From a437bc960033f989139cd600ee35c6405ca321e6 Mon Sep 17 00:00:00 2001 From: devpramod Date: Mon, 21 Oct 2024 19:58:49 -0400 Subject: [PATCH] Ibm getting started (#221) * getting started with ibm cloud Signed-off-by: devpramod * note on rag Signed-off-by: devpramod * remove hyperlink Signed-off-by: devpramod * add docker logs Signed-off-by: devpramod * format table Signed-off-by: devpramod --------- Signed-off-by: devpramod --- getting-started/README.md | 153 +++++++++++--------- getting-started/assets/chat_ui_response.png | Bin 0 -> 76033 bytes getting-started/assets/getting_started.gif | Bin 857560 -> 0 bytes 3 files changed, 84 insertions(+), 69 deletions(-) create mode 100644 getting-started/assets/chat_ui_response.png delete mode 100644 getting-started/assets/getting_started.gif diff --git a/getting-started/README.md b/getting-started/README.md index f3bab89f..6ef0b8af 100644 --- a/getting-started/README.md +++ b/getting-started/README.md @@ -1,110 +1,125 @@ # Getting Started with OPEA +This document specifically details the steps for deploying services on IBM Cloud, providing a tailored guide to help you leverage IBM's cloud infrastructure to deploy the ChatQnA application from OPEA GenAI Examples. For additional deployment targets, see the [ChatQnA Sample Guide](https://opea-project.github.io/latest/examples/ChatQnA/ChatQnA_Guide.html) + +## Understanding OPEA's Core Components + +Before moving forward, it's important to familiarize yourself with two key elements of OPEA: GenAIComps and GenAIExamples. + +- GenAIComps is a collection of microservice components that form a service-based toolkit. This includes a variety of services such as llm (large language models), embedding, and reranking, among others. +- While GenAIComps offers a range of microservices, GenAIExamples provides practical, deployable solutions to help users implement these services effectively. Examples include ChatQnA and DocSum, which leverage the microservices for specific applications. + ## Prerequisites -To get started with OPEA you need the right hardware and basic software setup. -- Hardware Requirements: For the hardware configuration, If you need Hardware Access visit the [Intel Tiber Developer Cloud](https://cloud.intel.com) to select from options such as Xeon or Gaudi processors that meet the necessary specifications. +## Create and Configure a Virtual Server +1. Navigate to [IBM Cloud](https://cloud.ibm.com). - Click the **Create resource** button at the top right of the screen. Select **Compute** from the options available and select `Virtual Server for VPC` -- Software Requirements: Refer to the [Support Matrix](https://github.com/opea-project/GenAIExamples/blob/main/README.md#getting-started) to ensure you have the required software components in place. +2. Select a location for the instance. Assign a name to it. -Note : If you are deploying it on cloud, say AWS, select a VM instance from R7iz or m7i family of instances with base OS as Ubuntu 22.04 (AWS ami id : ami-05134c8ef96964280). Use the command below to install docker on a clean machine. -``` -wget https://raw.githubusercontent.com/opea-project/GenAIExamples/refs/heads/main/ChatQnA/docker_compose/install_docker.sh -chmod +x install_docker.sh -./install_docker.sh -``` -## Understanding OPEA's Core Components +3. Under Stock Images, select Ubuntu 24.04 (`ibm-ubuntu-24-04-6-minimal-amd64-1`) -Before moving forward, it's important to familiarize yourself with two key elements of OPEA: GenAIComps and GenAIExamples. +4. Select a virtual server. +> **Note:** We recommend selecting a 3-series instance with an Intel(R) 4th Gen Xeon(C) Scalable Processor, such as `bx3d-16x80` or above. For more information on virtual servers on IBM cloud visit [Intel® solutions on IBM Cloud®](https://www.ibm.com/cloud/intel). -- GenAIComps is a collection of microservice components that form a service-based toolkit. This includes a variety of services such as llm (language learning models), embedding, and reranking, among others. -- While GenAIComps offers a range of microservices, GenAIExamples provides practical, deployable solutions to help users implement these services effectively. Examples include ChatQnA and DocSum, which leverage the