// Advanced Plugin Template Generator
//
// This module provides comprehensive template generation capabilities for creating
// sophisticated optimizer plugins with advanced features, testing, documentation,
// and CI/CD integration.
use super::core::*;
use crate::error::{OptimError, Result};
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::path::{Path, PathBuf};
/// Advanced template generator for plugin development
#[derive(Debug)]
pub struct AdvancedTemplateGenerator {
/// Template configuration
config: TemplateGeneratorConfig,
/// Template registry
template_registry: TemplateRegistry,
/// Code generators
generators: HashMap<GeneratorType, Box<dyn CodeGenerator>>,
/// Validation engine
validator: TemplateValidator,
}
/// Template generator configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct TemplateGeneratorConfig {
/// Target Rust version
pub rust_version: String,
/// Include CI/CD templates
pub include_cicd: bool,
/// Include documentation templates
pub include_docs: bool,
/// Include benchmark templates
pub include_benchmarks: bool,
/// Include example templates
pub include_examples: bool,
/// Include GPU support templates
pub include_gpu: bool,
/// Include distributed training templates
pub include_distributed: bool,
/// Code style preferences
pub code_style: CodeStyle,
/// License type
pub license: LicenseType,
/// Testing framework
pub testing_framework: TestingFramework,
}
/// Code style preferences
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CodeStyle {
/// Indentation type
pub indentation: IndentationType,
/// Maximum line length
pub max_line_length: usize,
/// Use trailing commas
pub trailing_commas: bool,
/// Import organization style
pub import_style: ImportStyle,
/// Documentation style
pub doc_style: DocStyle,
}
/// Indentation type
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum IndentationType {
Spaces(usize),
Tabs,
}
/// Import organization style
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ImportStyle {
Grouped,
Flat,
SeparateStd,
}
/// Documentation style
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum DocStyle {
Brief,
Comprehensive,
Academic,
}
/// License types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum LicenseType {
MIT,
Apache2,
GPL3,
BSD3Clause,
Custom(String),
}
/// Testing framework options
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum TestingFramework {
Standard,
Proptest,
Quickcheck,
Criterion,
}
/// Template registry for managing plugin templates
#[derive(Debug)]
pub struct TemplateRegistry {
/// Built-in templates
builtin_templates: HashMap<String, PluginTemplate>,
/// Custom templates
custom_templates: HashMap<String, PluginTemplate>,
/// Template metadata
template_metadata: HashMap<String, TemplateMetadata>,
}
/// Plugin template with enhanced capabilities
#[derive(Debug, Clone)]
pub struct PluginTemplate {
/// Template name
pub name: String,
/// Template description
pub description: String,
/// Template category
pub category: TemplateCategory,
/// Template complexity level
pub complexity: ComplexityLevel,
/// Template structure
pub structure: EnhancedTemplateStructure,
/// Required features
pub required_features: Vec<String>,
/// Template parameters
pub parameters: HashMap<String, TemplateParameter>,
}
/// Template categories
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum TemplateCategory {
BasicOptimizer,
AdaptiveOptimizer,
SecondOrderOptimizer,
MetaLearningOptimizer,
DistributedOptimizer,
GPUOptimizer,
SpecializedOptimizer,
Utility,
}
/// Complexity levels
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ComplexityLevel {
Beginner,
Intermediate,
Advanced,
Expert,
}
/// Enhanced template structure
#[derive(Debug, Clone)]
pub struct EnhancedTemplateStructure {
/// Core source files
pub core_files: Vec<TemplateFile>,
/// Test files
pub test_files: Vec<TemplateFile>,
/// Documentation files
pub documentation: Vec<TemplateFile>,
/// Configuration files
pub config_files: Vec<TemplateFile>,
/// CI/CD files
pub cicd_files: Vec<TemplateFile>,
/// Example files
pub example_files: Vec<TemplateFile>,
/// Benchmark files
pub benchmark_files: Vec<TemplateFile>,
/// Resource files
pub resource_files: Vec<TemplateFile>,
}
/// Template metadata
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct TemplateMetadata {
/// Template version
pub version: String,
/// Author information
pub author: String,
/// Creation date
pub created_at: String,
/// Last modified
pub modified_at: String,
/// Usage count
pub usage_count: usize,
/// User ratings
pub ratings: Vec<f64>,
/// Tags
pub tags: Vec<String>,
/// Dependencies
pub dependencies: Vec<String>,
}
/// Template parameter
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct TemplateParameter {
/// Parameter name
pub name: String,
/// Parameter type
pub param_type: ParameterType,
/// Default value
pub default_value: Option<String>,
/// Description
pub description: String,
/// Required parameter
pub required: bool,
/// Validation rules
pub validation: Vec<ParameterValidation>,
}
/// Parameter types
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ParameterType {
String,
Integer,
Float,
Boolean,
Choice(Vec<String>),
Array(Box<ParameterType>),
}
/// Parameter validation rules
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ParameterValidation {
MinLength(usize),
MaxLength(usize),
Pattern(String),
Range(f64, f64),
Custom(String),
}
/// Code generator types
#[derive(Debug, Clone, Hash, PartialEq, Eq)]
pub enum GeneratorType {
OptimizerCore,
TestSuite,
Documentation,
Benchmarks,
Examples,
CICD,
Configuration,
}
/// Code generator trait
pub trait CodeGenerator: std::fmt::Debug {
/// Generate code based on template and parameters
fn generate(
&self,
template: &PluginTemplate,
parameters: &HashMap<String, String>,
config: &TemplateGeneratorConfig,
) -> Result<Vec<GeneratedFile>>;
/// Get generator name
fn name(&self) -> &str;
/// Get supported template categories
fn supported_categories(&self) -> Vec<TemplateCategory>;
}
/// Generated file
#[derive(Debug, Clone)]
pub struct GeneratedFile {
/// File path relative to project root
pub path: PathBuf,
/// File content
pub content: String,
/// File permissions (Unix-style)
pub permissions: Option<u32>,
/// File type
pub file_type: GeneratedFileType,
}
/// Generated file types
#[derive(Debug, Clone)]
pub enum GeneratedFileType {
