Dify AI: Create LLM Apps In SECONDS with NO Code FOR FREE! Flowise 2.0?
Summary
TLDRこのビデオでは、AIネイティブアプリの作成と運用に特化したツールであるDefi(旧称DII)について紹介しています。3ヶ月前にGPTモデルに限定されていたが、現在はオープンソースやLlamaなどのクローズドソースモデルも使用可能です。Defiは、プロンプトエンジニアリングやAIアプリの作成など、幅広い機能とプラグインを提供しています。特に注目すべきは、Hugging Faceの組み込みモデルのサポートや、データセットサービス、APIキーとモデル名を追加してオープンソースモデルを呼び出す機能です。これにより、柔軟性とカスタマイズ性が向上し、オープンソースプロジェクトに特化した人々にとっては、簡単に効率的な開発方法となります。また、Defiは、内部チームで使用するアプリケーションや外部リリース向けに、わずか5分で展開できるツールとして、生産性を向上させる機能を提供しています。
Takeaways
- 🚀 新しいDefi(dii)は、大規模言語モデルを用いたアプリケーションの作成と管理に特化したオールインワンソリューションです。
- 📈 3ヶ月前とは比べ、diiはオープンソースやLlamaなどのクローズドソースモデルも利用可能になりました。
- 🔌 新機能として、Hugging Faceの埋め込みモデルのサポートや、プロンプトエンジニアリングの統合が追加されました。
- 🔍 diiを使用すると、AIアプリケーションの作成プロンプトエンジニアリングなど、幅広い用途に利用できます。
- 🛠️ diiは、プログラミング言語の変換やテキスト生成など、多種多様なタスクを自動化することができます。
- ⏱️ diiを使用することで、AIアプリケーションの開発と運用の時間を大幅に短縮できます。
- 🌐 diiはクラウドサービスとしてアクセス可能で、またDockerを使用してインストールすることもできます。
- 📚 注文されたDefi Cloudユーザーには、200クエリの無料OpenAI Curが提供されます。
- 📈 diiは、プログラミング、エンターテイメント、ライティングアシスタント、翻訳、HRなど、多種のカテゴリーのアプリケーションを作成できます。
- 📱 diiを使用して作成されたアプリケーションは、すぐに展開することができ、エクスポートや組み込みも可能です。
- 🔗 diiは、オープンソースプロジェクトに特化しており、オープンソースモデリングの活用が容易になります。
- 📈 注文されたDefi Cloudユーザーには、プラグ&プレイでアプリケーションを構築できるUIが提供されます。
Q & A
最近のアップデートで、Defi(dii)はどのような新しい機能を追加しましたか?
-Defiは、オープンソースモデルだけでなく、プロンプトエンジニアリングやHugging Faceの埋め込みモデルのサポートなど、多くの新機能を追加しました。これにより、柔軟性とカスタマイズ性が向上し、AIアプリケーションの作成が容易になります。
Defiを使用してAIアプリケーションを構築する際に、どのようなプロンプトエンジニアリングが可能ですか?
-Defiでは、特定のコンテキストに焦点を当てたり、APIアクセスを通じてプラグインやAPIと統合したり、応答を別の場所に出力したりすることができるプロンプトエンジニアリングが可能です。
Defiのプラグインタブで何ができますか?
-プラグインタブでは、Defiのプラグインを追加・削除・変更することができます。また、Google検索APIやGitHub、Googleなどの外部サービスと統合することも可能です。
Defiでサポートされている言語モデルには何がありますか?
-Defiでは、オープンソースモデルやHugging Face、Anthropicなどの様々な言語モデルがサポートされています。これにより、幅広い範囲の言語モデルを利用してアプリケーションを作成できます。
Defiのデータセットサービスとは何ですか?
-Defiのデータセットサービスを使用すると、自分のデータセットを作成し、それを使用してアプリケーションをトレーニングすることができます。また、Notionやウェブサイトからデータを同期することも可能です。
Defiを使用してAIアプリケーションを展開する際のシステム要件は何ですか?
