use anyhow::Result;
use chrono::{DateTime, Utc};
use serde::{Deserialize, Serialize};
use std::collections::HashMap;
use std::path::PathBuf;
use uuid::Uuid;
use crate::{DebugConfig, DebugReport, DebugSession};
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum CICDPlatform {
GitHub,
GitLab,
Jenkins,
CircleCI,
AzureDevOps,
BitbucketPipelines,
TeamCity,
Travis,
Custom(String),
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct CICDConfig {
pub platform: CICDPlatform,
pub project_id: String,
pub api_token: Option<String>,
pub base_url: Option<String>,
pub branch_filters: Vec<String>,
pub enable_regression_detection: bool,
pub enable_performance_tracking: bool,
pub enable_quality_gates: bool,
pub enable_automated_reports: bool,
pub enable_alert_systems: bool,
pub report_formats: Vec<ReportFormat>,
pub notification_channels: Vec<NotificationChannel>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ReportFormat {
JSON,
XML,
HTML,
Markdown,
JUnit,
SonarQube,
Custom(String),
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum NotificationChannel {
Email {
recipients: Vec<String>,
},
Slack {
webhook_url: String,
channel: String,
},
Teams {
webhook_url: String,
},
Discord {
webhook_url: String,
},
Webhook {
url: String,
headers: HashMap<String, String>,
},
Custom(String),
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum PipelineStage {
Build,
Test,
Debug,
Analysis,
Deploy,
Custom(String),
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum QualityGateStatus {
Passed,
Failed,
Warning,
Skipped,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityGate {
pub name: String,
pub description: String,
pub metric: QualityMetric,
pub threshold: f64,
pub operator: ComparisonOperator,
pub blocking: bool,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum QualityMetric {
TestCoverage,
ModelAccuracy,
TrainingLoss,
GradientNorm,
MemoryUsage,
TrainingTime,
ModelSize,
InferenceLatency,
Custom(String),
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ComparisonOperator {
GreaterThan,
LessThan,
GreaterThanOrEqual,
LessThanOrEqual,
Equal,
NotEqual,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct RegressionResult {
pub detected: bool,
pub severity: RegressionSeverity,
pub metric: String,
pub baseline_value: f64,
pub current_value: f64,
pub change_percent: f64,
pub description: String,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum RegressionSeverity {
Critical,
Major,
Minor,
Info,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PerformanceData {
pub timestamp: DateTime<Utc>,
pub commit_hash: String,
pub branch: String,
pub metrics: HashMap<String, f64>,
pub benchmark_results: Vec<BenchmarkResult>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct BenchmarkResult {
pub name: String,
pub value: f64,
pub unit: String,
pub baseline: Option<f64>,
pub improvement_percent: Option<f64>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct PipelineResult {
pub run_id: Uuid,
pub timestamp: DateTime<Utc>,
pub commit_hash: String,
pub branch: String,
pub stage: PipelineStage,
pub status: PipelineStatus,
pub debug_report: Option<DebugReport>,
pub quality_gate_results: Vec<QualityGateResult>,
pub regression_results: Vec<RegressionResult>,
pub performance_data: Option<PerformanceData>,
pub artifacts: Vec<Artifact>,
pub duration_ms: u64,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum PipelineStatus {
Success,
Failed,
Warning,
Cancelled,
Timeout,
}
impl std::fmt::Display for PipelineStatus {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match self {
PipelineStatus::Success => write!(f, "Success"),
PipelineStatus::Failed => write!(f, "Failed"),
PipelineStatus::Warning => write!(f, "Warning"),
PipelineStatus::Cancelled => write!(f, "Cancelled"),
PipelineStatus::Timeout => write!(f, "Timeout"),
}
}
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct QualityGateResult {
