From fce9b488b63f0ceb2f6285f60c6263999b47e6b8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lovro=20Ma=C5=BEgon?= Date: Mon, 30 Jun 2025 16:38:56 +0200 Subject: [PATCH 1/3] add guide for the ai rag ollama pipeline (missing part 5) --- ....mdx => 0-build-ai-summarize-pipeline.mdx} | 0 ... => 1-build-generator-to-log-pipeline.mdx} | 0 .../8-guides/2-build-rag-pipeline-ollama.mdx | 484 ++++++++++++++++++ .../guide-rag-ollama-architecture-part1.png | Bin 0 -> 63379 bytes .../guide-rag-ollama-architecture-part2.png | Bin 0 -> 95942 bytes .../guide-rag-ollama-architecture-part3.png | Bin 0 -> 96765 bytes .../guide-rag-ollama-architecture-part4.png | Bin 0 -> 97189 bytes 7 files changed, 484 insertions(+) rename docs/1-using/8-guides/{build-ai-summarize-pipeline.mdx => 0-build-ai-summarize-pipeline.mdx} (100%) rename docs/1-using/8-guides/{build-generator-to-log-pipeline.mdx => 1-build-generator-to-log-pipeline.mdx} (100%) create mode 100644 docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx create mode 100644 static/img/guide-rag-ollama-architecture-part1.png create mode 100644 static/img/guide-rag-ollama-architecture-part2.png create mode 100644 static/img/guide-rag-ollama-architecture-part3.png create mode 100644 static/img/guide-rag-ollama-architecture-part4.png diff --git a/docs/1-using/8-guides/build-ai-summarize-pipeline.mdx b/docs/1-using/8-guides/0-build-ai-summarize-pipeline.mdx similarity index 100% rename from docs/1-using/8-guides/build-ai-summarize-pipeline.mdx rename to docs/1-using/8-guides/0-build-ai-summarize-pipeline.mdx diff --git a/docs/1-using/8-guides/build-generator-to-log-pipeline.mdx b/docs/1-using/8-guides/1-build-generator-to-log-pipeline.mdx similarity index 100% rename from docs/1-using/8-guides/build-generator-to-log-pipeline.mdx rename to docs/1-using/8-guides/1-build-generator-to-log-pipeline.mdx diff --git a/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx new file mode 100644 index 0000000..8c52847 --- /dev/null +++ b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx @@ -0,0 +1,484 @@ +--- +title: "How to Build a Real-Time AI RAG Pipeline" +--- + +In this guide, we will build a complete, end-to-end Retrieval-Augmented +Generation (RAG) system using Conduit. This powerful pipeline will automatically +ingest new documents, process them into a queryable format, and make them +available to a chatbot UI, ensuring your knowledge base is always up-to-date. + +:::info +You can find the complete code and all configuration files for this guide in +the [Conduit AI Pipelines repository on GitHub](https://github.com/ConduitIO/conduit-ai-pipelines/tree/main/examples/rag-ollama). +::: + +----- + +## Part 1: Introduction and Architecture + +This first part introduces the problem we aim to solve and gives a high-level +overview of the solution's architecture. + +
+ +
+ +### The Problem + +The number of new research papers published on topics like Artificial +Intelligence is overwhelming, making it difficult to keep current with the +latest information. Our goal is to build an automated system that ingests these +papers (in PDF format) and allows a user to ask questions about them using a +natural language interface, like a chatbot. + +This system should be fully automated; as new papers are published, they should +be processed and integrated into the knowledge base without manual intervention, +ensuring the chatbot's answers always use the latest information available. + +### The Solution + +The final application consists of an open-source chatbot UI that interacts with +a custom assistant. This assistant has access to the knowledge base created and +maintained by our Conduit pipeline. When a user asks a question, the chatbot +provides an answer and cites the source documents used to generate the response. + +A key feature of the system is its ability to update in real-time. The Conduit +pipeline runs continuously in the background, detecting and processing new +documents as they are added to the source. + +### The Architecture + +The entire system is orchestrated by Conduit, which connects various components +to create a seamless data flow. + +![Architecture Diagram](/img/guide-rag-ollama-architecture-part1.png) + +1. **[ArXiv](https://arxiv.org)**: Research papers are originally