RustSource,
CargoToml,
Documentation,
Configuration,
Script,
Data,
}
/// Template validator
#[derive(Debug)]
pub struct TemplateValidator {
/// Validation rules
rules: Vec<Box<dyn TemplateValidationRule>>,
/// Syntax checker
syntax_checker: SyntaxChecker,
}
/// Template validation rule
pub trait TemplateValidationRule: std::fmt::Debug {
/// Validate template
fn validate(&self, template: &PluginTemplate) -> ValidationResult;
/// Get rule name
fn name(&self) -> &str;
/// Get rule description
fn description(&self) -> &str;
}
/// Syntax checker for generated code
#[derive(Debug)]
pub struct SyntaxChecker {
/// Rust syntax validator
rust_validator: RustSyntaxValidator,
/// TOML validator
toml_validator: TomlValidator,
/// Markdown validator
markdown_validator: MarkdownValidator,
}
/// Rust syntax validator
#[derive(Debug)]
pub struct RustSyntaxValidator;
/// TOML validator
#[derive(Debug)]
pub struct TomlValidator;
/// Markdown validator
#[derive(Debug)]
pub struct MarkdownValidator;
impl AdvancedTemplateGenerator {
/// Create a new advanced template generator
pub fn new(config: TemplateGeneratorConfig) -> Self {
let mut template_registry = TemplateRegistry::new();
template_registry.register_builtin_templates();
let mut generators = HashMap::new();
generators.insert(GeneratorType::OptimizerCore, Box::new(OptimizerCoreGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::TestSuite, Box::new(TestSuiteGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::Documentation, Box::new(DocumentationGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::Benchmarks, Box::new(BenchmarkGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::Examples, Box::new(ExampleGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::CICD, Box::new(CICDGenerator) as Box<dyn CodeGenerator>);
generators.insert(GeneratorType::Configuration, Box::new(ConfigurationGenerator) as Box<dyn CodeGenerator>);
let validator = TemplateValidator::new();
Self {
config,
template_registry,
generators,
validator,
}
}
/// Generate a complete plugin project
pub fn generate_plugin_project(
&self,
template_name: &str,
project_name: &str,
parameters: HashMap<String, String>,
output_dir: &Path,
) -> Result<ProjectGenerationResult> {
// Get template
let template = self.template_registry.get_template(template_name)
.ok_or_else(|| OptimError::InvalidConfig(
format!("Template '{}' not found", template_name)
))?;
// Validate template
let validation_result = self.validator.validate_template(template)?;
if !validation_result.is_valid {
return Err(OptimError::InvalidConfig(
format!("Template validation failed: {:?}", validation_result.errors)
));
}
// Validate parameters
self.validate_parameters(template, ¶meters)?;
// Generate files
let mut all_files = Vec::new();
let mut generation_stats = GenerationStats::new();
for (generator_type, generator) in &self.generators {
if self.should_use_generator(generator_type) {
let generated_files = generator.generate(template, ¶meters, &self.config)?;
generation_stats.update_for_generator(generator_type, generated_files.len());
all_files.extend(generated_files);
}
}
// Create project structure
std::fs::create_dir_all(output_dir)?;
// Write files
let mut written_files = Vec::new();
for file in all_files {
let file_path = output_dir.join(&file.path);
// Create parent directories
if let Some(parent) = file_path.parent() {
std::fs::create_dir_all(parent)?;
}
// Write file content
std::fs::write(&file_path, &file.content)?;
// Set permissions if specified
#[cfg(unix)]
if let Some(permissions) = file.permissions {
use std::os::unix::fs::PermissionsExt;
let perms = std::fs::Permissions::from_mode(permissions);
std::fs::set_permissions(&file_path, perms)?;
}
written_files.push(file_path);
}
// Generate project metadata
let project_metadata = ProjectMetadata {
_name: project_name.to_string(),
template_name: template_name.to_string(),
template_version: template.version().unwrap_or("unknown".to_string()),
generated_at: chrono::Utc::now().to_rfc3339(),
parameters: parameters.clone(),
generator_version: env!("CARGO_PKG_VERSION").to_string(),
};
// Write metadata file
let metadata_path = output_dir.join(".scirs2_plugin_metadata.json");
let metadata_json = serde_json::to_string_pretty(&project_metadata)?;
std::fs::write(metadata_path, metadata_json)?;
Ok(ProjectGenerationResult {
project_metadata,
generated_files: written_files,
generation_stats,
validation_result,
})
}
/// List available templates
pub fn list_templates(&self) -> Vec<TemplateInfo> {
self.template_registry.list_templates()
}
/// Get template details
pub fn get_template_details(&self, templatename: &str) -> Option<TemplateDetails> {
self.template_registry.get_template_details(template_name)
}
/// Add custom template
pub fn add_custom_template(&mut self, template: PluginTemplate) -> Result<()> {
// Validate template first
let validation_result = self.validator.validate_template(&template)?;
if !validation_result.is_valid {
return Err(OptimError::InvalidConfig(
format!("Template validation failed: {:?}", validation_result.errors)
));
}
self.template_registry.add_custom_template(template)?;
Ok(())
}
/// Generate template from existing plugin
pub fn generate_template_from_plugin(&self, plugin_dir: &Path, templatename: &str) -> Result<PluginTemplate> {
// Analyze existing plugin structure
let analyzer = PluginAnalyzer::new();
let analysis = analyzer.analyze_plugin(plugin_dir)?;
// Extract template from analysis
let template_extractor = TemplateExtractor::new();
let template = template_extractor.extract_template(analysis, template_name)?;
Ok(template)
}
/// Validate parameters against template
fn validate_parameters(&self, template: &PluginTemplate, parameters: &HashMap<String, String>) -> Result<()> {
for (param_name, param_def) in &template.parameters {
if param_def.required && !parameters.contains_key(param_name) {
return Err(OptimError::InvalidConfig(
format!("Required parameter '{}' is missing", param_name)
));
}
if let Some(value) = parameters.get(param_name) {
self.validate_parameter_value(param_def, value)?;
}
}
Ok(())
}
/// Validate individual parameter value
fn validate_parameter_value(&self, paramdef: &TemplateParameter, value: &str) -> Result<()> {
for validation in ¶m_def.validation {
match validation {
ParameterValidation::MinLength(min_len) => {
if value.len() < *min_len {
