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feat: Added global search api and necessary unit tests #5532
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…ds, updated & added test cases, documentation update Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
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| Original file line number | Diff line number | Diff line change |
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@@ -1094,6 +1094,114 @@ Please refer the [page](./../../../docs/getting-started/concepts/permission.md) | |
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| **Note**: Recent visits are automatically logged when users access registry objects via the REST API. The logging behavior can be configured through the `feature_server.recent_visit_logging` section in `feature_store.yaml` (see configuration section below). | ||
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| ### Search API | ||
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| #### Search Resources | ||
| - **Endpoint**: `GET /api/v1/search` | ||
| - **Description**: Search across all Feast resources including entities, feature views, features, feature services, data sources, and saved datasets. Supports cross-project search, fuzzy matching, relevance scoring, and advanced filtering. | ||
| - **Parameters**: | ||
| - `query` (required): Search query string. Searches in resource names, descriptions, and tags | ||
| - `projects` (optional): List of project names to search in. If not specified, searches all projects | ||
| - `allow_cache` (optional, default: `true`): Whether to allow cached data | ||
| - `tags` (optional): Filter results by tags in key=value format (e.g., `tags=environment:production&tags=team:ml`) | ||
| - `page` (optional, default: `1`): Page number for pagination | ||
| - `limit` (optional, default: `50`, max: `100`): Number of items per page | ||
| - `sort_by` (optional, default: `match_score`): Field to sort by (`match_score`, `name`, or `type`) | ||
| - `sort_order` (optional, default: `desc`): Sort order ("asc" or "desc") | ||
| - **Examples**: | ||
| ```bash | ||
| # Basic search across all projects | ||
| curl -H "Authorization: Bearer <token>" \ | ||
| "http://localhost:6572/api/v1/search?query=user" | ||
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| # Search in specific projects | ||
| curl -H "Authorization: Bearer <token>" \ | ||
| "http://localhost:6572/api/v1/search?query=driver&projects=ride_sharing&projects=analytics" | ||
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| # Search with tag filtering | ||
| curl -H "Authorization: Bearer <token>" \ | ||
| "http://localhost:6572/api/v1/search?query=features&tags=environment:production&tags=team:ml" | ||
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| # Search with pagination and sorting | ||
| curl -H "Authorization: Bearer <token>" \ | ||
| "http://localhost:6572/api/v1/search?query=conv_rate&page=1&limit=10&sort_by=name&sort_order=asc" | ||
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| # Empty query to list all resources with filtering | ||
| curl -H "Authorization: Bearer <token>" \ | ||
| "http://localhost:6572/api/v1/search?query=&projects=my_project&page=1&limit=20" | ||
| ``` | ||
| - **Response Example**: | ||
| ```json | ||
| { | ||
| "query": "user", | ||
| "projects_searched": ["project1", "project2"], | ||
| "results": [ | ||
| { | ||
| "type": "entity", | ||
| "name": "user_id", | ||
| "description": "Primary identifier for users", | ||
| "project": "project1", | ||
| "match_score": 100 | ||
| }, | ||
| { | ||
| "type": "featureView", | ||
| "name": "user_features", | ||
| "description": "User demographic and behavioral features", | ||
| "project": "project1", | ||
| "match_score": 100 | ||
| }, | ||
| { | ||
| "type": "feature", | ||
| "name": "user_age", | ||
| "description": "Age of the user in years", | ||
| "project": "project1", | ||
| "match_score": 80 | ||
| }, | ||
| { | ||
| "type": "dataSource", | ||
| "name": "user_analytics", | ||
| "description": "Analytics data for user behavior tracking", | ||
| "project": "project2", | ||
| "match_score": 80 | ||
| } | ||
| ], | ||
| "pagination": { | ||
| "page": 1, | ||
| "limit": 50, | ||
| "total_count": 4, | ||
| "total_pages": 1, | ||
| "has_next": false, | ||
| "has_previous": false | ||
| } | ||
| } | ||
| ``` | ||
| - **Project Handling**: | ||
