Inference_Orchestration.md

graph LR
    Inference_Orchestrator["Inference Orchestrator"]
    Chunk_Processor["Chunk Processor"]
    Chunk_Merger["Chunk Merger"]
    Model_Optimizer["Model Optimizer"]
    Offset_Computer["Offset Computer"]
    Correlation_Computer["Correlation Computer"]
    Inference_Orchestrator -- "prepares model using" --> Model_Optimizer
    Inference_Orchestrator -- "calls" --> Chunk_Processor
    Inference_Orchestrator -- "calls" --> Chunk_Merger
    Chunk_Merger -- "calls" --> Offset_Computer
    Offset_Computer -- "calls" --> Correlation_Computer

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Details

Architectural analysis of the resemble-enhance project's core audio enhancement functionality within the inference module, focusing on concrete, fully qualified code references (QNames).

Inference Orchestrator

The top-level entry point for performing audio enhancement. It orchestrates the entire inference pipeline, including model preparation, audio chunking, processing each chunk, and merging the results.

Related Classes/Methods:

• resemble_enhance.inference.inference:123-163

Chunk Processor

Processes individual segments (chunks) of audio data using the loaded ML model (Denoiser and/or Enhancer). It's the core processing unit for audio enhancement on a per-chunk basis.

Related Classes/Methods:

• resemble_enhance.inference.inference_chunk:16-32

Chunk Merger

Combines processed audio chunks into a single, coherent output, ensuring proper alignment and handling overlaps. It aggregates and reconstructs the full enhanced audio from processed segments.

Related Classes/Methods:

• resemble_enhance.inference.merge_chunks:77-112

Model Optimizer

Modifies the loaded deep learning model by recursively removing weight normalization layers, which is often a pre-inference optimization step to improve performance or compatibility.

Related Classes/Methods:

• resemble_enhance.inference.remove_weight_norm_recursively:115-120

Offset Computer

Utility function to determine correct merging points for audio chunks, crucial for seamless reconstruction.

Related Classes/Methods:

• resemble_enhance.inference.compute_offset:39-74

Correlation Computer

Utility function for correlation calculation, likely used in determining optimal chunk overlaps or alignment.

Related Classes/Methods:

• resemble_enhance.inference.compute_corr:35-36

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