pub gate: QualityGate,
pub status: QualityGateStatus,
pub actual_value: f64,
pub message: String,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct Artifact {
pub name: String,
pub path: PathBuf,
pub size_bytes: u64,
pub checksum: String,
pub artifact_type: ArtifactType,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub enum ArtifactType {
DebugReport,
TestResults,
BenchmarkResults,
Model,
Dataset,
Documentation,
Custom(String),
}
#[derive(Debug)]
pub struct CICDIntegration {
config: CICDConfig,
quality_gates: Vec<QualityGate>,
baseline_metrics: HashMap<String, f64>,
performance_history: Vec<PerformanceData>,
pipeline_history: Vec<PipelineResult>,
}
impl CICDIntegration {
pub fn new(config: CICDConfig) -> Self {
Self {
config,
quality_gates: Vec::new(),
baseline_metrics: HashMap::new(),
performance_history: Vec::new(),
pipeline_history: Vec::new(),
}
}
pub fn add_quality_gate(&mut self, gate: QualityGate) {
self.quality_gates.push(gate);
}
pub fn set_baseline_metrics(&mut self, metrics: HashMap<String, f64>) {
self.baseline_metrics = metrics;
}
pub async fn run_debug_analysis(
&mut self,
commit_hash: String,
branch: String,
debug_config: DebugConfig,
) -> Result<PipelineResult> {
let run_id = Uuid::new_v4();
let start_time = Utc::now();
tracing::info!(
"Starting debug analysis for commit {} on branch {}",
commit_hash,
branch
);
let mut debug_session = DebugSession::new(debug_config);
debug_session.start().await?;
tokio::time::sleep(std::time::Duration::from_millis(100)).await;
let debug_report = debug_session.stop().await?;
let metrics = self.extract_metrics_from_report(&debug_report);
let quality_gate_results = self.evaluate_quality_gates(&metrics);
let regression_results = self.detect_regressions(&metrics, &commit_hash);
let status = self.determine_pipeline_status(&quality_gate_results, ®ression_results);
let performance_data = PerformanceData {
timestamp: start_time,
commit_hash: commit_hash.clone(),
branch: branch.clone(),
metrics: metrics.clone(),
benchmark_results: self.generate_benchmark_results(&metrics),
};
let artifacts = self.generate_artifacts(&debug_report, &performance_data)?;
let duration_ms = (Utc::now() - start_time).num_milliseconds() as u64;
let result = PipelineResult {
run_id,
timestamp: start_time,
commit_hash,
branch,
stage: PipelineStage::Debug,
status: status.clone(),
debug_report: Some(debug_report),
quality_gate_results,
regression_results,
performance_data: Some(performance_data.clone()),
artifacts,
duration_ms,
};
self.performance_history.push(performance_data);
self.pipeline_history.push(result.clone());
if self.config.enable_alert_systems {
self.send_notifications(&result).await?;
}
if self.config.enable_automated_reports {
self.generate_reports(&result).await?;
}
tracing::info!("Debug analysis completed with status: {:?}", status);
Ok(result)
}
fn extract_metrics_from_report(&self, report: &DebugReport) -> HashMap<String, f64> {
let mut metrics = HashMap::new();
if let Some(ref tensor_report) = report.tensor_report {
metrics.insert(
"tensor_nan_count".to_string(),
tensor_report.total_nan_count() as f64,
);
metrics.insert(
"tensor_inf_count".to_string(),
tensor_report.total_inf_count() as f64,
);
}
if let Some(ref gradient_report) = report.gradient_report {
metrics.insert(
"gradient_norm".to_string(),
gradient_report.average_gradient_norm(),
);
metrics.insert(
"vanishing_gradients".to_string(),
gradient_report.vanishing_gradient_layers().len() as f64,
);
metrics.insert(
"exploding_gradients".to_string(),
gradient_report.exploding_gradient_layers().len() as f64,
);
}
if let Some(ref memory_report) = report.memory_profiler_report {
metrics.insert(
"peak_memory_mb".to_string(),
memory_report.peak_memory_usage() / (1024.0 * 1024.0),
);
metrics.insert(
"memory_efficiency".to_string(),
memory_report.memory_efficiency(),
);
}
metrics.insert(
"total_parameters".to_string(),
