diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..7177b76
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,3 @@
+*.bat text eol=crlf
+*.sh text eol=lf
+*.command text eol=lf
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..06dcca1
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,25 @@
+name: CI
+
+on:
+ push:
+ branches: [main]
+ pull_request:
+
+jobs:
+ test:
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+ - uses: astral-sh/setup-uv@v6
+ - name: Lint
+ run: |
+ uvx ruff check evolve_charts tests tools evolve-charts.py
+ uvx ruff format --check evolve_charts tests tools evolve-charts.py
+ # Test against exactly the libraries the download installs (evolve-charts.py.lock).
+ - name: Install
+ run: |
+ uv venv --python 3.12
+ uv export --script evolve-charts.py --no-hashes > requirements.txt
+ uv pip install -r requirements.txt pytest
+ - name: Test
+ run: uv run --no-project pytest -q
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..751a7bf
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,32 @@
+name: Release Evolve Charts
+
+# Push a tag like v1.0.0 to publish a release. Its download is always at
+# https://github.com/Traverse-Research/evolve-scripts/releases/latest/download/Evolve-Charts.zip
+on:
+ push:
+ tags: ["v*"]
+
+permissions:
+ contents: write
+
+jobs:
+ release:
+ runs-on: ubuntu-latest
+ steps:
+ - uses: actions/checkout@v4
+ - uses: astral-sh/setup-uv@v6
+ - name: Test
+ run: |
+ uv venv --python 3.12
+ uv export --script evolve-charts.py --no-hashes > requirements.txt
+ uv pip install -r requirements.txt pytest
+ uv run --no-project pytest -q
+ - name: Package
+ run: python3 tools/package.py "${GITHUB_REF_NAME#v}"
+ - name: Publish
+ env:
+ GH_TOKEN: ${{ github.token }}
+ run: |
+ gh release create "$GITHUB_REF_NAME" dist/Evolve-Charts.zip \
+ --title "Evolve Charts ${GITHUB_REF_NAME#v}" \
+ --notes "Download **Evolve-Charts.zip**, extract it, and double-click *Start Evolve Charts*. See *HOW TO START.txt* inside the zip."
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e8d6f5c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,8 @@
+__pycache__/
+.venv/
+.pytest_cache/
+exports/*
+!exports/README.txt
+dist/
+VERSION
+requirements.txt
diff --git a/.streamlit/config.toml b/.streamlit/config.toml
new file mode 100644
index 0000000..95b00c3
--- /dev/null
+++ b/.streamlit/config.toml
@@ -0,0 +1,52 @@
+# Evolve Charts settings. `evolve-charts.py` starts Streamlit from this folder so it picks them up.
+
+[server]
+# Keep everything on this computer: only reachable from this machine.
+address = "localhost"
+# Evolve exports with deep analysis are several hundred megabytes.
+maxUploadSize = 2048
+# Serves `static/`: the Spartan font and the Evolve logo.
+enableStaticServing = true
+
+[browser]
+gatherUsageStats = false
+
+[client]
+toolbarMode = "minimal"
+
+# Evolve's look, from `evolve/crates/evolve/src/ui/styling.rs`.
+[theme]
+base = "dark"
+# RED_MEDIUM: Evolve's primary (orange) buttons
+primaryColor = "#FD663A"
+# GREEN_DARKER: the background panel
+backgroundColor = "#0D3618"
+# GREEN_DARK: panels and widgets
+secondaryBackgroundColor = "#0F3F1D"
+# Evolve's text colour on green
+textColor = "#EFEEF0"
+# GREEN_MEDIUM
+borderColor = "#3E703C"
+dataframeBorderColor = "#3E703C"
+dataframeHeaderBackgroundColor = "#0F3F1D"
+linkColor = "#FD663A"
+greenColor = "#94C191"
+redColor = "#CC3232"
+orangeColor = "#FD663A"
+yellowColor = "#F8DD49"
+blueColor = "#619CD9"
+# BUTTON_ROUNDING
+baseRadius = "4px"
+font = "Spartan, sans-serif"
+headingFont = "Spartan, sans-serif"
+headingFontWeights = 700
+
+[[theme.fontFaces]]
+family = "Spartan"
+url = "app/static/Spartan-Regular.ttf"
+weight = 400
+
+[[theme.fontFaces]]
+family = "Spartan"
+url = "app/static/Spartan-Bold.ttf"
+weight = 700
diff --git a/README.md b/README.md
index cee4809..08c2e8a 100644
--- a/README.md
+++ b/README.md
@@ -1,46 +1,115 @@
-# π Evolve scripts
+# π Evolve Charts
-**Evolutionary benchmarking software**
+**Turn Evolve deep analysis exports into publication-ready charts**
[](https://traverseresearch.nl)
-## π·ββοΈ Requirements
-
-Please ensure the following dependencies are installed before running scripts from this repository:
-
-- Python 3.7
-- ADB (Android Debug Bridge)
-
-
-## π Comparing deep analysis output
-
-Using the `compare_deep_analysis.py` script located in the `scripts` directory, you can compare the results of two separate deep analysis output files in multiple ways. For the analysis methods, the scripts will first do an attempt to average over all loop iterations of the output. If you ran Evolve with `--looping 5`, each frame in the output will use the mean from each frame from each of the Evolve benchmark iterations.
-
-## Additional Requirements
-In addition to the requirements listed in [Requirements](#π·ββοΈ-requirements), this script also requires the use of several python packages. These can be installed as follows:
-
-```sh
-python -m pip install -r requirements.txt
-```
-
-## Usage
-```sh
-usage: Evolve Deep Analysis Comparison [-h] [--pass_mean_comparison PASS_MEAN_COMPARISON] [--pass_stdev_comparison PASS_STDEV_COMPARISON] deep_analysis_file deep_analysis_file
-```
-
-### Parameters:
-
-- `deep_analysis_file` - The path(s) to the input files to compare, produced by Evolve's deep analysis.
-- `--pass_mean_comparison [filename]` - The csv file to which to output a comparison of the mean execution times of the render passes with the highest difference in mean execution times between the two. Example: `--pass_mean_comparison mean_difference.csv`.
-- `--pass_stdev_comparison [filename]` - The csv file to which to output a comparison of the standard deviation over execution times of the render passes with the highest difference in standard deviation over the execution time, between the two. Example: `--pass_stdev_comparison stdev_difference.csv`.
-
-At least one of `--pass_mean_comparison` or `--pass_stdev_comparison` arguments is required, as the script doesn't output any information by default.
-
-### Example usage
-```sh
-python compare_deep_analysis.py --pass_mean_comparison mean_comparison.csv --pass_stdev_comparison stdev_comparison.csv deep_analysis_gpu_1.json deep_analysis_gpu_2.json
-```
\ No newline at end of file
+Evolve Charts compares Evolve benchmark results: scores, GPU time per workload category and per pass,
+and GPU sensors, across GPUs and settings. You don't need to know Python or git. It opens as a page in
+your web browser, and **everything stays on your computer**. Nothing is uploaded.
+
+## β¬οΈ Download
+
+**[Download Evolve Charts (Evolve-Charts.zip)](https://github.com/Traverse-Research/evolve-scripts/releases/latest/download/Evolve-Charts.zip)**
+
+1. **Extract the zip.** Right-click it and choose **Extract Allβ¦** (Windows) or double-click it (macOS),
+ for example to your Desktop. Don't start the tool from inside the zip.
+2. **Start the tool** from the extracted *Evolve Charts* folder:
+ - **Windows:** double-click **Start Evolve Charts**. If Windows warns about the file, click
+ **More info βΊ Run anyway**.
+ - **macOS:** right-click **Start Evolve Charts.command** and choose **Open** (the first time only;
+ after that a double-click works).
+ - **Linux:** run `./start-evolve-charts.sh` in a terminal.
+
+ The first start installs [uv](https://docs.astral.sh/uv/), a small helper that downloads Python and
+ the libraries the tool uses (about 150 MB). This needs an internet connection, takes a few minutes and
+ only happens once. Keep the window that opens running while you use the tool; close it when you're
+ done.
+3. **Export your results from Evolve.** After a benchmark run, click **Export** on the score screen. Do
+ this on every GPU or setting you want to compare, using the same benchmark on each. Scores and
+ per-frame data are always included; deep analysis (per-pass timings) needs an Evolve Professional
+ licence.
+4. **Add your results.** Your browser opens Evolve Charts. Drag the export files onto *Add Evolve
+ exports*, or put them in the `exports` folder so they load automatically every time.
+5. **Name your results** on their cards (for example "RTX 4070 Ti" or "Gen 1"). These names appear in
+ every chart.
+
+To update, download the zip again and replace the old folder (keep your `exports` folder if you use it).
+
+## πΊοΈ What's in the tool
+
+The tool reads every Evolve export: the **Export** zip from the score screen, and the files Evolve's
+command line writes (`evolve_results.csv`, `scores.csv`, the per-frame CSV and `deep_analysis.json`).
+It has a page per question, in the bar at the top:
+
+| Page | What it shows | Needs |
+|---|---|---|
+| **Results** | Load and name exports; GPU, driver, OS, Evolve version and what each file contains | |
+| **Scores** | Evolve's scores side by side, with the workload category each one scores, and the differences | scores |
+| **GPU time** | Where the GPU spends its time each frame, per workload category; then one workload category over the run and the passes it's made of | per-frame data; the passes need deep analysis |
+| **Passes** | Every render pass in one searchable table; tick passes to plot them over the run | deep analysis |
+| **GPU sensors** | Clocks, power, temperature and more during the run, to spot throttling | per-frame data |
+| **Export** | CSV files for Excel, Google Sheets, Datawrapper and Flourish | |
+
+On every page except Results, a bar at the top shows the loaded results and lets you pick the one to
+**compare against**.
+
+**How Evolve measures a GPU.** Evolve times **passes**: single blocks of GPU work. A **workload
+category** is GPU work that logically belongs together, and what Evolve scores. All ray tracing work,
+such as the *shadow-raytrace-inline* pass, is the *Raytracing* workload: the *Ray Tracing* score. There is
+one score per workload category and no total score.
+
+**Downloading a chart:** hover over it and click the π· camera icon in its top-right corner. Use
+**Charts** at the top right to choose PNG or SVG and whether charts get a source line with the GPUs,
+drivers and Evolve version. **Help** explains how the numbers are made.
+
+## π How to read the numbers
+
+- **GPU time per frame** is how long the GPU spent on that work, averaged over every frame of the
+ run. The first second is skipped because it includes one-off setup work. Lines over time are
+ smoothed over one second.
+- Passes Evolve doesn't assign to a workload category (such as drawing the user interface) are left
+ out; the *GPU time* page says how much that is.
+- Workload categories add up to the GPU work shown. That can differ a little from the time between frames,
+ because a GPU can idle between passes or run passes at the same time.
+- **Whiskers** on bar charts show the range covering 90% of frames (5th to 95th percentile).
+- Only compare results from the **same Evolve version and benchmark settings**. The tool warns you
+ when the Evolve versions or graphics APIs differ.
+
+## β Troubleshooting
+
+- **A result is missing from *Passes***: its export has no deep analysis, which
+ needs an Evolve Professional licence. Its card shows β Deep analysis; scores and workload
+ categories still work.
+- **The browser doesn't open**: open yourself while the black window is open.
+- **Anything else**: send a screenshot of the black window to Traverse Research.
+
+## π οΈ For developers
+
+- Run without the launcher: `uv run evolve-charts.py`. Dependencies are declared inline
+ ([PEP 723](https://peps.python.org/pep-0723/)), so no virtual environment is needed.
+- Code lives in `evolve_charts/`:
+ - `loader.py` reads export zips into tidy tables.
+ - `categories.py` describes Evolve's workload categories and which pass belongs to which.
+ - `stats.py` computes the summaries.
+ - `charts.py` builds the Plotly figures.
+ - `ui.py` is the Streamlit page.
+- The look follows Evolve's `crates/evolve/src/ui/styling.rs`: theme colours and the Spartan font are set in
+ `.streamlit/config.toml`, and the fonts, logo and icon live in `static/`. Chart colours are in `charts.py`.
+- Which pass belongs to which workload category comes from Evolve's Rust source. After pass names
+ change in Evolve, regenerate the list with `python tools/sync_categories.py` (it reads
+ `../evolve/crates/evolve-frame-bucketing/src/lib.rs` by default).
+- Dependencies are locked in `evolve-charts.py.lock`; refresh it with `uv lock --script evolve-charts.py --upgrade`.
+- Tests: `uv export --script evolve-charts.py --no-hashes > requirements.txt`, then
+ `uv venv && uv pip install -r requirements.txt pytest && uv run --no-project pytest`. CI runs the same.
+- Releases: push a tag like `v1.0.0`. The release workflow tests, runs `tools/package.py` and attaches
+ `Evolve-Charts.zip` to a GitHub release; the download link above always points to the newest one.
+
+## π± Other scripts
+
+- `scripts/run_on_android.py` starts Evolve on an Android device with command-line arguments. See
+ [docs/Android.md](docs/Android.md).
diff --git a/Start Evolve Charts.bat b/Start Evolve Charts.bat
new file mode 100644
index 0000000..003d346
--- /dev/null
+++ b/Start Evolve Charts.bat
@@ -0,0 +1,36 @@
+@echo off
+rem Double-click this file to start Evolve Charts. A page opens in your browser.
+cd /d "%~dp0"
+set "PATH=%USERPROFILE%\.local\bin;%PATH%"
+
+if not exist "evolve-charts.py" (
+ echo Evolve Charts can't start from inside the zip file.
+ echo Right-click the zip, choose "Extract All...", then open the extracted folder
+ echo and double-click "Start Evolve Charts" there.
+ echo.
+ pause
+ exit /b 1
+)
+
+where uv >nul 2>nul
+if errorlevel 1 (
+ echo Evolve Charts needs "uv" to download Python and the libraries it uses.
+ echo It will now be installed for your user account from https://astral.sh/uv
+ echo.
+ powershell -NoProfile -ExecutionPolicy ByPass -Command "irm https://astral.sh/uv/install.ps1 | iex"
+ if errorlevel 1 goto failed
+)
+
+echo Starting Evolve Charts. The first start downloads Python and the libraries it uses
+echo (about 150 MB) and can take a few minutes; later starts are quick.
+echo Keep this window open while you use the tool; close it to stop.
+echo.
+uv run evolve-charts.py
+if errorlevel 1 goto failed
+exit /b 0
+
+:failed
+echo.
+echo Something went wrong. Please send a screenshot of this window to Traverse Research.
+pause
+exit /b 1
diff --git a/Start Evolve Charts.command b/Start Evolve Charts.command
new file mode 100755
index 0000000..ca376f0
--- /dev/null
+++ b/Start Evolve Charts.command
@@ -0,0 +1,8 @@
+#!/bin/sh
+# Double-click this file on macOS to start Evolve Charts. A page opens in your browser.
+cd "$(dirname "$0")"
+if ! sh ./start-evolve-charts.sh; then
+ echo
+ echo "Something went wrong. Please send a screenshot of this window to Traverse Research."
+ read -r _
+fi
diff --git a/evolve-charts.py b/evolve-charts.py
new file mode 100644
index 0000000..8c79bee
--- /dev/null
+++ b/evolve-charts.py
@@ -0,0 +1,36 @@
+# /// script
+# requires-python = ">=3.11"
+# dependencies = [
+# "streamlit>=1.65",
+# "plotly>=6",
+# "pandas>=2.2",
+# ]
+# ///
+"""Evolve Charts: turn Evolve deep analysis exports into charts.
+
+Start it by double-clicking `Start Evolve Charts.bat` (Windows) or `start-evolve-charts.sh`
+(macOS/Linux), or run `uv run evolve-charts.py`. A page opens in your browser; nothing leaves
+your computer.
+"""
+
+import os
+import sys
+from pathlib import Path
+
+from streamlit.runtime.scriptrunner import get_script_run_ctx
+
+HERE = Path(__file__).resolve().parent
+
+# Under `streamlit run` this file is executed inside a script run; started directly, it relaunches itself that way.
+if get_script_run_ctx(suppress_warning=True) is not None:
+ sys.path.insert(0, str(HERE))
+ from evolve_charts.ui import main
+
+ main()
+else:
+ from streamlit.web import cli
+
+ # Streamlit reads `.streamlit/config.toml` (theme, privacy and upload settings) from the working directory.
+ os.chdir(HERE)
+ sys.argv = ["streamlit", "run", str(HERE / "evolve-charts.py"), *sys.argv[1:]]
+ sys.exit(cli.main())
diff --git a/evolve-charts.py.lock b/evolve-charts.py.lock
new file mode 100644
index 0000000..d0e408f
--- /dev/null
+++ b/evolve-charts.py.lock
@@ -0,0 +1,1346 @@
+version = 1
+revision = 5
+requires-python = ">=3.11"
+resolution-markers = [
+ "python_full_version >= '3.14' and sys_platform == 'win32'",
+ "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+ "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+ "python_full_version < '3.12' and sys_platform == 'win32'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+ "python_full_version < '3.12' and sys_platform == 'emscripten'",
+ "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+ "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+
+[manifest]
+requirements = [
+ { name = "pandas", specifier = ">=2.2" },
+ { name = "plotly", specifier = ">=6" },
+ { name = "streamlit", specifier = ">=1.65" },
+]
+
+[[package]]
+name = "altair"
+version = "6.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "jinja2" },
+ { name = "jsonschema" },
+ { name = "narwhals" },
+ { name = "packaging" },
+ { name = "typing-extensions", marker = "python_full_version < '3.15'" },
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+]
+
+[[package]]
+name = "anyio"
+version = "4.15.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "idna" },
+ { name = "typing-extensions", marker = "python_full_version < '3.15'" },
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diff --git a/evolve_charts/__init__.py b/evolve_charts/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/evolve_charts/categories.py b/evolve_charts/categories.py
new file mode 100644
index 0000000..a5a624b
--- /dev/null
+++ b/evolve_charts/categories.py
@@ -0,0 +1,41 @@
+"""Evolve's workload categories, and which GPU scope (render pass) belongs to which.
