Using Ollama To Build a FULLY LOCAL "ChatGPT Clone"

Ғылым және технология

In this video, I show you how to use Ollama to build an entirely local, open-source version of ChatGPT from scratch. Plus, you can run many models simultaneously using Ollama, which opens up a world of possibilities.
Enjoy :)
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Links:
Code From Video - gist.github.com/mberman84/a12...
Ollama - ollama.ai/

Пікірлер: 394

  • @xdasdaasdasd4787
    @xdasdaasdasd47877 ай бұрын

    Ollama series! This was a great starting video❤ thank you for all your hard work

  • @MakilHeru
    @MakilHeru7 ай бұрын

    This is awesome! I'd love to see more. I feel like this can become something pretty robust with enough time.

  • @rakly3473
    @rakly34737 ай бұрын

    Every time I need something, you present a tool doing exactly that. Thanks!

  • @matthew_berman

    @matthew_berman

    7 ай бұрын

    Glad to hear it!

  • @free_thinker4958
    @free_thinker49587 ай бұрын

    This is the type of straightforward high quality content ❤

  • @snuffinperl8059
    @snuffinperl80592 ай бұрын

    You created an incredible video, precise, concise, and I couldn't have asked for more!

  • @avi7278
    @avi72787 ай бұрын

    I'm building my own personal AI assistant but every time I start something a week later something better drops. My god, this is impossible. I've got to think better about my abstractions to make some of this stuff more drop-in ready. That might be an interesting video (or series of videos) for you Matthew, if not likely a bit advanced for your audience.

  • @LeonardLay

    @LeonardLay

    7 ай бұрын

    I'm in the same boat. The tech changes so quickly, my ideas become antiquated as soon as I get something working 😆

  • @matthew_berman

    @matthew_berman

    7 ай бұрын

    The nice thing is if you stick with using OpenAI API, that seems to be the standard

  • @LeonardLay

    @LeonardLay

    7 ай бұрын

    @@matthew_berman I have an Azure account and I'm trying to use it to act as a server for the different models rather than hosting them locally. I'm having so much trouble doing that because the models that are included with Azure aren't the ones I want to try out. Do you have any advice?

  • @DihelsonMendonca

    @DihelsonMendonca

    7 ай бұрын

    You're lucky. I still have to learn Python. But since ChatGPT is developing too fast, when I learn, my knowledge would be obsolete, because just now we can create a personal assistant using GPTs very easily, do you agree ? 🙏👍

  • @free_thinker4958

    @free_thinker4958

    7 ай бұрын

    ​@@DihelsonMendoncame too, once I focus on something then later I find something else exists and with high quality than the previous one hhhh

  • @aldoyh
    @aldoyh7 ай бұрын

    Thank you so much Mathew, this is so incredible!

  • @matthew_berman

    @matthew_berman

    7 ай бұрын

    You're so welcome!

  • @DB-Barrelmaker
    @DB-Barrelmaker6 ай бұрын

    This was done so! Perfectly. Every part swollen with meaning

  • @mossonthetree
    @mossonthetree3 ай бұрын

    This is so cool! And the fact that they give you an rest endpoint running on a port on the machine is great.

  • @elierh442
    @elierh4427 ай бұрын

    😮 Please create a video integrating Ollama with autogen!

  • @federicocacace1070

    @federicocacace1070

    7 ай бұрын

    and autogen's function calling with local models too!!

  • @LeonardLay

    @LeonardLay

    7 ай бұрын

    This was my first thought. Please do this

  • @blackstonesoftware7074

    @blackstonesoftware7074

    7 ай бұрын

    Yes!!! Do this with AutoGen!

  • @skullseason1

    @skullseason1

    7 ай бұрын

    Great idea dudes 🔥🔥🔥🔥🔥

  • @matthew_berman

    @matthew_berman

    7 ай бұрын

    Easy enough! I’ll make a video for it.

  • @mashleyelliott4668
    @mashleyelliott46686 ай бұрын

    Thanks! This concise video is exactly what I was looking for to help me take next steps with Ollama!

