WP_Query Overview
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The WP_Query class is used to query posts from the WordPress database. It allows specifying arguments to build SQL queries and return posts. Important properties of WP_Query include query_vars for building queries, and template properties for template handling. WP_Query instances can be created with new WP_Query() or by replacing the global query with query_posts(). Filters can also modify parts of the query.
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Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
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WP_Query Overview
- 2. Returned posts are based on passed in arguments
- 4. The values in this array are used within the WP_Query->get_posts() method to build the final SQL query
- 6. Also used within the WP_Query->get_posts() method to assign defaults for required/unset query_vars
- 8. is_day – if query contains a day
- 9. is_feed – if query is for feed display
- 10. is_page - if query return single page (post type page)
- 11. is_single – if the query is for a single post
- 12. is_singular – if the query is for a single post object
- 13. ...
- 16. max_num_pages – number of pages based on the current posts_per_page and found_posts
- 17. post_count – number of posts in the current posts array
- 18. posts – array containing posts result
- 22. some template functions only use the global instance, ie next_post_link(), prev_post_link(), etc.
- 23. Example: query_posts(array('meta_key'=>'show', 'meta_value'=> $show->ID, 'paged'=>get_query_var('paged')));
- 27. posts_join – allows modification of the join statement
- 28. posts_orderby – allows modification of the order by statement
- 30. Example: function filter_where($where, $wp_query) { if(!is_admin() && ($wp_query->get('post_type') == 'background')) { $cur_time = time(); $where.= " AND (EndDate.meta_value is null OR EndDate.meta_value >= '$cur_time'; } return $where; }