GitHamza0206 · GitHamza0206 · Mar 11, 2025 · Mar 12, 2025 · Mar 12, 2025 · Mar 12, 2025
diff --git a/config.yaml b/config.yaml
@@ -12,7 +12,7 @@ paths:
 
 llm:
   provider: "openai"
-  model_name: "gpt-4o-mini"
+  model_name: "gpt-4o"
   temperature: 0.0
   max_tokens: null
   streaming: true

diff --git a/docs/api-reference/overview.mdx b/docs/api-reference/overview.mdx
@@ -2,97 +2,3 @@
 title: 'API Reference Overview'
 description: 'Complete reference for Simba API endpoints'
 ---
-
-# Simba API Reference
-
-Simba provides a REST API that allows you to interact with all aspects of the system. This reference outlines the key endpoints and usage patterns.
-
-## API Basics
-
-### Base URL
-
-```
-http://localhost:8000
-```
-
-### Authentication
-
-When authentication is enabled, include an API key in the `Authorization` header:
-
-```
-Authorization: Bearer YOUR_API_KEY
-```
-
-### Response Format
-
-All API responses are in JSON with a consistent structure:
-
-```json
-{
-  "status": "success", 
-  "data": {}, 
-  "message": "Operation successful"
-}
-```
-
-Error responses:
-
-```json
-{
-  "status": "error",
-  "message": "Error description",
-  "error_code": "ERROR_CODE"
-}
-```
-
-## API Categories
-
-<CardGroup cols={2}>
-  <Card title="Documents" icon="file" href="/api-reference/documents">
-    Manage document uploads and processing
-  </Card>
-  <Card title="Chunks" icon="puzzle-piece" href="/api-reference/chunks">
-    Work with document chunks and their metadata
-  </Card>
-  <Card title="Retrieval" icon="magnifying-glass" href="/api-reference/retrieval">
-    Perform semantic searches and knowledge retrieval
-  </Card>
-</CardGroup>
-
-## Key Endpoints
-
-| Endpoint                      | Method | Description                       |
-|-------------------------------|--------|-----------------------------------|
-| `/health`                     | GET    | Check service health              |
-| `/api/v1/documents`           | GET    | List all documents                |
-| `/api/v1/documents`           | POST   | Upload new document(s)            |
-| `/api/v1/documents/{id}`      | GET    | Get document details              |
-| `/api/v1/chunks`              | GET    | List document chunks              |
-| `/api/v1/retrieval/search`    | POST   | Semantic search in knowledge base |
-
-## Example Requests
-
-### Document Upload
-
-```bash
-curl -X POST http://localhost:8000/api/v1/documents \
-  -H "Authorization: Bearer YOUR_API_KEY" \
-  -F "file=@/path/to/document.pdf" \
-  -F "metadata={\"tags\":[\"report\",\"2023\"]}"
-```
-
-### Semantic Search
-
-```bash
-curl -X POST http://localhost:8000/api/v1/retrieval/search \
-  -H "Authorization: Bearer YOUR_API_KEY" \
-  -H "Content-Type: application/json" \
-  -d '{
-    "query": "What is retrieval-augmented generation?",
-    "top_k": 5
-  }'
-```
-
-## SDK Alternative
-
-While you can use the REST API directly, the [Simba SDK](/sdk/overview) provides a more convenient way to interact with Simba in Python applications. 
diff --git a/docs/assets/demo.gif b/docs/assets/demo.gif
diff --git a/docs/assets/logo.png b/docs/assets/logo.png
diff --git a/docs/configuration.mdx b/docs/configuration.mdx
@@ -3,227 +3,3 @@ title: 'Configuration'
 description: 'Learn how to configure Simba for your specific needs'
 ---
 