  • @user-kw3sp7lb5c
    @user-kw3sp7lb5c5 ай бұрын

    Ollama is incredible! Runs fast LLMs. And i see in your channel about autogen and so... agents building and find that i was looking for. I love your channel and your teaching manner. Thanks Mattew!

  • @zef3k
    @zef3k7 ай бұрын

    Wow, this makes it so extremely accessible. Your video also shows how accessible interacting with these ai's is in general as well. I haven't programmed much since I was younger, but have been wanting to, and this seems like a great jumping off point! Now I just need to wait until the Windows version comes out.

  • @luce985

    @luce985

    5 ай бұрын

    MADA SAKA

  • @dustincoker5233
    @dustincoker52337 ай бұрын

    This is so cool! I'd love to see a deeper dive.

  • @srikanthg_in
    @srikanthg_inАй бұрын

    Wow. That's the best 10 minutes I have spent today. Great learning.

  • @AlGordon
    @AlGordon7 ай бұрын

    Nice video! You definitely picked up a new subscriber here. I’d be interested in seeing how to build out a RAG solution with Ollama, and also how to make it run in parallel for multiple concurrent requests.

  • @agntdrake
    @agntdrake7 ай бұрын

    Really great video! The easiest way to get history is to take the `context` which was given in the response and just pass it back as the 'context' field in the request.

  • @takione5991
    @takione59916 ай бұрын

    Great video! Simple. clear and concise. Thanks for that. An idea for a continuation (as a complete novice on AI) could be how to start a simple training on the model to keep improving on some topic we would like?

  • @fenix20075
    @fenix200756 ай бұрын

    About the privateGPT, I found the accuracy can be improved if the database change from duckDB to elasticsearch.

  • @taeyangoh7305
    @taeyangoh73057 ай бұрын

    yes! it would be really interesting how autogen + Ollama goes !😍

  • @BibopGresta1

    @BibopGresta1

    7 ай бұрын

    I'm interested, too! I wonder if Autogen is obsolete now that OpenAI unleashed the kraken with the GPTs! What do you think?

  • @alextrebek5237

    @alextrebek5237

    7 ай бұрын

    @@BibopGresta1i think you have yourself a popular follow-up video, given the comments asking about autogen 😉

  • @Gatrehs

    @Gatrehs

    7 ай бұрын

    @@BibopGresta1 Unlikely, GPT's are more of a single custom Agent instead of a set of agents working together.

  • @bersace
    @bersace7 ай бұрын

    You are so passionate. And you are right to do so. Thanks !

  • @xdasdaasdasd4787
    @xdasdaasdasd47877 ай бұрын

    You are a god send. Thank you Ive been using it through WSL for windows

  • @greeffer
    @greeffer6 ай бұрын

    Great content bro, you're my new favorite youtuber!

  • @nickdnj
    @nickdnj7 ай бұрын

    Great Video.. Thank you!. I would love to see a deep dive into using Olama with Autogen, Having each agent use its own model.

  • @prof969chaos
    @prof969chaos7 ай бұрын

    Very interesting, would love to see how well it works with autogen or any of the other multi-agent libraries. Looks like you can import any gguf as well.

  • @michaelwallace4757
    @michaelwallace47577 ай бұрын

    Integrating Ollama and Canopy would be a great video. Having that local retrieval would have many use cases.

  • @chorton53
    @chorton53Ай бұрын

    This was a fantastic video ! Cheers for that !

  • @donaldparkerii
    @donaldparkerii7 ай бұрын

    Another great video, I was able to achieve the same in LM Studio running multiple models, on Mac, by spawning instances from the CLI and incrementing the port. Then in my autogen app passing different llm_config objects to the specific assistant agent.

  • @the.flatlander
    @the.flatlander7 ай бұрын

    This is just great and easy as well! Could you show us how to train these models with PDFs and Websites?

  • @gbengaomoyeni4
    @gbengaomoyeni47 ай бұрын

    @Matthew_berman: You are very brilliant! I have been watching ollama videos but none of them taughthow to use it with API or structured it the way you did. Keep it coming bro. Thank you so much. God bless!