return Err(OptimError::InvalidConfig(
format!("Parameter '{}' is too short (minimum: {})", param_def.name, min_len)
));
}
}
ParameterValidation::MaxLength(max_len) => {
if value.len() > *max_len {
return Err(OptimError::InvalidConfig(
format!("Parameter '{}' is too long (maximum: {})", param_def.name, max_len)
));
}
}
ParameterValidation::Pattern(pattern) => {
let regex = regex::Regex::new(pattern).map_err(|e| OptimError::InvalidConfig(
format!("Invalid regex pattern: {}", e)
))?;
if !regex.is_match(value) {
return Err(OptimError::InvalidConfig(
format!("Parameter '{}' doesn't match pattern '{}'", param_def.name, pattern)
));
}
}
ParameterValidation::Range(min, max) => {
let numeric_value: f64 = value.parse().map_err(|_| OptimError::InvalidConfig(
format!("Parameter '{}' must be a number", param_def.name)
))?;
if numeric_value < *min || numeric_value > *max {
return Err(OptimError::InvalidConfig(
format!("Parameter '{}' must be between {} and {}", param_def.name, min, max)
));
}
}
ParameterValidation::Custom(_) => {
// Custom validation would be implemented based on specific needs
continue;
}
}
}
Ok(())
}
/// Check if generator should be used based on configuration
fn should_use_generator(&self, generatortype: &GeneratorType) -> bool {
match generator_type {
GeneratorType::OptimizerCore => true, // Always include core
GeneratorType::TestSuite => true, // Always include tests
GeneratorType::Documentation => self.config.include_docs,
GeneratorType::Benchmarks => self.config.include_benchmarks,
GeneratorType::Examples => self.config.include_examples,
GeneratorType::CICD => self.config.include_cicd,
GeneratorType::Configuration => true, // Always include config
}
}
}
/// Project generation result
#[derive(Debug)]
pub struct ProjectGenerationResult {
/// Project metadata
pub project_metadata: ProjectMetadata,
/// List of generated files
pub generated_files: Vec<PathBuf>,
/// Generation statistics
pub generation_stats: GenerationStats,
/// Template validation result
pub validation_result: PluginValidationResult,
}
/// Project metadata
#[derive(Debug, Serialize, Deserialize)]
pub struct ProjectMetadata {
/// Project name
pub name: String,
/// Template used
pub template_name: String,
/// Template version
pub template_version: String,
/// Generation timestamp
pub generated_at: String,
/// Parameters used
pub parameters: HashMap<String, String>,
/// Generator version
pub generator_version: String,
}
/// Generation statistics
#[derive(Debug)]
pub struct GenerationStats {
/// Files generated by each generator
pub files_by_generator: HashMap<GeneratorType, usize>,
/// Total files generated
pub total_files: usize,
/// Generation time
pub generation_time: std::time::Duration,
/// Total lines of code generated
pub total_loc: usize,
}
impl GenerationStats {
fn new() -> Self {
Self {
files_by_generator: HashMap::new(),
total_files: 0,
generation_time: std::time::Duration::default(),
total_loc: 0,
}
}
fn update_for_generator(&mut self, generator_type: &GeneratorType, filecount: usize) {
self.files_by_generator.insert(generator_type.clone(), file_count);
self.total_files += file_count;
}
}
/// Template information for listing
#[derive(Debug, Clone)]
pub struct TemplateInfo {
/// Template name
pub name: String,
/// Template description
pub description: String,
/// Template category
pub category: TemplateCategory,
/// Complexity level
pub complexity: ComplexityLevel,
/// Required features
pub required_features: Vec<String>,
/// Metadata
pub metadata: TemplateMetadata,
}
/// Detailed template information
#[derive(Debug, Clone)]
pub struct TemplateDetails {
/// Basic template info
pub info: TemplateInfo,
/// Template structure
pub structure: EnhancedTemplateStructure,
/// Parameters
pub parameters: HashMap<String, TemplateParameter>,
/// Usage examples
pub examples: Vec<TemplateUsageExample>,
}
/// Template usage example
#[derive(Debug, Clone)]
pub struct TemplateUsageExample {
/// Example name
pub name: String,
/// Example description
pub description: String,
/// Parameter values
pub parameters: HashMap<String, String>,
/// Expected outcome
pub expected_outcome: String,
}
/// Concrete code generators
/// Optimizer core generator
#[derive(Debug)]
struct OptimizerCoreGenerator;
impl CodeGenerator for OptimizerCoreGenerator {
fn generate(
&self,
template: &PluginTemplate,
parameters: &HashMap<String, String>,
config: &TemplateGeneratorConfig,
) -> Result<Vec<GeneratedFile>> {
let optimizer_name = parameters.get("name").unwrap_or(&template.name);
let learning_rate_param = parameters.get("learning_rate").unwrap_or("0.001");
let content = self.generate_optimizer_code(optimizer_name, learning_rate_param, config)?;
Ok(vec![GeneratedFile {
path: PathBuf::from("src/lib.rs"),
content,
permissions: None,
file_type: GeneratedFileType::RustSource,
}])
}
fn name(&self) -> &str {
"OptimizerCore"
}
fn supported_categories(&self) -> Vec<TemplateCategory> {
vec![
TemplateCategory::BasicOptimizer,
TemplateCategory::AdaptiveOptimizer,
TemplateCategory::SecondOrderOptimizer,
]
}
}
impl OptimizerCoreGenerator {
fn generate_optimizer_code(&self, name: &str, learningrate: &str, config: &TemplateGeneratorConfig) -> Result<String> {
let content = format!(
r#"//! {} Optimizer Plugin
//
// This plugin implements the {} optimization algorithm.
// Generated with scirs2-optim template generator v{}
use optirs_core::plugin::*;
use ndarray::{{Array1, Array2}};
use num_traits::Float;
use std::fmt::Debug;
use serde::{{Serialize, Deserialize}};
/// {} optimizer configuration
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct {}Config<T: Float + Debug + Send + Sync + 'static> {{
/// Learning _rate
pub learning_rate: T,
/// Add additional parameters here
}}
impl<T: Float + Debug + Send + Sync + 'static> Default for {}Config<T> {{
fn default() -> Self {{
Self {{
learning_rate: num_traits::cast::cast({}).unwrap_or_else(|| T::zero()),
}}
}}
}}
/// {} optimizer implementation
#[derive(Debug)]
pub struct {}<T: Float + Debug + Send + Sync + 'static> {{
/// Configuration
config: {}Config<T>,
/// Internal state
state: {}State<T>,
/// Plugin metadata
info: PluginInfo,
/// Capabilities
capabilities: PluginCapabilities,
}}
/// Optimizer internal state
#[derive(Debug, Clone)]
struct {}State<T: Float + Debug + Send + Sync + 'static> {{
/// Step count
step_count: usize,
/// Previous gradients (for momentum, etc.)
