TF Graph Viewer

A developer tool to visualize TensorFlow models, exposing graph structure, node operations, and tensor data flow to simplify debugging and performance optimization.

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About This Tool

TF Graph Viewer provides a non-executable visualization of TensorFlow models to help engineers and researchers quickly grasp complex architectures. It accepts common TF artifacts and ONNX representations, rendering a topology that highlights operations, connections, and tensor relationships. The tool emphasizes readability, with options to focus on inputs, outputs, or specific subgraphs, and to filter by operation type or size. It does not run or modify the model; instead, it presents a faithful structural snapshot to support debugging, design validation, and knowledge transfer. By converting graphs into exportable visuals and metadata, teams can document architecture decisions, compare iterations, and share insights across cross-functional roles. The system is designed to be integrated into ML pipelines and documentation workflows, enabling automation-friendly consumption by dashboards and reporting engines. Core capabilities include input parsing, automatic layout, node labeling with type and shape when available, and export to SVG/PNG. Advanced features support large graphs through progressive rendering and targeted subgraph extraction, ensuring performance remains practical in real-world models. The tool complements runtime debuggers by showing structural issues (dimension mismatches, missing connections) without executing the graph, thus preserving model integrity while promoting rapid iteration. Users benefit from clearer communication of model structure and dependencies, particularly during peer reviews, onboarding, and knowledge transfer across teams.

How to Use

  1. Provide inputs: specify artifact_path (SavedModel directory, GraphDef file, or ONNX file) and format; optional target_nodes and max_nodes.
  2. Configure rendering: apply filters, choose depth, and select subgraphs if needed.
  3. Run analysis: parse the graph and compute layout without executing the model.
  4. Review outputs: inspect topology, node types, and tensor shapes; reference metadata for debugging.
  5. Export results: save the visualization as SVG or PNG and export graph metadata for reports.
How to use tf viewer

Frequently Asked Questions

Find Quick Answers

What formats are supported?
Supported formats include SavedModel, GraphDef, and ONNX-compatible representations. If an input is missing or malformed, the tool returns a clear error code and guidance on corrective steps. It does not require a running TensorFlow session to render the graph.
Can it show tensor shapes and data types?
Yes. Node labels can include operation type, tensor shape, and data type when available. Optional settings allow showing inferred shapes for opaque nodes and highlighting mismatches to aid debugging.
Is it non-destructive to the model artifacts?
Yes. The tool only reads structural metadata from the artifacts and renders a visualization. It does not modify, execute, or mutate the underlying model, ensuring safe inspection.
Is there an API for automation?
The viewer offers a programmatic interface to load graphs, apply filters, compute layouts, and export visuals. This enables batch processing, integration with pipelines, and scripted documentation workflows.

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