self.count_model_parameters() as f64,
);
metrics.insert("training_time_ms".to_string(), 1000.0);
metrics
}
fn evaluate_quality_gates(&self, metrics: &HashMap<String, f64>) -> Vec<QualityGateResult> {
let mut results = Vec::new();
for gate in &self.quality_gates {
let metric_name = self.get_metric_name(&gate.metric);
let actual_value = metrics.get(&metric_name).copied().unwrap_or(0.0);
let passed = match gate.operator {
ComparisonOperator::GreaterThan => actual_value > gate.threshold,
ComparisonOperator::LessThan => actual_value < gate.threshold,
ComparisonOperator::GreaterThanOrEqual => actual_value >= gate.threshold,
ComparisonOperator::LessThanOrEqual => actual_value <= gate.threshold,
ComparisonOperator::Equal => (actual_value - gate.threshold).abs() < f64::EPSILON,
ComparisonOperator::NotEqual => {
(actual_value - gate.threshold).abs() >= f64::EPSILON
},
};
let status = if passed { QualityGateStatus::Passed } else { QualityGateStatus::Failed };
let message = format!(
"Quality gate '{}': {} {} {} (actual: {})",
gate.name,
metric_name,
self.operator_symbol(&gate.operator),
gate.threshold,
actual_value
);
results.push(QualityGateResult {
gate: gate.clone(),
status,
actual_value,
message,
});
}
results
}
fn detect_regressions(
&self,
metrics: &HashMap<String, f64>,
_commit_hash: &str,
) -> Vec<RegressionResult> {
let mut results = Vec::new();
if !self.config.enable_regression_detection {
return results;
}
for (metric_name, ¤t_value) in metrics {
if let Some(&baseline_value) = self.baseline_metrics.get(metric_name) {
let change_percent = ((current_value - baseline_value) / baseline_value) * 100.0;
let (detected, severity) = self.analyze_regression(metric_name, change_percent);
if detected {
results.push(RegressionResult {
detected: true,
severity,
metric: metric_name.clone(),
baseline_value,
current_value,
change_percent,
description: format!(
"Regression detected in {}: {:.2}% change from baseline (baseline: {:.4}, current: {:.4})",
metric_name, change_percent, baseline_value, current_value
),
});
}
}
}
results
}
fn analyze_regression(
&self,
metric_name: &str,
change_percent: f64,
) -> (bool, RegressionSeverity) {
let abs_change = change_percent.abs();
let (minor_threshold, major_threshold, critical_threshold) = match metric_name {
name if name.contains("accuracy") => (2.0, 5.0, 10.0),
name if name.contains("loss") => (5.0, 15.0, 30.0),
name if name.contains("memory") => (10.0, 25.0, 50.0),
name if name.contains("time") => (15.0, 30.0, 60.0),
_ => (5.0, 15.0, 30.0), };
if abs_change >= critical_threshold {
(true, RegressionSeverity::Critical)
} else if abs_change >= major_threshold {
(true, RegressionSeverity::Major)
} else if abs_change >= minor_threshold {
(true, RegressionSeverity::Minor)
} else {
(false, RegressionSeverity::Info)
}
}
fn determine_pipeline_status(
&self,
quality_gate_results: &[QualityGateResult],
regression_results: &[RegressionResult],
) -> PipelineStatus {
for result in quality_gate_results {
if result.gate.blocking && matches!(result.status, QualityGateStatus::Failed) {
return PipelineStatus::Failed;
}
}
for regression in regression_results {
if matches!(regression.severity, RegressionSeverity::Critical) {
return PipelineStatus::Failed;
}
}
let has_warnings = quality_gate_results
.iter()
.any(|r| matches!(r.status, QualityGateStatus::Failed))
|| regression_results
.iter()
.any(|r| matches!(r.severity, RegressionSeverity::Major));
if has_warnings {
PipelineStatus::Warning
} else {
PipelineStatus::Success
}
}
fn generate_benchmark_results(&self, metrics: &HashMap<String, f64>) -> Vec<BenchmarkResult> {
let mut results = Vec::new();
for (name, &value) in metrics {
let baseline = self.baseline_metrics.get(name).copied();
let improvement_percent = baseline.map(|b| ((value - b) / b) * 100.0);
let unit = match name.as_str() {
name if name.contains("time") || name.contains("latency") => "ms",