published on + sites like ArXiv. A script will be used to fetch these papers and upload the + PDFs to an Amazon S3 bucket, which will act as the primary source for our + pipeline. + +2. **[Amazon S3](https://aws.amazon.com/s3/)**: We will use an S3 bucket to + store the PDF files. This bucket will be monitored by our Conduit pipeline + for new documents. + +3. **Conduit Pipeline**: This is the core of the system. + + * **Source ([S3](/docs/using/connectors/list/s3))**: Conduit has a built-in + S3 source connector that we'll use to detect new PDFs using Change Data + Capture (CDC). + * **Processors**: A chain of processors will transform the raw PDF data. This + involves two key external services: + * **[Unstructured.io](https://unstructured.io)**: A Python library used for + extracting text from the PDFs and partitioning it into smaller, + manageable chunks. We will interact with it via a custom HTTP server. + * **[Ollama](https://ollama.com)**: A tool that runs Large Language Models + (LLMs) locally. We will use it to generate vector embeddings for each + text chunk using the `all-minilm:l6-v2` model. + * **Destination ([Postgres](/docs/using/connectors/list/postgres))**: Since + Supabase is essentially a Postgres database under the hood, we will use the + built-in Postgres destination connector to load the final, processed data + into a Supabase database. + +4. **[Supabase](https://supabase.com)**: The processed data, including the text + chunks and their embeddings, is stored in a Supabase database used by Chatbot + UI. + +5. **[Chatbot UI](https://www.chatbotui.com)**: The chatbot interface queries + the Supabase database to retrieve the relevant information needed to answer + user questions. + +----- + +## Part 2: Reading from Amazon S3 + +In this section, we will build the first version of our pipeline. It will use +the [S3 source connector](/docs/using/connectors/list/s3) to read documents and +a [log destination connector](/docs/using/connectors/list/log) to inspect the +raw data. + +![Architecture Diagram](/img/guide-rag-ollama-architecture-part2.png) + +
+ +
+ +### 1: Prerequisites + +Start by installing Conduit on your machine. The easiest way to do this is +using this command: + +```bash +curl https://conduit.io/install.sh | bash +``` + +For more information and other methods, refer to the +[Installing and running](/docs/installing-and-running) page. + +You will also need an Amazon S3 bucket to store the PDF files. You can create +one using the AWS Management Console or the AWS CLI. See the +[official documentation](https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html) +for more information. Make sure you note the access key, secret key, region and +bucket name, as you will need these credentials to configure the pipeline. + +### 2: Initialize Your Conduit Project + +First, create a dedicated directory for your project and initialize it using the +Conduit CLI. + +```bash +mkdir ai-showcase +cd ai-showcase +conduit init +``` + +This command creates the necessary directory structure for a Conduit project, +including a `pipelines` directory. + +### 3: Create the Pipeline Configuration + +Next, initialize a pipeline that connects an +[`s3` source](/docs/using/connectors/list/s3) to a +[`log` destination](/docs/using/connectors/list/log). We'll give the pipeline +the name `ai-showcase` for easy reference. This command will create a file named +`ai-showcase.yaml` in the `pipelines` directory with the basic structure of a +Conduit pipeline. + +```bash +conduit pipelines init ai-showcase --source s3 --destination log +``` + +At this point your directory structure should look like this: + +```console +ai-showcase/ +├── conduit.yaml +├── connectors/ +├── pipelines/ +│ └── ai-showcase.yaml +└── processors/ +``` + +:::tip +Alternatively, you can use the [`file`](/docs/using/connectors/list/log) +destination connector instead of the +[`log` connector](/docs/using/connectors/list/log). This will write the raw +records to a file, which can be easier to inspect. If you choose this option, +update the `pipelines/ai-showcase.yaml` file to replace the `log` destination +with a `file` destination: + +```yaml +- id: file-destination + type: destination + plugin: file + settings: + path: "records.json" # This will create a