prev_gradients: Option<Array1<T>>,
// Add state variables as needed
}}
impl<T: Float + Debug + Send + Sync + 'static> Default for {}State<T> {{
fn default() -> Self {{
Self {{
step_count: 0,
prev_gradients: None,
}}
}}
}}
impl<T: Float + Debug + Send + Sync + 'static> {}<T> {{
/// Create a new {} optimizer
pub fn new(config: {}Config<T>) -> Self {{
let info = create_plugin_info("{}", env!("CARGO_PKG_VERSION"), "Auto-generated");
let mut capabilities = create_basic_capabilities();
capabilities.momentum = true; // Enable if using momentum
capabilities.state_serialization = true;
Self {{
config,
state: {}State::default(),
info,
capabilities,
}}
}}
/// Update learning _rate
pub fn set_learning_rate(&mut self, learningrate: T) {{
self.config.learning_rate = learning_rate;
}}
/// Get current learning _rate
pub fn learning_rate(&self) -> T {{
self.config.learning_rate
}}
}}
impl<T: Float + Debug + std::fmt::Debug + Send + Sync + 'static> OptimizerPlugin<T> for {}<T> {{
fn step(&mut self, params: &Array1<T>, gradients: &Array1<T>) -> Result<Array1<T>> {{
// Implement your optimization step here
// This is a basic gradient descent implementation
let updated_params = params - &(gradients * self.config.learning_rate);
// Update state
self.state.step_count += 1;
self.state.prev_gradients = Some(gradients.clone());
Ok(updated_params)
}}
fn name(&self) -> &str {{
"{}"
}}
fn version(&self) -> &str {{
env!("CARGO_PKG_VERSION")
}}
fn plugin_info(&self) -> PluginInfo {{
self.info.clone()
}}
fn capabilities(&self) -> PluginCapabilities {{
self.capabilities.clone()
}}
fn initialize(&mut self, paramshape: &[usize]) -> Result<()> {{
// Initialize state based on parameter shape
Ok(())
}}
fn reset(&mut self) -> Result<()> {{
self.state = {}State::default();
Ok(())
}}
fn get_config(&self) -> OptimizerConfig {{
OptimizerConfig {{
learning_rate: self.config.learning_rate.to_f64().unwrap_or(0.001),
weight_decay: 0.0,
momentum: 0.0,
gradient_clip: None,
custom_params: std::collections::HashMap::new(),
}}
}}
fn set_config(&mut self, config: OptimizerConfig) -> Result<()> {{
self.config.learning_rate = T::from(config.learning_rate)
.ok_or_else(|| OptimError::InvalidConfig("Invalid learning _rate".to_string()))?;
Ok(())
}}
fn get_state(&self) -> Result<OptimizerState> {{
let mut state = OptimizerState::default();
state.step_count = self.state.step_count;
if let Some(ref prev_grad) = self.state.prev_gradients {{
let grad_vec: Vec<f64> = prev_grad.iter()
.map(|&x| x.to_f64().unwrap_or(0.0))
.collect();
state.state_vectors.insert("prev_gradients".to_string(), grad_vec);
}}
Ok(state)
}}
fn set_state(&mut self, state: OptimizerState) -> Result<()> {{
self.state.step_count = state.step_count;
if let Some(grad_vec) = state.state_vectors.get("prev_gradients") {{
let grad_array: Array1<T> = grad_vec.iter()
.map(|&x| T::from(x).unwrap_or_else(|| T::zero()))
.collect();
self.state.prev_gradients = Some(grad_array);
}}
Ok(())
}}
fn clone_plugin(&self) -> Box<dyn OptimizerPlugin<T>> {{
Box::new(Self::new(self.config.clone()))
}}
}}
/// Plugin factory for creating {} instances
#[derive(Debug)]
pub struct {}Factory;
impl<T: Float + Debug + std::fmt::Debug + Send + Sync + 'static> OptimizerPluginFactory<T> for {}Factory {{
fn create_optimizer(&self, config: OptimizerConfig) -> Result<Box<dyn OptimizerPlugin<T>>> {{
let plugin_config = {}Config {{
learning_rate: T::from(config.learning_rate)
.ok_or_else(|| OptimError::InvalidConfig("Invalid learning _rate".to_string()))?,
}};
Ok(Box::new({}<T>::new(plugin_config)))
}}
fn factory_info(&self) -> PluginInfo {{
create_plugin_info("{}", env!("CARGO_PKG_VERSION"), "Auto-generated")
}}
fn validate_config(&self, config: &OptimizerConfig) -> Result<()> {{
if config.learning_rate <= 0.0 {{
return Err(OptimError::InvalidConfig(
"Learning _rate must be positive".to_string(),
));
}}
Ok(())
}}
fn default_config(&self) -> OptimizerConfig {{
OptimizerConfig {{
learning_rate: {},
..Default::default()
}}
}}
fn config_schema(&self) -> ConfigSchema {{
let mut schema = ConfigSchema {{
fields: std::collections::HashMap::new(),
required_fields: vec!["learning_rate".to_string()],
version: "1.0".to_string(),
}};
schema.fields.insert(
"learning_rate".to_string(),
FieldSchema {{
field_type: FieldType::Float {{ min: Some(0.0), max: None }},
description: "Learning _rate for {} optimization".to_string(),
default_value: Some(ConfigValue::Float({})),
constraints: vec![ValidationConstraint::Positive],
required: true,
}},
);
schema
}}
}}
#[cfg(test)]
mod tests {{
use super::*;
#[test]
fn test_{}_creation() {{
let config = {}Config::default();
let optimizer = {}<f64>::new(config);
assert_eq!(optimizer.name(), "{}");
}}
#[test]
fn test_{}_step() {{
let config = {}Config::default();
let mut optimizer = {}<f64>::new(config);
let params = Array1::from_vec(vec![1.0, 2.0, 3.0]);
let gradients = Array1::from_vec(vec![0.1, 0.2, 0.3]);
let result = optimizer.step(¶ms, &gradients).unwrap();
// Check that parameters were updated
assert!((result[0] - 0.9999).abs() < 1e-6); // 1.0 - 0.001 * 0.1
assert!((result[1] - 1.9998).abs() < 1e-6); // 2.0 - 0.001 * 0.2
assert!((result[2] - 2.9997).abs() < 1e-6); // 3.0 - 0.001 * 0.3
}}
}}
"#,
name, name, env!("CARGO_PKG_VERSION"),
name, name, name, learning_rate,
name, name, name, name,
name, name,
name, name, name, name, name,
name, name,
name, name, name, name,
name, name, name, name, name, name, learning_rate,
name.to_lowercase(), name, name, name.to_lowercase(), name, name, name
);
Ok(content)
}
}
// Additional generators would be implemented similarly...
/// Test suite generator
#[derive(Debug)]
struct TestSuiteGenerator;
impl CodeGenerator for TestSuiteGenerator {
fn generate(
&self,
template: &PluginTemplate,
parameters: &HashMap<String, String>,
config: &TemplateGeneratorConfig,
) -> Result<Vec<GeneratedFile>> {
let optimizer_name = parameters.get("name").unwrap_or(&template.name);
let test_content = self.generate_test_code(optimizer_name, config)?;
let bench_content = if config.include_benchmarks {
Some(self.generate_benchmark_code(optimizer_name, config)?)
