{"id":46,"date":"2025-06-07T11:25:25","date_gmt":"2025-06-07T11:25:25","guid":{"rendered":"http:\/\/quantumopsschool.com\/blog\/?p=46"},"modified":"2025-06-07T11:25:26","modified_gmt":"2025-06-07T11:25:26","slug":"comprehensive-tutorial-ocean-sdk-d-wave-in-devsecops","status":"publish","type":"post","link":"https:\/\/quantumopsschool.com\/blog\/comprehensive-tutorial-ocean-sdk-d-wave-in-devsecops\/","title":{"rendered":"Comprehensive Tutorial: Ocean SDK (D-Wave) in DevSecOps"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Introduction &amp; Overview<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What is Ocean SDK (D-Wave)?<\/h3>\n\n\n\n<p>The Ocean SDK is a suite of open-source Python tools developed by D-Wave Systems to facilitate quantum computing application development, particularly for solving complex optimization and sampling problems using D-Wave\u2019s quantum annealing computers. It provides libraries for formulating problems as binary quadratic models (BQMs), such as Ising models or Quadratic Unconstrained Binary Optimization (QUBO) problems, and interacting with D-Wave\u2019s quantum processing units (QPUs) or hybrid solvers via the Leap quantum cloud service.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">History or Background<\/h3>\n\n\n\n<p>D-Wave Systems, founded in 1999, is the world\u2019s first commercial quantum computing company, specializing in quantum annealing for optimization tasks. The Ocean SDK was introduced to simplify access to D-Wave\u2019s quantum hardware and hybrid solvers, enabling developers to build applications without deep quantum physics expertise. It has evolved into a robust ecosystem, hosted on GitHub, with tools like <code>dimod<\/code>, <code>dwave-system<\/code>, and <code>dwave-hybrid<\/code>, supporting both quantum and classical computation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why is it Relevant in DevSecOps?<\/h3>\n\n\n\n<p>In DevSecOps, where security, speed, and automation are paramount, the Ocean SDK offers unique capabilities:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimization for Security: Solves complex optimization problems, such as resource allocation for secure CI\/CD pipelines or threat detection model tuning.<\/li>\n\n\n\n<li>Automation: Integrates with CI\/CD tools to automate security policy enforcement or vulnerability prioritization.<\/li>\n\n\n\n<li>Scalability: Leverages quantum-classical hybrid solvers to handle large-scale DevSecOps challenges, like optimizing cloud resource usage under security constraints.<\/li>\n\n\n\n<li>Innovation: Positions organizations to adopt cutting-edge quantum solutions, enhancing competitive advantage in security and operations.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Core Concepts &amp; Terminology<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Key Terms and Definitions<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quantum Annealing: A quantum computing technique for finding the global minimum of a function, ideal for optimization problems.<\/li>\n\n\n\n<li>Binary Quadratic Model (BQM): A mathematical model (Ising or QUBO) used to represent optimization problems for D-Wave solvers.<\/li>\n\n\n\n<li>QPU: Quantum Processing Unit, the hardware component of D-Wave\u2019s quantum computer, consisting of superconducting qubits.<\/li>\n\n\n\n<li>Leap Service: D-Wave\u2019s cloud platform for accessing QPUs and hybrid solvers.<\/li>\n\n\n\n<li>Hybrid Solver: Combines quantum and classical computing to solve large-scale problems.<\/li>\n\n\n\n<li>Minor Embedding: The process of mapping a problem\u2019s logical qubits to a QPU\u2019s physical qubits.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Term<\/th><th>Definition<\/th><\/tr><\/thead><tbody><tr><td><strong>QUBO<\/strong><\/td><td>Quadratic Unconstrained Binary Optimization, used to encode optimization problems.<\/td><\/tr><tr><td><strong>Sampler<\/strong><\/td><td>A solver that samples from a distribution of possible solutions.<\/td><\/tr><tr><td><strong>Embedding<\/strong><\/td><td>Mapping logical problem variables to the physical QPU topology.<\/td><\/tr><tr><td><strong>Hybrid Solver<\/strong><\/td><td>Combines classical and quantum methods for larger problem sizes.<\/td><\/tr><tr><td><strong>Leap<\/strong><\/td><td>D-Wave\u2019s cloud platform that provides access to QPUs and hybrid solvers.<\/td><\/tr><tr><td><strong>BQM<\/strong><\/td><td>Binary Quadratic Model, used to define optimization problems in Ocean SDK.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">How It Fits into the DevSecOps Lifecycle<\/h3>\n\n\n\n<p>The Ocean SDK integrates into the DevSecOps lifecycle at multiple stages:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Plan: Optimizes resource allocation for secure development environments.<\/li>\n\n\n\n<li>Code: Automates security policy formulation using BQMs.<\/li>\n\n\n\n<li>Build: Enhances CI\/CD pipeline efficiency by solving scheduling problems.