+
+Evolve times **passes**, single blocks of GPU work. A **workload category** (`WorkloadCategory`) is GPU work
+that logically belongs together, and what Evolve scores: all ray tracing work is the Raytracing workload,
+whose score is the Ray Tracing score.
+
+Which pass belongs to which workload category comes from `scope_catalog.py`, generated from Evolve's Rust
+source by `tools/sync_categories.py`. Passes Evolve leaves uncategorized are left out of the tool.
+"""
+
+from .scope_catalog import UNCATEGORIZED_PASSES, WORKLOAD_NAMES, WORKLOADS
+
+WORKLOAD_DESCRIPTIONS = {
+ "Raytracing": "All ray tracing work: tracing rays for shadows, reflections, lighting and path tracing.",
+ "Acceleration Structure Builds": "Building and updating the structures (BVHs) that make ray tracing fast.",
+ "Rasterization": "Drawing triangles to the screen, the classic way of rendering.",
+ "Compute": "General-purpose GPU programs: denoising, lighting, post-processing, animation, ...",
+ "Workgraphs": "GPU work that schedules more GPU work by itself (DirectX 12 work graphs).",
+ "NRC": "The neural radiance cache: a small neural network that learns how light bounces.",
+ "Upscaling": "Upscaling a lower-resolution image to the output resolution (FSR, XeSS, ...).",
+}
+# Evolve's order, also used in charts.
+WORKLOAD_ORDER = list(WORKLOAD_DESCRIPTIONS)
+
+
+def workloads(scope: str) -> list[str]:
+ """The workload categories the pass is part of, in Evolve's order; empty if Evolve leaves it uncategorized.
+
+ Almost every pass is part of exactly one; Evolve lists a handful in two.
+ """
+ names = {WORKLOAD_NAMES.get(variant) for variant in WORKLOADS.get(scope, [])}
+ return [name for name in WORKLOAD_ORDER if name in names]
+
+
+def is_utility(scope: str) -> bool:
+ """Support work like copies, clears and the user interface, which isn't worth listing as a pass.
+
+ These are the passes Evolve's pass bucketing leaves uncategorized. Some of those still do the work of a
+ workload category of their own (upscalers, the neural radiance cache) and are kept.
+ """
+ return scope in UNCATEGORIZED_PASSES and set(workloads(scope)) <= {"Compute"}
diff --git a/evolve_charts/charts.py b/evolve_charts/charts.py
new file mode 100644
index 0000000..edf84e2
--- /dev/null
+++ b/evolve_charts/charts.py
@@ -0,0 +1,237 @@
+"""Plotly figures with one shared, publication-ready style."""
+
+import pandas as pd
+import plotly.graph_objects as go
+
+# Evolve's palette (`evolve/crates/evolve/src/ui/styling.rs`) nudged in lightness and chroma until every
+# adjacent pair, and every pair among the first four, stays apart for colour-blind readers on white:
+# Evolve green and orange lead, as the two results most comparisons have.
+RESULT_COLORS = ["#296127", "#F0582A", "#8A5AA8", "#2E9C94", "#C48A2C", "#3F7FC8", "#7DAA4E", "#B5294A"]
+
+
+GREEN, ORANGE, PURPLE, TEAL, GOLD, BLUE, LIGHT_GREEN, WINE = RESULT_COLORS
+
+# (colour, hatch) per workload category, fixed so a category looks the same in every chart; every pair of
+# neighbours in Evolve's order stays apart for colour-blind readers.
+WORKLOAD_STYLES = {
+ "Raytracing": (ORANGE, ""),
+ "Acceleration Structure Builds": (PURPLE, ""),
+ "Rasterization": (GREEN, ""),
+ "Compute": (TEAL, ""),
+ "Workgraphs": (GOLD, ""),
+ "NRC": (WINE, ""),
+ "Upscaling": (LIGHT_GREEN, ""),
+}
+
+# Evolve's Spartan, loaded into the page from `static/`; downloaded SVGs fall back when it isn't installed.
+FONT = "Spartan, Segoe UI, Helvetica, Arial, sans-serif"
+# Text on Evolve's white frames: GREEN_DARK for text, GRAY_DIM for secondary text, GRAY_LIGHT for grid lines.
+TEXT = "#0F3F1D"
+MUTED = "#696969"
+GRID = "#EEEAEA"
+EXPORT_WIDTH = 1200
+
+
+def result_colors(labels: list[str]) -> dict[str, str]:
+ return {label: RESULT_COLORS[index % len(RESULT_COLORS)] for index, label in enumerate(labels)}
+
+
+def style(fig: go.Figure, title: str, subtitle: str, note: str | None, height: int) -> go.Figure:
+ fig.update_layout(
+ template="simple_white",
+ height=height,
+ paper_bgcolor="#FFFFFF",
+ plot_bgcolor="#FFFFFF",
+ font={"family": FONT, "size": 15, "color": TEXT},
+ title={
+ "text": f"{title}",
+ "subtitle": {"text": subtitle, "font": {"size": 15, "color": MUTED}},
+ "x": 0.015,
+ "xanchor": "left",
+ "xref": "container",
+ "y": 1 - 18 / height,
+ "yanchor": "top",
+ "yref": "container",
+ "font": {"size": 22},
+ },
+ # Generous side margins: Plotly measures labels before the Spartan web font has loaded.
+ margin={"l": 60, "r": 60, "t": 95 if subtitle else 65, "b": 130 if note else 60},
+ # Beside the plot rather than above it, so long legends never run into the title.
+ legend={
+ "orientation": "v",
+ "yanchor": "top",
+ "y": 1.0,
+ "x": 1.01,
+ "xanchor": "left",
+ "title": None,
+ "traceorder": "normal",
+ },
+ hoverlabel={"font": {"family": FONT}},
+ )
+ # Plotly sizes the legend before the Spartan web font has loaded; an em space absorbs the wider text.
+ for trace in fig.data:
+ if trace.name and not trace.name.endswith("\u2003"):
+ trace.name += "\u2003"
+ axis = {"gridcolor": GRID, "linecolor": MUTED, "tickcolor": MUTED, "zerolinecolor": MUTED, "automargin": True}
+ fig.update_xaxes(**axis)
+ fig.update_yaxes(**axis)
+ if note:
+ fig.add_annotation(
+ text=note,
+ xref="paper",
+ yref="paper",
+ x=0,
+ y=0,
+ yanchor="top",
+ yshift=-70,
+ xanchor="left",
+ align="left",
+ showarrow=False,
+ font={"size": 12, "color": MUTED},
+ )
+ return fig
+
+
+def download_config(filename: str, image_format: str, height: int) -> dict:
+ return {
+ "displaylogo": False,
+ "modeBarButtonsToRemove": ["lasso2d", "select2d"],
+ "toImageButtonOptions": {
+ "format": image_format,
+ "filename": filename,
+ "width": EXPORT_WIDTH,
+ "height": height,
+ "scale": 2 if image_format == "png" else 1,
+ },
+ }
+
+
+def breakdown(
+ summary: pd.DataFrame,
+ labels: list[str],
+ percent: bool,
+ order: list[str],
+ styles: dict[str, tuple[str, str]],
+ descriptions: dict[str, str],
+) -> go.Figure:
+ """Stacked horizontal bar per result, split by category."""
+ value = "share_pct" if percent else "mean_ms"
+ labels = [label for label in labels if label in set(summary["result"])]
+ fig = go.Figure()
+ present = [item for item in order if summary.loc[summary["item"] == item, "mean_ms"].sum() > 0]
+ for item in present:
+ rows = summary[summary["item"] == item].set_index("result").reindex(labels)
+ color, hatch = styles.get(item, ("#A8A8A8", ""))
+ fig.add_bar(
+ name=item,
+ y=labels,
+ x=rows[value],
+ orientation="h",
+ marker={
+ "color": color,
+ "pattern": {"shape": hatch, "fgcolor": "#FFFFFF", "solidity": 0.35},
+ # A 2px white gap between stacked segments keeps neighbouring categories apart.
+ "line": {"color": "#FFFFFF", "width": 2},
+ },
+ customdata=list(zip(rows["mean_ms"], rows["share_pct"])),
+ hovertemplate=f"{item}
%{{customdata[0]:.2f}} ms per frame (%{{customdata[1]:.1f}}%)"
+ f"
{_wrap(descriptions.get(item, ''))}%{{y}}",
+ )
+ if not percent:
+ totals = summary.groupby("result")["mean_ms"].sum().reindex(labels)
+ for label, total in totals.items():
+ fig.add_annotation(x=total, y=label, text=f" {total:.1f} ms", xanchor="left", showarrow=False)
+ fig.update_layout(barmode="stack", bargap=0.35)
+ fig.update_yaxes(autorange="reversed", title=None)
+ fig.update_xaxes(title="Share of GPU time (%)" if percent else "GPU time per frame (ms)")
+ return fig
+
+
+def score_bars(scores: pd.DataFrame, colors: dict[str, str]) -> go.Figure:
+ """Grouped horizontal bars: one row per score, one bar per result."""
+ fig = go.Figure()
+ for label in scores.columns:
+ fig.add_bar(
+ name=label,
+ y=scores.index,
+ x=scores[label],
+ orientation="h",
+ marker_color=colors[label],
+ text=[f"{value:,.0f}" if pd.notna(value) else "" for value in scores[label]],
+ textposition="outside",
+ cliponaxis=False,
+ hovertemplate="%{y}
%{x:,.0f}" + label + "",
+ )
+ fig.update_layout(barmode="group", bargap=0.25, bargroupgap=0.05, barcornerradius=4)
+ fig.update_yaxes(autorange="reversed", title=None)
+ fig.update_xaxes(title="Score (higher is better)", rangemode="tozero")
+ return fig
+
+
+def bars(summary: pd.DataFrame, labels: list[str], colors: dict[str, str], items: list[str]) -> go.Figure:
+ """Grouped horizontal bars: one row per item, one bar per result, whiskers from p5 to p95."""
+ fig = go.Figure()
+ for label in labels:
+ rows = summary[summary["result"] == label].set_index("item").reindex(items)
+ # Results without any of these items (no shadows in path tracing) get no bars or legend entry.
+ if rows["mean_ms"].isna().all():
+ continue
+ fig.add_bar(
+ name=label,
+ y=items,
+ x=rows["mean_ms"],
+ orientation="h",
+ marker_color=colors[label],
+ error_x={
+ "type": "data",
+ "symmetric": False,
+ "array": rows["p95_ms"] - rows["mean_ms"],
+ "arrayminus": rows["mean_ms"] - rows["p5_ms"],
+ "color": "#888888",
+ "thickness": 1.2,
+ "width": 3,
+ },
+ customdata=list(zip(rows["median_ms"], rows["p5_ms"], rows["p95_ms"], rows["ran_in_pct_of_frames"])),
+ hovertemplate="%{y}
mean %{x:.3f} ms Β· median %{customdata[0]:.3f} ms"
+ "
5β95% of frames: %{customdata[1]:.3f}β%{customdata[2]:.3f} ms"
+ "
runs in %{customdata[3]:.0f}% of frames" + label + "",
+ )
+ fig.update_layout(barmode="group", bargap=0.25, bargroupgap=0.05, barcornerradius=4)
+ fig.update_yaxes(autorange="reversed", title=None)
+ fig.update_xaxes(title="GPU time per frame (ms)", rangemode="tozero")
+ return fig
+
+
+def bars_height(items: int, results: int) -> int:
+ return int(220 + items * max(results, 1) * 22 + items * 10)
+
+
+def lines(
+ series: dict[str, pd.Series], colors: dict[str, str], y_title: str, unit: str, from_zero: bool = True
+) -> go.Figure:
+ """One line per result over benchmark time. Sensors zoom in (`from_zero=False`) so small drifts show."""
+ fig = go.Figure()
+ for label, values in series.items():
+ fig.add_scatter(
+ name=label,
+ x=values.index,
+ y=values.values,
+ mode="lines",
+ line={"color": colors[label], "width": 2},
+ hovertemplate=f"%{{y:.2f}} {unit} at %{{x:.1f}} s{label}",
+ )
+ fig.update_xaxes(title="Benchmark time (s)")
+ fig.update_yaxes(title=y_title, rangemode="tozero" if from_zero else "normal")
+ fig.update_layout(hovermode="x unified")
+ return fig
+
+
+def _wrap(text: str, width: int = 60) -> str:
+ lines, line = [], ""
+ for word in text.split():
+ if line and len(line) + len(word) > width:
+ lines.append(line)
+ line = word
+ else:
+ line = f"{line} {word}".strip()
+ return "
".join([*lines, line])
diff --git a/evolve_charts/loader.py b/evolve_charts/loader.py
new file mode 100644
index 0000000..ade7bc6
--- /dev/null
+++ b/evolve_charts/loader.py
@@ -0,0 +1,334 @@
+"""Reads every Evolve export into tidy pandas tables.
+
+Evolve exports three kinds of data, alone or bundled in the score screen's Export zip:
+
+- **scores** (`scores.csv`): one score per workload category per loop, higher is better.
+- **per frame** (`frametimes.csv`, also inside `evolve_results.csv`): GPU time per workload
+ category, plus GPU sensor readings, for every frame.
+- **deep analysis** (`deep_analysis.json`, Evolve Professional): the GPU time of every render pass
+ in every frame.
+
+`evolve_results.csv` combines system information, scores and per-frame data in one file.
+"""
+
+import hashlib
+import io
+import json
+import zipfile
+from dataclasses import dataclass, field
+from pathlib import PurePath
+
+import pandas as pd
+
+from .categories import WORKLOAD_ORDER, workloads
+
+DEEP_ANALYSIS = "deep_analysis.json"
+
+METADATA_COLUMNS = [
+ "Evolve Version",
+ "System Name",
+ "CPU",
+ "GPU",
+ "OS Name",
+ "OS Version",
+ "GPU Driver Version",
+ "Rendering Backend",
+]
+
+# Per-frame CSV column -> workload category name (as Evolve shows it).
+WORKLOAD_COLUMNS = {
+ "Ray Tracing (ns)": "Raytracing",
+ "Acceleration Structure Build (ns)": "Acceleration Structure Builds",
+ "Rasterization (ns)": "Rasterization",
+ "Compute (ns)": "Compute",
+ "Workgraphs (ns)": "Workgraphs",
+ "NRC (ns)": "NRC",
+ "Upscaling Performance (ns)": "Upscaling",
+}
+
+# Sensor columns in `Result.frames`, filled from deep analysis (GpuMetrics fields) or the per-frame CSV.
+METRIC_FIELDS = {
+ "usage_percentage": "gpu_usage_pct",
+ "clock_speed_in_mhz": "gpu_clock_mhz",
+ "vram_clock_speed_in_mhz": "vram_clock_mhz",
+ "power_usage_in_w": "gpu_power_w",
+ "board_power_usage_in_w": "board_power_w",
+ "soc_power_usage_in_w": "soc_power_w",
+ "voltage_in_mv": "voltage_mv",
+ "vram_usage_in_mb": "vram_used_mb",
+ "edge_temperature_in_c": "edge_temp_c",
+ "hotspot_temperature_in_c": "hotspot_temp_c",
+}
+FAN_FIELDS = {"Rpm": "fan_rpm", "Percent": "fan_pct"}
+METRIC_CSV_COLUMNS = {
+ # Evolve writes board power into the column it calls "Energy".
+ "Energy (W)": "board_power_w",
+ "Gpu Usage (%)": "gpu_usage_pct",
+ "Clock Speed (Mhz)": "gpu_clock_mhz",
+ "Vram Clock Speed (Mhz)": "vram_clock_mhz",
+ "Gpu Voltage (mV)": "voltage_mv",
+ "Fan Speed (rpm)": "fan_rpm",
+ "Fan Speed (%)": "fan_pct",
+ "Edge Temperature (C)": "edge_temp_c",
+ "Hot Spot Temperature (C)": "hotspot_temp_c",
+}
+SENSOR_COLUMNS = list(dict.fromkeys([*METRIC_FIELDS.values(), *FAN_FIELDS.values(), *METRIC_CSV_COLUMNS.values()]))
+
+
+class ExportError(Exception):
+ """A problem with an input file, worded for the person using the tool."""
+
+
+@dataclass
+class Result:
+ id: str
+ filename: str
+ metadata: dict[str, str] = field(default_factory=dict)
+ # Score name -> score, averaged over loops. Scores Evolve didn't produce for this run are absent.
+ scores: dict[str, float] = field(default_factory=dict)
+ # One row per (loop, frame): GPU milliseconds per workload category, one column each.
+ workloads: pd.DataFrame | None = None
+ # One row per (loop, frame): sensor readings, and from deep analysis the GPU time sum and span.
+ frames: pd.DataFrame | None = None
+ # Deep analysis only. One row per (loop, frame, pass): ms is the pass' own GPU time in that frame;
+ # top_ms only counts instances not nested inside another scope, so summing it never double-counts.
+ passes: pd.DataFrame | None = None
+ # Deep analysis only: total GPU milliseconds per pass that Evolve doesn't assign to a workload category.
+ left_out: dict[str, float] = field(default_factory=dict)
+ warnings: list[str] = field(default_factory=list)
+
+ @property
+ def gpu(self) -> str:
+ return self.metadata.get("GPU") or self.filename
+
+ @property
+ def contents(self) -> list[str]:
+ """What this result contains, in the words the tool uses."""
+ return [
+ name
+ for name, present in [
+ ("Scores", bool(self.scores)),
+ ("Per frame", self.workloads is not None),
+ ("Deep analysis", self.passes is not None),
+ ]
+ if present
+ ]
+
+
+def load_export(data: bytes, filename: str) -> Result:
+ result = Result(id=hashlib.sha256(data).hexdigest()[:12], filename=filename)
+ suffix = PurePath(filename).suffix.lower()
+ if suffix == ".zip":
+ _read_zip(result, data)
+ elif suffix == ".csv":
+ _read_csv(result, data, filename)
+ elif suffix == ".json":
+ _read_deep_analysis(result, data, filename)
+ else:
+ raise ExportError(f"{filename}: use an Evolve export (.zip, .csv or deep analysis .json).")