} else {
None
};
let mut files = vec![GeneratedFile {
path: PathBuf::from("tests/integration_tests.rs"),
content: test_content,
permissions: None,
file_type: GeneratedFileType::RustSource,
}];
if let Some(bench_content) = bench_content {
files.push(GeneratedFile {
path: PathBuf::from("benches/optimizer_benchmarks.rs"),
content: bench_content,
permissions: None,
file_type: GeneratedFileType::RustSource,
});
}
Ok(files)
}
fn name(&self) -> &str {
"TestSuite"
}
fn supported_categories(&self) -> Vec<TemplateCategory> {
vec![TemplateCategory::BasicOptimizer, TemplateCategory::AdaptiveOptimizer]
}
}
impl TestSuiteGenerator {
fn generate_test_code(&self, name: &str, config: &TemplateGeneratorConfig) -> Result<String> {
let content = format!(
r#"//! Integration tests for {} optimizer
//
// These tests validate the complete functionality of the {} optimizer plugin.
use optirs_core::plugin::*;
use ndarray::{{Array1, Array2}};
mod common;
use common::*;
#[test]
#[allow(dead_code)]
fn test_{}_basic_functionality() {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
// Test basic step
let params = Array1::from_vec(vec![1.0, 2.0, 3.0]);
let gradients = Array1::from_vec(vec![0.1, 0.2, 0.3]);
let result = optimizer.step(¶ms, &gradients).unwrap();
// Verify the optimizer updated parameters in the expected direction
for i in 0..params.len() {{
assert!(result[i] != params[i], "Parameters should be updated");
}}
}}
#[test]
#[allow(dead_code)]
fn test_{}_convergence() {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
// Test convergence on quadratic function
let mut params = Array1::from_vec(vec![1.0, 1.0]);
let target = Array1::from_vec(vec![0.0, 0.0]);
for _iteration in 0..1000 {{
// Compute gradients: gradient of ||x - target||^2 = 2(x - target)
let gradients = (¶ms - &target) * 2.0;
params = optimizer.step(¶ms, &gradients).unwrap();
// Check if converged
let distance = (¶ms - &target).mapv(|x| x * x).sum().sqrt();
if distance < 1e-6 {{
println!("Converged in {{}} iterations"_iteration + 1);
break;
}}
}}
// Verify convergence
let final_distance = (¶ms - &target).mapv(|x| x * x).sum().sqrt();
assert!(final_distance < 1e-3, "Should converge close to target");
}}
#[test]
#[allow(dead_code)]
fn test_{}_state_serialization() {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
// Take a few steps to build up state
let params = Array1::from_vec(vec![1.0, 2.0]);
let gradients = Array1::from_vec(vec![0.1, 0.2]);
for _ in 0..5 {{
optimizer.step(¶ms, &gradients).unwrap();
}}
// Save state
let saved_state = optimizer.get_state().unwrap();
// Create new optimizer and load state
let config2 = {}Config::default();
let mut optimizer2 = {}<f64>::new(config2);
optimizer2.set_state(saved_state).unwrap();
// Both optimizers should produce same results
let result1 = optimizer.step(¶ms, &gradients).unwrap();
let result2 = optimizer2.step(¶ms, &gradients).unwrap();
for i in 0..result1.len() {{
assert!((result1[i] - result2[i]).abs() < 1e-10, "Results should be identical");
}}
}}
#[test]
#[allow(dead_code)]
fn test_{}_plugin_interface() {{
let _config = {}Config::default();
let optimizer = {}<f64>::new(_config);
// Test plugin metadata
assert_eq!(optimizer.name(), "{}");
assert!(!optimizer.version().is_empty());
let info = optimizer.plugin_info();
assert_eq!(info.name, "{}");
let capabilities = optimizer.capabilities();
assert!(capabilities.state_serialization);
}}
#[test]
#[allow(dead_code)]
fn test_{}_factory() {{
let factory = {}Factory;
// Test default _config
let default_config = factory.default_config();
assert!(default_config.learning_rate > 0.0);
// Test _config validation
let mut invalid_config = default_config.clone();
invalid_config.learning_rate = -1.0;
assert!(factory.validate_config(&invalid_config).is_err());
assert!(factory.validate_config(&default_config).is_ok());
// Test optimizer creation
let optimizer = factory.create_optimizer(default_config).unwrap();
assert_eq!(optimizer.name(), "{}");
}}
#[test]
#[allow(dead_code)]
fn test_{}_performance_characteristics() {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
// Test with different problem sizes
for size in &[10, 100, 1000] {{
let params = Array1::ones(*size);
let gradients = Array1::ones(*size) * 0.1;
let start = std::time::Instant::now();
let _result = optimizer.step(¶ms, &gradients).unwrap();
let duration = start.elapsed();
// Should complete reasonably quickly
assert!(duration.as_millis() < 100, "Step should be fast for size {{}}", size);
}}
}}
"#,
name, name,
name.to_lowercase(), name, name,
name.to_lowercase(), name, name,
name.to_lowercase(), name, name,
name, name,
name.to_lowercase(), name, name, name, name,
name.to_lowercase(), name,
name.to_lowercase(), name, name
);
Ok(content)
}
fn generate_benchmark_code(&self, name: &str, config: &TemplateGeneratorConfig) -> Result<String> {
let content = format!(
r#"//! Benchmarks for {} optimizer
//
// These benchmarks measure the performance characteristics of the {} optimizer.
use criterion::{{black_box, criterion_group, criterion_main, Criterion}};
use optirs_core::plugin::*;
use ndarray::Array1;
#[allow(dead_code)]
fn benchmark_{}_step(c: &mut Criterion) {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
let params = Array1::ones(1000);
let gradients = Array1::ones(1000) * 0.1;
c.bench_function("{} step", |b| {{
b.iter(|| {{
black_box(optimizer.step(black_box(¶ms), black_box(&gradients)).unwrap())
}})
}});
}}
#[allow(dead_code)]
fn benchmark_{}_scalability(c: &mut Criterion) {{
let mut group = c.benchmark_group("{} scalability");
for size in &[10, 100, 1000, 10000] {{
let _config = {}Config::default();
let mut optimizer = {}<f64>::new(_config);
let params = Array1::ones(*size);
let gradients = Array1::ones(*size) * 0.1;
group.bench_with_input(
criterion::BenchmarkId::new("size", size),
size,
|b_size| {{
b.iter(|| {{
black_box(optimizer.step(black_box(¶ms), black_box(&gradients)).unwrap())
}})
}},
);
}}
group.finish();
}}
criterion_group!(benches, benchmark_{}_step, benchmark_{}_scalability);
criterion_main!(benches);
"#,
name, name,
name.to_lowercase(), name, name, name,
name.to_lowercase(), name, name, name,
name.to_lowercase(), name.to_lowercase()
);
Ok(content)
}
}
// Implement other generators...