| - **No projects specified**: Searches all available projects | ||
| - **Single project**: Searches only that project (returns empty if project doesn't exist) | ||
| - **Multiple projects**: Searches only existing projects, warns about non-existent ones | ||
| - **Empty projects list**: Treated as search all projects | ||
| - **Error Responses**: | ||
| ```json | ||
| // Invalid sort_by parameter | ||
| { | ||
| "detail": "Invalid sort_by parameter: 'invalid_field'. Valid options are: ['match_score', 'name', 'type']" | ||
| } | ||
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| // Invalid sort_order parameter | ||
| { | ||
| "detail": "Invalid sort_order parameter: 'invalid_order'. Valid options are: ['asc', 'desc']" | ||
| } | ||
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| // No existing projects found | ||
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| { | ||
| "results": [], | ||
| "pagination": { "total_count": 0 }, | ||
| "query": "user", | ||
| "projects_searched": [], | ||
| "error": "No projects found" | ||
| } | ||
| ``` | ||
| --- | ||
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| ## Registry Server Configuration: Recent Visit Logging | ||
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@@ -189,6 +189,119 @@ def get_sorting_params( | |
| "sort_order": sort_order or "asc", | ||
| } | ||
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| def validate_or_set_default_sorting_params( | ||
| sort_by_options: List[str] = [], | ||
| default_sort_by_option: str = "", | ||
| default_sort_order: str = "asc" | ||
| ) -> Callable: | ||
| def set_input_or_default( | ||
| sort_by: Optional[str] = Query(None), | ||
| sort_order: Optional[str] = Query(None) | ||
| ) -> dict: | ||
| sorting_params = {} | ||
| if not sort_by_options: | ||
| return { | ||
| "sort_by": default_sort_by_option, | ||
| "sort_order": default_sort_order | ||
| } | ||
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| if sort_by: | ||
| if sort_by in sort_by_options: | ||
| sorting_params["sort_by"] = sort_by | ||
| else: | ||
| raise HTTPException( | ||
| status_code=400, | ||
| detail=f"Invalid sort_by parameter: '{sort_by}'. Valid options are: {sort_by_options}", | ||
| ) | ||
| else: | ||
| sorting_params["sort_by"] = default_sort_by_option | ||
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| if sort_order: | ||
| if sort_order in ["asc", "desc"]: | ||
| sorting_params["sort_order"] = sort_order | ||
| else: | ||
| raise HTTPException( | ||
| status_code=400, | ||
| detail=f"Invalid sort_order parameter: '{sort_order}'. Valid options are: ['asc', 'desc']", | ||
| ) | ||
| else: | ||
| sorting_params["sort_order"] = default_sort_order | ||
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| return sorting_params | ||
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| return set_input_or_default | ||
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| def validate_or_set_default_pagination_params( | ||
| default_page: int = 1, | ||
| default_limit: int = 50, | ||
| min_page: int = 1, | ||
| min_limit: int = 1, | ||
| max_limit: int = 100 | ||
| ) -> Callable: | ||
| """ | ||
| Factory function to create a FastAPI dependency for validating pagination parameters. | ||
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| Args: | ||
| default_page: Default page number if not provided | ||
| default_limit: Default limit if not provided | ||
| min_page: Minimum allowed page number | ||
| min_limit: Minimum allowed limit | ||
| max_limit: Maximum allowed limit | ||
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| Returns: | ||
| Callable that can be used as FastAPI dependency for pagination validation | ||
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| Example usage: | ||
| # Create a custom pagination validator | ||
| custom_pagination = validate_or_set_default_pagination_params( | ||
| default_page=1, | ||
| default_limit=25, | ||
| max_limit=200 | ||
| ) | ||
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| # Use in FastAPI route | ||
| @router.get("/items") | ||
| def get_items(pagination_params: dict = Depends(custom_pagination)): | ||
| page = pagination_params["page"] | ||
| limit = pagination_params["limit"] | ||
| # Use page and limit for your logic | ||
| """ | ||
| def set_input_or_default( | ||
| page: Optional[int] = Query(None), | ||
| limit: Optional[int] = Query(None) | ||
| ) -> dict: | ||
| pagination_params = {} | ||