-Defiを使用するには、2コア以上のCPUと4GB以上のRAMが必要です。ただし、より良いスペックを持つマシンで使用すると、より機能的で適切に動作します。
Defiのインストールにはどのような方法がありますか?
-Defiはクラウドサービスを通じてアクセスすることもできますし、Dockerを使用してインストールすることもできます。Docker Composeを使用して簡単にセットアップすることが可能です。
Defi Cloudユーザーにはどのような無料リソースが提供されますか?
-Defi Cloudユーザーには、200回の無料OpenAI Cur Queriesが提供されます。これにより、OpenAIベースのアプリケーションを構築することができます。
Defiのダッシュボードでは何ができますか?
-Defiのダッシュボードでは、作成できるアプリケーションを発見し、コードインタープリターやチャットボットなどのサンプルアプリケーションを試すことができます。また、カテゴリー別にアプリケーションをブラウズし、テンプレートから新しいアプリケーションを作成することもできます。
Defiのアップデートで追加された新しい機能をどのように活用できますか?
-新しい機能を活用して、プログラミング、エンターテイメント、ライティングアシスタント、翻訳、HRなどのカテゴリーに属するアプリケーションを作成することができます。また、SQLジェネレーターやコードコンバーターなどの特定のタスクに特化したアプリケーションも作成可能です。
Defiのアプリケーションをカスタマイズするために、どのような設定ができますか?
-Defiのアプリケーションをカスタマイズするために、モデルプロバイダーを設定して、使用したいモデルを選択することができます。また、プロンプトエンジニアリングタブを使用して、アプリケーションのプロンプトを設定し、APIアクセスを通じてプラグインやAPIと統合することもできます。
Defiのドキュメントタブで何ができますか?
-Defiのドキュメントタブでは、Defiの高度な機能や使用方法について学ぶためのチュートリアルにアクセスできます。これにより、Defiをより効果的に活用し、カスタマイズされたアプリケーションを作成することができます。
Outlines
🚀 AIアプリケーションの創造と運用:D5ツールの紹介
3ヶ月前に発表されたD5ツールは、強力な言語モデルアプリケーションを作成するのに役立ちます。これまでは、Chat GPTモデルに限定されていましたが、オープンソースモデルも使用可能になりました。LlamaやAnthropicなど、様々な言語モデルが利用可能です。D5はAIアプリケーションのプロンプトエンジニアリングなど、幅広い用途に使えます。また、Hugging Faceの埋め込みモデルのサポートやデータセットサービス、プロンプトエンジニアリングの統合など、多くの機能とプラグインが追加されました。これにより、柔軟性とカスタマイズ性が向上し、オープンソースプロジェクトに特化した人々にとっては、AIアプリケーションの作成が簡単かつ効率的になるでしょう。
🌐 D5の新規機能とプラグイン:SQLジェネレーターの例
D5の新規機能を紹介し、プラグインの活用方法を解説します。SQLジェネレーターの例として、自然言語をSQL文に変換するプロンプトを設定し、デバッグとプレビューが可能であることが示されています。また、D5はクラウドサービスとして利用可能で、アカウントを作成するだけですぐに始められます。D5 Cloudユーザーには、無料で200回のOpen AI Cur Queriesが提供されます。D5はプログラミング、エンターテイメント、ライティングアシスタント、翻訳、HRなど、様々なカテゴリのアプリケーションを作成することができます。
𑁍 D5のインストール方法とカスタマイズ:モデルプロバイダーの設定
D5のインストール方法について説明し、Dockerを使用する方法も紹介しています。また、D5のカスタマイズについても触れています。モデルプロバイダーの設定では、オープンAIやAnthropicなどのトライアルモデルを利用できます。また、APIキーを入力して、Hugging FaceなどのオープンLMプロバイダーを実装することも可能です。データソースタブでは、Notionやウェブサイトからデータをアップロード・同期することができ、SerpやGitHubとGoogleの統合も可能です。最後に、D5の高度な機能についても触れ、チュートリアルを提供しています。
Mindmap
Keywords
💡Defi
💡オープンソースモデル
💡プロンプトエンジニアリング
💡Hugging Face
💡アプリケーション
💡Docker
💡APIキー
💡データセットサービス
💡プラグイン
💡プロダクトIVITY
💡チャットボット
Highlights
Defi, also known as 'do it for you', is an all-in-one solution for building and managing AI native apps based on large language models.
