Showing 4007 open source projects for "complex"

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  • 1
    Transformers in Time Series

    Transformers in Time Series

    A professionally curated list of awesome resources

    ...The repository also provides a taxonomy that helps researchers understand different architectural variations of transformers designed for time series data. These models are particularly important because transformers can capture long-range dependencies in sequential data, which makes them well suited for complex temporal patterns in real-world datasets.
    Downloads: 0 This Week
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  • 2
    protoactor-go

    protoactor-go

    Proto Actor - Ultra fast distributed actors for Go, C# and Java/Kotlin

    ...It alleviates the developer from having to deal with explicit locking and thread management, making it easier to write correct concurrent and parallel systems. Grain abstraction, which provides a straightforward approach to building distributed interactive applications, without the need to learn complex programming patterns for handling concurrency, fault tolerance, and resource management. This allows Proto.Actor to leverage in-process performance for realtime stream processing.
    Downloads: 1 This Week
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  • 3
    ArangoDB-Community/pyArango

    ArangoDB-Community/pyArango

    Python Driver for ArangoDB with built-in validation

    PyArango is a Python driver for ArangoDB, a multi-model NoSQL database. It provides a Pythonic way to interact with ArangoDB, allowing developers to manage collections, execute AQL queries, and integrate ArangoDB's document, graph, and key-value storage models into Python applications.
    Downloads: 0 This Week
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  • 4
    Canopy

    Canopy

    Retrieval Augmented Generation (RAG) framework

    ...The system provides a complete pipeline for transforming raw text data into searchable embeddings, storing them in a vector database, and retrieving relevant context for language model responses. It is designed to handle many of the complex components required for a RAG workflow, including document chunking, embedding generation, prompt construction, and chat history management. Developers can use Canopy to quickly build chat systems that answer questions using their own data instead of relying solely on the pretrained knowledge of the language model. The framework includes a built-in server and command-line interface that allow users to experiment with RAG pipelines and compare outputs between retrieval-augmented responses and standard LLM responses.
    Downloads: 0 This Week
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  • 5
    opc-methodology

    opc-methodology

    The second edition of "One-person Enterprise Methodology"

    opc-methodology is a structured framework for designing, organizing, and executing AI-driven workflows using prompt-based systems. It focuses on breaking down complex AI tasks into clear stages that improve reliability, reproducibility, and clarity when working with language models. The methodology emphasizes defining objectives, processes, and constraints explicitly, ensuring that AI outputs are guided by structured reasoning rather than vague prompts. It is particularly useful for building consistent workflows in areas such as content generation, automation, and decision support. ...
    Downloads: 0 This Week
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  • 6
    MaTeX

    MaTeX

    LaTeX labels in Mathematica

    ...MaTeX will always load the latest installed MaTeX that is compatible with your version of Mathematica. Mathematica is an excellent and flexible visualization tool, and even supports displaying complex mathematical formulae. However, its typesetting quality is not on par with Latex.
    Downloads: 1 This Week
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  • 7

    PythagorasTheoremGeneralizer

    Pythagoras Theorem Generalizer

    ...Pythagoras Theorem when a < 0.0 and b >= 0.0 : c^2 = a^2 + b^2 * (((a*a + b*b)^0.5 - b)^2.0/(b - (a*a + b*b)^0.5)^2.0) c^2 = a^2 + b^2 * (((a*a + b*b)^0.5 - b)^2.0/(b - (a*a + b*b)^0.5)^2.0) * 1.0 c^2 = a^2 + b^2 * (((a*a + b*b)^0.5 - b)^2.0/(b - (a*a + b*b)^0.5)^2.0) * (-1.0 / -1.0) c^2 = a^2 + b^2 * (((((a*a + b*b)^0.5)*i - b*i)^2.0)/(b*i - (((a*a + b*b)^0.5)^2.0)*i)) Pythagoras's Theorem with negative numbers : For a < 0 and b >= 0 : c^2 = a^2 + b^2 * (((((a*a + b*b)^0.5)*i - b*i)^2.0)/(b*i - (((a*a + b*b)^0.5)^2.0)*i)) for a >= 0 and b < 0 : c^2 = b^2 + a^2 * (((((a*a + b*b)^0.5)*i - a*i)^2.0)/(a*i - (((a*a + b*b)^0.5)^2.0)*i)) for a < 0 and b < 0 : c^2 = a^2 + b^2 for a >= 0 and b >= 0 : c^2 = a^2 + b^2 There is Pythagoras's Theorem on Complex Plane numbers.
    Downloads: 0 This Week
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  • 8
    Greenplum Database

