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| 1 | +# Backend For ORAssistant |
| 2 | + |
| 3 | +This folder contains the backend code for the ORAssistant. Follow the instructions below to set up the environment and run the backend. |
| 4 | + |
| 5 | +## Preparing the Environment Variables |
| 6 | + |
| 7 | +To configure the application, you'll need to set up the environment variables in your `.env` file: |
| 8 | + |
| 9 | +The given command would copy the template for environment variables to a local `.env` file |
| 10 | + |
| 11 | + |
| 12 | +``` |
| 13 | +cp .env.example .env |
| 14 | +``` |
| 15 | + |
| 16 | + |
| 17 | +### Setting Up Google API Key and Credentials Variables |
| 18 | + |
| 19 | +There are 2 variables that needs to be set up |
| 20 | + |
| 21 | +- `GOOGLE_API_KEY` |
| 22 | + |
| 23 | +This key is used to access the various google cloud functions. |
| 24 | + - Go to [Google Cloud Console](https://console.cloud.google.com/) |
| 25 | + - Create new project or select existing one |
| 26 | + - Enable required APIs: |
| 27 | + - Google Gemini API |
| 28 | + - Vertex AI API |
| 29 | + - Go to APIs & Services > Credentials |
| 30 | + - Click "Create Credentials" > "API Key" |
| 31 | + - Copy the generated key and it to the `.env` file |
| 32 | + |
| 33 | +- `GOOGLE_APPLICATION_CREDENTIALS` |
| 34 | + Since most of the GCP functions / services would be used by our app, we need to have a special credential that would allow `ORAssistant`'s access to the GCP |
| 35 | + Steps to set up Service Account Credentials: |
| 36 | + - In Google Cloud Console, go to IAM & Admin > Service Accounts |
| 37 | + - Click "Create Service Account" |
| 38 | + Fill in service account details |
| 39 | + - Grant required roles: |
| 40 | + - Vertex AI User |
| 41 | + - Vertex AI Service Agent |
| 42 | + - Create key (JSON format) |
| 43 | + - Download JSON file |
| 44 | + - Store securely and add path to .env: |
| 45 | + `GOOGLE_APPLICATION_CREDENTIALS=/path/to/credentials.json` |
| 46 | + |
| 47 | +**NOTE**: The user might need billing to be set up on google cloud account and make sure to name the file as `credentials.json` as this would be ignored by `.git` and wouldn't be exposed on Github |
| 48 | + |
| 49 | +### Setting Up LangChain Variables |
| 50 | + |
| 51 | +There are 4 variables that needs to be set up |
| 52 | + |
| 53 | +- `LANGCHAIN_TRACING_V2` |
| 54 | + |
| 55 | + This is used to enable LangChain's debugging and monitoring features, |
| 56 | + can be set to either `true` or `false` |
| 57 | + |
| 58 | +- `LANGCHAIN_ENDPOINT` |
| 59 | + |
| 60 | + The URL endpoint for LangSmith (LangChain's monitoring platform). |
| 61 | + Default value should be `https://api.smith.langchain.com` for cloud-hosted LangSmith. |
| 62 | + Used to send trace data, metrics, and debugging information from your LangChain applications. |
| 63 | + |
| 64 | +- `LANGCHAIN_API_KEY` |
| 65 | + |
| 66 | + API key required to authenticate with LangSmith platform. |
| 67 | + - Get your key from: https://smith.langchain.com/ |
| 68 | + - Create account if you don't have one |
| 69 | + - Navigate to Settings > API Keys |
| 70 | + - Create new API key |
| 71 | + - Format: starts with `lsv2_` followed by a unique string |
| 72 | + |
| 73 | +- `LANGCHAIN_PROJECT` |
| 74 | + |
| 75 | + Project identifier in LangSmith to organize and track your traces. |
| 76 | + - Create new project in LangSmith dashboard |
| 77 | + - Use the project name or ID provided |
| 78 | + - Example: "my-rag-project" |
| 79 | + - Helps organize different applications/environments |
| 80 | + - Multiple apps can share same project |
| 81 | + |
| 82 | + |
| 83 | +### Setting Up Huggingface User Access Token |
| 84 | + |
| 85 | +To set up the `HF_TOKEN` variable in `.env` file , go through the following instructions: |
| 86 | + |
| 87 | +- Go the official website for [Huggingface](https://huggingface.co/) and either Login or Sign up. |
| 88 | +- On the main page click on user access token |
| 89 | +- Click on create access token |
| 90 | +- Provide only Read Instruction for the token and Click on Generate Token |
| 91 | + |
| 92 | + |
| 93 | + |
| 94 | + |
| 95 | +Provide the value for `HF_TOKEN` with the token that is generated |
| 96 | + |
| 97 | +## Running the Application |
| 98 | + |
| 99 | +### Install Required Packages |
| 100 | + |
| 101 | +Ensure you have the necessary dependencies installed by running: |
| 102 | + |
| 103 | +```bash |
| 104 | +pip install -r requirements.txt |
| 105 | +``` |
| 106 | +### Docker Command |
| 107 | + |
| 108 | +If you want to run an isolated container for backend, you can use the following command |
| 109 | + |
| 110 | +```bash |
| 111 | +docker build -t (image_name) . |
| 112 | +``` |
| 113 | + |
| 114 | +Make sure you are in the backend folder before running the above command. |
| 115 | + |
| 116 | +**NOTE**: The project does support a `docker-compose` file that would run all of the containers together |
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