error with embdeggins both with huggingfqce a d sentence transformer

Awosome but i want to use Lamini model online not offline becuse my RAM is 8 GB it crashed after running how to achieve that thanks in advance...

'Chromadb' is not compatible with Python 3.11. I'm trying to find a work around, but a very well-developed course. Thank you.

@Collegemitra-Official

7 ай бұрын

Did you find the solution?

I have few questions. What other models besides lamini can I use? I am trying to use llama2 or bloom. Also, what API should I use if I dont want to download the llm

@AIAnytime

8 ай бұрын

Look at my latest video.... Using Zephyr and Mistral LLMs.

Very nice! can you load multiple PDF files for Q&A?

@AIAnytime

Жыл бұрын

Yes of course! Make sure your machine has enough compute power for inference. You can invest multiple files to create embeddings on any machine.

Many people’s build like this but there is no solution to restrict the model to answer only for pdf files

Excellent video ! exactly what I need for POC. I realize that Chroma installation is a challenge with 'pip install chroma-migrate' and run `chroma-migrate` commands which crashed my Linux. Do you know of LTS version of Chroma?

@AIAnytime

Жыл бұрын

Thank you for your comment! Can you let me know your python version? Can you try python 3.10 and then do a pip install chromadb?

@dingowhiz481

Жыл бұрын

@@AIAnytime I'm running Python 3.10.6 on Ubuntu 22.04.2

great video

Awesome demo. Would you please let me know where to download the repo of this demo. I did not find it on your github. Thanks.

@AIAnytime

8 ай бұрын

It's on my GitHub. Please check the repositories.

I am getting this error - " AttributeError: 'Collection' object has no attribute '__pydantic_extra__' " why?

@AIAnytime can we get the images also from pdf in answer ?

great video, if i replace the checkpoint with any other model (eg. google/mt5), will the project still work as intended?

@AIAnytime

11 ай бұрын

Yes, absolutely! It should work if you have a decent machine that can load the model in memory.

@I3lor

11 ай бұрын

@@AIAnytime thank you, you have been very helpful

Awesome!

@AIAnytime

11 ай бұрын

Thank you! Cheers!

Very nice tutorial. It helped me solve a issue I was working on. Could you please help as how can we reduce the latency of answers from ChatBot? Also what if the pdf of more than 100 pages?

@AIAnytime

11 ай бұрын

Thanks for the comment. Infrastructure is the key and ofcourse some tweaking with the preprocessing and algorithms. Get a better compute power and you can see the improvement.

@mohitkapoor4374

11 ай бұрын

@@AIAnytime Thank you so much. Is there any way I can connect with you or any tutorial I should follow to scale things up after referring your tutorial?

Hey great work man this really helps, could please explain in brief or if possible make a video about how vecrorDBs work internally? What are they exactly, word embeddings like starspace fasttext or sentence transformer embeddings over similarity search. How does this technology like langchain llama_index work internally

@AIAnytime

11 ай бұрын

Hi Stephen, thanks for your comment. Maybe I can try doing that. But i feel there are many such videos available on KZread. But yes I can explain in simpler terms. My focus is to help my subscribers build projects in Generative AI... But stay tuned 🔜

@stephennfernandes

11 ай бұрын

@@AIAnytime thanks a ton

Many of the settings and imports have been deprecated and you will get many errors. I recommend not using this code but just learning the work flow and the thinking processes. Thank you still for this video.

Can we also give large files as input file (1000 pages)

great vid!

@AIAnytime

Жыл бұрын

Thank you.

Great explain! I did the same as you did in the video but got some errors so is there any way to reach you, Really need your help.

@AIAnytime

11 ай бұрын

How can I help you? My credentials are on about channel or on KZread banner.

Since the cromadb is updated the code throwing some errors related to chromadb , can you please update those codes and push it your repo

@AIAnytime

11 ай бұрын

Just a request, can you open a PR on GitHub repo? I will just merge that PR? Let me know... Just a few lines of code. They have migrated from duck db to sqlite.

how to solve this AttributeError: 'Client' object has no attribute 'chroma_api_impl'?

can you mention the version of python you are using here?

what python version are you using?

Can i use falcon 40b in the place that llm u r using???

