flowchart TD
    classDef processNode fill:#dae8fc,stroke:#6c8ebf,color:#000
    classDef imageNode fill:#d5e8d4,stroke:#82b366,color:#000
    classDef networkNode fill:#ffe6cc,stroke:#d79b00,color:#000
    classDef errorNode fill:#f8cecc,stroke:#b85450,color:#000
    classDef successNode fill:#d5e8d4,stroke:#82b366,color:#000
    classDef configNode fill:#fff2cc,stroke:#d6b656,color:#000
    classDef metricNode fill:#e1d5e7,stroke:#9673a6,color:#000

    Input[/"Image URLs List"/]:::imageNode --> BatchProcess
    
    BatchProcess["Batch Processing Initialization
• Setup session with retries
• Configure headers and timeouts
• Initialize batch logging"]:::processNode --> ContextLoop
    
    ContextLoop["For Each Context:
Check skip conditions
Validate URL format"]:::processNode --> SkipCheck
    
    SkipCheck{"Skip Conditions
skip_run OR skip_processing?"}:::processNode
    
    SkipCheck -->|Yes| SkipLogging["Log Skip Reason
Update skip counter"]:::processNode
    SkipCheck -->|No| DownloadAttempt
    
    DownloadAttempt["Download Attempt
• Apply retry strategy
• Exponential backoff
• Validate content type"]:::networkNode --> ContentValidation
    
    ContentValidation{"Content Validation
Is valid image?
Check MIME type
Verify file signature"}:::processNode
    
    ContentValidation -->|Valid| ImageProcessing["Image Processing
• Open with PIL
• Extract EXIF data
• Get original dimensions
• Store content in context"]:::successNode
    
    ContentValidation -->|Invalid| RetryLogic{"Retry Logic
Attempts < MAX_RETRIES?
Check error type"}:::errorNode
    
    RetryLogic -->|Yes| BackoffDelay["Exponential Backoff
delay = RETRY_DELAY * (BACKOFF_MULTIPLIER ^ attempt)
Wait before retry"]:::errorNode
    BackoffDelay --> DownloadAttempt
    
    RetryLogic -->|No| MarkFailed["Mark Context as Failed
Set skip_run = True
Log failure details"]:::errorNode
    
    ImageProcessing --> CleanupContent["Cleanup Downloaded Content
Remove _download_content
Free memory"]:::processNode
    
    CleanupContent --> UpdateLogs["Update Batch Logs
• Record success metrics
• Store performance data
• Update counters"]:::metricNode
    
    MarkFailed --> UpdateLogs
    SkipLogging --> UpdateLogs
    
    UpdateLogs --> CheckNext{"More Contexts?"}:::processNode
    
    CheckNext -->|Yes| ContextLoop
    CheckNext -->|No| FinalSummary
    
    FinalSummary["Generate Final Summary
• Calculate success rate
• Analyze error distribution
• Generate performance metrics
• Check for batch abort conditions"]:::metricNode --> AbortCheck
    
    AbortCheck{"Any Download Errors?
error_count > 0"}:::processNode
    
    AbortCheck -->|Yes| BatchAbort["Batch Abort Logic
Mark all contexts skip_run = True
Log abort reason"]:::errorNode
    
    AbortCheck -->|No| Output
    BatchAbort --> Output
    
    Output[/"Processing Complete
Updated contexts with images or skip flags"/]:::imageNode
    
    subgraph RetryStrategy["Retry Strategy Configuration"]
        RetryConfig["Session Retry Strategy:
• MAX_RETRIES_PER_REQUEST = 2
• Status codes: [429, 500, 502, 503, 504]
• Backoff factor: 1
• Allowed methods: [GET]"]:::configNode
        
        CustomRetry["Application Retry Strategy:
• MAX_RETRIES = 3
• RETRY_DELAY = 2 seconds
• BACKOFF_MULTIPLIER = 1.5
• Exponential backoff calculation"]:::configNode
        
        SessionConfig["Session Configuration:
• User-Agent: Mozilla/5.0 (compatible; ImageProcessor/1.0)
• Accept: image/*
• Accept-Encoding: gzip, deflate
• Connection: keep-alive
• Timeout: BATCH_DOWNLOAD_TIMEOUT (30s)"]:::configNode
        
        RetryConfig --> CustomRetry --> SessionConfig
    end
    
    BatchProcess -.-> RetryStrategy
    
    subgraph ErrorHandling["Error Categorization & Handling"]
        NetworkErrors["Network Errors:
• Connection timeouts
• DNS resolution failures
• SSL certificate issues
• Socket errors"]:::errorNode
        
        ContentErrors["Content Errors:
• Non-image MIME types
• Corrupted image data
• Empty responses
• Invalid file signatures"]:::errorNode
        
        ServerErrors["Server Errors:
• HTTP 4xx/5xx responses
• Rate limiting (429)
• Server unavailable (503)
• Gateway errors (502, 504)"]:::errorNode
        
        ProcessingErrors["Processing Errors:
• PIL image opening failures
• Memory allocation errors
• File format unsupported"]:::errorNode
        
        NetworkErrors --> ContentErrors --> ServerErrors --> ProcessingErrors
    end
    
    DownloadAttempt -.-> ErrorHandling
    
    subgraph PerformanceMetrics["Performance Tracking"]
        DownloadMetrics["Download Metrics:
• Download time per image
• Content size tracking
• Attempts per success
• Bandwidth utilization"]:::metricNode
        
        BatchMetrics["Batch Metrics:
• Total processing time
• Success rate calculation
• Error rate by category
• Resource utilization"]:::metricNode
        
        QualityMetrics["Quality Metrics:
• Image dimensions
• File format distribution
• Content type validation
• Error pattern analysis"]:::metricNode
        
        DownloadMetrics --> BatchMetrics --> QualityMetrics
    end
    
    UpdateLogs -.-> PerformanceMetrics
    
    subgraph SecurityMeasures["Security & Validation"]
        ContentValidation2["Content Type Validation:
• HTTP Content-Type header
• PIL format detection
• Magic byte verification
• File extension matching"]:::configNode
        
        SecurityHeaders["Security Headers:
• User-Agent masking
• Accept header specification
• Connection management
• Timeout enforcement"]:::configNode
        
        MemoryProtection["Memory Protection:
• Streaming downloads
• Content size limits
• Immediate cleanup
• Resource monitoring"]:::configNode
        
        ContentValidation2 --> SecurityHeaders --> MemoryProtection
    end
    
    ContentValidation -.-> SecurityMeasures