name if name.contains("memory") => "MB",
name if name.contains("accuracy") => "%",
name if name.contains("loss") => "loss",
_ => "units",
};
results.push(BenchmarkResult {
name: name.clone(),
value,
unit: unit.to_string(),
baseline,
improvement_percent,
});
}
results
}
fn generate_artifacts(
&self,
debug_report: &DebugReport,
performance_data: &PerformanceData,
) -> Result<Vec<Artifact>> {
let mut artifacts = Vec::new();
let debug_report_json = serde_json::to_string_pretty(debug_report)?;
let debug_report_path = PathBuf::from("debug_report.json");
std::fs::write(&debug_report_path, &debug_report_json)?;
artifacts.push(Artifact {
name: "Debug Report".to_string(),
path: debug_report_path,
size_bytes: debug_report_json.len() as u64,
checksum: format!("{:x}", md5::compute(&debug_report_json)),
artifact_type: ArtifactType::DebugReport,
});
let performance_json = serde_json::to_string_pretty(performance_data)?;
let performance_path = PathBuf::from("performance_data.json");
std::fs::write(&performance_path, &performance_json)?;
artifacts.push(Artifact {
name: "Performance Data".to_string(),
path: performance_path,
size_bytes: performance_json.len() as u64,
checksum: format!("{:x}", md5::compute(&performance_json)),
artifact_type: ArtifactType::BenchmarkResults,
});
Ok(artifacts)
}
async fn send_notifications(&self, result: &PipelineResult) -> Result<()> {
for channel in &self.config.notification_channels {
match channel {
NotificationChannel::Slack {
webhook_url,
channel: slack_channel,
} => {
self.send_slack_notification(webhook_url, slack_channel, result).await?;
},
NotificationChannel::Email { recipients } => {
self.send_email_notification(recipients, result).await?;
},
NotificationChannel::Teams { webhook_url } => {
self.send_teams_notification(webhook_url, result).await?;
},
NotificationChannel::Discord { webhook_url } => {
self.send_discord_notification(webhook_url, result).await?;
},
NotificationChannel::Webhook { url, headers } => {
self.send_webhook_notification(url, headers, result).await?;
},
NotificationChannel::Custom(_) => {
tracing::info!("Custom notification not implemented");
},
}
}
Ok(())
}
async fn generate_reports(&self, result: &PipelineResult) -> Result<()> {
for format in &self.config.report_formats {
match format {
ReportFormat::JSON => {
let json_report = serde_json::to_string_pretty(result)?;
std::fs::write("cicd_report.json", json_report)?;
},
ReportFormat::HTML => {
let html_report = self.generate_html_report(result)?;
std::fs::write("cicd_report.html", html_report)?;
},
ReportFormat::Markdown => {
let md_report = self.generate_markdown_report(result)?;
std::fs::write("cicd_report.md", md_report)?;
},
ReportFormat::JUnit => {
let junit_report = self.generate_junit_report(result)?;
std::fs::write("cicd_report.xml", junit_report)?;
},
_ => {
tracing::info!("Report format {:?} not implemented", format);
},
}
}
Ok(())
}
async fn send_slack_notification(
&self,
webhook_url: &str,
channel: &str,
result: &PipelineResult,
) -> Result<()> {
let color = match result.status {
PipelineStatus::Success => "good",
PipelineStatus::Warning => "warning",
PipelineStatus::Failed => "danger",
_ => "warning",
};
let message = serde_json::json!({
"channel": channel,
"attachments": [{
"color": color,
"title": format!("Debug Analysis - {}", result.commit_hash),
"text": format!("Branch: {} | Status: {:?} | Duration: {}ms",
result.branch, result.status, result.duration_ms),
"fields": [
{
"title": "Quality Gates",
"value": format!("{} passed, {} failed",
result.quality_gate_results.iter().filter(|r| matches!(r.status, QualityGateStatus::Passed)).count(),
result.quality_gate_results.iter().filter(|r| matches!(r.status, QualityGateStatus::Failed)).count()),
"short": true
},
{
"title": "Regressions",
"value": format!("{} detected", result.regression_results.len()),
"short": true
}
]
}]
});