  • @Jose-cd1eg
    @Jose-cd1eg6 ай бұрын

    Amazing job!!! Everyone wants more!!

  • @WaefreBeorn
    @WaefreBeorn7 ай бұрын

    this model will allow us to make open source models fast, I love the simultaneous part, please make more tutorials on this once it hits windows without wsl

  • @AaronTurnerBlessed

    @AaronTurnerBlessed

    7 ай бұрын

    agree... This OLlama really looks promising Matthew!! Light weight and simple. More plz!!

  • @chrismachabee3128

    @chrismachabee3128

    7 ай бұрын

    I am at WSL now, join me. WSL - Windows Subsystem for Linux. It is at Microsoft Ignite. The title is How to install Linux on Windows with WSL. So, you are on your own now. I have several computer requiring updating. good luck.

  • @WaefreBeorn

    @WaefreBeorn

    7 ай бұрын

    @@chrismachabee3128 you are an AI generated comment. Please follow terms of service on KZread for automated accounts, creator of this bot.

  • @avosc5316
    @avosc531629 күн бұрын

    DUDE! This was an awsome tutorial!

  • @pedroverde1674
    @pedroverde16743 ай бұрын

    Many thanks it's really useful and really easy because you explain extremely good

  • @wurstelei1356
    @wurstelei13567 ай бұрын

    Thanks for this nice video. I would like to see a video about MemGPT implementing the history function instead of just pasting everything in front of a new prompt. A good idea could be: PrivateGPT with Huggingfaces model cards in it is passed the prompt with the task to tell the best model for that prompt. Then the prompt is passed via ollama to that model with MemGPT on top of each model. That actually might be the most powerful local solution right now.

  • @MrBravano
    @MrBravano5 ай бұрын

    Love your videos, much respect and appreciation for all the work you do. I do have one humble suggestion, if you could hide your image just enough to see what you have typed, for instance at 8:49, it would have been great. I know that most KZread instructors do this, not sure why but please take that into consideration. Either way, thank you for all you bring.

  • @MrAcarlo
    @MrAcarlo6 ай бұрын

    the video on Ollama is really beautiful. Among other things, I would also start doing benchmarks on the various text generation user interfaces. Ollama allows me, for example, to use my laptop with a small GTX 1060 and Dolphin at incredible speed. the same laptop struggles with Oobabooga. However, after some interactions, the model goes into "overload", as if the RAM is no longer enough. In short, this comment is a too long thank you for your excellent work. And a hope for more videos about Ollama and local models.

  • @GutenTagLP
    @GutenTagLP6 ай бұрын

    Great video, just a quick note, you actually do not need to all the previous messages and responses as the prompt, the API response contains an array of numbers called the context, just send that in the data of the next request

  • @jkbullitt8986
    @jkbullitt89866 ай бұрын

    Awesome work!!!

  • @scitechtalktv9742
    @scitechtalktv97427 ай бұрын

    Building an AutoGen application using Ollama would be wonderful ! Example: one of the agents is a coder, implemented by a LLM specialized in coding etc.

  • @SushilSingh2005

    @SushilSingh2005

    7 ай бұрын

    I was about to write this myself.

  • @27dhan

    @27dhan

    7 ай бұрын

    haha me too!

  • @EduardsRuzga

    @EduardsRuzga

    6 ай бұрын

    I started writing same comment, and then saw yours :D

  • @MungeParty

    @MungeParty

    6 ай бұрын

    I'm an autogen application using ollama, I was going to write this comment too.

  • @EduardsRuzga

    @EduardsRuzga

    6 ай бұрын

    @@MungeParty O nice to meet you! Why autogen ollama app is interested in this? :D

  • @chenle02
    @chenle026 ай бұрын

    So mind blowing~! Thanks Dude~!

  • @PeterPain
    @PeterPain7 ай бұрын

    Absolutely the best video yet. ollama looks amazing. Now show me what options there are for doing similar such things in android apps :)

  • @jeanfrancoisponcet9537
    @jeanfrancoisponcet95377 ай бұрын

    I did comment about it few weeks ago on one of your videos ! Indeed, very useful for autogen (but also for Langchain).