microservices for specific applications. +5. Add an SSH key to the instance, if necessary, create one first. + +6. Click on `Create virtual server`. + +7. Once the instance is running, create and attach a `Floating IP` to the instance. For more information visit [this](https://cloud.ibm.com/docs/vpc?topic=vpc-fip-working&interface=ui) site -## Visual Guide to Deployment -To illustrate, here's a simplified visual guide on deploying a ChatQnA GenAIExample, showcasing how you can set up this solution in just a few steps. +8. `ssh` into the instance using the floating IP (`ssh -i ubuntu@`) -![Getting started with OPEA](assets/getting_started.gif) -## Setup ChatQnA Parameters -To deploy ChatQnA services, follow these steps: +## Deploy the ChatQnA Solution +Use the command below to install docker on a clean virtual machine +```bash +wget https://raw.githubusercontent.com/opea-project/GenAIExamples/refs/heads/main/ChatQnA/docker_compose/install_docker.sh +chmod +x install_docker.sh +./install_docker.sh ``` +Configure Docker to run as a non-root user by following these [instructions](https://docs.docker.com/engine/install/linux-postinstall/) + +Clone the repo and navigate to ChatQnA + +```bash git clone https://github.com/opea-project/GenAIExamples.git cd GenAIExamples/ChatQnA ``` -### Set the required environment variables: -``` -# Example: host_ip="192.168.1.1" -export host_ip="External_Public_IP" -# Example: no_proxy="localhost, 127.0.0.1, 192.168.1.1" -export no_proxy="Your_No_Proxy" +Set the required environment variables: +```bash +export host_ip="localhost" export HUGGINGFACEHUB_API_TOKEN="Your_Huggingface_API_Token" ``` -If you are in a proxy environment, also set the proxy-related environment variables: -``` -export http_proxy="Your_HTTP_Proxy" -export https_proxy="Your_HTTPs_Proxy" -``` - -Set up other specific use-case environment variables by choosing one of these options, according to your hardware: +Set up other specific use-case environment variables: +```bash +cd docker_compose/intel/cpu/xeon/ +source set_env.sh ``` -# on Xeon -source ./docker_compose/intel/cpu/xeon/set_env.sh -# on Gaudi -source ./docker_compose/intel/hpu/gaudi/set_env.sh -# on Nvidia GPU -source ./docker_compose/nvidia/gpu/set_env.sh +Now we can start the services +```bash +docker compose up -d ``` +It takes a few minutes for the services to start. Check the logs for the services to ensure that ChatQnA is running. +For example to check the logs for the `tgi-service`: -## Deploy ChatQnA Megaservice and Microservices -Select the directory containing the `compose.yaml` file that matches your hardware. +```bash +docker compose logs tgi-service | grep Connected ``` -#xeon -cd docker_compose/intel/cpu/xeon/ -#gaudi -cd docker_compose/intel/hpu/gaudi/ -#nvidia -cd docker_compose/nvidia/gpu/ +The output shows `Connected` as shown: ``` -Now we can start the services +tgi-service | 2024-10-18T22:41:18.973042Z INFO text_generation_router::server: router/src/server.rs:2311: Connected ``` -docker compose up -d + +Run `docker ps -a` as an additional check to verify that all the services are running as shown: + ``` -It will automatically download the needed docker images from docker hub: +| CONTAINER ID | IMAGE | COMMAND | CREATED | STATUS | PORTS | NAMES | +|--------------|------------------------------------------------------------------------|------------------------|--------------|-------------|------------------------------------------------------------------------------------------|------------------------------| +| 3a65ff9e16bd | opea/nginx:latest | `/docker-entrypoint.