tracing::info!("Sending Slack notification to {}: {}", webhook_url, message);
Ok(())
}
async fn send_email_notification(
&self,
recipients: &[String],
result: &PipelineResult,
) -> Result<()> {
let subject = format!(
"Debug Analysis Report - {} ({})",
result.commit_hash, result.status
);
let _body = format!(
"Debug analysis completed for commit {} on branch {}.\n\nStatus: {:?}\nDuration: {}ms\n\nQuality Gates: {} passed, {} failed\nRegressions: {} detected",
result.commit_hash,
result.branch,
result.status,
result.duration_ms,
result.quality_gate_results.iter().filter(|r| matches!(r.status, QualityGateStatus::Passed)).count(),
result.quality_gate_results.iter().filter(|r| matches!(r.status, QualityGateStatus::Failed)).count(),
result.regression_results.len()
);
tracing::info!(
"Sending email notification to {:?}: {}",
recipients,
subject
);
Ok(())
}
async fn send_teams_notification(
&self,
webhook_url: &str,
_result: &PipelineResult,
) -> Result<()> {
tracing::info!("Sending Teams notification to {}", webhook_url);
Ok(())
}
async fn send_discord_notification(
&self,
webhook_url: &str,
_result: &PipelineResult,
) -> Result<()> {
tracing::info!("Sending Discord notification to {}", webhook_url);
Ok(())
}
async fn send_webhook_notification(
&self,
url: &str,
headers: &HashMap<String, String>,
_result: &PipelineResult,
) -> Result<()> {
tracing::info!(
"Sending webhook notification to {} with headers: {:?}",
url,
headers
);
Ok(())
}
fn generate_html_report(&self, result: &PipelineResult) -> Result<String> {
let html = format!(r#"
<!DOCTYPE html>
<html>
<head>
<title>Debug Analysis Report</title>
<style>
body {{ font-family: Arial, sans-serif; margin: 20px; }}
.status-success {{ color: green; }}
.status-warning {{ color: orange; }}
.status-failed {{ color: red; }}
table {{ border-collapse: collapse; width: 100%; }}
th, td {{ border: 1px solid #ddd; padding: 8px; text-align: left; }}
th {{ background-color: #f2f2f2; }}
</style>
</head>
<body>
<h1>Debug Analysis Report</h1>
<h2>Overview</h2>
<p><strong>Commit:</strong> {}</p>
<p><strong>Branch:</strong> {}</p>
<p><strong>Status:</strong> <span class="status-{}">{:?}</span></p>
<p><strong>Duration:</strong> {}ms</p>
<p><strong>Timestamp:</strong> {}</p>
<h2>Quality Gates</h2>
<table>
<tr><th>Gate</th><th>Status</th><th>Actual Value</th><th>Threshold</th><th>Message</th></tr>
{}
</table>
<h2>Regression Analysis</h2>
<table>
<tr><th>Metric</th><th>Severity</th><th>Change %</th><th>Baseline</th><th>Current</th><th>Description</th></tr>
{}
</table>
</body>
</html>
"#,
result.commit_hash,
result.branch,
format!("{:?}", result.status).to_lowercase(),
result.status,
result.duration_ms,
result.timestamp,
result.quality_gate_results.iter().map(|r| format!(
"<tr><td>{}</td><td>{:?}</td><td>{:.4}</td><td>{:.4}</td><td>{}</td></tr>",
r.gate.name, r.status, r.actual_value, r.gate.threshold, r.message
)).collect::<Vec<_>>().join(""),
result.regression_results.iter().map(|r| format!(
"<tr><td>{}</td><td>{:?}</td><td>{:.2}%</td><td>{:.4}</td><td>{:.4}</td><td>{}</td></tr>",
r.metric, r.severity, r.change_percent, r.baseline_value, r.current_value, r.description
)).collect::<Vec<_>>().join("")
);
Ok(html)
}
fn generate_markdown_report(&self, result: &PipelineResult) -> Result<String> {
let status_emoji = match result.status {
PipelineStatus::Success => "✅",
PipelineStatus::Warning => "⚠️",
PipelineStatus::Failed => "❌",
_ => "❓",
};
let markdown = format!(
r#"# Debug Analysis Report
## Overview
- **Commit:** {}
- **Branch:** {}
- **Status:** {} {:?}
- **Duration:** {}ms
- **Timestamp:** {}
## Quality Gates
| Gate | Status | Actual Value | Threshold | Message |
|------|--------|--------------|-----------|---------|
{}
## Regression Analysis
| Metric | Severity | Change % | Baseline | Current | Description |
|--------|----------|----------|----------|---------|-------------|
{}
## Artifacts
{}
"#,
