latest pushes

Cargo.toml

@@ -1,19 +1,44 @@
 [package]
-name = "bellande_artificial_intelligence_training_framework"
+name = "bellande_artificial_intelligence_framework"
-version = "0.0.1"
+version = "0.1.0"
-authors = ["Ronaldson Bellande"]
 edition = "2021"
-description = "An AI Training Framework developed by Bellande AI Research"
+authors = ["Bellande Artificial Intelligence Computer Vision Research Innovation (BAICVRI) <ronaldsonbellande@gmail.com>"]
+description = """
+A comprehensive artificial intelligence and computer vision training framework developed by Bellande AI Research. 
+Provides tools and utilities for machine learning model development, training, and deployment.
+"""
+
+# Repository Information
+repository = "https://github.com/BAICVRI/bellande_artificial_intelligence_framework"
+companypage = "https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework"
+homepage = "https://github.com/Artificial-Intelligence-Computer-Vision/bellande_artificial_intelligence_framework"
+
+# License Information
 license = "GPL-3.0-or-later"
-repository = "https://github.com/Artificial-Intelligence-Computer-Vision/bellande_artificial_intelligence_training_framework"
+license-file = "LICENSE"
+
+# Keywords and Categories
+keywords = ["artificial-intelligence", "machine-learning", "computer-vision", "deep-learning", "framework"]
+categories = ["science", "computer-vision", "artificial-intelligence", "machine-learning-tools"]
+
+# Package Metadata
+readme = "README.md"
+include = [
+    "src/**/*",
+    "Cargo.toml",
+    "LICENSE",
+    "README.md",
+    "CHANGELOG.md",
+    "CODE_OF_CONDUCT.md",
+    "CONTRIBUTING.md"
+]
 
 [lib]
-name = "bellande_artificial_intelligence_training_framework"
+name = "bellande_artificial_intelligence_framework"
-path = "src/bellande_artificial_intelligence_training_framework.rs"
+path = "src/bellande_artificial_intelligence_framework.rs"
 
 [dependencies]
 # Core dependencies
-ndarray = "0.15"
 rand = "0.8"
 rand_distr = "0.4"
 
@@ -25,11 +50,9 @@ serde_yaml = "0.9"
 # Utilities
 num_cpus = "1.13"
 rayon = "1.5"
-parking_lot = "0.12"
 
 # Visualization
 plotters = "0.3"
-imageproc = "0.23"
 
 # Optional CUDA support
 cudarc = { version = "0.9", optional = true }

README.md

@@ -1,6 +1,6 @@
-# Bellande Artificial Intelligence Training Framework
+# Bellande Artificial Intelligence Framework
 
-Bellande training framework in Rust for machine learning models
+Bellande artificial intelligence framework in Rust for machine learning models
 
 # Run Bellos Scripts
     - build_bellande_framework.bellos
@@ -17,7 +17,7 @@ Bellande training framework in Rust for machine learning models
 
 ## Example Usage
 ```rust
-use bellande_artificial_intelligence_training_framework::{
+use bellande_artificial_intelligence_framework::{
     core::tensor::Tensor,
     layer::{activation::ReLU, conv::Conv2d},
     models::sequential::Sequential,
@@ -53,5 +53,82 @@ fn main() -> Result> {
 }
 ```
 