    Greenplum Database

    Massive parallel data platform for analytics, machine learning and AI

    Rapidly create and deploy models for complex applications in cybersecurity, predictive maintenance, risk management, fraud detection, and many other areas. With its unique cost-based query optimizer designed for large-scale data workloads, Greenplum scales interactive and batch-mode analytics to large datasets in the petabytes without degrading query performance and throughput.
    Downloads: 7 This Week
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  • 9
    fltr

    fltr

    Like grep but for natural language questions

    ...It allows users to apply pattern-based rules to lines of input—much like grep or awk—but with a focus on simplicity, low overhead, and customizability. It's intended for those who need a small, efficient tool to clean, parse, or analyze large streams of textual data on the command line without complex scripting or configuration.
    Downloads: 0 This Week
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  • 10
    Pom

    Pom

    PEG parser combinators using operator overloading without macros

    pom is a parser combinator library in Rust, utilizing operator overloading to build parsers in a modular and readable way. It facilitates the construction of complex parsers without macros. ​
    Downloads: 0 This Week
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  • 11
    Adrenaline

    Adrenaline

    AI tool that answers and explains programming questions interactively

    ...Adrenaline aims to respond to a wide range of technical queries, including those about GitHub repositories, documentation sources, and code snippets. It enhances responses by performing multi-step reasoning, allowing it to tackle more complex or layered programming questions effectively. Additionally, it can generate diagrams to visually explain concepts, improving comprehension for users.
    Downloads: 0 This Week
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  • 12
    MuJoCo MPC

    MuJoCo MPC

    Real-time behaviour synthesis with MuJoCo, using Predictive Control

    MuJoCo MPC (MJPC) is an advanced interactive framework for real-time model predictive control (MPC) built on top of the MuJoCo physics engine, developed by Google DeepMind. It allows researchers and roboticists to design, visualize, and execute complex control tasks for simulated or real robotic systems. MJPC integrates a high-performance GUI and multiple predictive control algorithms, including iLQG, gradient descent, and Predictive Sampling — a competitive, derivative-free method that achieves robust real-time control. The system supports multi-shooting optimization, enabling precise motion planning across diverse domains like quadruped locomotion, humanoid tracking, and dexterous manipulation. ...
    Downloads: 1 This Week
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  • 13
    NoteCalc

    NoteCalc

    NoteCalc is a handy calculator

    ...The system supports advanced mathematical operations, including matrices, units, percentages, and custom functions, making it suitable for both everyday calculations and more technical use cases. It also features intelligent parsing, autocompletion, and variable referencing, allowing users to build complex calculations incrementally across multiple lines.
    Downloads: 0 This Week
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  • 14
    Toonily-dl

    Toonily-dl

    Download comics from Toonily.com website

    ...It can be integrated into scripts or automation pipelines, making it suitable for users who want to batch download content or maintain personal archives. The project emphasizes simplicity and efficiency, focusing on delivering a streamlined experience without requiring complex setup.
    Downloads: 0 This Week
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  • 15
    Screen Window Manager (Screenwm)
    Screenwm is an extension to GNU Screen that adds (1) multiple region layouts within a single session, (2) vi-like movement within complex layouts, (3) window associations by region, and (4) control of remote/embedded sessions using standard bindings.
    Downloads: 0 This Week
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  • 16
    elastic-curvilinear

    elastic-curvilinear

    SBP-SAT finite difference code for anisotropic elasticity

    SBP-SAT finite difference code for general anisotropic elasticity in complex geometries
    Downloads: 0 This Week
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  • 17
    Amphion

    Amphion

    Toolkit for audio, music, and speech generation

    ...A distinctive feature of Amphion is its emphasis on visualization: it offers interactive visualizations of model architectures and generation processes, making it easier to understand how complex generative audio models work. The toolkit is organized with example experiments (“egs”) and visualization demos that guide users through training, evaluation, and inspection of models. Built on the broader OpenMMLab ecosystem, Amphion follows modular design patterns and configuration systems similar to other OpenMMLab projects, easing adoption for users who are already familiar with that stack.
    Downloads: 0 This Week
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  • 18
    ToRA