result.commit_hash,
result.branch,
status_emoji,
result.status,
result.duration_ms,
result.timestamp,
result
.quality_gate_results
.iter()
.map(|r| format!(
"| {} | {:?} | {:.4} | {:.4} | {} |",
r.gate.name, r.status, r.actual_value, r.gate.threshold, r.message
))
.collect::<Vec<_>>()
.join("\n"),
result
.regression_results
.iter()
.map(|r| format!(
"| {} | {:?} | {:.2}% | {:.4} | {:.4} | {} |",
r.metric,
r.severity,
r.change_percent,
r.baseline_value,
r.current_value,
r.description
))
.collect::<Vec<_>>()
.join("\n"),
result
.artifacts
.iter()
.map(|a| format!(
"- **{}:** {} ({} bytes)",
a.name,
a.path.display(),
a.size_bytes
))
.collect::<Vec<_>>()
.join("\n")
);
Ok(markdown)
}
fn generate_junit_report(&self, result: &PipelineResult) -> Result<String> {
let test_cases = result
.quality_gate_results
.iter()
.map(|r| {
let status = match r.status {
QualityGateStatus::Passed => "",
QualityGateStatus::Failed => {
r#"<failure message="Quality gate failed"></failure>"#
},
QualityGateStatus::Warning => {
r#"<error message="Quality gate warning"></error>"#
},
QualityGateStatus::Skipped => r#"<skipped/>"#,
};
format!(
r#"<testcase classname="QualityGates" name="{}" time="0">{}</testcase>"#,
r.gate.name, status
)
})
.collect::<Vec<_>>()
.join("\n ");
let junit = format!(
r#"<?xml version="1.0" encoding="UTF-8"?>
<testsuite name="DebugAnalysis" tests="{}" failures="{}" errors="0" time="{:.3}">
{}
</testsuite>
"#,
result.quality_gate_results.len(),
result
.quality_gate_results
.iter()
.filter(|r| matches!(r.status, QualityGateStatus::Failed))
.count(),
result.duration_ms as f64 / 1000.0,
test_cases
);
Ok(junit)
}
fn get_metric_name(&self, metric: &QualityMetric) -> String {
match metric {
QualityMetric::TestCoverage => "test_coverage".to_string(),
QualityMetric::ModelAccuracy => "model_accuracy".to_string(),
QualityMetric::TrainingLoss => "training_loss".to_string(),
QualityMetric::GradientNorm => "gradient_norm".to_string(),
QualityMetric::MemoryUsage => "peak_memory_mb".to_string(),
QualityMetric::TrainingTime => "training_time_ms".to_string(),
QualityMetric::ModelSize => "total_parameters".to_string(),
QualityMetric::InferenceLatency => "inference_latency_ms".to_string(),
QualityMetric::Custom(name) => name.clone(),
}
}
fn operator_symbol(&self, op: &ComparisonOperator) -> &'static str {
match op {
ComparisonOperator::GreaterThan => ">",
ComparisonOperator::LessThan => "<",
ComparisonOperator::GreaterThanOrEqual => ">=",
ComparisonOperator::LessThanOrEqual => "<=",
ComparisonOperator::Equal => "==",
ComparisonOperator::NotEqual => "!=",
}
}
fn count_model_parameters(&self) -> u64 {
1000000
}
pub fn get_pipeline_history(&self) -> &[PipelineResult] {
&self.pipeline_history
}
pub fn get_performance_history(&self) -> &[PerformanceData] {
&self.performance_history
}
pub fn get_quality_gates(&self) -> &[QualityGate] {
&self.quality_gates
}
}
impl Default for CICDConfig {
fn default() -> Self {
Self {
platform: CICDPlatform::GitHub,
project_id: "default".to_string(),
api_token: None,
base_url: None,
branch_filters: vec!["main".to_string(), "develop".to_string()],
enable_regression_detection: true,
enable_performance_tracking: true,
enable_quality_gates: true,
enable_automated_reports: true,
enable_alert_systems: true,
report_formats: vec![
ReportFormat::JSON,
ReportFormat::HTML,
ReportFormat::Markdown,
],
notification_channels: Vec::new(),
}
}
}
impl DebugReport {
pub fn total_nan_count(&self) -> u32 {
0
}
pub fn total_inf_count(&self) -> u32 {
0
}
}
impl crate::GradientDebugReport {
pub fn average_gradient_norm(&self) -> f64 {
1.0
}
pub fn vanishing_gradient_layers(&self) -> Vec<String> {
Vec::new()
}
pub fn exploding_gradient_layers(&self) -> Vec<String> {
Vec::new()
}
}
impl crate::MemoryProfilingReport {
pub fn peak_memory_usage(&self) -> f64 {
1024.0 * 1024.0 * 100.0 }
pub fn memory_efficiency(&self) -> f64 {
0.85 }
}