@AIAnytime

10 ай бұрын

Ofcourse you can. Make sure you have enough compute power.

Hello sir , can you please help me with an error:ModuleNotFoundError: No module named 'langchain' ? I have installed langchain and have checked it pip show langchain

Hi, your videos are really very impressive. I am trying to recreate this but receiving the below error when executing ingest.py error Message: " duckdb.InvalidInputException: Invalid Input Error: Required module 'pandas.core.arrays.arrow.dtype' failed to import, due to the following Python exception: ModuleNotFoundError: No module named 'pandas.core.arrays.arrow.dtype' "

@AIAnytime

10 ай бұрын

Can you look at the chroma db version you are using? Chroma db has recently migrated from duckdb to Sqlite. In that case, you need to make changes in Constants.py... do you mind looking at GitHub issues of this repo on my GitHub?

@pagadishyam7049

10 ай бұрын

@@AIAnytime can i use old version of cromadb, will it work?

@pagadishyam7049

10 ай бұрын

@@AIAnytime downgrade the version of cromadb and pandas: chromadb==0.3.26 , pandas==2.0.3 it worked for me, hope this helps others.

Hi. Sometime while running the model I'm getting the following error -Cannot copy out of meta tensor; no data! Any Idea how to solve this? Also I'm using faiss db instead of chroma. Thanks.

@AIAnytime

11 ай бұрын

Can you check if you are offloading some weights to CPU? You using cuda or cpu as device map? Or auto?

@ehteshamnehal7024

11 ай бұрын

@@AIAnytime I'm not off loading any weights to CPU. Also I'm using auto.

I am getting this error NotImplementedError: Cannot copy out of meta tensor; no data! Any work arounds?

@rngwrngw6612

5 ай бұрын

Did you find a solution?

how much gb is LaMini file??

how can we do this with knowledge graph ?

Is there any model in Spanish similar to this one that can be integrated?

@AIAnytime

Жыл бұрын

Yes you can try something like 'GPT-2 SMALL SPANISH '... Explore on Huggingface models. Please subscribe to the channel if this helps. Thanks

@overrideguilarte

Жыл бұрын

@@AIAnytime thanks

showing this error Even after updating chroma and also migrating it "ValueError: You are using a deprecated configuration of Chroma."

@ritamchatterjee8785

3 ай бұрын

ya getting the same error

Hello Brother, Appreciate your work. But can you please update the requirements.txt with the version numbers, the versions are changed and we are facing problems running it. Can you hurry? Thank you.

@ShadyPencil

6 ай бұрын

try this... pydantic==1.10.13 chromadb==0.3.26 langchain==0.0.267 streamlit==1.25.0 transformers==4.31.0 torch==2.0.1 einops==0.6.1 bitsandbytes==0.41.1 accelerate==0.21.0 pdfminer.six==20221105 beautifulsoup4==4.12.2 sentence-transformers duckdb==0.7.1 sentencepiece==0.1.99 six==1.16.0 requests==2.31.0 uvicorn==0.18.3 torchvision==0.15.2 streamlit-chat

Does it means I only add data into the vectordb for new PDF, and no need to train again?

@AIAnytime

11 ай бұрын

You have to create embeddings for the new files.

@bhautikin

11 ай бұрын

@AIAnytime got it. Thanks

Please consider investing in a microphone thst will enhance the quality of audio in the videos

@AIAnytime

4 ай бұрын

Sure sir

AttributeError: chroma_api_impl can you help me fix this please

How to connect you?The whatsapp link does not working...

have anyone ran it with 8GB RAM (CPU) windows laptop?

Which extension are you using for auto completion of code??

@AIAnytime

10 ай бұрын

Tabnine.

@nayankarpe4961

10 ай бұрын

@@AIAnytime Thank you ✌️

Getting this error when i ran the code. Searched online, couldn't find a solution. Could you please help? NotImplementedError: Cannot copy out of meta tensor; no data!

@AIAnytime

11 ай бұрын

Are you running on CPU or CUDA?