+
+ if not result.contents:
+ raise ExportError(f"{filename} contains no Evolve scores, per-frame data or deep analysis.")
+ if result.workloads is None and result.passes is not None:
+ result.workloads = _workloads_from_passes(result.passes, result.frames)
+ if not result.metadata:
+ result.warnings.append(f"{filename} has no system information (GPU, driver); it's labelled by file name.")
+ return result
+
+
+def _read_zip(result: Result, data: bytes) -> None:
+ try:
+ archive = zipfile.ZipFile(io.BytesIO(data))
+ except zipfile.BadZipFile:
+ raise ExportError(f"{result.filename} is not a zip file.") from None
+ members = {PurePath(name).name: name for name in archive.namelist()}
+
+ # The combined CSV holds everything the separate CSVs do, plus system information.
+ for name in ["evolve_results.csv", "frametimes.csv", "scores.csv"]:
+ if name in members:
+ _read_csv(result, archive.read(members[name]), f"{result.filename}/{name}")
+ if DEEP_ANALYSIS in members:
+ _read_deep_analysis(result, archive.read(members[DEEP_ANALYSIS]), result.filename)
+
+
+def _read_csv(result: Result, data: bytes, name: str) -> None:
+ try:
+ table = pd.read_csv(io.BytesIO(data), encoding="utf-8-sig", dtype=dict.fromkeys(METADATA_COLUMNS, str))
+ except (pd.errors.ParserError, pd.errors.EmptyDataError, UnicodeDecodeError):
+ raise ExportError(f"{name} can't be read as a CSV file.") from None
+ columns = list(table.columns)
+
+ if "Evolve Version" in columns and not result.metadata:
+ first = table.iloc[0]
+ result.metadata = {key: str(first[key]) for key in METADATA_COLUMNS if key in table and pd.notna(first[key])}
+ if columns[:1] == ["Loop"] or "Evolve Version" in columns:
+ loop = "Loop" if "Loop" in columns else "Loop Index"
+ score_columns = columns[1:] if loop == "Loop" else columns[len(_metadata_prefix(columns)) : columns.index(loop)]
+ if not result.scores:
+ result.scores = _scores(table.drop_duplicates(loop), score_columns)
+ if {"Loop Index", "Frame", "Benchmark Time (ns)"} <= set(columns) and result.workloads is None:
+ result.workloads, sensors = _per_frame(table)
+ if result.frames is None:
+ result.frames = sensors
+ if not columns or not (result.scores or result.workloads is not None or "Evolve Version" in columns):
+ raise ExportError(f"{name} isn't an Evolve scores or per-frame export.")
+
+
+def _metadata_prefix(columns: list[str]) -> list[str]:
+ return [column for column in columns if column in METADATA_COLUMNS]
+
+
+def _scores(per_loop: pd.DataFrame, columns: list[str]) -> dict[str, float]:
+ scores = {}
+ for column in columns:
+ values = pd.to_numeric(per_loop[column], errors="coerce")
+ # Evolve writes 0 for scores it didn't calculate for this benchmark (e.g. Work Graphs).
+ values = values[values > 0]
+ if len(values):
+ scores[column] = float(values.mean())
+ return scores
+
+
+def _per_frame(table: pd.DataFrame) -> tuple[pd.DataFrame, pd.DataFrame]:
+ base = pd.DataFrame(
+ {
+ "loop": table["Loop Index"].astype(int),
+ "frame": table["Frame"].astype(int),
+ "seq_s": table["Benchmark Time (ns)"] / 1e9,
+ }
+ )
+ workloads = base.copy()
+ for column, name in WORKLOAD_COLUMNS.items():
+ if column in table and table[column].notna().any():
+ # Evolve leaves the cell empty when a workload took no time in that frame.
+ workloads[name] = table[column].fillna(0) / 1e6
+ sensors = base.copy()
+ for column, name in METRIC_CSV_COLUMNS.items():
+ sensors[name] = pd.to_numeric(table[column], errors="coerce") if column in table else float("nan")
+ for name in SENSOR_COLUMNS:
+ if name not in sensors:
+ sensors[name] = float("nan")
+ return workloads, sensors
+
+
+def _read_deep_analysis(result: Result, data: bytes, filename: str) -> None:
+ text = data.decode("utf-8")
+ try:
+ loops = json.loads(text)
+ except json.JSONDecodeError:
+ # Evolve only closes the array after the last loop, so an interrupted run misses the final "]".
+ try:
+ loops = json.loads(text.rstrip().rstrip(",") + "]")
+ except json.JSONDecodeError:
+ raise ExportError(f"{filename}: {DEEP_ANALYSIS} is damaged and can't be read.") from None
+ result.warnings.append(f"{filename}: the run was interrupted; using the {len(loops)} completed loop(s).")
+ if not isinstance(loops, list) or (loops and "per_frame_results" not in loops[0]):
+ raise ExportError(f"{filename} isn't an Evolve deep analysis file.")
+
+ passes, frames, left_out = _tabulate(loops)
+ if passes.empty:
+ result.warnings.append(
+ f"{filename}: its deep analysis has no GPU work that Evolve assigns to a workload category."
+ )
+ return
+ result.passes, result.frames, result.left_out = passes, frames, left_out
+
+ nested = passes["ms"].sum() - passes["top_ms"].sum()
+ if nested > 0:
+ result.warnings.append(
+ f"{filename}: {nested / passes['ms'].sum():.1%} of measured GPU time is nested inside other passes. "
+ "Totals only count it once."
+ )
+
+
+def _tabulate(loops: list[dict]) -> tuple[pd.DataFrame, pd.DataFrame, dict[str, float]]:
+ # Pass name -> whether Evolve assigns it to a workload category.
+ categorized: dict[str, bool] = {}
+ left_out: dict[str, float] = {}
+ pass_rows = []
+ frame_rows = []
+ for loop in loops:
+ loop_index = loop["loop_index"]
+ for frame_index, frame in enumerate(loop["per_frame_results"]):
+ seq_s = frame["sequence_time_ns"] / 1e9
+ own, top = {}, {}
+ left_out_ms = 0.0
+ first_start, last_end = None, None
+ for command_buffer in frame["command_buffer_timings"].values():
+ scopes = []
+ for name, timings in command_buffer["scope_timings"].items():
+ if name not in categorized:
+ categorized[name] = bool(workloads(name))
+ for timing in timings:
+ start, end = timing["start"], timing["end"]
+ first_start = start if first_start is None else min(first_start, start)
+ last_end = end if last_end is None else max(last_end, end)
+ if not categorized[name]:
+ left_out[name] = left_out.get(name, 0.0) + (end - start) / 1e6
+ left_out_ms += (end - start) / 1e6
+ else:
+ scopes.append((start, end, name))
+
+ # Sorted by start, longest first: a scope ending before the current outer one is nested in it.
+ scopes.sort(key=lambda scope: (scope[0], -scope[1]))
+ outer_end = None
+ for start, end, name in scopes:
+ duration = (end - start) / 1e6
+ own[name] = own.get(name, 0.0) + duration
+ if outer_end is None or end > outer_end:
+ top[name] = top.get(name, 0.0) + duration
+ outer_end = end
+
+ for name, ms in own.items():
+ pass_rows.append((loop_index, frame_index, seq_s, name, ms, top.get(name, 0.0)))
+
+ row = {
+ "loop": loop_index,
+ "frame": frame_index,
+ "seq_s": seq_s,
+ "gpu_sum_ms": sum(top.values()),
+ "gpu_span_ms": (last_end - first_start) / 1e6 if first_start is not None else float("nan"),
+ "left_out_ms": left_out_ms,
+ }
+ row.update(_metrics(frame.get("metrics")))
+ frame_rows.append(row)
+
+ passes = pd.DataFrame(pass_rows, columns=["loop", "frame", "seq_s", "pass", "ms", "top_ms"])
+
+ frames = pd.DataFrame(frame_rows)
+ for column in SENSOR_COLUMNS:
+ if column not in frames:
+ frames[column] = float("nan")
+ return passes, frames, left_out
+
+
+def _workloads_from_passes(passes: pd.DataFrame, frames: pd.DataFrame) -> pd.DataFrame:
+ """Per-frame GPU time per workload category, the way Evolve sums it for its per-frame export."""
+ membership = pd.DataFrame(
+ [(name, workload) for name in passes["pass"].unique() for workload in workloads(name)],
+ columns=["pass", "workload"],
+ )
+ if membership.empty:
+ return frames[["loop", "frame", "seq_s"]].copy()
+ per_workload = passes.merge(membership, on="pass").pivot_table(
+ index=["loop", "frame"], columns="workload", values="ms", aggfunc="sum"
+ )
+ table = frames[["loop", "frame", "seq_s"]].join(per_workload, on=["loop", "frame"])
+ present = [name for name in WORKLOAD_ORDER if name in table]
+ return table[["loop", "frame", "seq_s", *present]].fillna({name: 0.0 for name in present})
+
+
+def _metrics(metrics: dict | None) -> dict[str, float]:
+ if not metrics:
+ return {}
+ values = {}
+ for key, column in METRIC_FIELDS.items():
+ value = metrics.get(key)
+ if isinstance(value, (int, float)):
+ values[column] = float(value)
+ fan = metrics.get("fan_speed")
+ if isinstance(fan, dict):
+ for unit, value in fan.items():
+ if unit in FAN_FIELDS and isinstance(value, (int, float)):
+ values[FAN_FIELDS[unit]] = float(value)
+ return values
diff --git a/evolve_charts/scope_catalog.py b/evolve_charts/scope_catalog.py
new file mode 100644
index 0000000..b5a71ce
--- /dev/null
+++ b/evolve_charts/scope_catalog.py
@@ -0,0 +1,454 @@
+# Generated by tools/sync_categories.py from
+# evolve/crates/evolve-frame-bucketing/src/lib.rs. Do not edit by hand.
+
+# scope name -> WorkloadCategory variants (Evolve lists a handful of scopes in two)
+WORKLOADS = {
+ "reflection-ray-tracing-pipeline": ["RayTracing"],
+ "reflection-ray-tracing-inline": ["RayTracing"],
+ "reflection-specular-occlusion-pipeline": ["RayTracing"],
+ "reflection-specular-occlusion-inline": ["RayTracing"],
+ "trace-diffuse-rays-pipeline": ["RayTracing"],
+ "trace-diffuse-rays": ["RayTracing"],
+ "trace-diffuse-nee-rays-pipeline": ["RayTracing"],
+ "trace-diffuse-nee-rays": ["RayTracing"],
+ "trace-spatial-validation-rays-pipeline": ["RayTracing"],
+ "trace-spatial-validation-rays-inline": ["RayTracing"],
+ "diffuse-restir-spatial-validation": ["RayTracing"],
+ "shadow-ray-tracing-pipeline": ["RayTracing"],
+ "shadow-raytrace-inline": ["RayTracing"],
+ "trace-shadow-mask": ["RayTracing"],
+ "trace-cache-validation-rays-low": ["RayTracing"],
+ "trace-cache-validation-rays-medium": ["RayTracing"],
+ "trace-cache-validation-rays-high": ["RayTracing"],
+ "trace-cache-validation-rays-low-pipeline": ["RayTracing"],
+ "trace-cache-validation-rays-medium-pipeline": ["RayTracing"],
+ "trace-cache-validation-rays-high-pipeline": ["RayTracing"],
+ "trace-cache-diffuse-rays-low": ["RayTracing"],
+ "trace-cache-diffuse-rays-medium": ["RayTracing"],
+ "trace-cache-diffuse-rays-high": ["RayTracing"],
+ "trace-cache-diffuse-rays-low-pipeline": ["RayTracing"],
+ "trace-cache-diffuse-rays-medium-pipeline": ["RayTracing"],
+ "trace-cache-diffuse-rays-high-pipeline": ["RayTracing"],
+ "primary_sampling": ["RayTracing"],
+ "spatial_search": ["RayTracing"],
+ "trace_rays": ["RayTracing"],
+ "trace_shadow_rays": ["RayTracing"],
+ "trace_shadow_rays_nrc": ["RayTracing"],
+ "path-tracer-pipeline": ["RayTracing"],
+ "path-tracer-pipeline-nrc": ["RayTracing"],
+ "bruteforce-volume-trace-inline": ["RayTracing"],
+ "bruteforce-volume-trace-inline-dbg": ["RayTracing"],
+ "path-trace-distance-sampling-inline": ["RayTracing"],
+ "path-trace-distance-sampling-inline-dbg": ["RayTracing"],
+ "voxel-tracer-inline": ["RayTracing"],
+ "voxel-tracer-inline-dbg": ["RayTracing"],
+ "vol-ris-initial-sampling": ["RayTracing", "Compute"],
+ "water-tracing-inline": ["RayTracing"],
+ "water-tracing-inline-max-quality": ["RayTracing"],
+ "water-tracing-pipeline": ["RayTracing"],
+ "water-tracing-pipeline-max-quality": ["RayTracing"],
+ "batch build blases": ["AccelerationStructureBuilds"],
+ "batch refit blas": ["AccelerationStructureBuilds"],
+ "Batch refit bottom level": ["AccelerationStructureBuilds"],
+ "custom batch refit bottom level": ["AccelerationStructureBuilds"],
+ "compact blas": ["AccelerationStructureBuilds"],
+ "build tlas": ["AccelerationStructureBuilds"],
+ "batch build OMMs": ["AccelerationStructureBuilds"],
+ "mesh-parts-prefix-sum-hierarchy": ["Rasterization"],
+ "mesh-parts-prefix-sum": ["Rasterization"],
+ "compute-multi-clear": ["Rasterization"],
+ "cull-instances": ["Rasterization"],
+ "raster-buckets-prefix-sum-hierarchy": ["Rasterization"],
+ "raster-buckets-prefix-sum": ["Rasterization"],
+ "build-instanced-draw-calls": ["Rasterization"],
+ "group-instances": ["Rasterization"],
+ "spd-external-mip-0": ["Rasterization"],
+ "vbuffer-mark-visible-nodes": ["Rasterization"],
+ "VBuffer Raster Opaque Pass (indirect)": ["Rasterization"],
+ "VBuffer Raster Transparent Pass (indirect)": ["Rasterization"],
+ "VBuffer Decal": ["Rasterization"],
+ "Water VBuffer Raster Opaque Pass (indirect)": ["Rasterization"],
+ "Build GBuffers": ["Rasterization"],
+ "reflection-accumulation-pass": ["Compute"],
+ "transparency_resolve": ["Compute"],
+ "diffuse-disocclusion-fix": ["Compute"],
+ "diffuse-spatial-filter": ["Compute"],
+ "diffuse-restir-temporal": ["Compute"],
+ "diffuse-restir-resolve": ["Compute"],
+ "diffuse-restir-spatial": ["Compute"],
+ "diffuse-restir-patch-reservoir": ["Compute"],
+ "diffuse-temporal": ["Compute"],
+ "diffuse-gi-debug": ["Compute"],
+ "prepare-diffuse-rays": ["Compute"],
+ "resolve-diffuse-rays": ["Compute"],
+ "initialize-allocation-indices": ["Compute"],
+ "clamp-allocation-indices": ["Compute"],
+ "update-lifetimes": ["Compute"],
+ "update-clipmap": ["Compute"],
+ "build-spherical-harmonics": ["Compute"],
+ "visualize-new-irradiance-cache-depth-project": ["Compute"],
+ "purge-entries-fill-indirect-args": ["Compute"],
+ "purge-entries": ["Compute"],
+ "prepare-cache-indirect-args": ["Compute"],
+ "clear-stale-data": ["Compute"],
+ "init-path-data": ["Compute"],
+ "propagate-light": ["Compute"],
+ "resolve-cache": ["Compute"],
+ "inject-radiance-for-diffuse-gi": ["Compute"],
+ "generate_camera_ray": ["Compute"],
+ "fill_indirect_args": ["Compute"],
+ "clear-all-counters": ["Compute"],
+ "shading-basic": ["Compute"],
+ "resolve": ["Compute"],
+ "apply_nrc": ["Compute"],
+ "shading-nrc": ["Compute"],
+ "prepare_wg_records": ["Compute"],
+ "prepare_wg_indirect_args": ["Compute"],
+ "prepare_wg_bounce_indirect_args": ["Compute"],
+ "resolve_wg_pt": ["Compute"],
+ "reflection-dir-gen": ["Compute"],
+ "reflection-dir-binning": ["Compute"],
+ "reflection-temporal-restir": ["Compute"],
+ "reflection-upscale-restir": ["Compute"],
+ "reflection-resolve-restir": ["Compute"],
+ "reflection-temporal-filter": ["Compute"],
+ "reflection-spatial-filter": ["Compute"],
+ "reflection-hits-shading": ["Compute"],
+ "inject-radiance-for-reflections": ["Compute"],
+ "reprojection_texture": ["Compute"],
+ "count-neural-materials": ["Compute"],
+ "gen-buckets-offsets-and-indirect-args": ["Compute"],
+ "populate-buckets": ["Compute"],
+ "neubtf-sun-direct-lighting": ["Compute"],
+ "compositing": ["Compute"],
+ "compositing-part-2": ["Compute"],
+ "sun-direct-lighting": ["Compute"],