Defi has expanded its capabilities to include open source models in addition to proprietary ones like LLaMA and Anthropic.
The platform offers new features and plugins, such as support for Hugging Face embedded models and dataset services.
Users can now add Hugging Face or Replicate API keys and model names to call any open source model.
Defi provides flexibility and customization for creating large language model applications.
The tool can create AI-powered applications within minutes for internal or external use.
Features of Defi include an SQL generator, code converter, text generator, and support for coding completion.
Defi can create out-of-the-box websites with form mode and chat conversation modes using a single API.
The platform saves backend coding effort and allows users to focus on visual data analysis.
Defi increases productivity by saving time on the hassle of creating AI applications.
The video will explore new features of Defi that were not covered in a previous video made 3 months ago.
The presenter offers one-on-one sessions to help develop solutions for AI tools and brainstorm ideas.
Defi is user-friendly and can be used by teams to visually develop and operate AI applications.
The platform provides 200 free OpenAI Cur queries for registered Defi Cloud users to build apps.
Defi has a visual UI for easy plug-and-play application creation and supports API-based services.
Users can create a variety of apps, such as code interpreters, chatbots, and SQL generators, with Defi.
Defi allows users to choose from different templates or start from scratch to build their own AI applications.
The platform is continuously working on incorporating new plugins and features.
Defi enables users to create their own datasets and train apps based on their data.
The platform supports integration with various services like GitHub, Google, and the Google Search API.
Defi can be accessed through the cloud or installed using Docker, with minimum system requirements provided.
The video concludes with a demonstration of creating a chatbot app and configuring model providers in Defi.
Transcripts
[Music]
around 3 months ago I had made a video
on a tool that helps you create powerful
large language model applications like
flow wise it's called defi also known as
do it for you it's an all-in-one
solution for seamlessly building and
managing AI native apps based on ranges
of large language models 3 months ago
you were restricted to only using chat
GPT models for creating LM based apps
however you are now open to the
possibility to use open source as well
Plus close Source models such as llama
you have anthropic and so many others
now this could be used for AI app
creation prompt engineering and many
other possibilities you have way more
features and plugins such as a new
support for hugging face embedded models
you have data set Services as well as
integration of prompt engineering just
take a look at this example where you're
able to now add hugging face or
replicate API Keys plus the model name
so that you're able to call any any open
source model on the model providers they
added this functionality where you're
able to utilize many different ranges of
large language models to create these
large language model applications this
brings in so much more flexibility and
customization to what you're trying to
create and this will be really useful
for a lot of people who are focusing on
open- Source projects as this is a great
Gateway for you to create them as it's
an easy and efficient way to do so so
throughout today's video we're going to
be ding a little bit deeper deeper on di
by exploring these new features that we
haven't covered before and we're also
going to take a look at how you can get
started with it and showcasing just a
brief overview of this application so
with that thought stay tuned and let's
get straight to
it hey guys I started this new thing
where I'm going to be offering my one-on
ones with you guys so if you're
interested in this I can definitely help
you develop a solution for AI tools help
you brainstorm ideas as well as just is
basically elevating what you're trying
to accomplish with my knowledge so if
you're interested in this definitely
take a look at this link in the
description below hey what is up guys
welcome back to another YouTube video at
the world of AI in today's video we're
going to take a look at dii which is an
AI tool focused on creating and
operating AI native apps with a range of
different large language models not
restricted to only using the GPT models
you are able to use open service models
for creating these free applications now
this is quite similar to what flow flow
wise was actually capable of doing but
this is more of an easier way to use
this LM Ops platform as you're able to
use this for teams to develop AI
applications and operate them visually
now with dii you are able to create
these AI powered applications within
minutes whether it's for internal teams
to use or external releases and you can
deploy them quickly within just 5
minutes the tool provides various
different features such as Storyteller
Bots for an answering specific questions
you have an SQL generator for converting
natural language to SQL you have a code
converter for converting programming
languages and a text gener generator for
summarizing these key information sets