+## Website Crates
+- https://crates.io/crates/bellande_artificial_intelligence_framework
+
+### Installation
+- `cargo add bellande_mesh_sync`
+
+```
+Name: Bellande Artificial Intelligence Framework
+Summary: Bellande Operating System Comprehensive data synchronization system
+Company-Page: git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework
+Home-page: github.com/Architecture-Mechanism/bellande_artificial_intelligence_framework
+Author: Ronaldson Bellande
+Author-email: ronaldsonbellande@gmail.com
+License: GNU General Public License v3.0
+```
+
+# Legal Documentation
+
 ## License
-Bellande Artificial Intelligence Training Framework is distributed under the [GNU General Public License v3.0](https://www.gnu.org/licenses/gpl-3.0.en.html), see [LICENSE](https://github.com/Artificial-Intelligence-Computer-Vision/bellande_artificial_intelligence_training_framework/blob/main/LICENSE) and [NOTICE](https://github.com/Artificial-Intelligence-Computer-Vision/bellande_artificial_intelligence_training_framework/blob/main/LICENSE) for more information.
+Bellande Artificial Intelligence Framework is distributed under the [GNU General Public License v3.0](https://www.gnu.org/licenses/gpl-3.0.en.html).
+
+For detailed license information, see:
+- [GitHub LICENSE](https://github.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/LICENSE)
+- [Bellande LICENSE](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/LICENSE)
+
+For organizational licensing information, see:
+- [GitHub Organization Licensing](https://github.com/Artificial-Intelligence-Computer-Vision/LICENSING)
+- [Bellande Organization Licensing](https://git.bellande-technologies.com/BAICVRI/LICENSING)
+
+## Copyright
+Copyright (c) 2024 Bellande Artificial Intelligence Computer Vision Research Institute (BAICVRI)
+
+For copyright details, see:
+- [GitHub NOTICE](https://github.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/NOTICE)
+- [Bellande NOTICE](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/NOTICE)
+
+For organizational copyright information, see:
+- [GitHub Organization Copyright](https://github.com/Artificial-Intelligence-Computer-Vision/COPYRIGHT)
+- [Bellande Organization Copyright](https://git.bellande-technologies.com/BAICVRI/COPYRIGHT)
+
+## Code of Conduct
+We are committed to fostering an open and welcoming environment. For details, see:
+- [GitHub CODE_OF_CONDUCT](https://github.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/CODE_OF_CONDUCT.md)
+- [Bellande CODE_OF_CONDUCT](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/CODE_OF_CONDUCT.md)
+
+For organizational code of conduct, see:
+- [GitHub Organization Code of Conduct](https://github.com/Artificial-Intelligence-Computer-Vision/CODE_OF_CONDUCT)
+- [Bellande Organization Code of Conduct](https://git.bellande-technologies.com/BAICVRI/CODE_OF_CONDUCT)
+
+## Terms of Service
+By using this framework, you agree to comply with our terms of service. For complete terms, see:
+- [GitHub TERMS_OF_SERVICE](https://github.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/TERMS_OF_SERVICE.md)
+- [Bellande TERMS_OF_SERVICE](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/TERMS_OF_SERVICE.md)
+
+For organizational terms of service, see:
+- [GitHub Organization Profile](https://github.com/Artificial-Intelligence-Computer-Vision/.github)
+- [Bellande Organization Profile](https://git.bellande-technologies.com/BAICVRI/.profile)
+
+## Certification
+This software has been certified according to our quality standards. For certification details, see:
+- [GitHub CERTIFICATION](https://github.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/CERTIFICATION.md)
+- [Bellande CERTIFICATION](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework/blob/main/CERTIFICATION.md)
+
+For organizational certification standards, see:
+- [GitHub Organization Certification](https://github.com/Artificial-Intelligence-Computer-Vision/CERTIFICATION)
+- [Bellande Organization Certification](https://git.bellande-technologies.com/BAICVRI/CERTIFICATION)
+
+## Trademark
+For trademark information, see:
+- [GitHub Organization Trademark](https://github.com/Artificial-Intelligence-Computer-Vision/TRADEMARK)
+- [Bellande Organization Trademark](https://git.bellande-technologies.com/BAICVRI/TRADEMARK)
+
+---
+
+For more information, visit:
+- [GitHub Repository](https://github.com/BAICVRI/bellande_artificial_intelligence_framework)
+- [Bellande Repository](https://git.bellande-technologies.com/BAICVRI/bellande_artificial_intelligence_framework)
+- [GitHub Organization](https://github.com/Artificial-Intelligence-Computer-Vision)
+- [Bellande Organization](https://git.bellande-technologies.com/BAICVRI)

src/bellande_artificial_intelligence_framework.rs

@@ -28,7 +28,7 @@ pub mod training;
 pub mod utilities;
 
 const VERSION: &str = env!("CARGO_PKG_VERSION");
-const FRAMEWORK_NAME: &str = "Bellande AI Training Framework";
+const FRAMEWORK_NAME: &str = "Bellande AI Framework";
 
 pub struct Framework {
     config: utilities::config::Configuration,

tests/integration_test.rs

@@ -15,10 +15,8 @@
 
 use std::error::Error;
 
-use bellande_artificial_intelligence_training_framework::{
+use bellande_artificial_intelligence_framework::{
-    core::tensor::Tensor,
+    core::tensor::Tensor, layer::conv::Conv2d, models::sequential::Sequential,
-    layer::{activation::ReLU, conv::Conv2d, linear::Linear, pooling::MaxPool2d},
-    models::sequential::Sequential,
 };
 
 #[test]