    ToRA

    Tool-integrated Reasoning LLM Agents

    ToRA is an open-source framework developed by Microsoft for building tool-integrated reasoning agents powered by large language models. The project focuses on improving the ability of AI systems to solve complex mathematical and analytical problems by combining natural language reasoning with external computational tools. Instead of relying solely on text generation, the system dynamically invokes tools such as symbolic solvers or programming libraries when deeper computation is required. This approach allows the model to reason step by step in natural language and then execute precise calculations or code through tool calls, creating a hybrid reasoning workflow. ...
    Downloads: 0 This Week
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  • 19
    React Diagrams

    React Diagrams

    Super simple, no-nonsense diagramming library written in react

    ...Hackable and extensible the entire library including its core can be extended, rewired and re-assembled into fundamentally different software to suit your own software needs. HTML nodes as a first-class citizen the library was originally written to represent advanced dynamic nodes, that are difficult to represent as SVG's due to complex input requirements ux requirements. Designed for process the library is aimed for software engineers that want to rewire their programs at runtime, and that want to make their software more dynamic. Fast diagram editing the defaults provided give the highest priority to editing diagrams as fast as possible.
    Downloads: 0 This Week
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  • 20

    pysoundanalyser

    a python program to generate, visualize, and manipulate short sounds

    ...Manipulation functions include filtering, concatenating, cutting, and scaling the level of a sound. Several types of sounds can also be generated including, pure tones, harmonic complex tones, noise of different colours, frequency modulated and amplitude modulated tones.
    Downloads: 0 This Week
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  • 21
    Ailice

    Ailice

    AIlice is a fully autonomous, general-purpose AI agent

    AIlice is an open-source autonomous AI agent framework built to function as a general-purpose assistant that can plan, decompose, and execute complex tasks through a structured multi-agent architecture. The project presents itself as a standalone assistant powered by open-source language models, with an internal design that treats user requests almost like executable programs rather than simple chat prompts. Its core IACT architecture allows the system to break large goals into smaller sub-tasks, assign them to dynamically created agents, and combine the results with a focus on resilience and fault tolerance. ...
    Downloads: 0 This Week
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  • 22
    HDcube

    HDcube

    This is an ESRGAN model trained specifically for upscaling GameCube

    ...It can be used for all image formats supported by Gamecube and Wii hardware and can remove its typical artifacts like CMPR Block Compression (DXT1 algorithm, also known as BC1), color palette errors, color reduction up to 8bit color depth and 1bit alpha depth. I recommend chaiNNer, which offers a graphical user interface and is based on a node system that can be used to solve very simple as well as very complex tasks effectively by "chaining" nodes together. You get the best quality if you upscale the alpha channel separately.
    Downloads: 2 This Week
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  • 23
    Streamline Analyst

    Streamline Analyst

    AI agent that streamlines the entire process of data analysis

    Streamline Analyst is a cutting-edge, open-source application powered by Large Language Models (LLMs) designed to revolutionize data analysis. This Data Analysis Agent effortlessly automates all the tasks such as data cleaning, preprocessing, and even complex operations like identifying target objects, partitioning test sets, and selecting the best-fit models based on your data. With Streamline Analyst, results visualization and evaluation become seamless.
    Downloads: 0 This Week
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  • 24
    freefq

    freefq

    Wall climb, free wall climb, free science internet access

    ...It aims to maintain up-to-date entries through frequent commits and community reporting, helping remove outdated or nonfunctional proxies while promoting lists that users have verified as usable. The project is especially popular among users in regions with strict internet censorship or throttling because it simplifies the oftentimes technically complex process of finding reliable proxy configurations.
    Downloads: 1 This Week
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  • 25
    Lens

    Lens

    Lens - The way the world runs Kubernetes

    ...Lens enables users to visualize workloads, inspect resources, and manage deployments without relying heavily on command-line tools. It supports multiple clusters simultaneously, making it easier to operate complex distributed environments. Widely adopted across organizations, Lens helps teams learn Kubernetes faster and streamline their workflows. Overall, it serves as a powerful productivity tool for managing Kubernetes infrastructure at scale.
    Downloads: 6 This Week
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