file in your project directory +``` +::: + +### 4: Configure Connectors and Environment Variables + +The pipeline needs to be configured to connect to your S3 bucket. Conduit +requires credentials like an access key and secret key. To avoid hardcoding +these secrets, we will use +[environment variables](/docs/using/pipelines/provisioning#environment-variables). + +1. **Update the pipeline YAML** file located at `pipelines/ai-showcase.yaml` and + modify the `s3-source` connector settings to use environment variables. + +```yaml +version: "2.2" +pipelines: + - id: ai-showcase + status: running + name: ai-showcase + connectors: + - id: s3-source + type: source + plugin: s3 + settings: + aws.access_key_id: ${AWS_ACCESS_KEY_ID} + aws.secret_access_key: ${AWS_SECRET_ACCESS_KEY} + aws.region: ${AWS_REGION} + aws.bucket: ${AWS_BUCKET} + - id: log-destination + type: destination + plugin: log + settings: + level: info +``` + +2. **Create a `.env` file** in your project directory to store your credentials. + +```bash +export AWS_ACCESS_KEY_ID="YOUR_AWS_ACCESS_KEY" +export AWS_SECRET_ACCESS_KEY="YOUR_AWS_SECRET_KEY" +export AWS_REGION="us-east-1" +export AWS_BUCKET="your-s3-bucket-name" +``` + +3. **Source the environment variables** into your shell session so Conduit can + access them. + +```bash +source .env +``` + +### 5: Run and Test the Pipeline + +Now, run the pipeline: + + ```bash + conduit run +``` + +Conduit is now monitoring your S3 bucket for changes. To test it, upload a file +to the bucket. As soon as the file is uploaded, you will see a long string +appear in the Conduit logs. This is the raw content of the PDF file, printed as +a base64 encoded string, confirming that the pipeline is successfully reading +from S3. + +In the next part, we'll add processors to transform this raw data into a +structured format. + +----- + +## Part 3: Chunking Documents with Processors + +The raw data from S3 is unstructured. In this part, we'll add a series of +processors to partition the PDF content into smaller chunks using the +[unstructured.io](https://unstructured.io) library. + +![Architecture Diagram](/img/guide-rag-ollama-architecture-part3.png) + +
+ +
+ +### 1: Set Up the Unstructured.io Service + +Since the official Unstructured Docker image provides the Python library but not +an HTTP server, we've created a simple server to bridge this gap. This server +exposes a `POST /unstructured/partition` endpoint that allows Conduit to send +PDF data and receive structured chunks in return. + +You can inspect and run this service using the Docker image provided in the +project's [GitHub repository](https://github.com/ConduitIO/conduit-ai-pipelines/blob/cc5e261e2d5be138ed5ef8aef206b78053ca2876/examples/rag-ollama/unstructured/main.py). + +:::info +The custom server expects the incoming data to be base64-encoded, which is why +our processor chain will include an encoding step. +::: + +Once the server is running, add its address to your `.env` file: + +```bash +export UNSTRUCTURED_ADDRESS="127.0.0.1:8089" # Use the correct host and port +``` + +Remember to source the file again with `source .env`. + +### 2: Add Processors for Chunking + +We will now add a chain of processors to our pipeline to handle the chunking +process. Add the following `processors` section to your +`pipelines/ai-showcase.yaml`: + +```yaml + processors: + # Encode the raw PDF data to base64 + - id: base64 + plugin: "base64.encode" + settings: + field: ".Payload.After" + + # Send the data to the Unstructured service + - id: unstructured-partition-request + plugin: "webhook.http" + settings: + headers.content-type: "application/json" + request.body: '{"data":{{ printf "%s" .Payload.After | toJson }}}' + request.method: "POST" + request.url: "http://${UNSTRUCTURED_ADDRESS}/unstructured/partition" + # Reponse will contain {"chunks": ["text-chunk1","text-chunk2",...]