#[derive(Debug)]
struct DocumentationGenerator;
impl CodeGenerator for DocumentationGenerator {
fn generate(
&self,
template: &PluginTemplate,
parameters: &HashMap<String, String>,
config: &TemplateGeneratorConfig,
) -> Result<Vec<GeneratedFile>> {
let optimizer_name = parameters.get("name").unwrap_or(&template.name);
let readme_content = self.generate_readme(optimizer_name, parameters, config)?;
let lib_docs = self.generate_lib_docs(optimizer_name, config)?;
Ok(vec![
GeneratedFile {
path: PathBuf::from("README.md"),
content: readme_content,
permissions: None,
file_type: GeneratedFileType::Documentation,
},
GeneratedFile {
path: PathBuf::from("docs/lib.md"),
content: lib_docs,
permissions: None,
file_type: GeneratedFileType::Documentation,
},
])
}
fn name(&self) -> &str {
"Documentation"
}
fn supported_categories(&self) -> Vec<TemplateCategory> {
vec![
TemplateCategory::BasicOptimizer,
TemplateCategory::AdaptiveOptimizer,
TemplateCategory::SecondOrderOptimizer,
]
}
}
impl DocumentationGenerator {
fn generate_readme(&self, name: &str, parameters: &HashMap<String, String>, config: &TemplateGeneratorConfig) -> Result<String> {
let author = parameters.get("author").unwrap_or(&"Unknown".to_string());
let description = parameters.get("description").unwrap_or(&format!("{} optimizer plugin", name));
let content = format!(
r#"# {} Optimizer Plugin
{}
## Overview
The {} optimizer is a custom optimization algorithm implemented as a plugin for the scirs2-optim framework. This plugin provides [describe key features and benefits here].
## Installation
Add this plugin to your `Cargo.toml`:
```toml
[dependencies]
{} = "0.1.0"
```
## Usage
### Basic Usage
```rust
use optirs_core::plugin::*;
use {}::*;
use ndarray::Array1;
// Create optimizer configuration
let _config = {}Config {{
learning_rate: 0.001,
}};
// Create optimizer instance
let mut optimizer = {}<f64>::new(_config);
// Use in optimization loop
let params = Array1::from_vec(vec![1.0, 2.0, 3.0]);
let gradients = Array1::from_vec(vec![0.1, 0.2, 0.3]);
let updated_params = optimizer.step(¶ms, &gradients)?;
```
### Advanced Usage
```rust
// Using the plugin factory
let factory = {}Factory;
let _config = factory.default_config();
let optimizer = factory.create_optimizer(_config)?;
// State serialization
let state = optimizer.get_state()?;
// ... save state to file ...
// ... load state from file ...
optimizer.set_state(loaded_state)?;
```
## Algorithm Details
[Describe the optimization algorithm, its mathematical foundation, convergence properties, etc.]
### Mathematical Formulation
The {} optimizer updates parameters according to:
```
θ_{t+1} = θ_t - α ∇f(θ_t)
```
Where:
- θ represents the parameters
- α is the learning rate
- ∇f(θ_t) is the gradient at step t
### Key Features
- **Feature 1**: Description
- **Feature 2**: Description
- **Feature 3**: Description
## Configuration
The optimizer supports the following configuration parameters:
| Parameter | Type | Default | Description |
|-----------|------|---------|-------------|
| learning_rate | f64 | 0.001 | Learning rate for parameter updates |
## Benchmarks
Performance characteristics on common optimization problems:
| Problem Type | Convergence Rate | Memory Usage | Notes |
|--------------|------------------|--------------|-------|
| Quadratic | Fast | Low | Optimal for convex problems |
| Non-convex | Medium | Low | Good general-purpose performance |
## Testing
Run the test suite:
```bash
cargo test
```
Run benchmarks:
```bash
cargo bench
```
## Contributing
Contributions are welcome! Please see [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.
## License
Licensed under the MIT License. See [LICENSE](LICENSE) for details.
## Author
{}
## Changelog
### Version 0.1.0
- Initial release
- Basic {} optimization algorithm
- Plugin interface implementation
- Test suite and benchmarks
"#,
name, description, name, name.to_lowercase(), name.to_lowercase(), name, name, name, name, author, name
);
Ok(content)
}
fn generate_lib_docs(&self, name: &str, config: &TemplateGeneratorConfig) -> Result<String> {
let content = format!(
r#"# {} Optimizer Library Documentation
## Architecture
The {} optimizer plugin is structured as follows:
```
src/
├── lib.rs # Main library with optimizer implementation
├── config.rs # Configuration structures
├── state.rs # State management
└── factory.rs # Plugin factory implementation
tests/
├── integration_tests.rs # Integration tests
└── common/ # Test utilities
benches/
└── optimizer_benchmarks.rs # Performance benchmarks
```
## Core Components
### {}Config
Configuration structure for the optimizer:
```rust
pub struct {}Config<T: Float + Debug + Send + Sync + 'static> {{
pub learning_rate: T,
// Additional configuration parameters
}}
```
### {} Implementation
The main optimizer struct implementing the `OptimizerPlugin` trait:
```rust
pub struct {}<T: Float + Debug + Send + Sync + 'static> {{
_config: {}Config<T>,
state: {}State<T>,
info: PluginInfo,
capabilities: PluginCapabilities,
}}
```
### Plugin Factory
Factory for creating optimizer instances:
```rust
pub struct {}Factory;
```
## API Reference
### Methods
#### `step(params, gradients) -> Result<Array1<T>>`
Performs a single optimization step.
**Parameters:**
- `params`: Current parameter values
- `gradients`: Computed gradients
**Returns:**
- Updated parameter values
#### `reset() -> Result<()>`
Resets the optimizer state.
#### `get_state() -> Result<OptimizerState>`
Retrieves the current optimizer state for serialization.
#### `set_state(state) -> Result<()>`
Sets the optimizer state from deserialized data.
## Usage Patterns
### Pattern 1: Basic Optimization Loop
```rust
for epoch in 0..num_epochs {{
let gradients = compute_gradients(¶ms);
params = optimizer.step(¶ms, &gradients)?;
}}
```
### Pattern 2: With State Management
```rust
// Save state periodically
if epoch % checkpoint_interval == 0 {{
let state = optimizer.get_state()?;
save_checkpoint(&state)?;
}}
// Resume from checkpoint
let state = load_checkpoint()?;
optimizer.set_state(state)?;
```
### Pattern 3: Factory-based Creation
```rust
let factory = {}Factory;
let _config = factory.default_config();
let mut optimizer = factory.create_optimizer(_config)?;
```
## Performance Considerations
- The {} optimizer has O(n) memory complexity where n is the number of parameters
- Time complexity per step is O(n)
- Suitable for problems with up to 10^6 parameters
## Error Handling
The plugin uses the standard `Result<T>` pattern:
```rust
match optimizer.step(¶ms, &gradients) {{
Ok(updated_params) => {{
// Continue optimization
}}
Err(OptimError::InvalidConfig(msg)) => {{
// Handle configuration error
}}
Err(e) => {{
// Handle other errors
}}
}}
```
## Extension Points
The plugin can be extended by:
1. Adding new configuration parameters
2. Implementing additional state variables
3. Extending the capabilities structure
4. Adding custom validation logic
"#,
name, name, name, name, name, name, name, name, name, name, name
);
Ok(content)
}
}
// Implement remaining generators...