  • @gru8299
    @gru82993 ай бұрын

    Thank you very much! 🤝

  • @photorealm
    @photorealm2 ай бұрын

    Awesome video, they have a WIndow version now (3-30-24), and it installed an ran perfectly.

  • @rogerbruce2896
    @rogerbruce28967 ай бұрын

    Another cool video! I hope that they come up with a windows version soon :) Definitely want the deeper dive. ty

  • @modolief
    @modolief7 ай бұрын

    Thanks for talking about fully local engines. Do you have a video with hardware recommendations for this?

  • @LerrodSmalls
    @LerrodSmalls7 ай бұрын

    This was so Dope! - I have been using Ollama for a while, testing multiple models, and because of my lack of coding expertise, I had no understanding that it could be coded this way. I would like to see if you can use Ollama, memGPT, and Autogen, all working together 100% locally to choose the best model for a problem or question, call the model and get the result, and then permanently remember what is important about the conversation... I Double Dare You. ;)

  • @taeyangoh7305

    @taeyangoh7305

    6 ай бұрын

    +1

  • @abdulazizalmass
    @abdulazizalmass7 ай бұрын

    Thank you for the info. Kindly, let us know what are the specs on your pc? I have a very slow response on my macbook air from 8GB Memory and CPU of M1

  • @kumargupta7149
    @kumargupta7149Ай бұрын

    Thanks I find it. Great help

  • @finnews_
    @finnews_2 ай бұрын

    I am not a coder, but somehow I achieved this building. Million Thanks!! Its a bit slow, but good enough to showcase to friends. By anychange we can host this live ? If yes, then How, kindly make a video on that !!! Million Thanks again😀🙏

  • @chrisBruner
    @chrisBruner7 ай бұрын

    Wow! Jaw dropping video!

  • @Artificialintelligenceo
    @Artificialintelligenceo6 ай бұрын

    Great vid!

  • @slavrgo
    @slavrgo6 ай бұрын

    Please make a guide on setting it up on the virtual machine, and creating API so we can use it in our apps (even with Make for example)

  • @michaelbrown8289
    @michaelbrown82897 ай бұрын

    This is so over my head! But I'm following! Very cool!

  • @tintin_teaches
    @tintin_teaches7 ай бұрын

    Please make more videos on these topics in detail.

  • @carrolte1
    @carrolte17 ай бұрын

    i think the only thing it needs now is to be able to monitor a project folder so you can reference a set of documents. then I could ask it to help me with my specific project and not waste time and tokens feeding it code.

  • @mbrochh82
    @mbrochh827 ай бұрын

    loved this, Matthew! Right to the point, super hands on. This looks like an awesome project!

  • @yngeneer
    @yngeneer7 ай бұрын

    super video! if you can make something more deeply about memory management, it would be lovely.

  • @tanmayjuneja6128
    @tanmayjuneja61286 ай бұрын

    Hey Matthew! Great video. Please help me with this, would hosting fine-tuned open source models on Sagemaker cost lesser as compared to GPT-4 API? Is there a comparison anywhere on any forum, reddit, etc? I want to fine-tune a model on my data, and I am thinking of going with GPT-3.5-turbo fine-tuning, but it's really expensive at scale. I want to know how do fine-tuned open source models compare to these prices (assuming we get a good efficiency at our desired task after fine-tuning)? Would really appreciate any thoughts on this. Thanks a lot!

  • @ryutenchi
    @ryutenchi7 ай бұрын

    Can you take a deep dive into using the Modelfiles to make your own model for specialty takes? Where can we find out things like token limits?

  • @alamjim6117
    @alamjim61173 ай бұрын

    Great Thank you very much.

  • @renierdelacruz4652
    @renierdelacruz46527 ай бұрын

    Oh my god, what amazing video.

  • @piyushlamsoge6007
    @piyushlamsoge60077 ай бұрын

    Hi matthew, You are doing amazing work to teach everyone about real power of AI with support of LLM I have a question , what to do if we to build something which works with any kind of documents as like this video model are working does it possible to do such things as well and what if we able to build them is there any way that we can deploy them in production as website or applications is there any way please make a video on it i'm looking forward to it thank you!!!!!

