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[ViewOpGraph] Improve GraphViz output #125509

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Merged
merged 24 commits into from
Feb 7, 2025
Merged

[ViewOpGraph] Improve GraphViz output #125509

merged 24 commits into from
Feb 7, 2025

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ehein6
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@ehein6 ehein6 commented Feb 3, 2025

This patch improves the GraphViz output of ViewOpGraph (--view-op-graph).

  • Switch to rectangular record-based nodes, inspired by a similar visualization in Glow. Rectangles make more efficient use of space when printing text.
  • Add input and output ports for each operand and result, and remove edge labels.
  • Switch to a muted color palette to reduce eye strain.

Before:
print-op-graph-back-edges
After:
print-op-graph-back-edges
More comparisons here: compare.tar.gz

This visualization displays the short name of each operand along the top edge of each node.
Result types are displayed along the bottom edge of each node. This differs somewhat from
reading the mlir source code, where the name of the result comes before the operation name.

But in my opinion this style works better in the visualization for the following reasons:

  1. Most ops have many operands but few results. So we need a short
    representation for the operands, but we can use a longer representation for the results.
  2. Since a value has only one producer, we only need to print the full type in one place for each value.
  3. The dataflow dependencies flow from top to bottom, so it makes sense to put the
    operands on top and the results on the bottom.
  4. The viewer's eye can naturally follow the edge upwards to match the value number to its type.

The graphviz documentation notes some limitations with record-based nodes, and
recommends switching to the HTML-like syntax. I'm sticking with record-based
nodes for now since it's less verbose and I don't need any of the newer features,
but it might be worth switching to the HTML-like syntax in the future.

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this looks awesome, could you please add some documentations for this change (either in this PR or a follow-up one)?

@ehein6 ehein6 marked this pull request as ready for review February 4, 2025 18:05
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ehein6 commented Feb 4, 2025

this looks awesome, could you please add some documentations for this change (either in this PR or a follow-up one)?

This is an existing pass, I just changed the output.

Example: mlir-opt --view-op-graph="print-attrs=1 print-result-types=1 max-label-len=80" mlir/test/Transforms/print-op-graph-back-edges.mlir 2> output.dot

--view-op-graph                                        -   Print Graphviz visualization of an operation
        --max-label-len=<uint>                               - Limit attribute/type length to number of chars
        --print-attrs                                        - Print attributes of operations
        --print-control-flow-edges                           - Print control flow edges
        --print-data-flow-edges                              - Print data flow edges
        --print-result-types                                 - Print result types of operations

@ehein6 ehein6 changed the title [WIP][ViewOpGraph] Improve GraphViz output [ViewOpGraph] Improve GraphViz output Feb 4, 2025
@weiweichen weiweichen requested a review from joker-eph February 5, 2025 04:48
@weiweichen weiweichen requested review from JOE1994 and MaskRay February 5, 2025 04:48
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MaskRay commented Feb 5, 2025

Agreed that a rectangle shape utilizes the image size better :) The generated image files are also usually smaller.
Have you considered the non-fancy "box"?

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ehein6 commented Feb 5, 2025

Agreed that a rectangle shape utilizes the image size better :) The generated image files are also usually smaller. Have you considered the non-fancy "box"?

Using the "Mrecord" shape turns on support for input and output ports, which this patch uses extensively. Without them, edges attach to any part of the node instead of matching up with an input operand. I could switch to "record" to bring back the square corners.

To make this work with "box", I would need to switch to HTML-like labels. But the render would look the same.

@ehein6 ehein6 requested a review from MaskRay February 6, 2025 17:39
@tjk213 tjk213 merged commit 1f67070 into llvm:main Feb 7, 2025
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Icohedron pushed a commit to Icohedron/llvm-project that referenced this pull request Feb 11, 2025
This patch improves the GraphViz output of ViewOpGraph
(--view-op-graph).

- Switch to rectangular record-based nodes, inspired by a similar
visualization in [Glow](https://github.com/pytorch/glow). Rectangles
make more efficient use of space when printing text.
- Add input and output ports for each operand and result, and remove
edge labels.
- Switch to a muted color palette to reduce eye strain.
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5 participants