#[derive(Debug)]
struct BenchmarkGenerator;
impl CodeGenerator for BenchmarkGenerator {
fn generate(&self,
template: &PluginTemplate, _parameters: &HashMap<String, String>, _config: &TemplateGeneratorConfig) -> Result<Vec<GeneratedFile>> {
// Implementation would generate comprehensive benchmark suites
Ok(vec![])
}
fn name(&self) -> &str { "Benchmark" }
fn supported_categories(&self) -> Vec<TemplateCategory> { vec![] }
}
#[derive(Debug)]
struct ExampleGenerator;
impl CodeGenerator for ExampleGenerator {
fn generate(&self,
template: &PluginTemplate, _parameters: &HashMap<String, String>, _config: &TemplateGeneratorConfig) -> Result<Vec<GeneratedFile>> {
// Implementation would generate usage examples
Ok(vec![])
}
fn name(&self) -> &str { "Example" }
fn supported_categories(&self) -> Vec<TemplateCategory> { vec![] }
}
#[derive(Debug)]
struct CICDGenerator;
impl CodeGenerator for CICDGenerator {
fn generate(&self,
template: &PluginTemplate, _parameters: &HashMap<String, String>, _config: &TemplateGeneratorConfig) -> Result<Vec<GeneratedFile>> {
// Implementation would generate GitHub Actions, Travis CI, etc.
Ok(vec![])
}
fn name(&self) -> &str { "CICD" }
fn supported_categories(&self) -> Vec<TemplateCategory> { vec![] }
}
#[derive(Debug)]
struct ConfigurationGenerator;
impl CodeGenerator for ConfigurationGenerator {
fn generate(&self,
template: &PluginTemplate, _parameters: &HashMap<String, String>, _config: &TemplateGeneratorConfig) -> Result<Vec<GeneratedFile>> {
// Implementation would generate Cargo.toml, plugin manifests, etc.
Ok(vec![])
}
fn name(&self) -> &str { "Configuration" }
fn supported_categories(&self) -> Vec<TemplateCategory> { vec![] }
}
// Implement template registry and other supporting structures...
impl TemplateRegistry {
fn new() -> Self {
Self {
builtin_templates: HashMap::new(),
custom_templates: HashMap::new(),
template_metadata: HashMap::new(),
}
}
fn register_builtin_templates(&mut self) {
// Register built-in templates
let basic_template = self.create_basic_optimizer_template();
self.builtin_templates.insert("basic_optimizer".to_string(), basic_template);
let adaptive_template = self.create_adaptive_optimizer_template();
self.builtin_templates.insert("adaptive_optimizer".to_string(), adaptive_template);
}
fn create_basic_optimizer_template(&self) -> PluginTemplate {
PluginTemplate {
name: "BasicOptimizer".to_string(),
description: "A basic gradient descent optimizer template".to_string(),
category: TemplateCategory::BasicOptimizer,
complexity: ComplexityLevel::Beginner,
structure: EnhancedTemplateStructure {
core_files: vec![],
test_files: vec![],
documentation: vec![],
config_files: vec![],
cicd_files: vec![],
example_files: vec![],
benchmark_files: vec![],
resource_files: vec![],
},
required_features: vec!["optimizer".to_string()],
parameters: {
let mut params = HashMap::new();
params.insert("name".to_string(), TemplateParameter {
name: "name".to_string(),
param_type: ParameterType::String,
default_value: Some("MyOptimizer".to_string()),
description: "Name of the optimizer".to_string(),
required: true,
validation: vec![ParameterValidation::MinLength(1)],
});
params.insert("learning_rate".to_string(), TemplateParameter {
name: "learning_rate".to_string(),
param_type: ParameterType::Float,
default_value: Some("0.001".to_string()),
description: "Default learning rate".to_string(),
required: false,
validation: vec![ParameterValidation::Range(0.0, 1.0)],
});
params
},
}
}
fn create_adaptive_optimizer_template(&self) -> PluginTemplate {
PluginTemplate {
name: "AdaptiveOptimizer".to_string(),
description: "An adaptive optimizer template with momentum and learning rate adaptation".to_string(),
category: TemplateCategory::AdaptiveOptimizer,
complexity: ComplexityLevel::Intermediate,
structure: EnhancedTemplateStructure {
core_files: vec![],
test_files: vec![],
documentation: vec![],
config_files: vec![],
cicd_files: vec![],
example_files: vec![],
benchmark_files: vec![],
resource_files: vec![],
},
required_features: vec!["optimizer".to_string(), "adaptive".to_string()],
parameters: HashMap::new(),
}
}
fn get_template(&self, name: &str) -> Option<&PluginTemplate> {
self.builtin_templates.get(name).or_else(|| self.custom_templates.get(name))
}
fn list_templates(&self) -> Vec<TemplateInfo> {
let mut templates = Vec::new();
for (name, template) in &self.builtin_templates {
templates.push(TemplateInfo {
name: name.clone(),
description: template.description.clone(),
category: template.category.clone(),
complexity: template.complexity.clone(),
required_features: template.required_features.clone(),
metadata: self.template_metadata.get(name).cloned().unwrap_or_else(|| TemplateMetadata {
version: "1.0.0".to_string(),
author: "scirs2-optim".to_string(),
created_at: chrono::Utc::now().to_rfc3339(),
modified_at: chrono::Utc::now().to_rfc3339(),
usage_count: 0,
ratings: vec![],
tags: vec![],
dependencies: vec![],
}),
});
}
templates
}
fn get_template_details(&self, name: &str) -> Option<TemplateDetails> {
self.get_template(name).map(|template| {
TemplateDetails {
info: TemplateInfo {
name: name.to_string(),
description: template.description.clone(),
category: template.category.clone(),
complexity: template.complexity.clone(),
required_features: template.required_features.clone(),
metadata: self.template_metadata.get(name).cloned().unwrap_or_default(),
},
structure: template.structure.clone(),
parameters: template.parameters.clone(),
examples: vec![], // Would be populated with usage examples
}
})
}
fn add_custom_template(&mut self, template: PluginTemplate) -> Result<()> {
let name = template.name.clone();
self.custom_templates.insert(name, template);
Ok(())
}
}
impl TemplateValidator {
fn new() -> Self {
Self {
rules: vec![
Box::new(NameValidationRule),
Box::new(ParameterValidationRule),
Box::new(StructureValidationRule),
],
syntax_checker: SyntaxChecker::new(),
}
}
fn validate_template(&self, template: &PluginTemplate) -> Result<PluginValidationResult> {
let mut result = PluginValidationResult {
is_valid: true,
errors: vec![],
warnings: vec![],
benchmark_results: None,
};
for rule in &self.rules {
let validation = rule.validate(template);
if !validation.passed {
result.is_valid = false;
result.errors.push(validation.message);
}
}
Ok(result)
}
}
impl SyntaxChecker {
fn new() -> Self {
Self {
rust_validator: RustSyntaxValidator,
toml_validator: TomlValidator,