} + response.body: ".Payload.After" + + # Decode the JSON response from the service + - id: unstructured-partition-decode-json + plugin: "json.decode" + settings: + field: ".Payload.After" +``` + +This chain works as follows: + +1. **`base64.encode`**: Takes the raw data from `.Payload.After` and encodes it. +2. **`webhook.http`**: Sends the encoded data to our custom Unstructured server. + The response from the server, which contains the chunks, overwrites the + content of `.Payload.After`. +3. **`json.decode`**: Parses the JSON response, transforming it into a + structured object that Conduit can work with. + +### 3: Run and Verify the Chunks + +Run the pipeline again with `conduit run` and upload a PDF to your S3 bucket. +Now, inspect the destination record. You will see that the `.Payload.After` +field contains a structured object with a `chunks` key, which holds an array of +text extracted from the PDF. + +----- + +## Part 4: Creating Vector Embeddings + +With our documents chunked, the next step is to generate vector embeddings for +each chunk. This will allow our LLM to understand the semantic meaning of the +text. + +![Architecture Diagram](/img/guide-rag-ollama-architecture-part4.png) + +[TODO: VIDEO PLACEHOLDER FOR PART 4] + +### 1: Set Up Ollama + +For this guide, we use Ollama to run an LLM locally and generate embeddings. + +1. **Install Ollama**: Follow the instructions on + the [official Ollama website](https://ollama.com/download). + +2. **Pull the necessary models**: We need one model for generating embeddings ( + `all-minilm:l6-v2`) and another for the final chat functionality ( + `deepseek-r1:8b`). + + ```bash + ollama pull all-minilm:l6-v2 + ollama pull deepseek-r1:8b + ``` + + You can verify the installation with `ollama list`. + +3. **Run the Ollama server**: Start the server with `ollama serve`. By default, + it runs on `http://localhost:11434`. + +4. **Set the environment variable**: Add the Ollama server address to your + `.env` file and source it. + + ```bash + export OLLAMA_ADDRESS="127.0.0.1:11434" + ``` + + ```bash + source .env + ``` + +### 2: Add Processors for Generating Embeddings + +We'll add two more processors to our pipeline to call the Ollama API and handle +its response. + +```yaml + # ... add to the end of the processors list + # Send chunks to Ollama to get embeddings + - id: ollama-embed-request + plugin: "webhook.http" + settings: + request.body: '{"input": {{toJson .Payload.After.chunks}}, "model":"all-minilm:l6-v2"}' + request.url: "http://${OLLAMA_ADDRESS}/api/embed" + request.method: "POST" + # Response will contain {"embeddings": [[0.1, 0.2, ...], [0.3, 0.4, ...], ...]} + response.body: ".Payload.After.embeddings" + + # Decode the embeddings from the response + - id: ollama-embed-decode-json + plugin: "json.decode" + settings: + field: ".Payload.After.embeddings" +``` + +After running this, the record's payload will have two separate keys: `chunks` +and `embeddings`. + +### 3: Merge Chunks and Embeddings + +The final processing step is to merge the text chunks with their corresponding +embedding vectors into a single, structured array. We'll use a +`custom.javascript` processor for this. + +```yaml + # ... add to the end of the processors list + - id: merge-chunks-and-embeddings + plugin: "custom.javascript" + settings: + script: | + function process(rec) { + // rec.Payload.After currently contains: + // { + // "chunks": ["text-chunk1", "text-chunk2", ...], + // "embeddings": { + // "embeddings": [[0.1, 0.2, ...], [0.3, 0.4, ...], ...] + // } + // } + + // We want to transform it to: + // { + // "items": [ + // {"text": "text-chunk1", "embedding": [0.1, 0.2, ...]}, + // {"text": "text-chunk2", "embedding": [0.3, 0.4, ...]}, + // ... + // ] + // } + + const chunks = rec.Payload.After.chunks; + const embeddings = rec.Payload.After.embeddings.embeddings; + + const formatted = chunks.map((text, i) => ({ + text, + embedding: embeddings[i] + })); + + // StructuredData() essentially creates a map + rec.Payload.After = StructuredData(); + rec.Payload.After["items"] = formatted; + + return rec; + } +``` + +### 4: Run and Verify the Final Structure + +Run the pipeline and upload another file. Check the destination record. The +payload should now contain a single `items` key. This key holds an array of +objects, where each object contains a `text` field and its corresponding +`embedding` vector, ready to be loaded into our database. + +----- + +## Part 5: Storing Data in Supabase + +In this final part, we will replace the `log` destination with a `postgres` +connector to load our processed data into Supabase. This will make the data +available to our chatbot UI. + +[TODO: VIDEO PLACEHOLDER FOR PART 5] + +TODO: text \ No newline at end of file diff --git a/static/img/guide-rag-ollama-architecture-part1.png b/static/img/guide-rag-ollama-architecture-part1.png new file mode 100644 index 0000000000000000000000000000000000000000..2d406cdc8bd573fefa048089a58ad27ed43dd0de GIT binary patch literal 63379 zcma&NWk6g@vo1UgHn_XH1`^zz;1VPR_uvk}-3h@Z*x(w12Z9C1U}_=Hpm)Sr|Bu3~%gy|sh5c_a0vO<=JTBn!xv2kd z`u*1}or&fD561ZCViicl*%s1UE2;l&KU9&x`}=$C`TEY+(d9SsU*1q|z|ULqQY_Hs zeYrD|VY5}0x9gJ@wZFHtwH*@7Sej!u5B=ZT%>I=*y`+xef65%E1-BISW*@?m7DX(j z5oe-opj1al11BE`qTbQ?Gf>!x_hx*HyQu&fv#R%u;v{bSv42Qr>(qUMd=mWImX!