Integrations with AMPL

All the popular ways to integrate AMPL models - for all workflows

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Integrations
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Global, Linear, Nonlinear

A leading commercial solver for linear and mixed-integer optimization, known for speed and robustness.

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IMB CPLEX

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Linear Programming

A high-performance solver for linear programming (LP) and mixed-integer programming (MIP).

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FICO Xpress

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Linear Programming

A powerful solver for mathematical optimization, offering advanced presolve and parallel capabilities.

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COPT

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Linear Programming

A commercial solver optimized for solving large-scale LP and MIP problems efficiently.

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Mosek

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Linear Programming

Specializes in conic, linear, and quadratic optimization with strong performance in financial and engineering applications.

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Artely's Knitro

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Nonlinear Programming

A nonlinear optimization solver known for its robust handling of large-scale models.

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CONOPT

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Nonlinear Programming

A nonlinear solver well-suited for highly constrained optimization problems.

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LOQO

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Nonlinear Programming

A solver for quadratic and general nonlinear optimization with an interior-point approach.

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SNOPT

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Nonlinear Programming

A gradient-based solver for large-scale nonlinear optimization with smooth constraints.

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MINOS

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Nonlinear Programming

Designed for large-scale linear and nonlinear optimization with a focus on stability.

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Baron

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Global Programming

A global optimization solver for handling nonlinear, nonconvex, and mixed-integer problems.

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LINDO Global

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Global Programming

A solver for global optimization problems, particularly useful for nonconvex models.

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LGO

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Global Programming

A solver designed for nonlinear global optimization in various applications.

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Octeract →

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Global Programming

A global solver specialized in deterministic nonconvex optimization problems.

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NVIDIA cuOpt

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Linear Programming

Accessible on Google Colab and AMPL Demos

A GPU-accelerated solver that delivers high-speed optimization for large-scale, real-time decision-making. 

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HiGHS

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Linear Programming

Free with all licenses

A fast open-source solver for LP and MIP problems.

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SCIP

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Linear Programming

Free with all licenses

A versatile solver for mixed-integer programming and constraint programming.

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CBC

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Linear Programming

Free with all licenses

An open-source solver for mixed-integer programming with broad application use.

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Couenne

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Linear Programming

Free with all licenses

A global solver for mixed-integer nonlinear problems (MINLP).

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GCG

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Linear Programming

Free with all licenses

A decomposition-based solver for large-scale mixed-integer programming problems.

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IPOPT

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Nonlinear Programming

Free with all licenses

A widely used open-source solver for large-scale nonlinear optimization.

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Bonmin

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Nonlinear Programming

Free with all licenses

A solver for mixed-integer nonlinear programming (MINLP), combining branch-and-bound with nonlinear solvers.

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Gecode

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Constraint Programming

Free with all licenses

A constraint programming solver for combinatorial and scheduling problems.

Harness AMPL for Optimization - leverage Python for Versatility

Automate AMPL into custom Python applications, create tailored modeling tools and interfaces, seamlessly utilize python’s data science and visualization tools, and access powerful solvers within Python’s ecosystem.

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Programming Language APIs

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Python API

Use AMPL with Python through the amplpy package, enabling dynamic model interaction, data manipulation, and solution analysis.

R API

Combine AMPL with R for statistical modeling and advanced data analysis.

Free with all licenses

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C# API

Use AMPL within C# applications to build enterprise and .NET-based optimization solutions.

Free with all licenses

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C++ API

Integrate AMPL directly into high-performance C++ applications for fast and efficient optimization.

Free with all licenses

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JAVA API

Leverage AMPL in Java for seamless integration with large-scale business and analytics applications.

Free with all licenses

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MATLAB API

Use AMPL within MATLAB for mathematical computing and simulation-driven workflows.

Free with all licenses

Data Science & Analytics Integrations

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Pandas

Integrate Pandas with AMPL to effortlessly manipulate and analyze your optimization data, ensuring insightful and data-driven decision-making processes.