+ "set-sundisk-data": ["Compute"],
+ "copy_depth_to_texture": ["Compute"],
+ "spd": ["Compute"],
+ "shadow_prepare": ["Compute"],
+ "shadow_tile_classification": ["Compute"],
+ "shadow_filter_pass_0": ["Compute"],
+ "shadow_filter_pass_1": ["Compute"],
+ "shadow_filter_pass_2": ["Compute"],
+ "hard_shadows_resolve": ["Compute"],
+ "mesh_light_tree_generation": ["Compute"],
+ "mesh_light_cdf_generation": ["Compute"],
+ "write_indirect_args": ["Compute"],
+ "tree_generation": ["Compute"],
+ "cdf_generation": ["Compute"],
+ "generate_lightbags": ["Compute"],
+ "temporal_reuse": ["Compute"],
+ "copy_reservoirs": ["Compute"],
+ "spatial_reuse": ["Compute"],
+ "restir-shading": ["Compute"],
+ "converge_texture": ["Compute"],
+ "gtao": ["Compute"],
+ "gtao-filter": ["Compute"],
+ "gtao-temporal": ["Compute"],
+ "luminance": ["Compute"],
+ "average-luminance": ["Compute"],
+ "build-loglum-histogram": ["Compute"],
+ "blur": ["Compute"],
+ "resolve_bloom": ["Compute"],
+ "exposure": ["Compute"],
+ "resolve_exposure": ["Compute"],
+ "spot-metering": ["Compute"],
+ "taa": ["Compute"],
+ "post": ["Compute"],
+ "apply_skeleton_parenting": ["Compute"],
+ "apply_node_animation": ["Compute"],
+ "apply_bone_animation": ["Compute"],
+ "apply_skeleton_hierarchy": ["Compute"],
+ "update_bones": ["Compute"],
+ "apply_vertex_bones": ["Compute"],
+ "reduce_aabbs": ["Compute"],
+ "channel_animation": ["Compute"],
+ "visualize-hierarchy-transforms": ["Compute"],
+ "override_transforms": ["Compute"],
+ "calculate_world_transforms": ["Compute"],
+ "calculate_inverse_transpose_transforms": ["Compute"],
+ "build-per-draw-instance-data": ["Compute"],
+ "cs-build-blas-instance-descs": ["Compute"],
+ "cs-update-blas-instance-transforms": ["Compute"],
+ "cs-update-blas-instance-data": ["Compute"],
+ "cs-update-blas-instance-blas-handles": ["Compute"],
+ "patch-mesh-aabbs": ["Compute"],
+ "find_grid_cell": ["Compute"],
+ "compute_cell_sizes": ["Compute"],
+ "sort_to_blocks": ["Compute"],
+ "sum_grid": ["Compute"],
+ "solve_grid": ["Compute"],
+ "grid_to_boids": ["Compute"],
+ "update_boid_transforms": ["Compute"],
+ "patch_buffer": ["Compute"],
+ "trace-transmittance-cache": ["Compute"],
+ "blur-transmittance-cache": ["Compute"],
+ "trace-ambient-cache": ["Compute"],
+ "vol-ris-final-shading": ["Compute"],
+ "output-accumulator": ["Compute"],
+ "output-upscaler": ["Compute"],
+ "voxel-debug-rendering": ["Compute"],
+ "slicer-fill": ["Compute"],
+ "dof-setup": ["Compute"],
+ "dof-coc-flatten": ["Compute"],
+ "dof-dilate": ["Compute"],
+ "dof-downpresort": ["Compute"],
+ "dof-main": ["Compute"],
+ "dof-median9": ["Compute"],
+ "dof-composite": ["Compute"],
+ "dof-downscale": ["Compute"],
+ "dof-compute-near-mask": ["Compute"],
+ "dof-dilate-near-mask": ["Compute"],
+ "dof-blur": ["Compute"],
+ "dof-flood-fill": ["Compute"],
+ "sss-blur": ["Compute"],
+ "sss-compositing": ["Compute"],
+ "Final blit": ["Compute"],
+ "DMA clear texture": ["Compute"],
+ "Fill buffer": ["Compute"],
+ "compute-clear": ["Compute"],
+ "Copy buffer to buffer": ["Compute"],
+ "calculate_node_aabbs": ["Compute"],
+ "lod-designation": ["Compute"],
+ "generate-water-normals": ["Compute"],
+ "water-fetch-normals": ["Compute"],
+ "water-shading": ["Compute"],
+ "water-shading-max-quality": ["Compute"],
+ "find_wind_affected_nodes": ["Compute"],
+ "generate_procedural_instance_info": ["Compute"],
+ "advance_wind_parameters": ["Compute"],
+ "apply_wind_to_vertices": ["Compute"],
+ "resolve_procedural_aabbs": ["Compute"],
+ "nrc-extract-vertex-positions": ["Compute"],
+ "nrc-gather-and-encode-auxiliary": ["Compute"],
+ "nrc-validate-training-paths": ["Compute"],
+ "nrc-gather-and-extract-positions": ["Compute"],
+ "nrc-radiance-operator-forward": ["Compute"],
+ "nrc-propagate-radiance": ["Compute"],
+ "nrc-loss-backward": ["Compute"],
+ "nrc-radiance-operator-backward": ["Compute"],
+ "random_init": ["Compute"],
+ "latent-grid-forward": ["Compute"],
+ "concat-forward": ["Compute"],
+ "gather-forward": ["Compute"],
+ "linear-transpose-next-activation-backward": ["Compute"],
+ "linear-backward-input": ["Compute"],
+ "concat-backward-lhs": ["Compute"],
+ "latent-grid-backward": ["Compute"],
+ "fpp-to-f16": ["Compute"],
+ "linear-transpose-prev-activation-forward": ["Compute"],
+ "adam-step": ["Compute"],
+ "linear-backward-weight-small": ["Compute"],
+ "nrc-ema": ["Compute"],
+ "nrc-fill-indirect-args": ["Compute"],
+ "gen-indirect-args": ["Compute"],
+ "element-wise-gen-indirect-args": ["Compute"],
+ "Convert Linear Algebra Matrix": ["Compute"],
+ "triangle-wave-encoding-forward": ["Compute"],
+ "nrc-pt-apply-nrc": ["Compute"],
+ "nrc-wfpt-apply-nrc": ["Compute"],
+ "fused-mlp-forward-inference-64": ["Compute"],
+ "fused-mlp-forward-inference-32": ["Compute"],
+ "fused-mlp-forward-inference-16": ["Compute"],
+ "fused-mlp-forward-training-64": ["Compute"],
+ "fused-mlp-forward-training-16": ["Compute"],
+ "fused-mlp-backward-64": ["Compute"],
+ "fused-mlp-backward-32": ["Compute"],
+ "fused-mlp-backward-16": ["Compute"],
+ "sky-cubemap": ["Compute"],
+ "clear-counters": ["Compute"],
+ "Copy buffer to texture": ["Compute"],
+ "Copy buffer to texture (subresource)": ["Compute"],
+ "Clear buffer pipeline": ["Compute"],
+ "Clear texture pipeline": ["Compute"],
+ "generate_paths": ["Workgraphs"],
+ "process_bounce": ["Workgraphs"],
+ "fused-mlp-forward-inference-coopvec-48-32-4": ["Nrc"],
+ "fused-mlp-forward-inference-coopvec-32-32-8": ["Nrc"],
+ "fused-mlp-forward-inference-coopvec-32-64-8": ["Nrc"],
+ "fused-mlp-forward-training-coopvec-48-32-4": ["Nrc"],
+ "fused-mlp-forward-training-coopvec-32-32-8": ["Nrc"],
+ "fused-mlp-forward-training-coopvec-32-64-8": ["Nrc"],
+ "fused-mlp-backward-coopvec-48-32-4": ["Nrc"],
+ "fused-mlp-backward-coopvec-32-32-8": ["Nrc"],
+ "fused-mlp-backward-coopvec-32-64-8": ["Nrc"],
+ "fused-mlp-forward-inference-coopmat-32-32-8": ["Nrc"],
+ "fused-mlp-forward-training-32": ["Nrc"],
+ "Fsr execute": ["UpscalingPerformance"],
+ "Xess execute": ["UpscalingPerformance"],
+ "DLSS evaluate": ["UpscalingPerformance"],
+ "NSS Upscale Pass": ["UpscalingPerformance"],
+ "upscaling-pipeline-sample-easu": ["UpscalingPerformance"],
+ "Upscaling raster pass": ["UpscalingPerformance"],
+ "Upscale - sharpening pass": ["UpscalingPerformance"],
+ "Msaa resolve": ["Uncategorized"],
+ "visualize-hierarchy": ["Uncategorized"],
+ "visualize-skeletons": ["Uncategorized"],
+ "egui_render": ["Uncategorized"],
+ "scale-raster": ["Uncategorized"],
+ "patch_freelist_buffer": ["Uncategorized"],
+ "pick_mesh": ["Uncategorized"],
+ "pick_mesh_rt_inline": ["Uncategorized"],
+ "trace-mesh-selection": ["Uncategorized"],
+ "uv_mask": ["Uncategorized"],
+ "distance_field": ["Uncategorized"],
+ "merge_outlines": ["Uncategorized"],
+ "Draw Mesh Selection": ["Uncategorized"],
+ "breda-manipulators action triangles": ["Uncategorized"],
+ "breda-manipulators draw triangles": ["Uncategorized"],
+ "breda-manipulators action lines": ["Uncategorized"],
+ "breda-manipulators-pick": ["Uncategorized"],
+ "breda-manipulators draw lines": ["Uncategorized"],
+ "reflection-preintegrate": ["Uncategorized"],
+ "Write multiple draws to Metal Indirect Command Buffer": ["Uncategorized"],
+ "flip-srgb-to-yycxcz": ["Uncategorized"],
+ "flip-color-filter-horizontal": ["Uncategorized"],
+ "flip-feature-filter-horizontal": ["Uncategorized"],
+ "flip-color-filter-vertical": ["Uncategorized"],
+ "flip-feature-filter-vertical": ["Uncategorized"],
+ "flip-compare": ["Uncategorized"],
+ "ssim-filter-horizontal": ["Uncategorized"],
+ "ssim-filter-vertical": ["Uncategorized"],
+ "error-to-color": ["Uncategorized"],
+ "error-histogram": ["Uncategorized"],
+ "reduce-texture-to-sums": ["Uncategorized"],
+ "mean-reduce-sums": ["Uncategorized"],
+ "box_downsample": ["Uncategorized"],
+ "crop_center": ["Uncategorized"],
+ "fallback-upscaler": ["Uncategorized"],
+}
+
+# variant -> the name Evolve shows
+WORKLOAD_NAMES = {
+ "RayTracing": "Raytracing",
+ "AccelerationStructureBuilds": "Acceleration Structure Builds",
+ "Rasterization": "Rasterization",
+ "Compute": "Compute",
+ "Workgraphs": "Workgraphs",
+ "Nrc": "NRC",
+ "UpscalingPerformance": "Upscaling",
+ "Uncategorized": "Uncategorized",
+}
+
+# Scopes Evolve's pass bucketing (BucketPassCategory) leaves uncategorized
+UNCATEGORIZED_PASSES = {
+ "upscaling-pipeline-sample-easu",
+ "Upscaling raster pass",
+ "Upscale - sharpening pass",
+ "Fsr execute",
+ "Xess execute",
+ "DLSS evaluate",
+ "NSS Upscale Pass",
+ "nrc-extract-vertex-positions",
+ "nrc-gather-and-encode-auxiliary",
+ "nrc-validate-training-paths",
+ "nrc-gather-and-extract-positions",
+ "nrc-radiance-operator-forward",
+ "nrc-propagate-radiance",
+ "nrc-loss-backward",
+ "nrc-radiance-operator-backward",
+ "random_init",
+ "latent-grid-forward",
+ "concat-forward",
+ "gather-forward",
+ "linear-transpose-next-activation-backward",
+ "linear-backward-input",
+ "concat-backward-lhs",
+ "latent-grid-backward",
+ "fpp-to-f16",
+ "linear-transpose-prev-activation-forward",
+ "adam-step",
+ "linear-backward-weight-small",
+ "nrc-ema",
+ "nrc-fill-indirect-args",
+ "gen-indirect-args",
+ "element-wise-gen-indirect-args",
+ "Convert Linear Algebra Matrix",
+ "triangle-wave-encoding-forward",
+ "nrc-pt-apply-nrc",
+ "nrc-wfpt-apply-nrc",
+ "fused-mlp-backward-64",
+ "fused-mlp-backward-32",
+ "fused-mlp-backward-16",
+ "fused-mlp-forward-inference-64",
+ "fused-mlp-forward-inference-32",
+ "fused-mlp-forward-inference-16",
+ "fused-mlp-forward-training-64",
+ "fused-mlp-forward-training-16",
+ "mesh_light_tree_generation",
+ "mesh_light_cdf_generation",
+ "write_indirect_args",
+ "tree_generation",
+ "cdf_generation",
+ "scale-raster",
+ "clear-counters",
+ "sky-cubemap",
+ "set-sundisk-data",
+ "Fill buffer",
+ "DMA clear texture",
+ "compute-clear",
+ "Copy buffer to buffer",
+ "Copy buffer to texture",
+ "Copy buffer to texture (subresource)",
+ "Clear texture pipeline",
+ "Clear buffer pipeline",
+ "Final blit",
+ "egui_render",
+ "patch_freelist_buffer",
+ "transparency_resolve",
+ "Msaa resolve",
+ "reflection-preintegrate",
+ "visualize-skeletons",
+ "pick_mesh",
+ "pick_mesh_rt_inline",
+ "trace-mesh-selection",
+ "uv_mask",
+ "distance_field",
+ "merge_outlines",
+ "Draw Mesh Selection",
+ "breda-manipulators action triangles",
+ "breda-manipulators draw triangles",
+ "breda-manipulators action lines",
+ "breda-manipulators-pick",
+ "breda-manipulators draw lines",
+ "generate_lightbags",
+ "primary_sampling",
+ "temporal_reuse",
+ "copy_reservoirs",
+ "spatial_search",
+ "spatial_reuse",
+ "restir-shading",
+ "converge_texture",
+ "bruteforce-volume-trace-inline",
+ "bruteforce-volume-trace-inline-dbg",
+ "trace-transmittance-cache",
+ "blur-transmittance-cache",
+ "trace-ambient-cache",
+ "path-trace-distance-sampling-inline",
+ "path-trace-distance-sampling-inline-dbg",
+ "voxel-tracer-inline",
+ "voxel-tracer-inline-dbg",
+ "vol-ris-initial-sampling",
+ "vol-ris-final-shading",
+ "output-accumulator",
+ "output-upscaler",
+ "voxel-debug-rendering",
+ "slicer-fill",
+ "Write multiple draws to Metal Indirect Command Buffer",
+ "flip-srgb-to-yycxcz",
+ "flip-color-filter-horizontal",
+ "flip-feature-filter-horizontal",
+ "flip-color-filter-vertical",
+ "flip-feature-filter-vertical",
+ "flip-compare",
+ "ssim-filter-horizontal",
+ "ssim-filter-vertical",
+ "error-to-color",
+ "error-histogram",
+ "reduce-texture-to-sums",
+ "mean-reduce-sums",
+ "box_downsample",
+ "crop_center",
+ "fallback-upscaler",
+}
diff --git a/evolve_charts/stats.py b/evolve_charts/stats.py
new file mode 100644
index 0000000..2c96087
--- /dev/null
+++ b/evolve_charts/stats.py
@@ -0,0 +1,211 @@
+"""Turns loaded results into the numbers the charts show. Everything here is plain pandas.
+
+Two levels of detail: `"workload"` (Evolve's workload categories, the GPU work it scores) and
+`"pass"` (the passes they are made of).
+"""
+
+from typing import Literal
+
+import pandas as pd
+
+from .categories import WORKLOAD_ORDER, workloads
+from .loader import Result
+
+Level = Literal["workload", "pass"]
+# Narrows passes to one workload category, e.g. ("workload", "Raytracing").
+Within = tuple[Literal["workload"], str] | None
+
+# Sensor column -> (label, unit) in the order they're listed.
+TELEMETRY = {
+ "gpu_clock_mhz": ("GPU clock", "MHz"),
+ "power_w": ("GPU power", "W"),
+ "edge_temp_c": ("GPU temperature", "Β°C"),
+ "hotspot_temp_c": ("GPU hotspot temperature", "Β°C"),
+ "gpu_usage_pct": ("GPU usage", "%"),
+ "vram_clock_mhz": ("Memory clock", "MHz"),
+ "vram_used_mb": ("VRAM used", "MB"),
+ "fan_rpm": ("Fan speed", "RPM"),
+ "fan_pct": ("Fan speed", "%"),
+ "voltage_mv": ("GPU voltage", "mV"),
+}
+
+
+def has_level(result: Result, level: Level) -> bool:
+ if level == "workload":
+ return result.workloads is not None and len(result.workloads.columns) > 3
+ return result.passes is not None
+
+
+def trimmed_frames(result: Result, skip_s: float) -> pd.DataFrame:
+ frames = result.frames[result.frames["seq_s"] >= skip_s].copy()
+ # Board power is what a wall meter sees; fall back to chip or SoC power where that's all there is.
+ frames["power_w"] = frames["board_power_w"].fillna(frames["gpu_power_w"]).fillna(frames["soc_power_w"])
+ return frames
+
+
+def per_frame(result: Result, skip_s: float, level: Level, within: Within = None) -> pd.DataFrame:
+ """GPU milliseconds per frame, one column per item; frames where an item didn't run count as 0."""
+ if level == "workload":
+ table = result.workloads[result.workloads["seq_s"] >= skip_s]
+ return table.set_index(["loop", "frame"]).drop(columns="seq_s")
+
+ passes = result.passes[result.passes["seq_s"] >= skip_s]
+ if within is not None:
+ _, name = within
+ passes = passes[passes["pass"].map(lambda scope: name in workloads(scope))]
+ wide = passes.pivot_table(index=["loop", "frame"], columns="pass", values="ms", aggfunc="sum")
+ frame_index = trimmed_frames(result, skip_s).set_index(["loop", "frame"]).index
+ return wide.reindex(frame_index).fillna(0.0)
+
+
+def summary(results: dict[str, Result], skip_s: float, level: Level, within: Within = None) -> pd.DataFrame:
+ """One row per (result, item) with mean/median/p5/p95 milliseconds per frame.
+
+ Results without data for the level (e.g. no deep analysis) are left out.