{Th-xJo;za8 zU%lG1_*gX;?jzkC|LrrBH-Nwc!Y=#oAdo<8hIV$fJ9sS70v(K!nZao@jB@3H*E+@9 z@;<~-Cbys1(LLwi;i~Ig1Xs;)VJ$PWJ1h9{d!V;R8tr%%lk9Of+W-p96$yQ)YYyEkgsc0w5|i?=PQgWj@)dZd@#_)1bspKy`|$m!O8c&}LT)h-A!;mcF?+=%nR<=a1&0uc zMxhdwst{ZYX3%m}wS5aYj&Jb?lD_gZ$F(ob(S!6&1h1e($?>=-Fb|isvHf1}>qIZ< zyiOv%4~{nNi-`6L9n#{unBGS}3?2MQ8~r4jex{xD8|QeERHtTF@oYStOObwJ$*DD@Xh*t+ zJ`H)jYFVgH9p6DH<&)_o_!-KpQ~gsFX%5PX9mN%9j5>Grb%fJ~dcD8@Qk5EpHKn=r zRdLXVgfFSBqgE5|%}iM-ls)*DS@$(^e->Ysph;dgMx~Qt#S1Y$t9Vs zsHgYx+roIqylJTkEX~+o#zjUn^wftN)E)RoRUlTXkOE3fmMWbdY1@QCnt!)vs4`_J zgbu8ctKt~AaBAj4g7JzV_j*a_bCH){T@j6DqsI8_Od-()p(J~y>iH_(vPhhFy;i!B za72S_gNwrRwRM`k{k5)TXhzCAZ|2i$vgK3ezD7$2LcL7tF&VZ0>UA_V*#1|q^Z>W~ z^n;zDL%%{{sAn26r^rHiUEXZR#^7jonxx{ZSrp+^legM z#3T|T@6fBUJE*#F!SLc@A;m#o>EEaUvBihdXmp*H_u}p~jY)7ST=~_jH$PennC<3~ zy6OG#VGL)&{|$3V9DyHTYtS7 zC`S3w{Y$s0d%I#3E;&qFq=UWvj?_-r7-yVRPJ0zB{p{o8~mS;eGv-`a>vVH@;@VXRFIf0>nFK91KdgG;Qva}u}BfO zTW?gYlmWXW&`@TCDA*5}x5JA8<^q4EeFKEzf2`bYgdLZ0+fiUR=Q}$+Ei5Tjo0lK= zx-e8Y%cS*RW0}PV_|}GPc@I!qTIm3T<GL-YMpzcG7^achRv{)&26a2{xs>ZSTJu*Gp2_0{GGg`{lbiHEKqes!^S+FqfouLzAOIH3 z<6wMu;@bWV_w(Fob$Uj|cB=ss8<^-41pe{k2kuk8o}jreBv6Qo(ooft1Ir`~(CbdJ zy~#K}E9{Pw!K8l;J8ldepSHs*Ri6B84VhsF9aVqJHD8ci5*47!+N;14cf`{%hqHQfE2Y2MsS?9&h00nD z)kXu({a4u}1LJzNSoXW^w8v%rE z>Z|%uTmTRJ*MR~h7$^-?LPdg2e*IUz51gQ<>{PcJ{S|HSAA177K(XUOW}zEN|M6=n zq&Z$^*@|v#eK-!=zf=CjBk+oUT?s1mM*n}@dG}WAljZJWbcFD~4yzggN4sP|HIhE3 zhYYtPbp5sdG$boEUL1oY_iVZ(x%KR5h{S*;w3=Xm@a|qtssVfatz51uV=etBd>R-m zXq3}?bH)F-evK?8Gi#rc4?Yor^JKzmX`F?MEy2Hf`A}14@LyQ*bmLQDQaL{FG}|Mf zomQRiE&SPvHy#@^g5*C^QeqKan38uRQ&Ije4A=e!X5ROZP*V;+sY;BF|Cqz_Uj_TH zVeSluvFE^cDYKG)H!7I>7voTy(cpmt&KL*iOc$0K1dC+9>bmfy0k?*d=_?yxChwAnhT)EUu(59sB7AH*PNZe>GO+6lGp!OmObF?JQ2{_=cw3n$_KxFASGdg3HbDr?5}1-dH*$E5}-MM&#Nq?Km+iui2Fm&!dMgo_O@G1KK8mCehem~09X@r zrU|+QgE9?V^I>mkK#yRMU*>Ri{`U+tQWI8`W%)#j93zM<<6=-6^P9Q|h>zuES?W9WVgaHAh>9{Jnlh2!+xR5p z;I1|?Z!%aAFKjy+sd$^%@3r2eR*)kvXlcJFVX}r=h@Xyb`~QzCesFnmF}ysyyu1)% zDkCJ7gkXu8AV4f-Bq{h}U6^)kXo9AGSj2_zCT>L%3p215c+;)}M#ur}@Vf6Cu*NKl zi=xi9k~HiGX}}u&-wBBvU28{K8+Q|a0FhL|XhzhJYXkyE4jY2exDRXu-a2QknQI?#LNJf} z5=vFEHOK=5Vq+3pY~@Mg^?Y?%_6`fG7UxrUur&|qt@PF#37h+j-O0Xc?fZm+1`5+k zq&f!HZ!|aCv!?oJ8m{-NmRd z@>iYIz!k>BT0G^+7BjZ0$E!Q#7Q{ZiRqMRL7+OD%l|mRAx}DVxBm#HCTmo-8?=r|? 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=?UTF-8?q?Lovro=20Ma=C5=BEgon?= Date: Wed, 2 Jul 2025 15:13:17 +0200 Subject: [PATCH 2/3] use local videos instead of loom --- .../8-guides/2-build-rag-pipeline-ollama.mdx | 55 ++++++++++--------- .../rag-guide-01-building-an-ai-pipeline.mp4 | 3 + static/video/rag-guide-02-reading-from-s3.mp4 | 3 + .../video/rag-guide-03-chunking-documents.mp4 | 3 + .../rag-guide-04-creating-embeddings.mp4 | 3 + 5 files changed, 41 insertions(+), 26 deletions(-) create mode 100644 static/video/rag-guide-01-building-an-ai-pipeline.mp4 create mode 100644 static/video/rag-guide-02-reading-from-s3.mp4 create mode 100644 static/video/rag-guide-03-chunking-documents.mp4 create mode 100644 static/video/rag-guide-04-creating-embeddings.mp4 diff --git a/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx index 8c52847..58edb18 100644 --- a/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx +++ b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx @@ -2,6 +2,8 @@ title: "How to Build a Real-Time AI RAG Pipeline" --- +import ReactPlayer from 'react-player'; + In this guide, we will build a complete, end-to-end Retrieval-Augmented Generation (RAG) system using Conduit. This powerful pipeline will automatically ingest new documents, process them into a queryable format, and make them @@ -20,14 +22,12 @@ This first part introduces the problem we aim to solve and gives a high-level overview of the solution's architecture.

