sklears_compose/workflow_language/
mod.rs

1//! Workflow Language System
2//!
3//! A comprehensive system for describing, building, and executing machine learning workflows
4//! through multiple interfaces including visual builders, domain-specific language (DSL),
5//! and programmatic APIs. This module provides enterprise-grade workflow orchestration
6//! with support for complex dependencies, resource management, and multi-language code generation.
7//!
8//! # Architecture Overview
9//!
10//! The workflow language system is built on a modular architecture with clear separation
11//! of concerns:
12//!
13//! ```text
14//! ┌─────────────────────────────────────────────────────────────────────────────────┐
15//! │                         Workflow Language System                                │
16//! ├─────────────────────────────────────────────────────────────────────────────────┤
17//! │  Visual Builder  │  DSL Language   │  Component Registry  │  Code Generation   │
18//! ├─────────────────────────────────────────────────────────────────────────────────┤
19//! │           Workflow Definitions (Core Data Structures)                          │
20//! ├─────────────────────────────────────────────────────────────────────────────────┤
21//! │                       Workflow Execution Engine                                │
22//! ├─────────────────────────────────────────────────────────────────────────────────┤
23//! │                     Comprehensive Test Infrastructure                          │
24//! └─────────────────────────────────────────────────────────────────────────────────┘
25//! ```
26//!
27//! # Core Components
28//!
29//! ## Workflow Definitions
30//! Core data structures and type definitions that form the foundation of all workflow
31//! representations. Includes metadata, input/output specifications, step definitions,
32//! and execution configuration.
33//!
34//! ## Visual Builder
35//! Interactive visual interface for building workflows through drag-and-drop operations.
36//! Supports real-time validation, undo/redo functionality, and collaborative editing.
37//!
38//! ## DSL Language
39//! Domain-specific language for expressing workflows in a human-readable text format.
40//! Includes a complete lexer/parser implementation with syntax highlighting and
41//! intelligent auto-completion.
42//!
43//! ## Component Registry
44//! Centralized registry for managing workflow components with support for versioning,
45//! dependency resolution, and plugin architecture.
46//!
47//! ## Workflow Execution
48//! High-performance execution engine with support for parallel processing, resource
49//! management, fault tolerance, and comprehensive monitoring.
50//!
51//! ## Code Generation
52//! Multi-language code generation system supporting Rust, Python, JavaScript, and C++
53//! with customizable templates and optimization strategies.
54//!
55//! # Usage Examples
56//!
57//! ## Creating a Workflow Programmatically
58//!
59//! ```rust
60//! use sklears_compose::workflow_language::{
61//!     ExecutionConfig, WorkflowDefinition, WorkflowMetadata,
62//! };
63//!
64//! let workflow = WorkflowDefinition {
65//!     metadata: WorkflowMetadata {
66//!         name: "ml_pipeline".to_string(),
67//!         version: "1.0.0".to_string(),
68//!         description: Some("End-to-end ML pipeline".to_string()),
69//!         ..Default::default()
70//!     },
71//!     inputs: vec![],
72//!     outputs: vec![],
73//!     steps: vec![],
74//!     connections: vec![],
75//!     execution: ExecutionConfig::default(),
76//! };
77//! ```
78//!
79//! ## Using the Visual Builder
80//!
81//! ```rust
82//! use sklears_compose::workflow_language::{
83//!     Connection, StepDefinition, StepType, VisualPipelineBuilder,
84//! };
85//!
86//! let mut builder = VisualPipelineBuilder::new();
87//!
88//! let data_loader = StepDefinition::new("data_loader", StepType::Input, "CsvReader")
89//!     .with_output("dataset");
90//! builder.add_step(data_loader).unwrap();
91//!
92//! let trainer = StepDefinition::new("trainer", StepType::Trainer, "RandomForest")
93//!     .with_input("dataset")
94//!     .with_output("model");
95//! builder.add_step(trainer).unwrap();
96//!
97//! builder
98//!     .add_connection(Connection::direct("data_loader", "dataset", "trainer", "dataset"))
99//!     .unwrap();
100//! ```
101//!