+ """
+ rows = []
+ for label, result in results.items():
+ if not has_level(result, level):
+ continue
+ wide = per_frame(result, skip_s, level, within)
+ total = per_frame(result, skip_s, level).sum(axis=1).mean() if within else wide.sum(axis=1).mean()
+ for item in wide.columns:
+ column = wide[item]
+ rows.append(
+ {
+ "result": label,
+ "item": item,
+ "workload": ", ".join(workloads(item)) if level == "pass" else "",
+ "mean_ms": column.mean(),
+ "median_ms": column.median(),
+ "p5_ms": column.quantile(0.05),
+ "p95_ms": column.quantile(0.95),
+ "share_pct": 100 * column.mean() / total if total else float("nan"),
+ "ran_in_pct_of_frames": 100 * (column > 0).mean(),
+ }
+ )
+ columns = [
+ "result",
+ "item",
+ "workload",
+ "mean_ms",
+ "median_ms",
+ "p5_ms",
+ "p95_ms",
+ "share_pct",
+ "ran_in_pct_of_frames",
+ ]
+ return pd.DataFrame(rows, columns=columns)
+
+
+def ordered(items, level: Level) -> list[str]:
+ """Items in Evolve's order for categories; passes keep the order they were given in."""
+ order = WORKLOAD_ORDER if level == "workload" else None
+ items = list(dict.fromkeys(items))
+ return [item for item in order if item in items] if order else items
+
+
+def frame_totals(results: dict[str, Result], skip_s: float) -> pd.DataFrame:
+ """Deep analysis only: GPU time per frame of all categorized passes, what was left out, and the span."""
+ rows = []
+ for label, result in results.items():
+ if result.passes is None:
+ continue
+ frames = trimmed_frames(result, skip_s)
+ rows.append(
+ {
+ "result": label,
+ "gpu_sum_ms": frames["gpu_sum_ms"].mean(),
+ "left_out_ms": frames["left_out_ms"].mean(),
+ "gpu_span_ms": frames["gpu_span_ms"].mean(),
+ }
+ )
+ return pd.DataFrame(rows, columns=["result", "gpu_sum_ms", "left_out_ms", "gpu_span_ms"])
+
+
+def timeline(
+ result: Result, skip_s: float, level: Level, items: list[str], smooth_s: float, within: Within = None
+) -> pd.DataFrame:
+ """Per-frame milliseconds over benchmark time, averaged over loops by frame index."""
+ wide = per_frame(result, skip_s, level, within).reindex(columns=items, fill_value=0.0)
+ source = result.workloads if level == "workload" else trimmed_frames(result, skip_s)
+ wide["seq_s"] = source.set_index(["loop", "frame"])["seq_s"]
+ return _smooth(wide.groupby(level="frame").mean().set_index("seq_s"), smooth_s)
+
+
+def telemetry_timeline(result: Result, skip_s: float, smooth_s: float) -> pd.DataFrame:
+ frames = trimmed_frames(result, skip_s)
+ columns = [column for column in TELEMETRY if frames[column].notna().any()]
+ return _smooth(frames.groupby("frame")[["seq_s", *columns]].mean().set_index("seq_s"), smooth_s)
+
+
+def telemetry_summary(results: dict[str, Result], skip_s: float) -> pd.DataFrame:
+ rows = []
+ for label, result in results.items():
+ if result.frames is None:
+ continue
+ frames = trimmed_frames(result, skip_s)
+ row = {"result": label}
+ for column, (name, unit) in TELEMETRY.items():
+ if frames[column].notna().any():
+ row[f"{name} avg ({unit})"] = frames[column].mean()
+ row[f"{name} max ({unit})"] = frames[column].max()
+ rows.append(row)
+ return pd.DataFrame(rows).set_index("result")
+
+
+def scores_table(results: dict[str, Result]) -> pd.DataFrame:
+ """Scores as rows (in the order Evolve exports them), results as columns."""
+ names = list(dict.fromkeys(name for result in results.values() for name in result.scores))
+ return pd.DataFrame(
+ {label: [result.scores.get(name) for name in names] for label, result in results.items() if result.scores},
+ index=names,
+ )
+
+
+def comparison_table(item_summary: pd.DataFrame, labels: list[str], baseline: str) -> pd.DataFrame:
+ """One row per item: mean ms per result, then each other result's % difference from the baseline."""
+ labels = [label for label in labels if label in set(item_summary["result"])]
+ wide = item_summary.pivot_table(index=["item", "workload"], columns="result", values="mean_ms").reindex(
+ columns=labels
+ )
+ table = wide.copy()
+ for label in labels:
+ if label != baseline and baseline in wide:
+ table[f"{label} vs {baseline}"] = 100 * (wide[label] - wide[baseline]) / wide[baseline]
+ return table.reset_index()
+
+
+def key_numbers(item_summary: pd.DataFrame, item: str, baseline: str) -> str:
+ """A sentence a journalist can quote, e.g. "Shadows Tracing: 1.44 ms per frame on A, 0.80 ms on B (44% less)"."""
+ rows = item_summary[item_summary["item"] == item].set_index("result")["mean_ms"]
+ if rows.empty or baseline not in rows:
+ return ""
+ base = rows[baseline]
+ parts = [f"{base:.2f} ms per frame on {baseline}"]
+ for label, ms in rows.items():
+ if label == baseline:
+ continue
+ if base > 0:
+ change = 100 * (ms - base) / base
+ relation = f"{abs(change):.0f}% {'more' if change > 0 else 'less'}" if abs(change) >= 0.5 else "the same"
+ parts.append(f"{ms:.2f} ms on {label} ({relation})")
+ else:
+ parts.append(f"{ms:.2f} ms on {label}")
+ return f"{item}: " + ", ".join(parts) + "."
+
+
+def wide_for_spreadsheets(item_summary: pd.DataFrame, value: str = "mean_ms") -> pd.DataFrame:
+ """Items as rows, results as columns: the shape Datawrapper and Excel charts expect."""
+ return item_summary.pivot_table(index=["workload", "item"], columns="result", values=value).reset_index()
+
+
+def _smooth(by_time: pd.DataFrame, smooth_s: float) -> pd.DataFrame:
+ """Centred rolling mean over `smooth_s` seconds of benchmark time; exports differ a lot in frames per second."""
+ if smooth_s <= 0 or len(by_time) < 2:
+ return by_time
+ step = pd.Series(by_time.index).diff().median()
+ window = round(smooth_s / step) if step > 0 else 1
+ if window <= 1:
+ return by_time
+ return by_time.rolling(window, center=True, min_periods=1).mean()
diff --git a/evolve_charts/ui.py b/evolve_charts/ui.py
new file mode 100644
index 0000000..ba1b9fe
--- /dev/null
+++ b/evolve_charts/ui.py
@@ -0,0 +1,762 @@
+"""The Streamlit app: a page per question, with loaded results kept for the whole session.
+
+Started by `evolve-charts.py`. Pages:
+
+- Results: load and name exports, see what each contains and how Evolve's measurements relate.
+- Scores, GPU time, Passes, GPU sensors: the analysis, with the loaded results and the
+ "compare against" choice in a bar at the top.
+- Export: CSV files for spreadsheets and newsroom chart tools.
+"""
+
+import os
+import re
+from dataclasses import dataclass
+from pathlib import Path
+
+import pandas as pd
+import streamlit as st
+
+from . import charts, stats
+from .categories import WORKLOAD_DESCRIPTIONS, WORKLOAD_ORDER, is_utility, workloads
+from .loader import ExportError, Result, load_export
+
+APP_DIR = Path(__file__).resolve().parent.parent
+STATIC_DIR = APP_DIR / "static"
+# Written into the download by tools/package.py; a git checkout has none.
+VERSION_FILE = APP_DIR / "VERSION"
+# The first second includes one-off work like building the scene's ray tracing structures.
+WARM_UP_S = 1.0
+SMOOTHING_S = 1.0
+CARDS_PER_ROW = 4
+DEFAULT_WORKLOAD = "Raytracing"
+TOP_PASSES = 15
+
+# The workload category each score is the score of; the last few score something other than GPU work.
+SCORE_WORKLOADS = {
+ "Ray Tracing": "Raytracing",
+ "Acceleration Structure": "Acceleration Structure Builds",
+ "Rasterization": "Rasterization",
+ "Compute": "Compute",
+ "Work Graphs": "Workgraphs",
+ "NRC": "NRC",
+ "Upscaler Performance": "Upscaling",
+ "Driver": "Not GPU work: CPU time in the graphics driver",
+ "Energy Consumption": "Not GPU work: power use",
+ "Image Quality 1": "Not GPU work: upscaled image quality (FLIP)",
+ "Image Quality 2": "Not GPU work: upscaled image quality (SSIM)",
+}
+
+CSS = """
+
+"""
+
+CONCEPTS = """
+
+
PassesSingle blocks of GPU work, timed every frame.
+ For example shadow-raytrace-inline.
+
β
+
Workload categories = scoresGPU work that logically belongs together, and
+ what Evolve scores. All ray tracing work, such as shadow-raytrace-inline, is the Raytracing workload:
+ the Ray Tracing score. Higher is better; there is no total score.
+
+"""
+
+HOW_IT_WORKS = f"""
+**Per frame.** A pass' time is the sum of all its executions in a frame; frames where it didn't run count as
+0. Averages cover every frame of every loop; the first {WARM_UP_S:g} s are skipped because they contain
+one-off setup work. Lines over time are smoothed over {SMOOTHING_S:g} s.
+
+**Left out.** Passes Evolve doesn't assign to a workload category (copies, clears, the user interface, β¦)
+and idle time between passes.
+
+**Compare fairly.** Only compare runs of the same benchmark and Evolve version.
+"""
+
+
+@dataclass
+class Context:
+ results: dict[str, Result]
+ labels: list[str]
+ colors: dict[str, str]
+ baseline: str
+ image_format: str
+ note: str | None
+
+
+def main() -> None:
+ st.set_page_config(page_title="Evolve Charts", page_icon=str(STATIC_DIR / "evolve-icon.png"), layout="wide")
+ st.markdown(CSS, unsafe_allow_html=True)
+ st.logo(str(STATIC_DIR / "evolve-logo.png"), size="large")
+
+ results = _loaded_results()
+ st.session_state["results"] = results
+ analysis = [
+ st.Page(_scores_page, title="Scores", icon=":material/leaderboard:", url_path="scores"),
+ st.Page(_gpu_time_page, title="GPU time", icon=":material/stacked_bar_chart:", url_path="gpu-time"),
+ st.Page(_passes_page, title="Passes", icon=":material/list:", url_path="passes"),
+ st.Page(_sensors_page, title="GPU sensors", icon=":material/thermostat:", url_path="sensors"),
+ st.Page(_export_page, title="Export", icon=":material/download:", url_path="export"),
+ ]
+ results_page = st.Page(_results_page, title="Results", icon=":material/folder_open:", default=True)
+ page = st.navigation([results_page, *analysis] if results else [results_page], position="top")
+
+ if page.title != "Results":
+ st.session_state["context"] = _context_bar(results)
+ page.run()
+
+
+# Loading ---------------------------------------------------------------------------------------------
+
+
+@st.cache_data(show_spinner=False, max_entries=32)
+def _load_file(path: str, modified: float) -> Result:
+ return load_export(Path(path).read_bytes(), Path(path).name)
+
+
+def _exports_dir() -> Path:
+ return Path(os.environ.get("EVOLVE_CHARTS_EXPORTS", Path(__file__).resolve().parent.parent / "exports"))
+
+
+def _store() -> dict:
+ """Session state: uploaded results, load errors, removed results and names, kept across pages."""
+ for key, value in [("uploaded", {}), ("errors", {}), ("removed", set()), ("labels", {}), ("upload_key", 0)]:
+ st.session_state.setdefault(key, value)
+ return st.session_state
+
+
+def _on_upload() -> None:
+ store = _store()
+ for upload in st.session_state.get(f"uploader-{store['upload_key']}") or []:
+ try:
+ with st.spinner(f"Reading {upload.name}β¦"):
+ result = load_export(upload.getvalue(), upload.name)
+ except ExportError as error:
+ store["errors"][upload.name] = str(error)
+ continue
+ store["errors"].pop(upload.name, None)
+ store["uploaded"][result.id] = result
+ store["removed"].discard(result.id)
+ # A fresh uploader: the files now live on as result cards.
+ store["upload_key"] += 1
+
+
+def _loaded_results() -> dict[str, Result]:
+ store = _store()
+ loaded: list[Result] = []
+ folder = _exports_dir()
+ paths = sorted(folder.iterdir()) if folder.is_dir() else []
+ for path in paths:
+ if path.suffix.lower() not in {".zip", ".csv", ".json"}:
+ continue
+ try:
+ with st.spinner(f"Reading {path.name}β¦"):
+ loaded.append(_load_file(str(path), path.stat().st_mtime))
+ store["errors"].pop(path.name, None)
+ except ExportError as error:
+ store["errors"][path.name] = str(error)
+ loaded += store["uploaded"].values()
+
+ results: dict[str, Result] = {}
+ seen = set()
+ for result in loaded:
+ if result.id in seen or result.id in store["removed"]:
+ continue
+ seen.add(result.id)
+ label = store["labels"].get(result.id) or _default_label(result, loaded)
+ while label in results:
+ label += " (2)"
+ results[label] = result
+ return results
+
+
+def _default_label(result: Result, loaded: list[Result]) -> str:
+ """The GPU name; when several results share a GPU, what tells their file names apart instead."""
+ if sum(other.gpu == result.gpu for other in loaded) == 1:
+ return result.gpu
+ # "evolve_results_20261006_140239_ray-tracing-inline" -> "Ray tracing inline"
+ stem = re.sub(r"^evolve_results_\d{8}_\d{6}_?", "", Path(result.filename).stem)
+ return stem.replace("-", " ").replace("_", " ").strip().capitalize() or Path(result.filename).stem
+
+
+# Shared page parts -----------------------------------------------------------------------------------
+
+
+def _context_bar(results: dict[str, Result]) -> Context:
+ """The loaded results, what to compare against and chart download settings, above every analysis page."""
+ labels = list(results)
+ colors = charts.result_colors(labels)
+ chips, baseline_column, downloads, about = st.columns([4, 3, 1, 1], vertical_alignment="center")
+ chips.markdown(
+ ''
+ + "".join(
+ f'{label}'
+ for label in labels
+ )
+ + "
",
+ unsafe_allow_html=True,
+ )
+ baseline = baseline_column.selectbox(
+ "Compare against",
+ labels,
+ key="baseline",
+ format_func=lambda label: f"Compare against: {label}",
+ label_visibility="collapsed",
+ help="Differences are calculated relative to this result.",
+ )
+ with downloads.popover("Charts", icon=":material/download:", width="stretch"):
+ st.caption("Hover over a chart and click π· in its top-right corner to download it.")
+ image_format = st.radio("Format", ["png", "svg"], horizontal=True, format_func=str.upper, key="format")
+ show_note = st.toggle("Source line on charts", value=True, key="note", help="GPUs, drivers, Evolve version")
+ with about.popover("Help", icon=":material/help:", width="stretch"):
+ st.markdown(CONCEPTS, unsafe_allow_html=True)
+ st.markdown(HOW_IT_WORKS)
+ st.caption(_version())
+ st.divider()
+ return Context(results, labels, colors, baseline, image_format, _source_note(results) if show_note else None)
+
+
+def _context() -> Context:
+ return st.session_state["context"]
+
+
+def _title(title: str, lead: str) -> None:
+ st.markdown(f"## {title}")
+ st.markdown(f'{lead}
', unsafe_allow_html=True)
+
+
+def _source_note(results: dict[str, Result]) -> str:
+ versions = sorted({result.metadata.get("Evolve Version", "?") for result in results.values()})
+ # Results measured on the same system share one line, so the note stays short.
+ systems: dict[str, list[str]] = {}
+ for label, result in results.items():
+ driver = result.metadata.get("GPU Driver Version")
+ os_name = " ".join(filter(None, [result.metadata.get("OS Name"), result.metadata.get("OS Version")]))
+ details = ", ".join(filter(None, [result.gpu, f"driver {driver}" if driver else "", os_name]))
+ systems.setdefault(details, []).append(label)
+ lines = [f"Source: Evolve {', '.join(versions)} Β· first {WARM_UP_S:g} s skipped Β· mean per frame"]
+ if len(systems) == 1:
+ lines.append(f"All results: {next(iter(systems))}")
+ else:
+ lines += [f"{', '.join(labels)}: {details}" for details, labels in systems.items()]
+ return "
".join(lines)
+
+
+def _show(fig, name: str, title: str, subtitle: str, height: int, note: str | None = ...) -> None:
+ context = _context()
+ note = context.note if note is ... else note
+ if note:
+ height += 20 * note.count("
")
+ charts.style(fig, title, subtitle, note, height)
+ st.plotly_chart(
+ fig, theme=None, key=name, config=charts.download_config(_slug(title), context.image_format, height)
+ )
+
+
+def _missing(present: set[str], what: str) -> bool:
+ """Says which results this page leaves out; True when none are left."""
+ missing = [label for label in _context().labels if label not in present]
+ if len(missing) == len(_context().labels):
+ st.info(f"None of the loaded results contain {what}. See the Results page for what each file contains.")
+ return True
+ if missing:
+ st.caption(f"Not included, because their exports contain no {what}: {', '.join(missing)}.")
+ return False
+
+
+def _comparison_columns(table: pd.DataFrame, labels: list[str], item_name: str) -> dict:
+ config = {"item": st.column_config.TextColumn(item_name)}
+ differences = tuple(f" vs {label}" for label in labels)
+ for column in table.columns:
+ if column in labels:
+ config[column] = st.column_config.NumberColumn(column, format="%.2f ms")
+ elif column.endswith(differences):
+ other, baseline = column.split(" vs ", 1)
+ config[column] = st.column_config.NumberColumn(
+ f"Ξ {other}", format="%+.0f%%", help=f"Difference from {baseline}"
+ )
+ return config
+
+
+def _version() -> str:
+ version = VERSION_FILE.read_text().strip() if VERSION_FILE.exists() else "development version"
+ return f"Evolve Charts {version} Β· https://github.com/Traverse-Research/evolve-scripts"
+
+
+def _slug(text: str) -> str:
+ return re.sub(r"[^a-z0-9]+", "-", text.lower()).strip("-") or "chart"
+
+
+# Results ---------------------------------------------------------------------------------------------
+
+
+def _results_page() -> None:
+ store = _store()
+ results = st.session_state["results"]
+ _title(
+ "Results",
+ "Load Evolve exports to compare them. Everything stays on this computer.",
+ )
+
+ columns = st.columns(CARDS_PER_ROW)
+ with columns[0].container(border=True, height="stretch"):
+ st.file_uploader(
+ "**Add Evolve exports**",
+ type=["zip", "csv", "json"],
+ accept_multiple_files=True,
+ key=f"uploader-{store['upload_key']}",
+ on_change=_on_upload,
+ help="The .zip from Export on Evolve's score screen, or the CSV and JSON files Evolve's command line "
+ "exports. Files in the `exports` folder next to this tool load automatically.",
+ )
+ for error in store["errors"].values():
+ st.error(error)
+
+ if not results:
+ columns[1].markdown(
+ """
+**How to start**
+
+1. In Evolve, finish a benchmark and click **Export** on the score screen.