  • @user-hd7wd4nu1o
    @user-hd7wd4nu1o6 ай бұрын

    Thanks!

  • @EffortlessEthan
    @EffortlessEthan6 ай бұрын

    I hope this works as well when they release it for Windows! Switching between models so fast like that is crazy!

  • @ubranch
    @ubranch6 ай бұрын

    00:01 Building Open-Source ChatGPT using Olama 01:27 Ollama and Mistol enable running multiple models simultaneously with blazing fast speed. 02:50 Running multiple models simultaneously with Open-Source ChatGPT is mind-blowing. 04:14 Building Open-Source ChatGPT From Scratch 05:40 Creating a new python file called main.py to generate a completion. 07:00 Adjusting the code to get the desired response and adding a Gradio front end. 08:35 Built an open-source ChatGPT from scratch using Mistol 09:56 The conversation history is appended to the prompt in order to generate a response.

  • @hy3na-xyz
    @hy3na-xyz7 ай бұрын

    cant wait for the autogen expert video!!!

  • @BillyBobDingledorf
    @BillyBobDingledorf2 ай бұрын

    The Orca2 language model got the killers question right. When you first ask the question, you may disagree with it's answer, but it justifies itself and does correctly answer the question as asked.

  • @mordordew5706
    @mordordew57067 ай бұрын

    Regarding the memory issue, can you integrate this with Memgpt? Could you please make a video for that?

  • @NOTNOTJON
    @NOTNOTJON7 ай бұрын

    And boom goes the dynamite. I'll bet integrating this with autogen isn't hard. Heck, you coukd just ask autogen to re-write its own interaction settings to use the various models. The interesting bit here would be asking autogen or the main dispatch model to find the best answerable model based on the context of the prompt. As always, great vid!

  • @vadud3
    @vadud37 ай бұрын

    This is amazing. I live in terminal and I do python. perfect!

  • @matthew_berman

    @matthew_berman

    7 ай бұрын

    Thank you!!

  • @jayfraxtea
    @jayfraxtea7 ай бұрын

    Boy, Matthew is so inspiring. Thank you for ruining my weekend plan. I'd interested in the same matter as @padonker: how can we train with own data?

  • @BetterThanTV888
    @BetterThanTV8887 ай бұрын

    Thanks for making it approachable. How would this work with Docker? And a portable nvme drive?

  • @padonker
    @padonker7 ай бұрын

    Can we combine this with fine-tuning where we first add a number of our own documents and then ask questions? NB I'd like to add the documents just once so that between sessions I can ask the model about these documents.

  • @AlperYilmaz1

    @AlperYilmaz1

    7 ай бұрын

    Probably you meant RAG. And this should be performed with Modelfile.. Just describe location of your files and then create new model with "ollama create" and then run it with "ollama run"

  • @jason6569

    @jason6569

    7 ай бұрын

    Yeah this is also what I want to do but day 2 of googling after a friend asked a question about AI. I went down the rabbit hole and found these videos. I don't know what this means and how to structure documents. Very interesting stuff though and a series of this would be great!

  • @ujjwalchetan4907
    @ujjwalchetan49077 ай бұрын

    This video is awesome❤

  • @Techonsapevole
    @Techonsapevole7 ай бұрын

    wow, fantastic. OpenSource models and ecosystem is everyday more powerful

  • @WesTheWizard
    @WesTheWizard7 ай бұрын

    Are the models that you can pull quantized or should we still get our models from TheBloke?

  • @dr.mikeybee
    @dr.mikeybee5 ай бұрын

    Nice. Now I understand why chatbots only allow a few prompts before they start over. They fill up their context window. BTW, it would be great to ad RAG with document and Google search. There's also a way to access Ollama from Siri. That would be ideal.

  • @JinKee
    @JinKee6 ай бұрын

    4:50 get him to say "It's-a me! Mario!"