102//! ## Parsing DSL
103//!
104//! ```rust
105//! use sklears_compose::workflow_language::PipelineDSL;
106//!
107//! let dsl_code = r#"pipeline "ml_workflow" {
108//!     version "1.0.0"
109//!     input data: Matrix<Float64>
110//!     output predictions
111//! }"#;
112//!
113//! let mut dsl = PipelineDSL::new();
114//! let workflow = dsl.parse(dsl_code).unwrap();
115//! assert_eq!(workflow.metadata.name, "ml_workflow");
116//! assert_eq!(workflow.inputs[0].name, "data");
117//! ```
118//!
119//! ## Code Generation
120//!
121//! ```rust
122//! use sklears_compose::workflow_language::{
123//!     CodeGenerationConfig, CodeGenerator, CodeLanguage, GeneratedCode, WorkflowDefinition,
124//! };
125//!
126//! let mut generator = CodeGenerator::new(CodeGenerationConfig::default());
127//! let workflow = WorkflowDefinition::default();
128//! let GeneratedCode { language, .. } = generator.generate_code(&workflow).unwrap();
129//! assert!(matches!(language, CodeLanguage::Rust));
130//! ```
131
132// Core module declarations
133pub mod code_generation;
134pub mod component_registry;
135pub mod dsl_language;
136pub mod visual_builder;
137pub mod workflow_definitions;
138pub mod workflow_execution;
139
140// Test infrastructure (conditional compilation for tests)
141#[allow(non_snake_case)]
142#[cfg(test)]
143pub mod workflow_tests;
144
145// Re-export core types and traits for easy access
146pub use workflow_definitions::{
147    Connection, ConnectionType, DataType, ExecutionConfig, ExecutionMode, InputDefinition,
148    OutputDefinition, ParameterDefinition, ParameterValue, ResourceRequirements, StepDefinition,
149    StepStatus, StepType, ValidationResult, WorkflowDefinition, WorkflowMetadata, WorkflowStatus,
150};
151
152pub use visual_builder::{
153    CanvasConfig, CanvasInteraction, ComponentPosition, DragState, GridConfig, Position,
154    SelectionState, UndoRedoManager, ValidationState, ViewportConfig, VisualPipelineBuilder,
155    WorkflowHistory, WorkflowSnapshot, ZoomConfig,
156};
157
158pub use component_registry::{
159    ComponentDefinition, ComponentDiscovery, ComponentMetadata, ComponentRegistry,
160    ComponentSignature, ComponentType, ComponentValidator, ComponentVersion, ParameterSchema,
161    PortDefinition, RegistryError,
162};
163
164pub use workflow_execution::{
165    ExecutionContext, ExecutionResult, ExecutionState, ExecutionStatistics, ExecutionTracker,
166    ParallelExecutionConfig, ResourceAllocation, ResourceManager, StepExecutionResult,
167    WorkflowExecutionError, WorkflowExecutor,
168};
169
170pub use code_generation::{
171    CodeGenerationConfig, CodeGenerationError, CodeGenerator, CodeLanguage, CodeTemplate,
172    FileFormat, GeneratedCode, GenerationStatistics, LanguageBackend, OptimizationLevel,
173    TargetLanguage, TemplateContext, TemplateEngine, TemplateRegistry,
174};
175
176pub use dsl_language::{
177    AstNode, AutoCompleter, DslConfig, DslError, DslLexer, DslParser, LexError, ParseError,
178    ParseResult, PipelineDSL, SemanticAnalyzer, SymbolTable, SyntaxHighlighter, Token, TokenType,
179    TypeChecker,
180};
181
182// Type aliases for common usage patterns
183pub type WorkflowResult<T> = Result<T, WorkflowError>;
184
185// Common error types unified interface
186#[derive(Debug, thiserror::Error)]
187pub enum WorkflowError {
188    #[error("Validation error: {0}")]
189    Validation(String),
190
191    #[error("Execution error: {0}")]
192    Execution(#[from] WorkflowExecutionError),
193
194    #[error("Code generation error: {0}")]
195    CodeGeneration(#[from] CodeGenerationError),
196
197    #[error("Parse error: {0}")]
198    Parse(#[from] ParseError),
199
200    #[error("Registry error: {0}")]
201    Registry(#[from] RegistryError),
202
203    #[error("I/O error: {0}")]
204    Io(#[from] std::io::Error),
205