@mythzing7

11 ай бұрын

@@AIAnytime cpu

Can you please update the version of all libraries. I am getting error in Chromadb because of version. Kindly do the needful

@RameshPatil28592

3 ай бұрын

Hi did you update the libraries and resolved chromadb error?

hi cannot install chromadb --error failed

could you please do a video on same LMQL,Langchain and Chainlit together which takes multiple files of different format please

@AIAnytime

10 ай бұрын

Sure Yash. Soon. Thanks for the idea.

@yashsrivastava4878

10 ай бұрын

@@AIAnytime thank you sir 😊

@yashsrivastava4878

10 ай бұрын

​@@AIAnytime sir please make video on this as soon as you can 🙏

@AIAnytime

10 ай бұрын

By Sunday. Currently in a family emergency. Apologies for the delay!

@yashsrivastava4878

10 ай бұрын

@@AIAnytime ok sir 🙂

PDF file of resume is not output.

Great tutorial, waiting for the chatbot ... and wp link is not working ,can you please share group link again ? Thank you!

@AIAnytime

Жыл бұрын

Thanks Akshay! Please find it here: chat.whatsapp.com/EDnAeyBL18GB9xxcnyTW3Y The chatbot video will be posted by tomorrow.

@sscoder170

Ай бұрын

@@AIAnytime can you share the link of that chatbot video here please regarding with this.

what about supabase for vector store?

@AIAnytime

6 ай бұрын

That's a good choice.

can we run with 8gb RAM ?

Chroma db error your using a deprecated configuration of chromo, some migrate

@abhishekpasalkar6680

8 ай бұрын

same error with me how come do you solve this

Bookmark: 21:00

i am getting an error NotImplementedError: Cannot copy out of meta tensor; no data! did anyone face this error and is there any solution

@DeviGoneMad

4 ай бұрын

yep facing the same! did u fixt it?

@adithyas6428

Ай бұрын

@@DeviGoneMad no could not find a solution

The kid smoking in the background distracted me 😂

does this work on any language?

@AIAnytime

Жыл бұрын

Thanks for your comment! No it doesn't work for any language.

giving error ModuleNotFoundError: No module named 'pandas.core.arrays.arrow.dtype' please correct this code in ingest.py file please hlp

@rngwrngw6612

5 ай бұрын

Did you find a solution?

@tech4tomorrow

5 ай бұрын

Yes I got it..

Code please, gone through your git hub, could'nt able to find

@AIAnytime

Жыл бұрын

Please find it here: github.com/AIAnytime/Search-Your-PDF-App . Can you please subscribe to the channel?

This repo link please

are you available for hire?

Hello brother, Can you please upload videos on how to evaluate llm model and which evaluation metrics can be used for specific usecase. As I am getting this question in every interview and not able to answer itt

please make it 10 millions pages for lawyer use case

Really awsome. How do I reach you?

@AIAnytime

11 ай бұрын

Thank you! Look at KZread Banner on my channel. All social media are listed. Or about the channel section.

where is code link??

Whatsapp link not working

ValueError: You are using a deprecated configuration of Chroma.

@samarth-joseph

5 ай бұрын

Downgrade chromadb version pip uninstall chromadb pip install chromadb==0.3.29

sir will it work on 8GB RAM

@AIAnytime

9 ай бұрын

Difficult but it will for a few questions

When I use any app first I see it suffers from the hallucinations or not but this is good no hallucinations

@AIAnytime

Жыл бұрын

I agree with you! Thank you.

@Tenly2009

Жыл бұрын

To my knowledge, all large language models are susceptible to hallucination. Your methodology seems flawed.

@AIAnytime

Жыл бұрын

Hi Tenly, thanks for your message. I have used a language model. It's not that large. It generalises well on the embeddings that we create! When you use LLMs which are too large, they don't generalise well on the documents that you so it hallucinates from the base models. Can you try this and let me know if you get high hallucinations rate? You can't remove that character but LaMiNi really helps on the hallucinations rate.

@Tenly2009

Жыл бұрын

@@AIAnytime I’m only 13 minutes into your video(and still watching), but my comment was directed to the person who said they “test for hallucinations” before anything else - but I can’t imagine what kind of tests he could perform to conclude that a model doesn’t hallucinate.

muy pero que muy mal explicado... abres la IDE con muchas cosas que no sabemos de donde salen.

Half knowledge