+2. Repeat on every GPU or setting you want to compare, with the same benchmark.
+3. Drop the files in the box on the left.
+"""
+ )
+ colors = charts.result_colors(list(results))
+ for index, (label, result) in enumerate(results.items()):
+ slot = index + 1
+ if slot % CARDS_PER_ROW == 0:
+ columns = st.columns(CARDS_PER_ROW)
+ with columns[slot % CARDS_PER_ROW].container(border=True, height="stretch"):
+ _result_card(result, label, colors[label])
+
+ if results:
+ problems = []
+ for key, what in [("Evolve Version", "Evolve versions"), ("Rendering Backend", "graphics APIs")]:
+ values = {result.metadata.get(key, "unknown") for result in results.values()}
+ if len(values) > 1:
+ problems.append(f"different {what} ({', '.join(sorted(values))})")
+ if problems:
+ st.warning(f"These results use {' and '.join(problems)}. Render passes may differ; compare with care.")
+ for result in results.values():
+ for warning in result.warnings:
+ st.info(warning)
+
+ st.markdown("### How Evolve measures a GPU")
+ st.markdown(CONCEPTS, unsafe_allow_html=True)
+ st.write("")
+ st.caption(_version())
+
+
+def _result_card(result: Result, label: str, color: str) -> None:
+ store = _store()
+ st.markdown(f'', unsafe_allow_html=True)
+ name = st.text_input(
+ "Name",
+ value=label,
+ key=f"label-{result.id}",
+ label_visibility="collapsed",
+ help="This name appears in every chart.",
+ )
+ if name.strip() and name.strip() != label:
+ store["labels"][result.id] = name.strip()
+ st.rerun()
+
+ meta = result.metadata
+ version = f"Evolve {meta['Evolve Version']}" if meta.get("Evolve Version") else ""
+ driver = f"Driver {meta['GPU Driver Version']}" if meta.get("GPU Driver Version") else ""
+ os_name = " ".join(filter(None, [meta.get("OS Name"), meta.get("OS Version")]))
+ lines = [
+ f"{meta.get('GPU', 'Unknown GPU')}",
+ " Β· ".join(filter(None, [meta.get("Rendering Backend"), version])),
+ " Β· ".join(filter(None, [driver, os_name])),
+ ]
+ per_frame = result.frames if result.frames is not None else result.workloads
+ if per_frame is not None:
+ frames = per_frame[per_frame["seq_s"] >= WARM_UP_S]
+ duration = frames["seq_s"].max() - frames["seq_s"].min() if len(frames) else 0
+ lines.append(f"{len(frames):,} frames Β· {duration // 60:.0f}:{duration % 60:02.0f} min")
+ contents = "
".join(
+ f"{'β' if name in result.contents else 'β'} {name}" for name in ["Scores", "Per frame", "Deep analysis"]
+ )
+ body = "
".join(line for line in lines if line)
+ st.markdown(f'', unsafe_allow_html=True)
+ st.caption(result.filename)
+ if st.button("Remove", key=f"remove-{result.id}", icon=":material/close:", type="tertiary"):
+ store["removed"].add(result.id)
+ st.rerun()
+
+
+# Scores ----------------------------------------------------------------------------------------------
+
+
+def _scores_page() -> None:
+ context = _context()
+ _title(
+ "Scores",
+ "Evolve scores each workload category: GPU work that logically belongs together, such as all ray tracing. "
+ "Higher is better; there is no total score.",
+ )
+ table = stats.scores_table(context.results)
+ if _missing(set(table.columns), "scores"):
+ return
+ # Scores are calculated by Evolve over the whole run, so the warm-up note doesn't apply.
+ note = context.note and context.note.replace(f" Β· first {WARM_UP_S:g} s skipped Β· mean per frame", "")
+ _show(
+ charts.score_bars(table, context.colors),
+ "scores",
+ "Evolve scores",
+ "Higher is better",
+ charts.bars_height(len(table), len(table.columns)),
+ note=note,
+ )
+
+ display = table.copy()
+ baseline = context.baseline
+ if baseline in table:
+ for label in table.columns:
+ if label != baseline:
+ display[f"Ξ {label}"] = 100 * (table[label] - table[baseline]) / table[baseline]
+ display.insert(0, "Workload category", [SCORE_WORKLOADS.get(name, "") for name in display.index])
+ config = {label: st.column_config.NumberColumn(label, format="%.0f") for label in table.columns}
+ config |= {
+ column: st.column_config.NumberColumn(column, format="%+.0f%%", help=f"Difference from {baseline}")
+ for column in display.columns
+ if column.startswith("Ξ ")
+ }
+ st.dataframe(display.rename_axis("Score"), column_config=config, placeholder="β")
+ st.caption("Open GPU time to see where each workload's GPU time goes over the run, and which passes it's made of.")
+
+
+# GPU time --------------------------------------------------------------------------------------------
+
+
+def _gpu_time_page() -> None:
+ context = _context()
+ _title(
+ "GPU time",
+ "GPU time per frame of each workload category: the GPU work Evolve scores, such as all ray tracing. "
+ "Each workload category is made of passes.",
+ )
+ summary = stats.summary(context.results, WARM_UP_S, "workload")
+ if _missing(set(summary["result"]), "per-frame data"):
+ return
+ present = [item for item in WORKLOAD_ORDER if summary.loc[summary["item"] == item, "mean_ms"].sum() > 0]
+
+ overview, detail = st.tabs(["All workload categories", "One workload category"])
+ with overview:
+ unit = st.segmented_control(
+ "Unit",
+ ["ms per frame", "% of GPU time"],
+ default="ms per frame",
+ required=True,
+ key="workload-unit",
+ label_visibility="collapsed",
+ )
+ fig = charts.breakdown(
+ summary,
+ context.labels,
+ unit != "ms per frame",
+ WORKLOAD_ORDER,
+ charts.WORKLOAD_STYLES,
+ WORKLOAD_DESCRIPTIONS,
+ )
+ _show(
+ fig,
+ "workload-breakdown",
+ "Where does the GPU time go?",
+ "Average GPU time per frame, by workload category",
+ max(240 + 70 * len(set(summary["result"])), 200 + 26 * len(fig.data)),
+ )
+ table = stats.comparison_table(summary, context.labels, context.baseline)
+ table = table.set_index("item").reindex(present).drop(columns="workload").reset_index()
+ st.dataframe(
+ table,
+ hide_index=True,
+ column_config=_comparison_columns(table, context.labels, "Workload category"),
+ placeholder="β",
+ )
+
+ with detail:
+ item = st.selectbox(
+ "Workload category",
+ present,
+ index=present.index(DEFAULT_WORKLOAD) if DEFAULT_WORKLOAD in present else 0,
+ key="workload-item",
+ )
+ st.caption(WORKLOAD_DESCRIPTIONS.get(item, ""))
+ sentence = stats.key_numbers(summary, item, context.baseline)
+ if sentence:
+ st.markdown(f'{sentence}
', unsafe_allow_html=True)
+
+ with_item = set(summary.loc[(summary["item"] == item) & (summary["mean_ms"] > 0), "result"])
+ series = {
+ label: stats.timeline(result, WARM_UP_S, "workload", [item], SMOOTHING_S)[item]
+ for label, result in context.results.items()
+ # A run without this workload category gets no line rather than a flat zero.
+ if label in with_item
+ }
+ _show(
+ charts.lines(series, context.colors, "GPU time (ms)", "ms"),
+ "workload-timeline",
+ f"{item} over the run",
+ f"GPU time per frame, smoothed over {SMOOTHING_S:g} s",
+ 420,
+ )
+
+ # The passes this workload category is made of.
+ inside = stats.summary(context.results, WARM_UP_S, "pass", within=("workload", item))
+ inside = inside[inside["mean_ms"] > 0]
+ if inside.empty:
+ st.caption("Load exports with deep analysis to see the passes this workload category is made of.")
+ return
+ ranked = inside.groupby("item")["mean_ms"].max().sort_values(ascending=False)
+ items = ranked.index[:TOP_PASSES].tolist()
+ shown = inside[inside["item"].isin(items)]
+ _show(
+ charts.bars(shown, context.labels, context.colors, items),
+ "workload-passes",
+ f"{item}: passes",
+ "Average GPU time per frame Β· whiskers: 5th to 95th percentile of frames",
+ # Size by how many results share a row: inline and pipeline runs have differently named passes.
+ charts.bars_height(len(items), shown.groupby("item")["result"].nunique().max()),
+ )
+ if len(ranked) > TOP_PASSES:
+ st.caption(f"The {TOP_PASSES} largest of {len(ranked)} passes. The Passes page lists them all.")
+ left_out = stats.frame_totals(context.results, WARM_UP_S)["left_out_ms"]
+ if len(left_out):
+ st.caption(
+ f"Passes Evolve doesn't assign to any workload category (copies, clears, the user interface, β¦) "
+ f"are left out: {left_out.min():.1f}β{left_out.max():.1f} ms per frame."
+ )
+
+
+# Passes ----------------------------------------------------------------------------------------------
+
+
+def _passes_page() -> None:
+ context = _context()
+ _title("Passes", "Single blocks of GPU work, named as in Evolve. Tick passes to follow them over the run.")
+ summary = stats.summary(context.results, WARM_UP_S, "pass")
+ if _missing(set(summary["result"]), "deep analysis"):
+ return
+ labels = [label for label in context.labels if label in set(summary["result"])]
+ baseline = context.baseline if context.baseline in labels else labels[0]
+ if baseline != context.baseline:
+ st.caption(f"Compared against {baseline}: {context.baseline} has no deep analysis.")
+ table = stats.comparison_table(summary, labels, baseline)
+ # Copies, clears and other support work still count towards their workload category, but aren't listed.
+ utility = table["item"].map(is_utility)
+ table = table[~utility].reset_index(drop=True)
+ others = [label for label in labels if label != baseline]
+
+ search, sort = st.columns([3, 2], vertical_alignment="bottom")
+ query = search.text_input(
+ "Search", placeholder="Search passes or categories, e.g. shadow", label_visibility="collapsed"
+ )
+ sort_options = ["Biggest difference", "Most GPU time"] if others else ["Most GPU time"]
+ order = sort.segmented_control(
+ "Sort by", sort_options, default=sort_options[0], required=True, key="passes-sort", label_visibility="collapsed"
+ )
+ if query:
+ text = table["item"] + " " + table["workload"]
+ table = table[text.str.contains(query, case=False, regex=False)]
+ if order == "Biggest difference":
+ # Rank by absolute time: a 300% change on a 0.01 ms pass matters less than 20% on a 2 ms pass.
+ rank = table[others].sub(table[baseline], axis=0).abs().max(axis=1)
+ else:
+ rank = table[labels].max(axis=1)
+ table = table.assign(_rank=rank).sort_values("_rank", ascending=False).drop(columns="_rank").reset_index(drop=True)
+
+ event = st.dataframe(
+ table,
+ hide_index=True,
+ height=360,
+ column_config=_comparison_columns(table, labels, "Pass")
+ | {
+ "workload": st.column_config.TextColumn("Workload category"),
+ },
+ placeholder="β",
+ on_select="rerun",
+ selection_mode="multi-row",
+ selection_default={"selection": {"rows": [0]}} if len(table) else None,
+ key=f"passes-table-{query}-{order}-{baseline}",
+ )
+ picked = table.iloc[event.selection.rows]["item"].tolist() if len(table) else []
+ if not picked:
+ st.info("Tick at least one pass in the table.")
+ return
+
+ combine = len(picked) > 1 and st.toggle("Add the selected passes together", key="passes-combine")
+ to_draw = [(" + ".join(picked), picked)] if combine else [(item, [item]) for item in picked]
+ for index, (name, items) in enumerate(to_draw):
+ series = {
+ label: stats.timeline(result, WARM_UP_S, "pass", items, SMOOTHING_S).sum(axis=1)
+ for label, result in context.results.items()
+ if result.passes is not None and result.passes["pass"].isin(items).any()
+ }
+ _show(
+ charts.lines(series, context.colors, "GPU time (ms)", "ms"),
+ f"passes-timeline-{index}",
+ name if len(name) < 80 else f"{len(items)} passes added together",
+ f"GPU time per frame over the run, smoothed over {SMOOTHING_S:g} s",
+ 440,
+ )
+
+
+# GPU sensors -----------------------------------------------------------------------------------------
+
+
+def _sensors_page() -> None:
+ context = _context()
+ _title("GPU sensors", "Clocks, power and temperature during the run. Falling clocks can mean throttling.")
+ timelines = {
+ label: stats.telemetry_timeline(result, WARM_UP_S, SMOOTHING_S)
+ for label, result in context.results.items()
+ if result.frames is not None
+ }
+ if _missing({label for label, timeline in timelines.items() if len(timeline.columns)}, "GPU sensor data"):
+ return
+ available = [column for column in stats.TELEMETRY if any(column in timeline for timeline in timelines.values())]
+ names = {column: f"{stats.TELEMETRY[column][0]} ({stats.TELEMETRY[column][1]})" for column in available}
+ column = st.pills(
+ "Sensor",
+ available,
+ default=available[0],
+ required=True,
+ format_func=names.get,
+ key="sensor",
+ label_visibility="collapsed",
+ )
+ name, unit = stats.TELEMETRY[column]
+ series = {label: timeline[column] for label, timeline in timelines.items() if column in timeline}
+ _show(
+ charts.lines(series, context.colors, f"{name} ({unit})", unit, from_zero=False),
+ f"telemetry-{column}",
+ f"{name} during the run",
+ f"Smoothed over {SMOOTHING_S:g} s",
+ 460,
+ )
+ with st.expander("All sensors: averages and maximums"):
+ summary = stats.telemetry_summary(context.results, WARM_UP_S)
+ summary = summary.reindex([label for label in context.labels if label in timelines])
+ st.dataframe(summary.T.style.format("{:.1f}", na_rep="β"))
+
+
+# Export ----------------------------------------------------------------------------------------------
+
+
+def _export_page() -> None:
+ results = _context().results
+ _title(
+ "Export",
+ "CSV files for Excel, Google Sheets, Datawrapper or Flourish. Numbers use a dot as decimal separator; "
+ "in Dutch or German Excel import them with Data βΊ From Text/CSV.",
+ )
+ # Each table is only built when its button is clicked; the per-frame one is tens of megabytes.
+ downloads = [
+ (
+ "Scores",
+ "One row per score, one column per result.",
+ lambda: stats.scores_table(results).rename_axis("score").reset_index(),
+ "scores.csv",
+ ),
+ (
+ "Workload categories",
+ "Average ms per frame per workload category, one column per result.",
+ lambda: stats.wide_for_spreadsheets(stats.summary(results, WARM_UP_S, "workload")).drop(columns="workload"),
+ "workload_categories.csv",
+ ),
+ (
+ "Passes",
+ "Mean, median and percentiles for every pass and result.",
+ lambda: stats.summary(results, WARM_UP_S, "pass").rename(columns={"item": "pass"}),
+ "passes.csv",
+ ),
+ (
+ "Every frame",
+ "GPU time of every pass in every frame. Large.",
+ lambda: _per_frame_long(results, WARM_UP_S),
+ "passes_per_frame.csv",
+ ),
+ ]
+ columns = st.columns(3)
+ for index, (title, description, table, filename) in enumerate(downloads):
+ with columns[index % 3].container(border=True, height="stretch"):
+ st.markdown(f"**{title}**")
+ st.caption(description)
+ st.download_button(
+ "Download CSV",
+ lambda table=table: table().to_csv(index=False, float_format="%.4f").encode("utf-8-sig"),
+ file_name=filename,
+ mime="text/csv",
+ key=f"download-{index}",
+ on_click="ignore",
+ icon=":material/download:",
+ type="primary",
+ )
+
+ left_out = pd.DataFrame(
+ {label: _left_out_per_frame(result) for label, result in results.items() if result.left_out}
+ )
+ if not left_out.empty:
+ with st.expander("Passes left out because Evolve doesn't assign them to a workload category"):
+ st.dataframe(
+ left_out.sort_values(left_out.columns[0], ascending=False).style.format("{:.3f} ms", na_rep="β")
+ )
+
+
+def _left_out_per_frame(result: Result) -> pd.Series:
+ # Only totals over the whole run are kept for left-out passes, so this average includes the warm-up.
+ frames = len(result.frames)
+ return pd.Series({name: total / frames for name, total in result.left_out.items()}, dtype=float)
+
+
+def _per_frame_long(results: dict[str, Result], skip_s: float) -> pd.DataFrame:
+ frames = []
+ for label, result in results.items():
+ if result.passes is None:
+ continue
+ passes = result.passes[result.passes["seq_s"] >= skip_s]
+ frames.append(
+ passes.assign(result=label, workload=passes["pass"].map(lambda scope: ", ".join(workloads(scope))))[
+ ["result", "loop", "frame", "seq_s", "workload", "pass", "ms"]
+ ]
+ )
+ if not frames:
+ return pd.DataFrame(columns=["result", "loop", "frame", "benchmark_time_s", "workload", "pass", "ms"])
+ return pd.concat(frames).rename(columns={"seq_s": "benchmark_time_s"})
diff --git a/exports/README.txt b/exports/README.txt
new file mode 100644
index 0000000..350b906
--- /dev/null
+++ b/exports/README.txt
@@ -0,0 +1,2 @@
+Put Evolve export .zip files in this folder and Evolve Charts loads them automatically.
