# Inference Configuration Module
# Manages organization-specific inference rules for requirement composition

# Load organization-specific inference rules
export def load-inference-rules [
  org_name?: string
] {
  let org = ($org_name | default ($env.PROVISIONING_ORG? | default "default"))
  let config_path = ($env.PROVISIONING? | default "" | path join "config" "inference-rules" $"($org).yaml")

  if ($config_path | path exists) {
    # Load the YAML file (open automatically parses YAML)
    let rules = (open $config_path)
    if (try { $rules.rules | is-not-empty } catch { false }) {
      $rules
    } else {
      get-default-inference-rules
    }
  } else {
    get-default-inference-rules
  }
}

# Get default inference rules
export def get-default-inference-rules [] {
  {
    version: "1.0.0"
    organization: "default"
    rules: [
      {
        name: "nodejs-to-caching"
        technology: ["nodejs", "express"]
        infers: "redis"
        confidence: 0.85
        reason: "Node.js with Express typically needs caching layer"
        required: false
      }
      {
        name: "nodejs-to-nginx"
        technology: ["nodejs"]
        infers: "nginx"
        confidence: 0.70
        reason: "Node.js applications benefit from reverse proxy"
        required: false
      }
      {
        name: "database-to-backup"
        technology: ["postgres", "mysql", "mongodb"]
        infers: "backup"
        confidence: 0.90
        reason: "Databases need backup and recovery strategy"
        required: true
      }
      {
        name: "docker-to-orchestration"
        technology: ["docker"]
        infers: "kubernetes"
        confidence: 0.75
        reason: "Containerized apps benefit from orchestration"
        required: false
      }
      {
        name: "python-to-wsgi"
        technology: ["python", "django", "flask"]
        infers: "gunicorn"
        confidence: 0.80
        reason: "Python web apps need WSGI application server"
        required: false
      }
      {
        name: "database-isolation"
        technology: ["postgres"]
        infers: "monitoring"
        confidence: 0.75
        reason: "Production databases need monitoring and alerting"
        required: true
      }
    ]
  }
}

# Validate inference rule
export def validate-inference-rule [
  rule: record
] {
  let required_fields = ["name" "technology" "infers" "confidence" "reason"]
  let has_all = ($required_fields | all {|f|
    try { ($rule | get $f) | is-not-empty } catch { false }
  })

  {
    valid: $has_all
    errors: (if not $has_all {
      $required_fields | where {|f|
        try { ($rule | get $f) | is-empty } catch { true }
      }
    } else {
      []
    })
  }
}

# Apply inference rules to detection results
export def apply-inference-rules [
  detection: record
  rules: record
] {
  let detected_techs = ($detection.detections | each {|d| $d.technology } | each {|t| $t | str downcase })
  let inferred_reqs = ($rules.rules | where {|r|
    ($r.technology | any {|t|
      ($t | str downcase) in $detected_techs
    })
  })

  {
    detection: $detection
    applied_rules: $inferred_reqs
    additional_requirements: $inferred_reqs
  }
}

# Save custom organization rules
export def save-inference-rules [
  org_name: string
  rules: record
] {
  let config_dir = ($env.PROVISIONING? | default "" | path join "config" "inference-rules")

  # Create directory if needed
  if not ($config_dir | path exists) {
    mkdir $config_dir
  }

  let config_path = ($config_dir | path join $"($org_name).yaml")

  try {
    $rules | to yaml | save $config_path
    {
      success: true
      message: $"Rules saved to ($config_path)"
      path: $config_path
    }
  } catch {|err|
    {
      success: false
      error: $err.msg
      path: $config_path
    }
  }
}

# List available inference rule configurations
export def list-inference-configs [] {
  let config_dir = ($env.PROVISIONING? | default "" | path join "config" "inference-rules")

  if not ($config_dir | path exists) {
    []
  } else {
    let files = (ls $config_dir | where {|f| ($f.name | str ends-with ".yaml") })
    $files | each {|f|
      let basename = ($f.name | path basename | str replace -a ".yaml" "")
      {
        name: $basename
        path: $f.name
        modified: $f.modified
      }
    }
  }
}

# Create template for new organization rules
export def create-rule-template [
  org_name: string
] {
  {
    version: "1.0.0"
    organization: $org_name
    description: $"Inference rules for ($org_name)"
    rules: [
      {
        name: "example-rule"
        technology: ["tech1" "tech2"]
        infers: "required-taskserv"
        confidence: 0.85
        reason: "Description of why this inference is made"
        required: false
      }
    ]
  }
}

# Export rules as Rust integration (simplified version)
export def export-rules-for-rust [
  rules: record
] {
  # Generate Rust struct representations of the inference rules
  let rule_count = ($rules.rules | length)
  $"Generated Rust export for ($rule_count) rules from ($rules.organization | default "default")"
}