Free with all licenses

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NumPy

Incorporate NumPy with AMPL for efficient numerical computations, optimizing your mathematical modeling and solution analysis workflows.

Free with all licenses

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Excel

Connect Excel to AMPL for seamless spreadsheet-based data import and optimization modeling.

 

Free with all licenses

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CSV

Incorporate CSV files into AMPL for lightweight, structured data transfer and optimization workflows.

Free with all licenses

MySQL

Incorporate MySQL with AMPL for fast, reliable relational data storage and optimization.

Free with all licenses

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MicrosoftSQL Server

Connect Microsoft SQL Server to AMPL for scalable, secure enterprise data-driven optimization.

Free with all licenses

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PostgreSQL

Integrate PostgreSQL with AMPL for advanced analytics, complex queries, and high-performance optimization.

Free with all licenses

Industry-Specific Tool Integrations

AMPL is used across multiple industries and integrates with domain-specific tools:

Energy & Utilities

Integration with power grid modeling and demand forecasting tools.

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Custom licenses, support, and solutions

Finance & Portfolio Optimization

Use AMPL with financial modeling software for risk analysis and portfolio allocation.

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Custom licenses, support, and solutions

Supply Chain & Logistics

Optimize routing, production, and scheduling by integrating with ERP and supply chain management tools.

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Custom licenses, support, and solutions

Optimization Development Environments

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Google Colab

Run AMPL models in a cloud-based environment without needing a local installation.

Free resource

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VS Code

Develop and debug AMPL models within Microsoft Visual Studio Code.

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Jupyter Notebooks

Run AMPL models interactively in Jupyter for education, research, and development.

Free resource

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AMPL Editor

Run AMPL models in a cloud-based environment without needing a local installation.

Included in all licenses

Cloud and High-Performance Computing (HPC)

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AWS (Amazon Web Services)

Run AMPL on AWS to take advantage of scalable computing resources, elastic storage, and seamless integration with cloud-native services like AWS Lambda and EC2.

Included in all licenses

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Microsoft Azure

Deploy AMPL on Azure for enterprise-grade cloud solutions, enabling seamless integration with Microsoft’s AI and data analytics services for optimization-driven decision-making.

Included in all licenses

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Google Cloud Platform (GCP)

Utilize AMPL on GCP to leverage powerful computing resources, data pipelines, and AI-enhanced tools for large-scale optimization workflows.

Included in all licenses

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Docker Containers

Run AMPL models in a cloud-based environment without needing a local installation.

Included in all licenses

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NEOS Server

Run AMPL on AWS to take advantage of scalable computing resources, elastic storage, and seamless integration with cloud-native services like AWS Lambda and EC2.

Free service

Batch Processing

Automate and streamline large-scale optimization runs with batch processing, ensuring efficient execution of multiple scenarios or datasets.

Included in all licenses

Parallel Computing

Take advantage of multi-threaded and distributed computing capabilities to accelerate optimization, making it possible to solve complex models faster.

Included in all licenses

DecisionOps & Visualization Tools

Nextmv

Traditionally, building optimization models and implementing them in real-time were separate challenges, but AMPL and Nextmv bridge this gap by enabling businesses to make faster, smarter decisions and achieve optimal results.

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Available for purchase

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Streamlit

Leverage Streamlit integrations to swiftly build interactive AMPL data applications, enhancing collaboration and decision-making.

Free app service

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DB Gene (from DecisionBrain)

Demystify complex AMPL models with DB Gene. Visualize your models for clear communication and deeper understanding between modelers and decision-makers.

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Available for purchase

Ready to get started? Get in touch or create an account to download a free license today.

Create an account, download a free license, and start integrating today. Or contact us to learn more about key integrations for your workflow. 

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Demos & Discovery Calls

Learn how AMPL can help you solve your specific challenges – book a demo or discovery call with our experts.