206    #[error("Serialization error: {0}")]
207    Serialization(#[from] serde_json::Error),
208
209    #[error("Sklears error: {0}")]
210    Sklears(#[from] sklears_core::error::SklearsError),
211}
212
213// Builder patterns and factory functions for common operations
214impl WorkflowDefinition {
215    /// Create a new workflow builder with fluent interface
216    #[must_use]
217    pub fn builder() -> WorkflowBuilder {
218        WorkflowBuilder::new()
219    }
220
221    /// Create a workflow from DSL string
222    pub fn from_dsl(dsl_code: &str) -> Result<Self, ParseError> {
223        let mut dsl = PipelineDSL::new();
224        dsl.parse(dsl_code)
225            .map_err(|e| ParseError::InvalidSyntax(format!("DSL parse error: {e}"), 0, 0))
226    }
227
228    /// Generate code for this workflow in the specified language
229    pub fn generate_code(&self, language: TargetLanguage) -> Result<String, CodeGenerationError> {
230        let config = CodeGenerationConfig {
231            language,
232            ..Default::default()
233        };
234        let mut generator = CodeGenerator::new(config);
235        let generated = generator.generate_code(self)?;
236        Ok(generated.source_code)
237    }
238
239    /// Execute this workflow with the given context
240    #[must_use]
241    pub fn execute(&self, context: ExecutionContext) -> ExecutionResult {
242        let mut executor = WorkflowExecutor::new();
243        // TODO: Configure executor with context
244        executor.execute_workflow(self.clone()).unwrap_or_default()
245    }
246}
247
248/// Builder pattern for constructing workflows programmatically
249pub struct WorkflowBuilder {
250    metadata: WorkflowMetadata,
251    inputs: Vec<InputDefinition>,
252    outputs: Vec<OutputDefinition>,
253    steps: Vec<StepDefinition>,
254    connections: Vec<Connection>,
255    execution: ExecutionConfig,
256}
257
258impl WorkflowBuilder {
259    #[must_use]
260    pub fn new() -> Self {
261        Self {
262            metadata: WorkflowMetadata::default(),
263            inputs: Vec::new(),
264            outputs: Vec::new(),
265            steps: Vec::new(),
266            connections: Vec::new(),
267            execution: ExecutionConfig::default(),
268        }
269    }
270
271    pub fn name(mut self, name: impl Into<String>) -> Self {
272        self.metadata.name = name.into();
273        self
274    }
275
276    pub fn version(mut self, version: impl Into<String>) -> Self {
277        self.metadata.version = version.into();
278        self
279    }
280
281    pub fn description(mut self, description: impl Into<String>) -> Self {
282        self.metadata.description = Some(description.into());
283        self
284    }
285
286    #[must_use]
287    pub fn add_input(mut self, input: InputDefinition) -> Self {
288        self.inputs.push(input);
289        self
290    }
291
292    #[must_use]
293    pub fn add_output(mut self, output: OutputDefinition) -> Self {
294        self.outputs.push(output);
295        self
296    }
297
298    #[must_use]
299    pub fn add_step(mut self, step: StepDefinition) -> Self {
300        self.steps.push(step);
301        self
302    }
303
304    #[must_use]
305    pub fn add_connection(mut self, connection: Connection) -> Self {
306        self.connections.push(connection);
307        self
308    }
309
310    #[must_use]
311    pub fn execution_config(mut self, config: ExecutionConfig) -> Self {
312        self.execution = config;
313        self
314    }
315
316    #[must_use]
317    pub fn build(self) -> WorkflowDefinition {
318        /// WorkflowDefinition
319        WorkflowDefinition {
320            metadata: self.metadata,
321            inputs: self.inputs,
322            outputs: self.outputs,
323            steps: self.steps,
324            connections: self.connections,