  • @orkutmuratyilmaz
    @orkutmuratyilmaz7 ай бұрын

    Ollama FTW! ✌

  • @renierdelacruz4652
    @renierdelacruz46527 ай бұрын

    I consider like so other subscribers you could create a video integrating ollama and autogen and the conversation can be stored on database and another video creating a AI personal assistant

  • @HyperUpscale
    @HyperUpscale7 ай бұрын

    Finally, a good video🥳

  • @crobinso2010
    @crobinso20102 ай бұрын

    Hi Matt, as someone who watches every video, I'm feeling overwhelmed and am wondering if you could do a "take a step back" episode every once in a while -- where you go over previous content from a broader perspective. For example, what is the difference between LM Studio, Ollama, Jan, AnythingLLM etc and where should someone start? Or go over the "gotchas" and frustrations in the comment sections to highlight those little errors and solutions commentators found but may have been missed by the casual viewer. It would be a review of old content, but with updated fixes, comparisons, and general perspective/advice. Thanks!

  • @matthew_berman

    @matthew_berman

    2 ай бұрын

    Interesting! Will consider

  • @jawadmansoor6064
    @jawadmansoor60647 ай бұрын

    is there an api end point that i can use, as openai's api replacement?

  • @shuntera
    @shuntera4 ай бұрын

    So many models, we need a model to recommend which model to use in a given situation.

  • @_Apep_
    @_Apep_3 ай бұрын

    Congratulations, great video, I wonder if I could install a model similar as Claude 2 ( obviouslly if there's a similar that I could install on Ollama) and train it with documents (doc or pdf in Spanish) to create a webchat for questions and answers.

  • @samarbid13
    @samarbid137 ай бұрын

    More of Ollama!

  • @michalchik
    @michalchik7 ай бұрын

    I'm starting out at this. Are these models the only things we can run with set pretraining, or can we pre-train them on our own material? I have documents and old textbooks that I would like the models to absorb into their parameters so I can emphasize certain types of knowledge relevant to the research that I want to do.

  • @JinKee

    @JinKee

    6 ай бұрын

    Gpt4all has "localdocs" support to train on your documents

  • @Equilibrier
    @Equilibrier6 ай бұрын

    Hi, what are the minimal specs for some of the most popular models ? Is there any model which can ran on 4GB RAM and a slower 2-cores CU, like an i3 ?

  • @MrRandomnumbergenerator
    @MrRandomnumbergenerator19 күн бұрын

    amazing! would you make a video how to add real time voice interaction ? thanks

  • @Pithukuly
    @Pithukuly5 ай бұрын

    awesome, going to check text to sql for my project, hope it gives proper sql query for give schema. what do you think?

  • @Piotr_Sikora
    @Piotr_Sikora6 ай бұрын

    It will be awesem to have tutrial about how to create fine tunend model from i.e. mistral to gguf running with ollama :)

  • @mfah2
    @mfah27 ай бұрын

    Also remarkable: Cell Phone: Ollama runs in UserLAnd (Linux under Android)!! At least it performs ok with a Mobile Phone with 12GB RAM (Galaxy S20 5G).

  • @shuntera
    @shuntera4 ай бұрын

    Works just fine under WSL for Windows

  • @ikjb8561
    @ikjb85616 ай бұрын

    Ollama is cool if you are looking to build a personal assistant on your own PC. If you try to hit a model with multiple requests, be prepared to wait in line.

  • @adnenmessaoudi9550
    @adnenmessaoudi95507 ай бұрын

    Really awesome Matthew !! I have a request: Can you make a video for a free LLM that can interact with Big Data like AWS Redshift please?

  • @avg_ape
    @avg_ape6 ай бұрын

    Hi Matthew. Can you make a video about the various LLM models and the specialization of each?

  • @gurudaki
    @gurudakiАй бұрын

    Hi! Excellent work!I tried to replicate but when visiting the URL the input prompt tab to the right top is missing...

  • @marianosebastianb
    @marianosebastianb7 ай бұрын

    Hi! Thanks for the content, I always follow your videos. Can you show how to deploy ollama on runpod to have this multi-model setup running on cloud?

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