<\/li>\n\n\n\n<li>Test: Prioritizes vulnerability testing based on risk optimization.<\/li>\n\n\n\n<li>Deploy: Ensures secure cloud resource provisioning.<\/li>\n\n\n\n<li>Operate\/Monitor: Detects anomalies in real-time using quantum-enhanced algorithms.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Architecture &amp; How It Works<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Components and Internal Workflow<\/h3>\n\n\n\n<p>The Ocean SDK comprises several Python packages:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>dimod: Core library for defining BQMs (Ising\/QUBO models).<\/li>\n\n\n\n<li>dwave-system: API for interacting with D-Wave QPUs, including <code>DWaveSampler<\/code> for sampling problems.<\/li>\n\n\n\n<li>dwave-hybrid: Framework for building quantum-classical hybrid workflows.<\/li>\n\n\n\n<li>dwave-cloud-client: Connects to the Leap service for remote solver access.<\/li>\n\n\n\n<li>minorminer: Handles minor embedding of problems onto QPU topologies.<\/li>\n<\/ul>\n\n\n\n<p>Workflow:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Formulate the problem as a BQM using <code>dimod<\/code>.<\/li>\n\n\n\n<li>Configure solver access via <code>dwave-cloud-client<\/code>.<\/li>\n\n\n\n<li>Embed the problem onto a QPU or hybrid solver using <code>minorminer<\/code> or <code>EmbeddingComposite<\/code>.<\/li>\n\n\n\n<li>Submit the problem to the Leap service.<\/li>\n\n\n\n<li>Retrieve and process results (samples and energies).<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Architecture Diagram Description<\/h3>\n\n\n\n<p>The architecture consists of:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Client Layer: Developer\u2019s Python environment with Ocean SDK installed.<\/li>\n\n\n\n<li>API Layer: <code>dwave-cloud-client<\/code> communicates with the Leap service via REST API (SAPI).<\/li>\n\n\n\n<li>Solver Layer: Leap routes problems to QPUs (e.g., Advantage) or hybrid solvers.<\/li>\n\n\n\n<li>Hardware Layer: QPUs with superconducting qubits, cooled to near absolute zero.<\/li>\n<\/ul>\n\n\n\n<p>Diagram (Text-Based):<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#091;Developer: Python + Ocean SDK]\n         \u2193 (dwave-cloud-client)\n&#091;Leap Service: SAPI]\n         \u2193\n&#091;Solvers: QPU | Hybrid]\n         \u2193\n&#091;Hardware: Advantage QPU]<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>&#091; DevSecOps Pipeline (CI\/CD) ]\n            |\n            v\n  &#091;Problem Definition (dimod, bqm)]\n            |\n            v\n  &#091;Sampler Selection (QPU or Hybrid)]\n            |\n            v\n     &#091;Leap API \/ Cloud Client]\n            |\n            v\n     &#091;Quantum Result \/ Insights]\n            |\n            v\n&#091;Automated Decision in CI\/CD Process]\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Integration Points with CI\/CD or Cloud Tools<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CI\/CD: Integrates with Jenkins or GitLab CI\/CD via Python scripts to optimize pipeline scheduling or security checks.<\/li>\n\n\n\n<li>Cloud: Connects to AWS (via Amazon Braket) or Azure for hybrid solver access.<\/li>\n\n\n\n<li>Security Tools: Interfaces with tools like Snyk or OWASP ZAP to prioritize vulnerabilities using BQMs.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Installation &amp; Getting Started<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Basic Setup and Prerequisites<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OS: Linux, macOS, or Windows.<\/li>\n\n\n\n<li>Python: Version 3.9+.<\/li>\n\n\n\n<li>Dependencies: <code>pip<\/code>, <code>git<\/code> (optional for repository cloning).<\/li>\n\n\n\n<li>Leap Account: Sign up at cloud.dwavesys.com\/leap for an API token.<\/li>\n\n\n\n<li>Virtual Environment: Recommended to isolate dependencies.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Hands-On: Step-by-Step Setup Guide<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Install Python and Create Virtual Environment:<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   python3 -m venv ocean-env\n   source ocean-env\/bin\/activate  # On Windows: ocean-env\\Scripts\\activate<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>Install Ocean SDK:<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   pip install dwave-ocean-sdk<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li>Configure Leap Access:<br>Run the interactive CLI to set up your API token and solver:<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   dwave setup<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Accept defaults for most prompts.<\/li>\n\n\n\n<li>Enter your Leap API token (found on the Leap dashboard).<\/li>\n\n\n\n<li>Save the configuration to <code>~\/.config\/dwave\/dwave.conf<\/code>.<\/li>\n<\/ul>\n\n\n\n<p>    4. Verify Installation:<br>        Test connectivity to a D-Wave solver:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   dwave ping<\/code><\/pre>\n\n\n\n<p>Expected output includes solver response times, confirming access.