### The Problem @@ -107,14 +107,12 @@ raw data. ![Architecture Diagram](/img/guide-rag-ollama-architecture-part2.png)
- +
### 1: Prerequisites @@ -266,14 +264,12 @@ processors to partition the PDF content into smaller chunks using the ![Architecture Diagram](/img/guide-rag-ollama-architecture-part3.png)
- +
### 1: Set Up the Unstructured.io Service @@ -357,7 +353,14 @@ text. ![Architecture Diagram](/img/guide-rag-ollama-architecture-part4.png) -[TODO: VIDEO PLACEHOLDER FOR PART 4] +
+ +
### 1: Set Up Ollama @@ -481,4 +484,4 @@ available to our chatbot UI. [TODO: VIDEO PLACEHOLDER FOR PART 5] -TODO: text \ No newline at end of file +TODO: text diff --git a/static/video/rag-guide-01-building-an-ai-pipeline.mp4 b/static/video/rag-guide-01-building-an-ai-pipeline.mp4 new file mode 100644 index 0000000..11b54dc --- /dev/null +++ b/static/video/rag-guide-01-building-an-ai-pipeline.mp4 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb26a96f50a4130f934942550b97595eb63cc2d28ec4388322878f8dde769860 +size 166035771 diff --git a/static/video/rag-guide-02-reading-from-s3.mp4 b/static/video/rag-guide-02-reading-from-s3.mp4 new file mode 100644 index 0000000..6541f70 --- /dev/null +++ b/static/video/rag-guide-02-reading-from-s3.mp4 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9c8805a62e3c98b1050714ec72cd6db25c99ff7d978ac565898a9aef15fffde6 +size 94570890 diff --git a/static/video/rag-guide-03-chunking-documents.mp4 b/static/video/rag-guide-03-chunking-documents.mp4 new file mode 100644 index 0000000..bcbae5b --- /dev/null +++ b/static/video/rag-guide-03-chunking-documents.mp4 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1077bf62d3c06da6d103ebc9a6d38bfee1d2095ef38eca1546352bfafa3db94 +size 156947984 diff --git a/static/video/rag-guide-04-creating-embeddings.mp4 b/static/video/rag-guide-04-creating-embeddings.mp4 new file mode 100644 index 0000000..d5d97e0 --- /dev/null +++ b/static/video/rag-guide-04-creating-embeddings.mp4 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:357bb7a7c2240d5b8e92349c351a88327a7524cea5d5dbe335f1d4c5ac727942 +size 237268930 From 0a76d46d20e1978a046202739966dd5308d0370e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lovro=20Ma=C5=BEgon?= Date: Thu, 3 Jul 2025 15:31:10 +0200 Subject: [PATCH 3/3] finish rag pipeline guide --- .../8-guides/2-build-rag-pipeline-ollama.mdx | 328 ++++++++++++++++-- static/video/rag-guide-05-using-chatbotui.mp4 | 3 + 2 files changed, 293 insertions(+), 38 deletions(-) create mode 100644 static/video/rag-guide-05-using-chatbotui.mp4 diff --git a/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx index 58edb18..213f5d1 100644 --- a/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx +++ b/docs/1-using/8-guides/2-build-rag-pipeline-ollama.mdx @@ -198,50 +198,50 @@ these secrets, we will use 1. **Update the pipeline YAML** file located at `pipelines/ai-showcase.yaml` and modify the `s3-source` connector settings to use environment variables. -```yaml -version: "2.2" -pipelines: - - id: ai-showcase - status: running - name: ai-showcase - connectors: - - id: s3-source - type: source - plugin: s3 - settings: - aws.access_key_id: ${AWS_ACCESS_KEY_ID} - aws.secret_access_key: ${AWS_SECRET_ACCESS_KEY} - aws.region: ${AWS_REGION} - aws.bucket: ${AWS_BUCKET} - - id: log-destination - type: destination - plugin: log - settings: - level: info -``` + ```yaml + version: "2.2" + pipelines: + - id: ai-showcase + status: running + name: ai-showcase + connectors: + - id: s3-source + type: source + plugin: s3 + settings: + aws.access_key_id: ${AWS_ACCESS_KEY_ID} + aws.secret_access_key: ${AWS_SECRET_ACCESS_KEY} + aws.region: ${AWS_REGION} + aws.bucket: ${AWS_BUCKET} + - id: log-destination + type: destination + plugin: log + settings: + level: info + ``` 2. **Create a `.env` file** in your project directory to store your credentials. -```bash -export AWS_ACCESS_KEY_ID="YOUR_AWS_ACCESS_KEY" -export AWS_SECRET_ACCESS_KEY="YOUR_AWS_SECRET_KEY" -export AWS_REGION="us-east-1" -export AWS_BUCKET="your-s3-bucket-name" -``` + ```bash + export AWS_ACCESS_KEY_ID="YOUR_AWS_ACCESS_KEY" + export AWS_SECRET_ACCESS_KEY="YOUR_AWS_SECRET_KEY" + export AWS_REGION="us-east-1" + export AWS_BUCKET="your-s3-bucket-name" + ``` 3. **Source the environment variables** into your shell session so Conduit can access them. -```bash -source .env -``` + ```bash + source .env + ``` ### 5: Run and Test the Pipeline Now, run the pipeline: - ```bash - conduit run +```bash +conduit run ``` Conduit is now monitoring your S3 bucket for changes. To test it, upload a file @@ -476,12 +476,264 @@ objects, where each object contains a `text` field and its corresponding ----- -## Part 5: Storing Data in Supabase +### Part 5: Storing Data in Supabase & Using the Chatbot + +In this final part, we will complete the pipeline by connecting it to a +real-time database and user interface. We will replace the `log` destination +with a `postgres` connector to load our processed data into a Supabase instance. +This makes the data available to our Chatbot UI, bringing the entire RAG system +to life. + +
+ +
