TODO: Validate device string Steps to implement: 1. Check if device format is valid (cpu, cuda, cuda:0, etc.) 2. If

TODO: Validate data distributions match expected patterns (data drift detection) Steps: 1. Calculate current distribution st

TODO: Validate environment value Steps to implement: 1. Check if environment is one of allowed values 2. Raise Value

Validate generation parameters. TODO: Implement parameter validation - Check temperature range (0.0-2.0) - Check top_p range (0.0-1.

Validate GPU configuration is feasible. TODO: Implement validation: 1. Check total GPUs (tensor_parallel * pipeline_parallel

TODO: Validate that bytes represent a valid image Args: image_bytes: Raw image bytes Returns: True if valid image, Fals

TODO: Validate image file Steps to implement: 1. Check file size (should be < max_size_mb) 2. Try to open image with PIL 3. Veri

TODO: Validate log level Steps to implement: 1. Convert to uppercase 2. Check if valid log level 3. Raise Va

TODO: Validate model name Steps to implement: 1. Check if model name is supported 2. Raise ValueError if unsupported

Validate model path exists if provided. TODO: Implement validation: 1. Check if path exists 2. Check if it contains

TODO: Validate port number Steps to implement: 1. Check if port is in valid range (1-65535) 2. Raise ValueError if i

TODO: Implement prompt validation - Ensure prompt is not empty or just whitespace - Optionally check for maximum length

Validate quantization configuration is consistent. TODO: Implement validation: 1. Check load_in_8bit and load_in_4bit are no

TODO: Validate numerical columns are within expected ranges Steps: 1. For each numerical column, check min/max values

TODO: Validate DataFrame schema matches expected schema Steps: 1. Check all expected columns exist 2. Validate data

TODO: Implement temperature validation - Ensure it's between 0.0 and 2.0 - Provide helpful error message if invalid

Verify API key authentication. Args: api_key: API key from header Returns: Validated API key Raises: HTTPE

Verify Flash Attention 2 is available and working. Returns: True if Flash Attention is available TODO: Check:

TODO: Implement DVC data versioning Steps: 1. Initialize DVC (if not already done) 2. Add processed data to DVC tracking 3. Conf

Visualize embeddings in 2D space. Args: texts: Original texts embeddings: Embedding vectors (N x D) labels: Optional

TODO: Wait for Kubernetes rollout to complete Steps: 1. Monitor deployment rollout status 2. Check that all pods are ready 3. Ve

TODO: Warm up model with dummy inputs Steps to implement: 1. Create dummy input tensor (1, 3, 224, 224) 2. Move to appropriate devic