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| # Validate and set page parameter | ||
| if page is not None: | ||
| if page < min_page: | ||
| raise HTTPException( | ||
| status_code=400, | ||
| detail=f"Invalid page parameter: '{page}'. Must be greater than or equal to {min_page}", | ||
| ) | ||
| pagination_params["page"] = page | ||
| else: | ||
| pagination_params["page"] = default_page | ||
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| # Validate and set limit parameter | ||
| if limit is not None: | ||
| if limit < min_limit: | ||
| raise HTTPException( | ||
| status_code=400, | ||
| detail=f"Invalid limit parameter: '{limit}'. Must be greater than or equal to {min_limit}", | ||
| ) | ||
| if limit > max_limit: | ||
| raise HTTPException( | ||
| status_code=400, | ||
| detail=f"Invalid limit parameter: '{limit}'. Must be less than or equal to {max_limit}", | ||
| ) | ||
| pagination_params["limit"] = limit | ||
| else: | ||
| pagination_params["limit"] = default_limit | ||
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| return pagination_params | ||
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| return set_input_or_default | ||
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| def create_grpc_pagination_params( | ||
| pagination_params: dict, | ||
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@@ -361,3 +474,70 @@ def get_all_project_resources( | |
| except Exception as e: | ||
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| logger.error(f"Error getting resources for project '{project}': {e}") | ||
| return resources # Return empty resources dict on error | ||
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| def filter_search_results_and_match_score( | ||
| results: List[Dict], query: str | ||
| ) -> List[Dict]: | ||
| """Filter search results based on query string""" | ||
| if not query: | ||
| return results | ||
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| query_lower = query.lower() | ||
| filtered_results = [] | ||
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| for result in results: | ||
| # Search in name | ||
| if query_lower in result.get("name", "").lower(): | ||
| result["match_score"] = 100 # Exact name match gets highest score | ||
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| filtered_results.append(result) | ||
| continue | ||
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| # Search in description | ||
| if query_lower in result.get("description", "").lower(): | ||
| result["match_score"] = 80 | ||
| filtered_results.append(result) | ||
| continue | ||
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| # Search in tags | ||
| tags = result.get("tags", {}) | ||
| tag_match = False | ||
| for key, value in tags.items(): | ||
| if query_lower in key.lower() or query_lower in str(value).lower(): | ||
| tag_match = True | ||
| break | ||
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| if tag_match: | ||
| result["match_score"] = 60 | ||
| filtered_results.append(result) | ||
| continue | ||
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| # Search in features (for feature views and services) | ||
| features = result.get("features", []) | ||
| feature_match = any(query_lower in feature.lower() for feature in features) | ||
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| if feature_match: | ||
| result["match_score"] = 70 | ||
| filtered_results.append(result) | ||
| continue | ||
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| # Partial name match (fuzzy search) | ||
| if fuzzy_match(query_lower, result.get("name", "").lower()): | ||
| result["match_score"] = 40 | ||
| filtered_results.append(result) | ||
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| return filtered_results | ||
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| def fuzzy_match(query: str, text: str, threshold: float = 0.6) -> bool: | ||
| """Simple fuzzy matching using character overlap""" | ||
| if not query or not text: | ||
| return False | ||
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| query_chars = set(query) | ||
| text_chars = set(text) | ||
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| overlap = len(query_chars.intersection(text_chars)) | ||
| similarity = overlap / len(query_chars.union(text_chars)) | ||
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| return similarity >= threshold | ||
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