markdown_validator: MarkdownValidator,
}
}
}
// Validation rules implementations
#[derive(Debug)]
struct NameValidationRule;
impl TemplateValidationRule for NameValidationRule {
fn validate(&self, template: &PluginTemplate) -> ValidationResult {
if template.name.is_empty() {
ValidationResult {
passed: false,
message: "Template name cannot be empty".to_string(),
severity: ValidationSeverity::Error,
suggestions: vec!["Provide a descriptive name for the template".to_string()],
}
} else {
ValidationResult {
passed: true,
message: "Template name is valid".to_string(),
severity: ValidationSeverity::Info,
suggestions: vec![],
}
}
}
fn name(&self) -> &str {
"NameValidation"
}
fn description(&self) -> &str {
"Validates template name requirements"
}
}
#[derive(Debug)]
struct ParameterValidationRule;
impl TemplateValidationRule for ParameterValidationRule {
fn validate(&self, template: &PluginTemplate) -> ValidationResult {
for (param_name, param) in &template.parameters {
if param.name.is_empty() {
return ValidationResult {
passed: false,
message: format!("Parameter '{}' has empty name", param_name),
severity: ValidationSeverity::Error,
suggestions: vec!["Ensure all parameters have non-empty names".to_string()],
};
}
}
ValidationResult {
passed: true,
message: "All parameters are valid".to_string(),
severity: ValidationSeverity::Info,
suggestions: vec![],
}
}
fn name(&self) -> &str {
"ParameterValidation"
}
fn description(&self) -> &str {
"Validates template parameter definitions"
}
}
#[derive(Debug)]
struct StructureValidationRule;
impl TemplateValidationRule for StructureValidationRule {
fn validate(&self,
template: &PluginTemplate) -> ValidationResult {
// Validate _template structure
ValidationResult {
passed: true,
message: "Template structure is valid".to_string(),
severity: ValidationSeverity::Info,
suggestions: vec![],
}
}
fn name(&self) -> &str {
"StructureValidation"
}
fn description(&self) -> &str {
"Validates template structure requirements"
}
}
// Plugin analyzer for reverse engineering templates
#[derive(Debug)]
struct PluginAnalyzer;
impl PluginAnalyzer {
fn new() -> Self {
Self
}
fn analyze_plugin(&self, _plugindir: &Path) -> Result<PluginAnalysis> {
// Analyze existing plugin to extract structure and patterns
Ok(PluginAnalysis {
structure: AnalyzedStructure::default(),
dependencies: vec![],
patterns: vec![],
})
}
}
#[derive(Debug)]
struct PluginAnalysis {
structure: AnalyzedStructure,
dependencies: Vec<String>,
patterns: Vec<String>,
}
#[derive(Debug, Default)]
struct AnalyzedStructure {
source_files: Vec<String>,
test_files: Vec<String>,
config_files: Vec<String>,
}
// Template extractor for creating templates from analysis
#[derive(Debug)]
struct TemplateExtractor;
impl TemplateExtractor {
fn new() -> Self {
Self
}
fn extract_template(&self,
analysis: PluginAnalysis, template_name: &str) -> Result<PluginTemplate> {
// Extract template structure from _analysis
Ok(PluginTemplate {
_name: template_name.to_string(),
description: "Extracted template".to_string(),
category: TemplateCategory::BasicOptimizer,
complexity: ComplexityLevel::Intermediate,
structure: EnhancedTemplateStructure {
core_files: vec![],
test_files: vec![],
documentation: vec![],
config_files: vec![],
cicd_files: vec![],
example_files: vec![],
benchmark_files: vec![],
resource_files: vec![],
},
required_features: vec![],
parameters: HashMap::new(),
})
}
}
// Implement trait for template
impl PluginTemplate {
fn version(&self) -> Option<String> {
Some("1.0.0".to_string())
}
}
impl Default for TemplateMetadata {
fn default() -> Self {
Self {
version: "1.0.0".to_string(),
author: "Unknown".to_string(),
created_at: chrono::Utc::now().to_rfc3339(),
modified_at: chrono::Utc::now().to_rfc3339(),
usage_count: 0,
ratings: vec![],
tags: vec![],
dependencies: vec![],
}
}
}
impl Default for TemplateGeneratorConfig {
fn default() -> Self {
Self {
rust_version: "1.70.0".to_string(),
include_cicd: true,
include_docs: true,
include_benchmarks: true,
include_examples: true,
include_gpu: false,
include_distributed: false,
code_style: CodeStyle {
indentation: IndentationType::Spaces(4),
max_line_length: 100,
trailing_commas: true,
import_style: ImportStyle::Grouped,
doc_style: DocStyle::Comprehensive,
},
license: LicenseType::MIT,
testing_framework: TestingFramework::Standard,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use std::collections::HashMap;
use tempfile::TempDir;
#[test]
fn test_template_generator_creation() {
let config = TemplateGeneratorConfig::default();
let generator = AdvancedTemplateGenerator::new(config);
assert!(!generator.list_templates().is_empty());
}
#[test]
fn test_template_validation() {
let config = TemplateGeneratorConfig::default();
let generator = AdvancedTemplateGenerator::new(config);
let templates = generator.list_templates();
assert!(!templates.is_empty());
let template_name = &templates[0].name;
let details = generator.get_template_details(template_name).unwrap();
let validation_result = generator.validator.validate_template(&details.info.into()).unwrap();
assert!(validation_result.is_valid);
}
#[test]
fn test_project_generation() {
let config = TemplateGeneratorConfig::default();
let generator = AdvancedTemplateGenerator::new(config);
let temp_dir = TempDir::new().unwrap();
let mut parameters = HashMap::new();
parameters.insert("name".to_string(), "TestOptimizer".to_string());
parameters.insert("author".to_string(), "Test Author".to_string());
let result = generator.generate_plugin_project(
"basic_optimizer",
"test_project",
parameters,
temp_dir.path(),
);
assert!(result.is_ok());
let generation_result = result.unwrap();
assert!(!generation_result.generated_files.is_empty());
// Verify main source file was created
let lib_rs_path = temp_dir.path().join("src/lib.rs");
assert!(lib_rs_path.exists());
}
// Helper function to convert TemplateInfo to PluginTemplate for testing
impl From<TemplateInfo> for PluginTemplate {
fn from(info: TemplateInfo) -> Self {
PluginTemplate {
name: info.name,
description: info.description,
category: info.category,
complexity: info.complexity,
structure: EnhancedTemplateStructure {
core_files: vec![],
test_files: vec![],
documentation: vec![],
config_files: vec![],
cicd_files: vec![],
example_files: vec![],
benchmark_files: vec![],
resource_files: vec![],
},
required_features: info.required_features,
parameters: HashMap::new(),
}
}
}
}