\…`| 14 hours ago | Up 14 hours | 0.0.0.0:80->80/tcp, :::80->80/tcp | chatqna-xeon-nginx-server | +| 7563b2ee1cd9 | opea/chatqna-ui:latest | `docker-entrypoint.s\…`| 14 hours ago | Up 14 hours | 0.0.0.0:5173->5173/tcp, :::5173->5173/tcp | chatqna-xeon-ui-server | +| 9ea57a660cd6 | opea/chatqna:latest | `python chatqna.py` | 14 hours ago | Up 14 hours | 0.0.0.0:8888->8888/tcp, :::8888->8888/tcp | chatqna-xeon-backend-server | +| 451bacaac3e6 | opea/retriever-redis:latest | `python retriever_re\…`| 14 hours ago | Up 14 hours | 0.0.0.0:7000->7000/tcp, :::7000->7000/tcp | retriever-redis-server | +| c1f952ef5c08 | opea/dataprep-redis:latest | `python prepare_doc_\…`| 14 hours ago | Up 14 hours | 0.0.0.0:6007->6007/tcp, :::6007->6007/tcp | dataprep-redis-server | +| 2a874ed8ce6f | redis/redis-stack:7.2.0-v9 | `/entrypoint.sh` | 14 hours ago | Up 14 hours | 0.0.0.0:6379->6379/tcp, :::6379->6379/tcp, 0.0.0.0:8001->8001/tcp, :::8001->8001/tcp | redis-vector-db | +| ac7b62306eb8 | ghcr.io/huggingface/text-embeddings-inference:cpu-1.5 | `text-embeddings-rou\…`| 14 hours ago | Up 14 hours | 0.0.0.0:8808->80/tcp, [::]:8808->80/tcp | tei-reranking-server | +| 521cc7faa00e | ghcr.io/huggingface/text-generation-inference:sha-e4201f4-intel-cpu | `text-generation-lau\…`| 14 hours ago | Up 14 hours | 0.0.0.0:9009->80/tcp, [::]:9009->80/tcp | tgi-service | +| 9faf553d3939 | ghcr.io/huggingface/text-embeddings-inference:cpu-1.5 | `text-embeddings-rou\…`| 14 hours ago | Up 14 hours | 0.0.0.0:6006->80/tcp, [::]:6006->80/tcp | tei-embedding-server | -- docker pull opea/chatqna:latest -- docker pull opea/chatqna-ui:latest +``` -In the following cases, you will need to build the docker image from source by yourself. +### Interact with ChatQnA -- The docker image failed to download. (You may want to first check the - [Docker Images](https://github.com/opea-project/GenAIExamples/blob/main/docker_images_list.md) - list and verify that the docker image you're downloading exists on dockerhub.) -- You want to use a different version than latest. +You can interact with ChatQnA via a browser interface: +* Under `Infrastructure` in the left pane, go to `Network/Security groups//Rules` +* Select `Create` +* Enable inbound traffic for port 80 +* To view the ChatQnA interface, open a browser and navigate to the UI by inserting your externally facing IP address in the following: `http://{external_public_ip}:80'. -Refer to the {ref}`ChatQnA Example Deployment Options ` section for building from source instructions matching your hardware. +For more information on editing inbound/outbound rules, click [here](https://cloud.ibm.com/docs/vpc?topic=vpc-updating-the-default-security-group&interface=ui) -## Interact with ChatQnA Megaservice and Microservice -Before interact ChatQnA Service, make sure the TGI service is ready (which takes up to 2 minutes to start). -``` -docker ps -# expected: all images's status are up -# TGI example on on Xeon and Nvidia GPU -docker logs tgi-service | grep Connected -# TGI example on on Gaudi -docker logs tgi-gaudi-service | grep Connected -# execpted output: ... INFO text_generation_router::server: router/src/server.rs:2311: Connected -``` -``` +A snapshot of the interface looks as follows: + +![Chat Interface](assets/chat_ui_response.png) + + +> **Note:** this example leverages the Nike 2023 Annual report for its RAG based content. See the [ChatQnA Sample Guide](https://opea-project.github.io/latest/examples/ChatQnA/ChatQnA_Guide.html) +to learn how you can customize the example with your own content. + +To interact with the ChatQnA application via a `curl` command: + +```bash curl http://${host_ip}:8888/v1/chatqna \ -H "Content-Type: application/json" \ -d '{ "messages": "What is the revenue of Nike in 2023?" }' ``` -This command will provide the response as a stream of text. You can modify the `message` parameter in the `curl` command and interact with the ChatQnA service. +ChatQnA provides the answer to your query as a text stream. + +Modify the `message` parameter in the `curl` command to continue interacting with ChatQnA. ## What’s Next diff --git a/getting-started/assets/chat_ui_response.png b/getting-started/assets/chat_ui_response.png new file mode 100644 index 0000000000000000000000000000000000000000..c65c5d1c21226d1f9c27a5c487f0d9268d651f04 GIT binary patch literal 76033 zcmeFYcTiJZ*e_}qK?PAjL_kDErHLpVqM#zu6qF88dPi!201*Xg0s_+83kZlb={-TE zx6n%P^+&SNO?jD%gv&+hQ)_U6S_dGl7xt8h~=1a_n z4jnq9_Vkg?p+hH_4jnq`&2$8~lFYvK`_Q3xhtwWDeCdr^MZ^3|UZw9a&L6Y;RXQ4W z$MJ{O)z}Nem9)|O*TYzbL{GhHmU1Z6oKY1`dG;>g>KTfmdU;A#VUoEL$I(dCtEYM6 zduq2i)sIg8Bc(FSKKUf@M)Qq|T*DJdPj}*9K3Jf%XN62c2~%}M!Q@IZ$!{y#dZDig zmj>;tv%$C{>$qc{J_05M9L+vj>X7{j0>@{*V;}#XT@G(%J2-o%a_-{ayKiqEQTcoG z?BmyfT)@$s#dP}c!I{j3K!JmkLm^l196LDs^ZdWqV9HaK zZAt4&(3LyK1cJQ%=l%#PDpJSK>drdwRx^o}@Gul~H; 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