now you're also able to code complete
with this model which is absolutely
insane as you have such a wide range of
different tasks that you could be
completed with the AI applications that
are made off of dii it can create out of
the-box websites supporting form mode
and chat conversation modes with a
single API encompassing plug-in
capabilities as well as context and
enhancements and such forward you save
so much backend coding effort you have
so much time to focus on the visual data
analysis that's presented through defy
it saves you time with log review
annotations for applications and so much
more in simple terms it's increasing
your productivity while using defi as it
saves you time with all the hassle that
is there for creating AI applications
this is why I wanted to put emphasis on
this because of these new amazing
features and plugins that were released
with this new update so let's get to the
next step of the video where I showcase
how to download it and then we will go
quickly into showcasing how you can
actually use this if you would like to
access our private Discord which gives
you subscriptions to AI tools for free
you have networking opportunities
networking calls consultings so much
more definitely take a look at this link
in the description below follow world of
AI if you guys haven't already
definitely take a look at the YouTube
page subscribe like this video turn
notification Bell and check out our
previous videos for the case of this
video I want to be showcasing how to
create an app it's fairly easy what I
did is create an SQL generator so in
this case I went along clicked on the
create new tab and selected text
generator I provided the name clicked
continue and I created it something that
is fairly easy and I'll then keep take
take you to this overview page in which
you can go and set up the model provider
I selected the base model that is
provided which is completely free which
is the open AI based model and in this
case you're able to utilize open uh
Source models but I'm just going to go
ahead and use open AI selected the gp3
3.5 turbo reasoning method as well as
using the text embedding uh Ada model
now once this is all set you can
configurate plugins but in this case
we're not going to be using that we have
done that and then go onto the prompt
engineering Tab and then you're able to
set the actual prompt where I said that
you are an SQL generator that will help
users translate their input natural
language query rep requirements and
Target database now it does this by
putting this into the target SQL
statement and you're now able to deploy
this fairly easily after you save it now
you're able to debug it as well which is
also really useful but in this case
you're able to preview this off the
preview tab which allows you to select
database types and just not I did not do
any of this it did it on its own and it
was able to create all this from a
single prompt which is absolutely
amazing you're able to use SQL MySQL SQL
server and such forth you're able to run
the batch with your own file and you can
just input your uh whatever text that
you want to translate for the SQL
generator you can then execute it and
it'll have this output over here which
you can copy save it as as well as
export it and that's easy as that in
creating your own LM based
application now there's two ways to
install this you can definitely access
it through the cloud as well as
installing it using Docker now this is
something that you can do with Docker
compose so there's a couple commands in
which you can do so you can set this up
with Docker and then compose it with the
command over here now what I recommend
is that you actually check out the
requirements ments because you need to
have a CPU greater than or equal to two
core you need to have more than 4 GB of
RAM to have this functional now these
are just the minimum system requirements
so keep that in mind it'll be more
functional and more like appropriate to
use with better specs than these ones
over here so definitely keep that in
mind but the best case is that you use
it with the cloud service as this is
something that you can access right away
off their website what you got to do is
just create an account and you can get
started right away way which we'll do
right next quickly let's go over some of
the cool features we talked about how
you can use different large language
models you're able to utilize L chain
hogging face and replicate to utilize
open source models you can see that
there is an access to a wide range of
different options in terms of utilizing
large nage models to create applications
they also stated that we provide the
following free resources for registered
defi Cloud users which gives you 200
free open AI Cur queries queries sorry
and this will allow you to build open AI
based apps you have visual or
registration which is a UI that helps
you plug and play and create
applications you have text embeddings
you have API Based Services which is
allowing you to access web apps directly
and integrate the API without any
complex backend Services once you have
created an account you'll be then sent
to the dashboard this is where you're
able to discover different apps that
could be created with def you have a
code interpreter that could be created
you have job advertisements personalized
dialogues you can have chat Bots created
