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optimize png, reorg files and add examples
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Doc/_static/tachyon-example-flamegraph.html

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Doc/_static/tachyon-example-heatmap.html

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Doc/library/profiling.sampling.rst

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@@ -796,6 +796,7 @@ an interactive flame graph visualization::
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The flame graph visualization shows call stacks as nested rectangles, with
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width proportional to time spent. The sidebar displays runtime statistics,
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GIL metrics, and hotspot functions.
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:download:`Try the interactive example </_static/tachyon-example-flamegraph.html>`.
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If no output file is specified, the profiler generates a filename based on
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the process ID (for example, ``flamegraph.12345.html``).
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Expanding a hot line reveals the bytecode instructions executed, including
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specialized variants. The panel shows sample counts per instruction and the
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overall specialization percentage for the line.
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:download:`Try the interactive example </_static/tachyon-example-heatmap.html>`.
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Heatmaps are especially useful when you know which file contains a performance
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issue but need to identify the specific lines. Many developers prefer this

Doc/library/tachyon-flamegraph.png

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Doc/library/tachyon-heatmap.png

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Doc/library/tachyon-logo.png

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