<\/p>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li>Run a Sample Program:<br>Create a simple BQM and solve it:<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   from dwave.system import DWaveSampler, EmbeddingComposite\n   import dimod\n\n   # Define a simple BQM\n   bqm = dimod.BinaryQuadraticModel({'x': -1, 'y': 2}, {('x', 'y'): 3}, 0.0, dimod.BINARY)\n\n   # Set up sampler\n   sampler = EmbeddingComposite(DWaveSampler())\n   sampleset = sampler.sample(bqm, num_reads=100)\n\n   # Print results\n   print(sampleset.first)<\/code><\/pre>\n\n\n\n<p>This code solves a small optimization problem and outputs the best solution and its energy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Real-World Use Cases<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Pipeline Scheduling Optimization:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scenario: A DevSecOps team needs to schedule CI\/CD pipeline tasks across multiple servers while minimizing costs and ensuring security compliance.<\/li>\n\n\n\n<li>Application: Use Ocean SDK to formulate task scheduling as a QUBO problem, optimizing for resource usage and security constraints (e.g., isolating sensitive builds).<\/li>\n\n\n\n<li>Industry: Software Development.<\/li>\n\n\n\n<li>Outcome: Reduced pipeline runtime by 20% and ensured compliance with security policies.<\/li>\n<\/ul>\n\n\n\n<p>     2. Vulnerability Prioritization:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scenario: A security team receives thousands of vulnerability alerts daily and needs to prioritize remediation based on risk and resource availability.<\/li>\n\n\n\n<li>Application: Model prioritization as a BQM, balancing severity, exploitability, and patching effort.<\/li>\n\n\n\n<li>Industry: Cybersecurity.<\/li>\n\n\n\n<li>Outcome: Improved response time by focusing on high-impact vulnerabilities.<\/li>\n<\/ul>\n\n\n\n<p>     3. Cloud Resource Allocation:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scenario: A cloud-native organization wants to allocate resources securely across AWS instances while minimizing costs.<\/li>\n\n\n\n<li>Application: Use hybrid solvers to optimize resource allocation under security constraints (e.g., encryption requirements).<\/li>\n\n\n\n<li>Industry: Cloud Computing.<\/li>\n\n\n\n<li>Outcome: Reduced cloud costs by 15% while maintaining compliance.<\/li>\n<\/ul>\n\n\n\n<p>     4. Anomaly Detection in Logs:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scenario: A DevSecOps team monitors application logs for security threats in real-time.<\/li>\n\n\n\n<li>Application: Use Ocean SDK with hybrid solvers to identify anomalous patterns by modeling log analysis as a sampling problem.<\/li>\n\n\n\n<li>Industry: Financial Services.<\/li>\n\n\n\n<li>Outcome: Detected 95% of threats faster than classical methods.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Benefits &amp; Limitations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Key Advantages<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quantum Advantage: Solves complex optimization problems faster than classical methods for specific use cases.<\/li>\n\n\n\n<li>Open-Source: Freely available with a supportive community on GitHub.<\/li>\n\n\n\n<li>Hybrid Solvers: Combines quantum and classical computing for scalability.<\/li>\n\n\n\n<li>Ease of Use: Python-based, with extensive documentation and examples.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Common Challenges or Limitations<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hardware Access: Requires a Leap account, with limited free QPU time (1 minute\/month).<\/li>\n\n\n\n<li>Learning Curve: Understanding quantum annealing and BQMs requires effort.<\/li>\n\n\n\n<li>Problem Fit: Best suited for optimization and sampling problems, not general-purpose computing.<\/li>\n\n\n\n<li>Scalability: Large problems may require hybrid solvers, increasing complexity.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Best Practices &amp; Recommendations<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Security Tips<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Secure API Tokens: Store Leap API tokens in environment variables or secure vaults (e.g., AWS Secrets Manager).<\/li>\n\n\n\n<li>Input Validation: Validate problem inputs to prevent malformed BQMs.<\/li>\n\n\n\n<li>Audit Logs: Monitor solver usage for unauthorized access.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Performance<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimize Embedding: Use <code>EmbeddingComposite<\/code> to automate minor embedding and reduce chain breaks.<\/li>\n\n\n\n<li>Tune Parameters: Adjust annealing time and num_reads for better solution quality.<\/li>\n\n\n\n<li>Hybrid Solvers: Use <code>dwave-hybrid<\/code> for large-scale problems to leverage classical resources.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Maintenance<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Regular Updates: Keep Ocean SDK updated (<code>pip install --upgrade dwave-ocean-sdk<\/code>).