+You can also drag them into the upload box in the tool instead.
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index b2b3d85..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-flatten-json>=0.1.14
-matplotlib>=3.10.0
-numpy>=1.26.4
-pandas>=2.2.3
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 0000000..f11cf63
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1 @@
+line-length = 120
diff --git a/scripts/compare_deep_analysis.py b/scripts/compare_deep_analysis.py
deleted file mode 100644
index 6345c30..0000000
--- a/scripts/compare_deep_analysis.py
+++ /dev/null
@@ -1,173 +0,0 @@
-import pandas as pd
-import json
-from collections import defaultdict
-import numpy as np
-import argparse
-import sys
-
-from flatten_json import flatten
-
-"""
-Aggregates the gpu render pass data and metrics over all loop iteration to their mean over the loop iterations
-"""
-
-
-def aggregate_loops_passes(json):
- results_per_frame = []
- num_loops = len(json)
- for loop_results in json:
- for frame_index, frame_results in enumerate(loop_results["per_frame_results"]):
- if frame_index >= len(results_per_frame):
- results_per_frame.append(defaultdict(int))
- for command_buffer_timings in frame_results[
- "command_buffer_timings"
- ].values():
- for scope_name, scope_timings in command_buffer_timings[
- "scope_timings"
- ].items():
- for scope_timing in scope_timings:
- results_per_frame[frame_index][scope_name] += (
- scope_timing["end"] - scope_timing["start"]
- ) / num_loops
- for metric_name, metric in frame_results["metrics"].items():
- # TODO: Flatten this in rust to fan_speed_rpm
- if metric_name == "fan_speed":
- results_per_frame[frame_index]["fan_speed_rpm"] += (
- metric["Rpm"] / num_loops
- )
- # Filter out unavailable data and the timestamp
- elif metric is not None and metric_name != "timestamp":
- results_per_frame[frame_index][metric_name] += metric / num_loops
- # TODO: Aggregate CPU timings
- return pd.DataFrame([flatten(x) for x in results_per_frame])
-
-
-def metric_names():
- return [
- "edge_temperature_in_c",
- "hotspot_temperature_in_c",
- "usage_percentage",
- "fan_speed_rpm",
- "clock_speed_in_mhz",
- "vram_clock_speed_in_mhz",
- "power_usage_in_w",
- "board_power_usage_in_w",
- "voltage_in_mv",
- "vram_usage_in_mb",
- ]
-
-
-"""
-Outputs the 20 passes with the highest difference in mean between the two
-deep analysis inputs
-"""
-
-
-def output_top_passes(input_1, input_2):
- combined_data = pd.concat([input_1.mean(), input_2.mean()], axis=1)
- combined_data.columns = ["Input 1", "Input 2"]
- combined_data.index.names = ["Pass Name"]
- combined_data["pct_diff"] = (
- combined_data["Input 1"] / combined_data["Input 2"]
- ).abs().drop(metric_names()) * 100
- combined_data = (
- combined_data.sort_values(by="pct_diff", ascending=False)
- .iloc[:20]
- .round()
- .dropna()
- .astype(int)
- )
- return combined_data
-
-
-"""
-Output the 20 passes with the highest difference in standard deviation
-between the two deep deep analysis input DataFrames
-"""
-
-
-def output_top_stdev(input_1, input_2):
- combined_data = pd.concat([input_1.std(), input_2.std()], axis=1)
- combined_data.columns = ["Input 1", "Input 2"]
- combined_data.index.names = ["Pass Name"]
- # In case there's a mismatch in frames etc.
- combined_data.replace(0, np.nan, inplace=True)
-
- # Convert to percentages, since tools like google sheets won't correctly interpret decimal results
- # depending on the set language
- combined_data["pct_diff"] = (
- combined_data["Input 1"] / combined_data["Input 2"]
- ).abs().drop(metric_names()) * 100
- combined_data = (
- combined_data.sort_values(by="pct_diff", ascending=False)
- .iloc[:20]
- .round()
- .dropna()
- .astype(int)
- )
- combined_data = combined_data.drop("pct_diff", axis=1)
- return combined_data
-
-
-def main():
- parser = argparse.ArgumentParser(
- prog="Evolve Deep Analysis Comparison",
- description="Compares two files produced by Evolve's deep analysis export",
- )
- parser.add_argument(
- "deep_analysis_file",
- help="The deep analysis output files to use for the comparative analysis",
- nargs=2,
- )
- parser.add_argument(
- "--pass_mean_comparison",
- help="The file to write the top 20 passes with the highest difference in mean execution time per pass to the specified path as csv. Useful for comparing the execution time of passes between different input files.",
- metavar="csv_output_filename"
- )
- parser.add_argument(
- "--pass_stdev_comparison",
- help="The file to write the top 20 passes with the highest difference of the standard deviation over execution time to the specified path as csv. Useful for comparing the variance in execution times of passes between different input files.",
- metavar="csv_output_filename"
- )
- try:
- args = parser.parse_args()
- except argparse.ArgumentError as e:
- # This works around some inconsistent behaviour with argparse on different Python versions.
- # < 3.11 seems to always throw an exception, regardless of `exit_on_error`
- # 3.11 seems to never throw an exception, regardless of `exit_on_error` (it will exit itself)
- # >= 3.13 (?) seems to respect `exit_on_error`
- # Avoid an exception being thrown when we fail to parse the args, so that we can manually print
- # the usage message as well
- print(f"Error: {e}\n", file=sys.stderr)
- parser.print_usage()
- exit(2)
-
- if args.pass_mean_comparison is None and args.pass_stdev_comparison is None:
- print("Error: No analysis option specified, specify at least one\n")
- parser.print_usage()
- exit(1)
- elif args.pass_mean_comparison == args.pass_stdev_comparison:
- print(
- "Error: Identical file outputs specified for analysis. Exiting as one will overwrite the other"
- )
- exit(1)
-
- output = {}
-
- for path in args.deep_analysis_file:
- with open(path, "r") as json_file:
- json_data = aggregate_loops_passes(json.load(json_file))
- # TODO: Use something else than input file path as naming scheme?
- output[path] = json_data
-
- # argparse already asserts that the number of inputs is two
- first, second = output.values()
-
- if args.pass_mean_comparison is not None:
- output_top_passes(first, second).to_csv(args.pass_mean_comparison)
- if args.pass_stdev_comparison is not None:
- output_top_stdev(first, second).to_csv(args.pass_stdev_comparison)
-
-
-if __name__ == "__main__":
- main()
diff --git a/start-evolve-charts.sh b/start-evolve-charts.sh
new file mode 100755
index 0000000..c098f48
--- /dev/null
+++ b/start-evolve-charts.sh
@@ -0,0 +1,16 @@
+#!/bin/sh
+# Starts Evolve Charts on macOS or Linux. A page opens in your browser.
+set -e
+cd "$(dirname "$0")"
+export PATH="$HOME/.local/bin:$PATH"
+
+if ! command -v uv >/dev/null 2>&1; then
+ echo "Evolve Charts needs \"uv\" to download Python and the libraries it uses."
+ echo "It will now be installed for your user account from https://astral.sh/uv"
+ curl -LsSf https://astral.sh/uv/install.sh | sh
+fi
+
+echo "Starting Evolve Charts. The first start downloads Python and the libraries it uses"
+echo "(about 150 MB) and can take a few minutes; later starts are quick."
+echo "Keep this window open while you use the tool; press Ctrl+C to stop."
+exec uv run evolve-charts.py
diff --git a/static/Spartan-Bold.ttf b/static/Spartan-Bold.ttf
new file mode 100644
index 0000000..9c4a695
Binary files /dev/null and b/static/Spartan-Bold.ttf differ
diff --git a/static/Spartan-Regular.ttf b/static/Spartan-Regular.ttf
new file mode 100644
index 0000000..0b7f73c
Binary files /dev/null and b/static/Spartan-Regular.ttf differ
diff --git a/static/evolve-icon.png b/static/evolve-icon.png
new file mode 100644
index 0000000..bdd240f
Binary files /dev/null and b/static/evolve-icon.png differ
diff --git a/static/evolve-logo.png b/static/evolve-logo.png
new file mode 100644
index 0000000..241189d
Binary files /dev/null and b/static/evolve-logo.png differ
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..4b34ecd
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,95 @@
+import io
+import json
+import sys
+import zipfile
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+METADATA_HEADER = "Evolve Version,System Name,CPU,GPU,OS Name,OS Version,GPU Driver Version,Rendering Backend"
+SCORES_HEADER = "Ray Tracing,Rasterization,Compute,Work Graphs"
+PER_FRAME_HEADER = (
+ "Loop Index,Frame,Benchmark Time (ns),Ray Tracing (ns),Rasterization (ns),Compute (ns),Energy (W),Clock Speed (Mhz)"
+)
+
+
+def scope(start_ms: float, end_ms: float) -> dict:
+ return {"start": int(start_ms * 1e6), "end": int(end_ms * 1e6)}
+
+
+def frame(seq_s: float, buffers: list[dict[str, list[dict]]], metrics: dict | None = None) -> dict:
+ return {
+ "sequence_time_ns": int(seq_s * 1e9),
+ "command_buffer_timings": {
+ f"Command Buffer {index}": {"cpu_submit_time": 0, "gpu_submit_time": 0, "scope_timings": scopes}
+ for index, scopes in enumerate(buffers)
+ },
+ "cpu_timings": {"DriverApiCall": [1000]},
+ "metrics": metrics,
+ }
+
+
+def simple_frames(shadow_ms: float, count: int = 20) -> list[dict]:
+ """Frames 0.5 s apart; frame 0 is a slow warm-up frame.
+
+ Per frame: shadow ray tracing (Raytracing workload), 2 Γ 0.25 ms of shadow filtering (Compute workload)
+ and 0.1 ms of work Evolve doesn't assign to a workload category.
+ """
+ frames = []
+ for index in range(count):
+ base = index * 100.0
+ extra = 50.0 if index == 0 else 0.0
+ frames.append(
+ frame(
+ index * 0.5,
+ [
+ {
+ "shadow-raytrace-inline": [scope(base, base + shadow_ms + extra)],
+ "shadow_filter_pass_0": [scope(base + 60, base + 60.25), scope(base + 61, base + 61.25)],
+ "made-up-pass": [scope(base + 62, base + 62.1)],
+ }
+ ],
+ {"clock_speed_in_mhz": 2500 + index, "board_power_usage_in_w": 200.0, "fan_speed": {"Rpm": 1500}},
+ )
+ )
+ return frames
+
+
+def combined_csv(gpu: str, shadow_ms: float, count: int = 20, scores: str = "4000,5000,6000,0") -> str:
+ """`evolve_results.csv`: system information, scores and per-frame workload times on every row."""
+ rows = [f"{METADATA_HEADER},{SCORES_HEADER},{PER_FRAME_HEADER}"]
+ for index in range(count):
+ ray_tracing = int((shadow_ms + (50 if index == 0 else 0)) * 1e6)
+ rows.append(
+ f"15.10,host,CPU X,{gpu},Windows,11,1.2.3,Dx12,{scores},"
+ f"1,{index},{int(index * 0.5e9)},{ray_tracing},,{int(0.5e6)},200.0,{2500 + index}"
+ )
+ return "\n".join(rows) + "\n"
+
+
+def make_export(
+ loops: list[list[dict]] | None,
+ gpu: str = "Test GPU",
+ truncated: bool = False,
+ results_csv: str | None = None,
+) -> bytes:
+ """An Evolve Export zip; `loops=None` leaves out deep analysis like exports without Professional."""
+ buffer = io.BytesIO()
+ with zipfile.ZipFile(buffer, "w") as archive:
+ if loops is not None:
+ text = json.dumps(
+ [{"loop_index": index + 1, "per_frame_results": frames} for index, frames in enumerate(loops)]
+ )
+ archive.writestr("deep_analysis.json", text[:-1] if truncated else text)
+ shadow_ms = 2.0 if "1" in gpu else 1.0
+ archive.writestr("evolve_results.csv", results_csv if results_csv is not None else combined_csv(gpu, shadow_ms))
+ return buffer.getvalue()
+
+
+@pytest.fixture
+def two_gpus(tmp_path: Path) -> Path:
+ (tmp_path / "gen1.zip").write_bytes(make_export([simple_frames(2.0)], gpu="Gen 1 GPU"))
+ (tmp_path / "gen2.zip").write_bytes(make_export([simple_frames(1.0)], gpu="Gen 2 GPU"))
+ return tmp_path
diff --git a/tests/test_loader.py b/tests/test_loader.py
new file mode 100644
index 0000000..04dedf0
--- /dev/null
+++ b/tests/test_loader.py
@@ -0,0 +1,137 @@
+import io
+import zipfile
+
+import pytest
+from conftest import PER_FRAME_HEADER, combined_csv, frame, make_export, scope, simple_frames
+
+from evolve_charts.categories import workloads
+from evolve_charts.loader import ExportError, load_export
+
+
+def test_full_export():
+ result = load_export(make_export([simple_frames(2.0)], gpu="Gen 1 GPU"), "gen1.zip")
+ assert result.gpu == "Gen 1 GPU"
+ assert result.metadata["Evolve Version"] == "15.10"
+ assert result.metadata["Rendering Backend"] == "Dx12"
+ # A score of 0 means Evolve didn't calculate it for this benchmark.
+ assert result.scores == {"Ray Tracing": 4000, "Rasterization": 5000, "Compute": 6000}
+ assert result.contents == ["Scores", "Per frame", "Deep analysis"]
+ assert set(result.passes["pass"]) == {"shadow-raytrace-inline", "shadow_filter_pass_0"}
+ assert result.warnings == []
+
+
+def test_per_frame_workloads_come_from_the_csv():
+ result = load_export(make_export([simple_frames(2.0)], gpu="Gen 1 GPU"), "gen1.zip")
+ frame_3 = result.workloads.set_index("frame").loc[3]
+ assert frame_3["Raytracing"] == pytest.approx(2.0)
+ assert frame_3["Compute"] == pytest.approx(0.5)
+ assert "Rasterization" not in result.workloads # an all-empty column
+
+
+def test_export_without_deep_analysis():
+ result = load_export(make_export(None, gpu="Gen 1 GPU"), "gen1.zip")
+ assert result.contents == ["Scores", "Per frame"]
+ assert result.passes is None
+ assert result.frames["gpu_clock_mhz"].iloc[2] == 2502
+ assert result.frames["board_power_w"].iloc[2] == 200.0
+
+
+def test_standalone_csv_exports():
+ scores = load_export(b"Loop,Ray Tracing,Compute\n1,4000,6000\n2,4200,0\n", "scores.csv")
+ assert scores.scores == {"Ray Tracing": 4100, "Compute": 6000}
+ assert scores.contents == ["Scores"]
+ assert any("system information" in warning for warning in scores.warnings)
+
+ per_frame = load_export(f"{PER_FRAME_HEADER}\n1,0,0,1000000,,500000,150,2600\n".encode(), "frametimes.csv")
+ assert per_frame.contents == ["Per frame"]
+ assert per_frame.workloads["Raytracing"].item() == pytest.approx(1.0)
+
+ combined = load_export(combined_csv("Gen 2 GPU", 1.0).encode(), "evolve_results.csv")
+ assert combined.gpu == "Gen 2 GPU"
+ assert combined.contents == ["Scores", "Per frame"]
+
+
+def test_standalone_deep_analysis_derives_workloads():
+ data = zipfile.ZipFile(io.BytesIO(make_export([simple_frames(2.0)]))).read("deep_analysis.json")
+ result = load_export(data, "deep_analysis.json")
+ assert result.contents == ["Per frame", "Deep analysis"]
+ frame_3 = result.workloads.set_index("frame").loc[3]
+ assert frame_3["Raytracing"] == pytest.approx(2.0)
+ assert frame_3["Compute"] == pytest.approx(0.5)
+
+
+def test_uncategorized_scopes_are_left_out_but_counted():
+ result = load_export(make_export([simple_frames(2.0)]), "x.zip")
+ assert result.left_out == {"made-up-pass": pytest.approx(0.1 * 20)}
+ assert result.frames["left_out_ms"].tolist() == pytest.approx([0.1] * 20, abs=1e-5)
+ # The GPU frame span still covers all GPU work, including what's left out.
