#![deny(clippy::unwrap_used, clippy::expect_used)]
#![cfg_attr(test, allow(clippy::unwrap_used, clippy::expect_used))]
#![allow(clippy::module_name_repetitions)]
#![allow(clippy::integer_division)]
#![allow(clippy::shadow_reuse, clippy::shadow_same, clippy::shadow_unrelated)] // Tensor ops: let x = x.relu() is idiomatic
#![allow(clippy::non_ascii_literal)] // Math symbols in ML documentation and error messages
#![allow(clippy::partial_pub_fields)] // ML config structs: some fields are pub API, some internal
#![allow(clippy::same_name_method)] // Intentional: inherent methods shadow trait defaults for ML-specific behavior
#![allow(clippy::indexing_slicing)] // Validation code: bounds checked by construction
#![allow(clippy::similar_names)] // ML naming: min_val/max_val, state/states are conventional
//! # ML Data Validation
//!
//! Data quality validation, cross-validation, and statistical correction
//! for Foxhunt ML training data.
//!
//! ## Modules
//!
//! - [`corrector`] -- Automatic correction of data quality issues
//! - [`cpcv`] -- Combinatorial Purged Cross-Validation (Lopez de Prado)
//! - [`fdr`] -- False Discovery Rate correction for multiple hypothesis testing
//! - [`rules`] -- Composable validation rules for OHLCV data
//! - [`validator`] -- Orchestrator that runs rules and generates reports

pub mod corrector;
pub mod cpcv;
pub mod fdr;
pub mod rules;
pub mod validator;

// Re-export core types used by this crate
pub use ml_core::types::OHLCVBar;
pub use ml_core::MLError;

/// Technical indicators (10 essential ones).
///
/// All indicators are calculated with standard parameters for 1-minute OHLCV data:
/// - RSI(14): Relative Strength Index
/// - MACD(12,26,9): Moving Average Convergence Divergence
/// - Bollinger Bands(20, 2.0): Price envelope
/// - ATR(14): Average True Range
/// - EMA(12, 26): Exponential moving averages
/// - Volume MA(20): Volume moving average
///
/// This type mirrors `ml::data_loader::Indicators` so that the validation crate
/// can operate independently of the full `ml` crate.  Conversion between the two
/// is trivial (both are plain `pub` field structs with identical layout).
#[derive(Debug, Clone)]
pub struct Indicators {
    /// RSI(14) - values 0-100
    pub rsi: Vec<f32>,
    /// MACD line (12,26)
    pub macd: Vec<f32>,
    /// MACD signal line (9)
    pub macd_signal: Vec<f32>,
    /// Bollinger upper band (20, 2.0)
    pub bb_upper: Vec<f32>,
    /// Bollinger middle band (SMA 20)
    pub bb_middle: Vec<f32>,
    /// Bollinger lower band (20, 2.0)
    pub bb_lower: Vec<f32>,
    /// ATR(14) - volatility measure
    pub atr: Vec<f32>,
    /// EMA(12) - fast exponential moving average
    pub ema_fast: Vec<f32>,
    /// EMA(26) - slow exponential moving average
    pub ema_slow: Vec<f32>,
    /// Volume MA(20) - volume moving average
    pub volume_ma: Vec<f32>,
}

// Re-export main types
pub use corrector::DataCorrector;
pub use cpcv::{CPCVConfig, CPCVResult, CPCVSplit, CPCVValidator};
pub use fdr::{FDRConfig, FDRCorrector, FDRMethod, FDRResult};
pub use rules::{
    CompletenessRule, ContinuityRule, IndicatorRule, IntegrityRule, TimestampRule, ValidationRule,
};
pub use validator::{DataValidator, ValidationReport, ValidationResult};