<\/li>\n\n\n\n<li>Monitor Deprecations: Check release notes for deprecated features (e.g., <code>dwavebinarycsp<\/code> in version 8.3.0).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Compliance Alignment<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Align with standards like NIST or ISO 27001 by modeling compliance checks as BQMs.<\/li>\n\n\n\n<li>Automate audit reporting using Ocean SDK scripts in CI\/CD pipelines.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Automation Ideas<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integrate with GitLab CI\/CD to run optimization tasks during builds.<\/li>\n\n\n\n<li>Use AWS Lambda to trigger Ocean SDK scripts for real-time security analysis.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Comparison with Alternatives<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool<\/th><th>Ocean SDK (D-Wave)<\/th><th>Qiskit (IBM)<\/th><th>Google Cirq<\/th><\/tr><\/thead><tbody><tr><td>Type<\/td><td>Quantum Annealing SDK<\/td><td>Gate-Based Quantum SDK<\/td><td>Gate-Based Quantum SDK<\/td><\/tr><tr><td>Use Case<\/td><td>Optimization, Sampling<\/td><td>General Quantum Algorithms<\/td><td>Quantum Circuit Simulation<\/td><\/tr><tr><td>Hardware<\/td><td>D-Wave QPUs<\/td><td>IBM Quantum Hardware<\/td><td>No Native Hardware<\/td><\/tr><tr><td>Integration<\/td><td>Leap Cloud, AWS Braket<\/td><td>IBM Cloud, Local Simulators<\/td><td>Local Simulators<\/td><\/tr><tr><td>DevSecOps Fit<\/td><td>Pipeline optimization, vulnerability prioritization<\/td><td>Quantum cryptography experiments<\/td><td>Research-focused, less DevSecOps fit<\/td><\/tr><tr><td>Ease of Use<\/td><td>Python-based, beginner-friendly<\/td><td>Steeper learning curve<\/td><td>Moderate learning curve<\/td><\/tr><tr><td>Cost<\/td><td>Free tier (limited), paid Leap plans<\/td><td>Free tier, paid cloud access<\/td><td>Free (\u773c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">When to Choose Ocean SDK<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>When working with <strong>combinatorial optimization<\/strong> in DevSecOps.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>When <strong>real-world hybrid execution<\/strong> and <strong>low latency<\/strong> results are required.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>When <strong>resource constraints or dependencies<\/strong> are best modeled in QUBO.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Final Thoughts<\/h3>\n\n\n\n<p>Ocean SDK from D-Wave provides a <strong>practical entry point into quantum-enhanced DevSecOps<\/strong>, particularly for problems that require <strong>optimization, modeling, or dynamic decision-making<\/strong>. While the ecosystem is still maturing, its potential in <strong>automated security response, pipeline tuning<\/strong>, and <strong>resource planning<\/strong> is significant.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Future Trends<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Integration with <strong>AI\/ML pipelines<\/strong> to enhance anomaly detection.<\/li>\n\n\n\n<li>More <strong>developer-friendly abstractions<\/strong> and tooling for DevSecOps use cases.<\/li>\n\n\n\n<li>Evolution of <strong>post-quantum security tooling<\/strong> in parallel.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction &amp; Overview What is Ocean SDK (D-Wave)? The Ocean SDK is a suite of open-source Python tools developed by D-Wave Systems to facilitate quantum computing application development, particularly for solving complex optimization and sampling problems using D-Wave\u2019s quantum annealing computers. It provides libraries for formulating problems as binary quadratic models (BQMs), such as Ising &#8230; <a title=\"Comprehensive Tutorial: Ocean SDK (D-Wave) in DevSecOps\" class=\"read-more\" href=\"https:\/\/quantumopsschool.com\/blog\/comprehensive-tutorial-ocean-sdk-d-wave-in-devsecops\/\" aria-label=\"Read more about Comprehensive Tutorial: Ocean SDK (D-Wave) in DevSecOps\">Read more<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Comprehensive Tutorial: Ocean SDK (D-Wave) in DevSecOps - QuantumOps School<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/quantumopsschool.com\/blog\/comprehensive-tutorial-ocean-sdk-d-wave-in-devsecops\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comprehensive Tutorial: Ocean SDK (D-Wave) in DevSecOps - QuantumOps School\" \/>\n<meta property=\"og:description\" content=\"Introduction &amp; Overview What is Ocean SDK (D-Wave)? The Ocean SDK is a suite of open-source Python tools developed by D-Wave Systems to facilitate quantum computing application development, particularly for solving complex optimization and sampling problems using D-Wave\u2019s quantum annealing computers. It provides libraries for formulating problems as binary quadratic models (BQMs), such as Ising ... 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