325            execution: self.execution,
326        }
327    }
328}
329
330impl Default for WorkflowBuilder {
331    fn default() -> Self {
332        Self::new()
333    }
334}
335
336// Convenience functions for quick workflow operations
337#[must_use]
338pub fn create_workflow(name: &str) -> WorkflowBuilder {
339    WorkflowBuilder::new().name(name)
340}
341
342pub fn parse_workflow(dsl_code: &str) -> Result<WorkflowDefinition, ParseError> {
343    WorkflowDefinition::from_dsl(dsl_code)
344}
345
346pub fn create_visual_builder() -> Result<VisualPipelineBuilder, WorkflowError> {
347    Ok(VisualPipelineBuilder::new())
348}
349
350pub fn create_code_generator() -> Result<CodeGenerator, WorkflowError> {
351    Ok(CodeGenerator::new(CodeGenerationConfig::default()))
352}
353
354// Integration utilities for cross-module operations
355pub struct WorkflowIntegration;
356
357impl WorkflowIntegration {
358    /// Convert a visual workflow to DSL representation
359    pub fn visual_to_dsl(builder: &VisualPipelineBuilder) -> Result<String, WorkflowError> {
360        let dsl = PipelineDSL::new();
361        Ok(dsl.generate(&builder.workflow))
362    }
363
364    /// Load a workflow from visual builder into execution engine
365    pub fn visual_to_execution(
366        builder: &VisualPipelineBuilder,
367        context: ExecutionContext,
368    ) -> Result<WorkflowExecutor, WorkflowError> {
369        let executor = WorkflowExecutor::new();
370        // TODO: Configure executor with registry and context as needed
371        Ok(executor)
372    }
373
374    /// Generate code from visual workflow
375    pub fn visual_to_code(
376        builder: &VisualPipelineBuilder,
377        language: TargetLanguage,
378    ) -> Result<String, WorkflowError> {
379        let config = CodeGenerationConfig {
380            language,
381            ..Default::default()
382        };
383        let mut generator = CodeGenerator::new(config);
384        let generated = generator.generate_code(&builder.workflow)?;
385        Ok(generated.source_code)
386    }
387
388    /// Parse DSL and generate code in one operation
389    pub fn dsl_to_code(dsl_code: &str, language: TargetLanguage) -> Result<String, WorkflowError> {
390        let workflow = WorkflowDefinition::from_dsl(dsl_code)?;
391        let config = CodeGenerationConfig {
392            language,
393            ..Default::default()
394        };
395        let mut generator = CodeGenerator::new(config);
396        let generated = generator.generate_code(&workflow)?;
397        Ok(generated.source_code)
398    }
399}
400
401#[allow(non_snake_case)]
402#[cfg(test)]
403mod tests {
404    use super::*;
405
406    #[test]
407    fn test_workflow_builder() {
408        let workflow = WorkflowBuilder::new()
409            .name("test_workflow")
410            .version("1.0.0")
411            .description("Test workflow for builder pattern")
412            .build();
413
414        assert_eq!(workflow.metadata.name, "test_workflow");
415        assert_eq!(workflow.metadata.version, "1.0.0");
416        assert_eq!(
417            workflow.metadata.description,
418            Some("Test workflow for builder pattern".to_string())
419        );
420    }
421
422    #[test]
423    fn test_convenience_functions() {
424        let builder = create_workflow("test");
425        let workflow = builder.build();
426        assert_eq!(workflow.metadata.name, "test");
427    }
428
429    #[test]
430    fn test_module_integration() {
431        // Test that all modules are properly accessible
432        let _registry = ComponentRegistry::default();
433        let _config = CanvasConfig::default();
434        let _exec_config = ExecutionConfig::default();
435
436        // Verify error types work together
437        let _result: WorkflowResult<()> = Ok(());
438    }
439}