and so much more you can see that
there's a lot of different ranges of
apps that could be created you have
different categories such as programming
entertainment writing assistant
translate as well as HR now these are
just some of the things that you can do
uh in this case if I click on the code
interpreter you can start chatting with
it right away which will basically solve
different things uh related to coding
now in this case I think I asked it
previously to write python code for a
basic Snakes and Ladder game which it
actually did and it created me a
functional code for it now this is just
one bit of it I believe I deleted the
rest of it but you're you're able to
delete or generate sorry such things
like this now you're able to also start
from scratch by building your own
chatbot app uh you're also able to focus
on different AI applications which could
be done over here now you're also able
to choose from different uh templates
that are already built which will be way
easier for a lot of people now if you go
to the plugins tab this is something
that they're continuously working on
which will be incorporated fairly soon
but if you click on the data set tab
this is something in which you can
create your own data sets and train
different apps based off your own data
you can upload files straight from your
desktop you're also able to sync it from
notion as well as from websites which is
a feature that they're going to be
incorporating fairly shortly but in the
case of this video I'm going to just
simply showcase a chat that I made this
is a world of AI chat bot that created
and it's something that you can deploy
right away and Export it and embed it to
a different workflow you can start
chatting with it and I believe this one
was trained with my own channels data so
it answers questions based off what I
ask it I mean what the like channel is
about so in the case it gives you
reference to what the channel is gives
you more idea about what AI is in
machine learning that's basically the
gist of what I created with this world
of AI chatbot it's fa easy to do so you
can have a prompt engineering feature
which allows you to have it focus on a
certain context it has API access which
could be integrated with different
plugins different apis as well as have
it so that it could be basically
outputed to another place you can see
the logs and annotations that helps you
track what the responses are and that's
basically a gist of how this basically
operates now guys if you are to click on
this blue button which is the setup
model provider within your application
you're able to configurate and select
the models that you want in this case
they give you two models which are on
trial you can utilize gbt 4 and gbt 3.5
turbo in this case they're B on trial so
they give you tokens that are completely
free and you can utilize them in this
case you can use 200 calls from open Ai
and you can use 600 tokens from
anthropic now once you have used those
up you can obviously purchase more and
input your own API keys and you're able
to select from the reasoning model types
as well as the embedded models and the
speech detects models but if you do not
want to use these you can basically
Implement and search through showing
different models that could be
implemented over here you can use a
range of different like open LM
providers uh for example if you're going
to be using hugging face you can simply
just click on ADD uh you can do
embeddings you have text generation the
model type you have end points that
could be set and you simply just need to
put your API key hugging face uh hugging
face API key sorry token over here in
the case of the model you simply just go
on to hugging face copy the model card
and you simply go back and paste it over
here it's easy as that you click save
and you're able to move forward in this
case I didn't upload my API key so it
wouldn't be showing but that's easy as
that guys if you go to data source you
can add your own workspace from notion
you can play around with different uh
plugins in this case you can work with
serp which is the Google search API and
you're basically able to integrate
different things as well by integrating
GitHub and Google you're able to also
work with different languages so
definitely take a look at this if you
want to work with anything other than
English but that's basically what the
model provider tab is about now if you
want to configurate this further you can
definitely go on the documentation Tab
and you can get started with all of
their tutorials which will help you
learn a lot more on what you can do with
Advanced features of D5 but that
basically concludes today's video guys I
hope you got some more insight as to
what you can do with this new updated D5
model I'll leave all these links in the
description below definitely check out
the Consulting page if you want to book
a oneon-one with me follow the patreon
page if you want to check out our
Discord definitely give world of AI a
follow if you guys haven't already and
lastly make sure you guys subscribe to
notification Bell like this video and
check out our previous videos so you can
stay up to date with the latest AI news
but with that thought guys thank you
guys so much for watching have an
amazing day and I'll see you guys fairly
shortly peace out fellas
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