+ +#### 1: Set Up the Chatbot UI and Supabase + +The frontend for our RAG system is an open-source +[Chatbot UI](https://github.com/mckaywrigley/chatbot-ui) that uses Supabase as +its backend. You will need to set up both components locally. + +1. **Clone and Install the Chatbot UI**: + + First, clone the forked repository which contains the necessary configurations + for this project and install its dependencies. + + ```bash + git clone git@github.com:ConduitIO/chatbot-ui.git + cd ./chatbot-ui && \ + npm install + ``` + +2. **Install and Configure Supabase**: + + The Chatbot UI repository contains detailed instructions for setting up a + local Supabase instance. Please follow the steps in the project's + [README file](https://github.com/ConduitIO/chatbot-ui?tab=readme-ov-file#3-install-supabase--run-locally). + This process involves installing Supabase, running database migrations, and + getting the necessary credentials to connect the UI to its backend. -In this final part, we will replace the `log` destination with a `postgres` -connector to load our processed data into Supabase. This will make the data -available to our chatbot UI. +3. **Run the Chatbot UI**: + + Once Supabase is configured and running, start the Chatbot UI application. + +#### 2: Configure the Postgres Destination in Conduit + +Now, we need to configure Conduit to send the processed data to the Supabase +database. + +1. **Add Supabase Credentials to `.env`**: + + Add the connection details for your local Supabase instance to your `.env` + file. Supabase provides these values when you initialize the project. + + ```bash + export SUPABASE_USERNAME=postgres + export SUPABASE_PASSWORD=postgres + export SUPABASE_ADDRESS=127.0.0.1:54322 + ``` + +2. **Replace the Destination in `ai-showcase.yaml`**: + + In your pipeline configuration file, remove the `log-destination` and + replace it with a `postgres` destination. + + ```yaml + # ... + connectors: + - id: s3-source + # ... (s3 source configuration) + - id: supabase + type: destination + plugin: postgres + settings: + url: "postgresql://${SUPABASE_USERNAME}:${SUPABASE_PASSWORD}@${SUPABASE_ADDRESS}/postgres" + ``` + +#### 3: Prepare Data for the Chatbot UI Schema + +The Chatbot UI requires data to be structured across several specific tables. We +need to add several more processors to transform our single record into multiple +records that match this schema. + +First, you'll need a few static UUIDs from your Chatbot UI installation for the +user, workspace, and collection. In the forked project of Chatbot UI, we +prepared these values for you. We will use these values as environment +variables in our pipeline configuration, so we need to add them to our +`.env` file: + +```bash +export CHATBOTUI_USER_ID=e9fc7e46-a8a5-4fd4-8ba7-af485013e6fa +export CHATBOTUI_COLLECTION_ID=17ebf136-b08d-443e-b0d0-ac45369ad31a +export CHATBOTUI_WORKSPACE_ID=0fa35765-d33f-4bc3-8421-6f0d6bb46a03 +``` + +#### 4: Add the Final Processor Chain + +This final processor chain is the most complex. It takes the array of chunks and +embeddings and transforms it into separate records for each of the required +database tables. + +The Postgres destination requires records to contain structured data and uses +each field in the `.Payload.After` object to populate the database columns. The +`.Key` field is also inserted, and it's additionally used to identify the record +in the database in case of updates. + +The processors need to generate a unique ID for each file, since we need it to +link the records across different tables. The `file_items` table will contain +the individual text chunks and their embeddings, while the `files`, +`collection_files`, and `file_workspaces` tables will store metadata about the +file and its associations. + +Each table has a specific structure, dictated by the Chatbot UI schema. Add the +following processors to the end of your `processors` list in `ai-showcase.yaml` +to prepare the records accordingly. + +```yaml + # ... after merge-chunks-and-embeddings processor + + # Generate a unique ID for the file + - id: generate-id + plugin: "custom.javascript" + settings: + script: | + function process(rec) { + rec.Metadata["file_id"] = uuidv4(); + return rec; + } + + function uuidv4() { + return 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, function(c) { + var r = Math.random() * 16 | 0; + var v = c === 'x' ? r : (r & 0x3 | 0x8); + return v.toString(16); + }); + } + + # Split the single record into multiple records, one for each item + - id: split-items + plugin: "split" + settings: + field: ".Payload.After.items" + + # Prepare the records for the 'file_items' table + - id: prepare-file-items-record + plugin: "custom.javascript" + settings: + script: | + function process(rec) { + rec.Metadata["opencdc.collection"] = "file_items"; + + data = StructuredData(); + data["file_id"] = rec.Metadata["file_id"]; + data["user_id"] = "${CHATBOTUI_USER_ID}"; + data["content"] = rec.Payload.After.items.text; // The text content of the file item + data["local_embedding"] = JSON.stringify(rec.Payload.After.items.embedding); // The local embedding of the file item, JSON representation + data["tokens"] = rec.Payload.After.items.text.trim().split(/\s+/).length; // Naive token count based on whitespace splitting + + // Store the file name in the metadata before removing the key + rec.Metadata["file_name"] = String.fromCharCode.apply(String, rec.Key); + // Empty key, the database will generate a UUID for us + rec.Key = StructuredData(); + + rec.Payload.After = data; + return rec; + } + + # Create 3 clones of the first record to insert into other tables + - id: clone-3-times + plugin: clone + condition: '{{ eq (index .Metadata "split.index") "0" }}' + settings: + count: 3 + + # Prepare a clone for the 'files' table + - id: prepare-files-record + plugin: "custom.javascript" + condition: '{{ eq (index .Metadata "clone.index") "0" }}' + settings: + script: | + function process(rec) { + rec.Metadata["opencdc.collection"] = "files"; + + rec.Payload.After = StructuredData(); + rec.Payload.After["id"] = rec.Metadata["file_id"]; + rec.Payload.After["user_id"] = "${CHATBOTUI_USER_ID}"; + rec.Payload.After["description"] = rec.Metadata["title"]; // This is the S3 metadata field "title" + rec.Payload.After["file_path"] = "${CHATBOTUI_USER_ID}/foo.pdf"; // This is a placeholder for now, we don't upload the actual file + rec.Payload.After["name"] = rec.Metadata["file_name"].split('/').pop(); // Use only the file name, not the whole path + rec.Payload.After["size"] = 0; // TODO check if AWS provides file size in the metadata + rec.Payload.After["tokens"] = 0; // Not sure how to calculate tokens for a file, so we set it to 0 for now + rec.Payload.After["type"] = "application/pdf"; // We're only processing PDF files in this pipeline + + rec.Key = StructuredData(); // Empty key, the database will generate a UUID for us + + return rec; + } + + # Prepare a clone for the 'collection_files' table + - id: prepare-collection-files-record + plugin: "custom.javascript" + condition: '{{ eq (index .Metadata "clone.index") "1" }}' + settings: + script: | + function process(rec) { + rec.Metadata["opencdc.collection"] = "collection_files"; + + rec.Key = StructuredData(); + rec.Key["file_id"] = rec.Metadata["file_id"]; + rec.Key["collection_id"] = "${CHATBOTUI_COLLECTION_ID}"; + + rec.Payload.After = StructuredData(); + rec.Payload.After["user_id"] = "${CHATBOTUI_USER_ID}"; + + return rec; + } + + # Prepare a clone for the 'file_workspaces' table + - id: prepare-file-workspaces-record + plugin: "custom.javascript" + condition: '{{ eq (index .Metadata "clone.index") "2" }}' + settings: + script: | + function process(rec) { + rec.Metadata["opencdc.collection"] = "file_workspaces"; + + rec.Key = StructuredData(); + rec.Key["file_id"] = rec.Metadata["file_id"]; + rec.Key["workspace_id"] = "${CHATBOTUI_WORKSPACE_ID}"; + + rec.Payload.After = StructuredData(); + rec.Payload.After["user_id"] = "${CHATBOTUI_USER_ID}"; + + return rec; + } +``` + +#### 5: Run the Final Pipeline + +You are now ready to run the complete pipeline. + +1. **Source your environment variables**: `source .env` +2. **Run Conduit**: `conduit run --preview.pipeline-arch-v2` +3. **Upload documents**: Upload PDFs to your S3 bucket. + +:::note +Note that you have to use the `--preview.pipeline-arch-v2` flag when running +Conduit. This is because the pipeline uses the `split` and `clone` processors, +which are only available in the new pipeline architecture. +::: -[TODO: VIDEO PLACEHOLDER FOR PART 5] +As Conduit runs, you will see new rows appearing in your Supabase tables: +`files`, `file_items`, `file_workspaces`, and `collection_files`. Open your +Chatbot UI. It will now have access to the documents processed by the pipeline. +You can ask it questions and receive answers based on the content of the PDFs, +with the system updating in real-time as new documents are added. -TODO: text +Congratulations! You have successfully built a powerful, real-time RAG system +with Conduit. \ No newline at end of file diff --git a/static/video/rag-guide-05-using-chatbotui.mp4 b/static/video/rag-guide-05-using-chatbotui.mp4 new file mode 100644 index 0000000..76853ff --- /dev/null +++ b/static/video/rag-guide-05-using-chatbotui.mp4 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c4e2210104ab941a5751dd648696b07b25dbfa2e80af5d7ae134f5dc9223f310 +size 148857325