-# Configuring Simba
-
-Simba is designed to be highly configurable, allowing you to adapt it to your specific requirements. This guide covers all the configuration options available.
-
-## Configuration Methods
-
-Simba can be configured using:
-
-1. **Environment Variables**: For simple configuration and deployment environments
-2. **Configuration Files**: For more complex setups with multiple options
-3. **Programmatic Configuration**: Via the SDK for runtime configuration
-
-## Environment Variables
-
-<Note>
-Environment variables take precedence over configuration files when both are present.
-</Note>
-
-### Core Settings
-
-| Variable | Description | Default | Required |
-|----------|-------------|---------|----------|
-| `SIMBA_HOST` | Host to bind the server to | `0.0.0.0` | No |
-| `SIMBA_PORT` | Port to bind the server to | `8000` | No |
-| `SIMBA_LOG_LEVEL` | Logging level (DEBUG, INFO, WARNING, ERROR) | `INFO` | No |
-| `SIMBA_ENVIRONMENT` | Environment (development, production) | `development` | No |
-
-### Database Configuration
-
-| Variable | Description | Default | Required |
-|----------|-------------|---------|----------|
-| `SIMBA_DB_URL` | Database connection URL | `sqlite:///simba.db` | No |
-| `SIMBA_DB_POOL_SIZE` | Database connection pool size | `5` | No |
-| `SIMBA_DB_MAX_OVERFLOW` | Maximum connections overflow | `10` | No |
-
-### Redis Configuration
-
-| Variable | Description | Default | Required |
-|----------|-------------|---------|----------|
-| `REDIS_URL` | Redis connection URL | `redis://localhost:6379/0` | Yes |
-| `REDIS_PASSWORD` | Redis password | None | No |
-| `REDIS_USE_SSL` | Whether to use SSL for Redis | `false` | No |
-
-### Vector Store Configuration
-
-| Variable | Description | Default | Required |
-|----------|-------------|---------|----------|
-| `VECTOR_STORE_TYPE` | Vector store type (faiss, chroma, pinecone) | `faiss` | No |
-| `VECTOR_STORE_PATH` | Path to store vector files | `./vector_stores` | No |
-| `PINECONE_API_KEY` | Pinecone API key (if using Pinecone) | None | Only for Pinecone |
-| `PINECONE_ENVIRONMENT` | Pinecone environment (if using Pinecone) | None | Only for Pinecone |
-
-### Embedding Configuration
-
-| Variable | Description | Default | Required |
-|----------|-------------|---------|----------|
-| `EMBEDDING_MODEL` | Embedding model to use | `all-MiniLM-L6-v2` | No |
-| `EMBEDDING_DIMENSION` | Embedding dimension | `384` | No |
-| `HF_TOKEN` | HuggingFace token for private models | None | No |
-
-## Configuration File
-
-Simba uses a YAML configuration file (`config.yaml`) for more complex settings. This file should be placed in the root directory of your Simba installation.
-
-Here's a sample configuration file with all available options:
-
-```yaml
-# config.yaml
-server:
-  host: 0.0.0.0
-  port: 8000
-  log_level: INFO
-  environment: development
-  workers: 4
-
-database:
-  url: sqlite:///simba.db
-  pool_size: 5
-  max_overflow: 10
-  echo: false
-
-redis:
-  url: redis://localhost:6379/0
-  password: null
-  use_ssl: false
-
-vector_store:
-  type: faiss
-  path: ./vector_stores
-  pinecone:
-    api_key: null
-    environment: null
-    index_name: simba
-  chroma:
-    path: ./chroma_db
-
-embeddings:
-  model: all-MiniLM-L6-v2
-  dimension: 384
-  hf_token: null
-
-chunking:
-  chunk_size: 1000
-  chunk_overlap: 200
-
-parsing:
-  default_parsers:
-    - pdf
-    - docx
-    - txt
-    - md
-    - html
-  custom_parsers: []
-```
-
-## Programmatic Configuration
-
-You can also configure some aspects of Simba programmatically using the SDK:
-
-```python
-from simba_sdk import SimbaClient
-
-# Configure the client
-client = SimbaClient(
-    api_url="http://localhost:8000",
-    timeout=30,
-    max_retries=3
-)
-
-# Configure vector store at runtime
-client.vector_store.configure(
-    type="pinecone",
-    api_key="your-api-key",
-    environment="production",
-    index_name="my-index"
-)
-
-# Configure embedding model
-client.embeddings.configure(
-    model="text-embedding-ada-002",
-    provider="openai",
-    api_key="your-openai-api-key"
-)
-```
-
-## Advanced Configuration
-
-### Custom Chunking Strategies
-
-You can configure custom chunking strategies by modifying the `chunking` section in your configuration file:
-
-```yaml
-chunking:
-  strategies:
-    - name: fine
-      chunk_size: 500
-      chunk_overlap: 100
-    - name: coarse
-      chunk_size: 2000
-      chunk_overlap: 300
-  default_strategy: fine
-```
-
-### Custom Parsers
-
-To add custom document parsers, update the `parsing` section:
-
-```yaml
-parsing:
-  custom_parsers:
-    - module: my_package.my_parser
-      class: MyCustomParser
-      extensions:
-        - .custom
-        - .special
-```
-
-### Authentication Configuration
-
-For production deployments, you can configure authentication:
-
-```yaml
-auth:
-  enabled: true
-  secret_key: your-secret-key
-  token_expiration: 86400  # 24 hours in seconds
-  providers:
-    - type: basic
-    - type: oauth2
-      config:
-        provider: github
-        client_id: your-client-id
-        client_secret: your-client-secret
-```
-
-## Environment-Specific Configuration
-
-You can use different configuration files for different environments:
-
-```bash
-# Development environment
-simba --config config.dev.yaml
-
-# Production environment
-simba --config config.prod.yaml
-```
-
-## Verifying Configuration
-
-To verify your configuration:
-
-```bash
-simba --check-config
-```
-
-This will validate your configuration and report any issues without starting the server.
-
-## Next Steps
-
-With Simba properly configured, you can now:
-
-- [Upload your first documents](/examples/document-ingestion)
-- [Learn about vector stores](/core-concepts/vector-stores)
-- [Configure custom embedding models](/core-concepts/embeddings)