+ assert result.frames["gpu_span_ms"].iloc[3] == pytest.approx(62.1)
+
+
+def test_repeated_scopes_in_a_frame_are_summed():
+ passes = load_export(make_export([simple_frames(2.0)]), "x.zip").passes
+ filter_ms = passes[(passes["pass"] == "shadow_filter_pass_0") & (passes["frame"] == 3)]["ms"]
+ assert filter_ms.item() == pytest.approx(0.5)
+
+
+def test_nested_scopes_count_once_in_totals():
+ nested = frame(0.0, [{"Build GBuffers": [scope(0, 10)], "shadow_prepare": [scope(2, 4)]}])
+ result = load_export(make_export([[nested]]), "x.zip")
+ passes = result.passes.set_index("pass")
+ assert passes.at["shadow_prepare", "ms"] == pytest.approx(2.0)
+ assert passes.at["shadow_prepare", "top_ms"] == 0.0
+ assert result.frames["gpu_sum_ms"].item() == pytest.approx(10.0)
+ assert any("nested" in warning for warning in result.warnings)
+
+
+def test_frame_span_and_overlap_across_command_buffers():
+ overlapping = frame(0.0, [{"Build GBuffers": [scope(0, 6)]}, {"shadow_prepare": [scope(4, 10)]}])
+ result = load_export(make_export([[overlapping]]), "x.zip")
+ assert result.frames["gpu_sum_ms"].item() == pytest.approx(12.0)
+ assert result.frames["gpu_span_ms"].item() == pytest.approx(10.0)
+
+
+def test_metrics_null_and_fan_units():
+ frames = [
+ frame(0.0, [{"Build GBuffers": [scope(0, 1)]}], None),
+ frame(1.0, [{"Build GBuffers": [scope(0, 1)]}], {"fan_speed": {"Percent": 40}, "edge_temperature_in_c": 60.0}),
+ frame(2.0, [{"Build GBuffers": [scope(0, 1)]}], {"fan_speed": {"Rpm": 1200}, "clock_speed_in_mhz": None}),
+ ]
+ result = load_export(make_export([frames]), "x.zip")
+ assert result.frames["fan_pct"].tolist()[1] == 40
+ assert result.frames["fan_rpm"].tolist()[2] == 1200
+ assert result.frames["gpu_clock_mhz"].isna().all()
+
+
+def test_interrupted_multi_loop_run_is_recovered():
+ result = load_export(make_export([simple_frames(2.0, 5), simple_frames(2.0, 5)], truncated=True), "x.zip")
+ assert result.frames["loop"].nunique() == 2
+ assert any("interrupted" in warning for warning in result.warnings)
+
+
+def test_unreadable_inputs():
+ with pytest.raises(ExportError, match="not a zip"):
+ load_export(b"{}", "broken.zip")
+ with pytest.raises(ExportError, match="isn't an Evolve"):
+ load_export(b"a,b\n1,2\n", "other.csv")
+ with pytest.raises(ExportError, match="use an Evolve export"):
+ load_export(b"", "picture.png")
+
+
+def test_categories():
+ assert workloads("shadow_filter_pass_1") == ["Compute"]
+ assert workloads("DLSS evaluate") == ["Upscaling"]
+ assert workloads("egui_render") == []
+ assert workloads("not-in-evolve") == []
+ assert workloads("shadow-raytrace-inline") == ["Raytracing"]
+ assert workloads("vol-ris-initial-sampling") == ["Raytracing", "Compute"]
+
+
+def test_utility_passes():
+ from evolve_charts.categories import is_utility
+
+ assert is_utility("Copy buffer to buffer")
+ assert is_utility("egui_render")
+ # Uncategorized by Evolve's pass bucketing, but the work of a workload category of their own.
+ assert not is_utility("DLSS evaluate")
+ assert not is_utility("shadow_filter_pass_0")
diff --git a/tests/test_stats.py b/tests/test_stats.py
new file mode 100644
index 0000000..2c8722b
--- /dev/null
+++ b/tests/test_stats.py
@@ -0,0 +1,97 @@
+import pytest
+from conftest import make_export, simple_frames
+
+from evolve_charts import stats
+from evolve_charts.loader import load_export
+
+
+@pytest.fixture
+def results():
+ return {
+ "Gen 1": load_export(make_export([simple_frames(2.0)], gpu="Gen 1 GPU"), "gen1.zip"),
+ "Gen 2": load_export(make_export([simple_frames(1.0)], gpu="Gen 2 GPU"), "gen2.zip"),
+ }
+
+
+def summary_of(results, level, within=None, skip_s=1.0):
+ return stats.summary(results, skip_s, level, within).set_index(["result", "item"])
+
+
+def test_warm_up_is_skipped(results):
+ assert summary_of(results, "pass", skip_s=0.0).at[("Gen 1", "shadow-raytrace-inline"), "mean_ms"] > 2.0
+ assert summary_of(results, "pass").at[("Gen 1", "shadow-raytrace-inline"), "mean_ms"] == pytest.approx(2.0)
+
+
+def test_frame_totals(results):
+ totals = stats.frame_totals(results, 1.0).set_index("result")
+ assert totals.at["Gen 1", "gpu_sum_ms"] == pytest.approx(2.5)
+ assert totals.at["Gen 1", "left_out_ms"] == pytest.approx(0.1)
+
+
+def test_workload_categories(results):
+ workloads = summary_of(results, "workload")
+ assert workloads.at[("Gen 2", "Raytracing"), "mean_ms"] == pytest.approx(1.0)
+ assert workloads.at[("Gen 2", "Compute"), "mean_ms"] == pytest.approx(0.5)
+ rows = workloads.loc["Gen 1"]
+ assert rows["share_pct"].sum() == pytest.approx(100.0)
+
+
+def test_passes_of_a_workload_category(results):
+ passes = summary_of(results, "pass", ("workload", "Compute"))
+ assert passes.index.get_level_values("item").unique().tolist() == ["shadow_filter_pass_0"]
+ assert passes.at[("Gen 1", "shadow_filter_pass_0"), "workload"] == "Compute"
+
+
+def test_results_without_deep_analysis_are_left_out_of_pass_views():
+ results = {
+ "Full": load_export(make_export([simple_frames(2.0)], gpu="Gen 1 GPU"), "a.zip"),
+ "Scores only": load_export(make_export(None, gpu="Gen 2 GPU"), "b.zip"),
+ }
+ assert set(stats.summary(results, 1.0, "pass")["result"]) == {"Full"}
+ assert set(stats.summary(results, 1.0, "workload")["result"]) == {"Full", "Scores only"}
+
+
+def test_passes_missing_in_some_frames_count_as_zero(results):
+ result = results["Gen 1"]
+ even = (result.passes["pass"] == "shadow_filter_pass_0") & (result.passes["frame"] % 2 == 0)
+ result.passes = result.passes[~even]
+ row = stats.summary({"Gen 1": result}, 1.0, "pass").set_index("item").loc["shadow_filter_pass_0"]
+ assert row["ran_in_pct_of_frames"] == pytest.approx(50.0, abs=5.0)
+ assert row["mean_ms"] == pytest.approx(0.5 * row["ran_in_pct_of_frames"] / 100)
+
+
+def test_scores_table(results):
+ table = stats.scores_table(results)
+ assert table.index.tolist() == ["Ray Tracing", "Rasterization", "Compute"]
+ assert table.at["Compute", "Gen 2"] == 6000
+
+
+def test_comparison_table_and_key_numbers(results):
+ summary = stats.summary(results, 1.0, "pass")
+ table = stats.comparison_table(summary, ["Gen 1", "Gen 2"], "Gen 1").set_index("item")
+ assert table.at["shadow-raytrace-inline", "Gen 2"] == pytest.approx(1.0)
+ assert table.at["shadow-raytrace-inline", "Gen 2 vs Gen 1"] == pytest.approx(-50.0)
+ workloads = stats.summary(results, 1.0, "workload")
+ assert stats.key_numbers(workloads, "Raytracing", "Gen 1") == (
+ "Raytracing: 2.00 ms per frame on Gen 1, 1.00 ms on Gen 2 (50% less)."
+ )
+
+
+def test_timeline_averages_loops_and_smooths():
+ result = load_export(make_export([simple_frames(2.0), simple_frames(4.0)]), "x.zip")
+ raw = stats.timeline(result, 1.0, "pass", ["shadow-raytrace-inline"], 0.0)
+ assert raw["shadow-raytrace-inline"].tolist() == pytest.approx([3.0] * len(raw))
+ smooth = stats.timeline(result, 1.0, "pass", ["shadow-raytrace-inline"], 2.0)
+ assert len(smooth) == len(raw)
+ assert len(stats.timeline(result, 1.0, "workload", ["Raytracing"], 0.0)) > 0
+
+
+def test_telemetry(results):
+ summary = stats.telemetry_summary(results, 1.0)
+ assert summary.at["Gen 1", "GPU power avg (W)"] == pytest.approx(200.0)
+ assert "Fan speed avg (RPM)" in summary.columns
+
+
+def test_wide_for_spreadsheets(results):
+ wide = stats.wide_for_spreadsheets(stats.summary(results, 1.0, "pass"))
+ assert list(wide.columns) == ["workload", "item", "Gen 1", "Gen 2"]
diff --git a/tests/test_ui.py b/tests/test_ui.py
new file mode 100644
index 0000000..6a93aca
--- /dev/null
+++ b/tests/test_ui.py
@@ -0,0 +1,70 @@
+from pathlib import Path
+
+from conftest import make_export
+from streamlit.testing.v1 import AppTest
+
+ENTRY = str(Path(__file__).resolve().parent.parent / "evolve-charts.py")
+PAGES = ["_scores_page", "_gpu_time_page", "_passes_page", "_sensors_page", "_export_page"]
+
+# Analysis pages are functions given to st.navigation, which AppTest can't switch to, so a small script renders
+# one the way main() does: the shared context bar first, then the page.
+PAGE_SCRIPT = """
+import streamlit as st
+from evolve_charts import ui
+
+results = ui._loaded_results()
+st.session_state["results"] = results
+st.session_state["context"] = ui._context_bar(results)
+getattr(ui, "{page}")()
+"""
+
+
+def run(monkeypatch, folder) -> AppTest:
+ monkeypatch.setenv("EVOLVE_CHARTS_EXPORTS", str(folder))
+ return AppTest.from_file(ENTRY, default_timeout=60).run()
+
+
+def page(monkeypatch, folder, name: str) -> AppTest:
+ monkeypatch.setenv("EVOLVE_CHARTS_EXPORTS", str(folder))
+ app = AppTest.from_string(PAGE_SCRIPT.format(page=name), default_timeout=60).run()
+ assert not app.exception, name
+ return app
+
+
+def visit_every_page(monkeypatch, folder) -> None:
+ for name in PAGES:
+ page(monkeypatch, folder, name)
+
+
+def test_results_page_without_results(tmp_path, monkeypatch):
+ app = run(monkeypatch, tmp_path)
+ assert not app.exception
+ assert any("How to start" in markdown.value for markdown in app.markdown)
+
+
+def test_every_page_renders_with_two_results(two_gpus, monkeypatch):
+ app = run(monkeypatch, two_gpus)
+ assert not app.exception
+ assert [box.value for box in app.text_input] == ["Gen 1 GPU", "Gen 2 GPU"]
+ visit_every_page(monkeypatch, two_gpus)
+
+ app = page(monkeypatch, two_gpus, "_gpu_time_page")
+ assert any("Raytracing: 2.00 ms per frame on Gen 1 GPU" in markdown.value for markdown in app.markdown)
+ app.selectbox(key="workload-item").set_value("Compute").run()
+ assert not app.exception
+ assert any("Compute: 0.50 ms per frame on Gen 1 GPU" in markdown.value for markdown in app.markdown)
+
+
+def test_results_without_deep_analysis(tmp_path, monkeypatch):
+ (tmp_path / "scores_only.zip").write_bytes(make_export(None, gpu="Gen 1 GPU"))
+ (tmp_path / "scores.csv").write_text("Loop,Ray Tracing,Compute\n1,4000,6000\n")
+ app = run(monkeypatch, tmp_path)
+ assert not app.exception
+ visit_every_page(monkeypatch, tmp_path)
+
+
+def test_bad_file_shows_error(tmp_path, monkeypatch):
+ (tmp_path / "broken.zip").write_bytes(b"not a zip")
+ app = run(monkeypatch, tmp_path)
+ assert not app.exception
+ assert "not a zip" in app.error[0].value
diff --git a/tools/package.py b/tools/package.py
new file mode 100644
index 0000000..1ba8e37
--- /dev/null
+++ b/tools/package.py
@@ -0,0 +1,78 @@
+"""Build the Evolve Charts download: a zip with only what's needed to run the tool.
+
+Usage (from the repository root):
+
+ python tools/package.py [version]
+
+Writes dist/Evolve-Charts.zip with one "Evolve Charts" folder inside. The GitHub release workflow runs
+this and attaches the zip to the release.
+"""
+
+import stat
+import sys
+import zipfile
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+FOLDER = "Evolve Charts"
+OUTPUT = REPO_ROOT / "dist/Evolve-Charts.zip"
+
+FILES = [
+ "Start Evolve Charts.bat",
+ "Start Evolve Charts.command",
+ "start-evolve-charts.sh",
+ "evolve-charts.py",
+ "evolve-charts.py.lock",
+ ".streamlit/config.toml",
+ "exports/README.txt",
+]
+FOLDERS = ["evolve_charts", "static"]
+EXECUTABLE = {"Start Evolve Charts.command", "start-evolve-charts.sh"}
+
+HOW_TO_START = """Evolve Charts {version}
+https://github.com/Traverse-Research/evolve-scripts
+
+Compare Evolve benchmark results in your web browser. Nothing is uploaded anywhere.
+
+Windows: double-click "Start Evolve Charts".
+ If Windows asks whether to run it, choose "More info" and then "Run anyway".
+macOS: right-click "Start Evolve Charts.command" and choose "Open" (only needed the first time).
+Linux: run ./start-evolve-charts.sh in a terminal.
+
+The first start downloads Python and the libraries the tool uses (about 150 MB) and needs an
+internet connection. Keep the window that opens running while you use the tool.
+
+To load results automatically, put Evolve export files in the "exports" folder.
+"""
+
+
+def main() -> None:
+ version = sys.argv[1] if len(sys.argv) > 1 else "development version"
+ paths = [REPO_ROOT / name for name in FILES]
+ for folder in FOLDERS:
+ paths += sorted(
+ path for path in (REPO_ROOT / folder).rglob("*") if path.is_file() and "__pycache__" not in path.parts
+ )
+
+ OUTPUT.parent.mkdir(exist_ok=True)
+ with zipfile.ZipFile(OUTPUT, "w", zipfile.ZIP_DEFLATED) as archive:
+ for path in paths:
+ relative = path.relative_to(REPO_ROOT).as_posix()
+ info = zipfile.ZipInfo.from_file(path, f"{FOLDER}/{relative}")
+ mode = 0o755 if relative in EXECUTABLE else 0o644
+ info.external_attr = (stat.S_IFREG | mode) << 16
+ info.compress_type = zipfile.ZIP_DEFLATED
+ archive.writestr(info, path.read_bytes())
+ for name, text in [
+ ("HOW TO START.txt", HOW_TO_START.format(version=version).replace("\n", "\r\n")),
+ ("VERSION", version),
+ ]:
+ info = zipfile.ZipInfo(f"{FOLDER}/{name}")
+ info.external_attr = (stat.S_IFREG | 0o644) << 16
+ info.compress_type = zipfile.ZIP_DEFLATED
+ archive.writestr(info, text)
+ print(f"Wrote {OUTPUT.relative_to(REPO_ROOT)} ({len(paths) + 2} files, version {version})")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/tools/sync_categories.py b/tools/sync_categories.py
new file mode 100644
index 0000000..064473c
--- /dev/null
+++ b/tools/sync_categories.py
@@ -0,0 +1,85 @@
+"""Regenerate evolve_charts/scope_catalog.py from Evolve's frame bucketing source.
+
+Usage (from the repository root):
+
+ python tools/sync_categories.py [path/to/evolve/crates/evolve-frame-bucketing/src/lib.rs]
+
+The Rust source is the single source of truth for which GPU scope (render pass) belongs to which
+`WorkloadCategory`, and for the names Evolve shows for them. It also lists the scopes Evolve's pass
+bucketing leaves uncategorized (copies, clears, the user interface, ...), which the tool doesn't list as
+passes.
+"""
+
+import re
+import sys
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+DEFAULT_SOURCE = REPO_ROOT.parent / "evolve/crates/evolve-frame-bucketing/src/lib.rs"
+OUTPUT = REPO_ROOT / "evolve_charts/scope_catalog.py"
+
+ARM = re.compile(r"Self::(\w+) => vec!\[(.*?)\n\s*\],", re.DOTALL)
+NAME = re.compile(r'Self::(\w+) => "([^"]*)",')
+TOKEN = re.compile(r'^\s*//.*$|get_or_intern_static\(\s*"(?P[^"]+)"\s*\)', re.MULTILINE)
+
+
+def _impl(source: str, category: str) -> str:
+ start = source.index(f"impl Category for {category}")
+ return source[start : source.index("fn translated(self)", start)]
+
+
+def _lists(body: str) -> dict[str, list[str]]:
+ lists = body[: body.index("fn name(self)")]
+ return {
+ arm.group(1): [token.group("name") for token in TOKEN.finditer(arm.group(2)) if token.group("name")]
+ for arm in ARM.finditer(lists)
+ }
+
+
+def _names(body: str) -> dict[str, str]:
+ names = body[body.index("fn name(self)") :]
+ return {variant: name for variant, name in NAME.findall(names) if name}
+
+
+def parse(source: str) -> tuple[dict, dict, list[str]]:
+ workloads_body = _impl(source, "WorkloadCategory")
+ workloads: dict[str, list[str]] = {}
+ for workload, scopes in _lists(workloads_body).items():
+ for scope in scopes:
+ if workload not in workloads.setdefault(scope, []):
+ workloads[scope].append(workload)
+
+ uncategorized = _lists(_impl(source, "BucketPassCategory")).get("Uncategorized", [])
+ return workloads, _names(workloads_body), uncategorized
+
+
+def main() -> None:
+ source_path = Path(sys.argv[1]) if len(sys.argv) > 1 else DEFAULT_SOURCE
+ workloads, workload_names, uncategorized = parse(source_path.read_text(encoding="utf-8"))
+
+ lines = [
+ "# Generated by tools/sync_categories.py from",
+ "# evolve/crates/evolve-frame-bucketing/src/lib.rs. Do not edit by hand.",
+ "",
+ "# scope name -> WorkloadCategory variants (Evolve lists a handful of scopes in two)",
+ "WORKLOADS = {",
+ *(f" {scope!r}: {names!r}," for scope, names in workloads.items()),
+ "}",
+ "",
+ "# variant -> the name Evolve shows",
+ "WORKLOAD_NAMES = {",
+ *(f" {variant!r}: {name!r}," for variant, name in workload_names.items()),
+ "}",
+ "",
+ "# Scopes Evolve's pass bucketing (BucketPassCategory) leaves uncategorized",
+ "UNCATEGORIZED_PASSES = {",
+ *(f" {scope!r}," for scope in dict.fromkeys(uncategorized)),
+ "}",
+ "",
+ ]
+ OUTPUT.write_text("\n".join(lines), encoding="utf-8")
+ print(f"Wrote {len(workloads)} scope names to {OUTPUT.relative_to(REPO_ROOT)}")
+
+
+if __name__ == "__main__":
+ main()