diff --git a/dashboard/cells/andre/index.html b/dashboard/cells/andre/index.html new file mode 100644 index 0000000..190a186 --- /dev/null +++ b/dashboard/cells/andre/index.html @@ -0,0 +1,616 @@ + + + + + + + +
+
+
+ race + + run · seed · 00:00 +
+
+
+
target
+
160×128 px · 61,440 values
+ +
∞ dB
+
+
+
+
leaderboard · PSNR dB, higher is better · steps · speed
+
PSNR (dB) over time
+
$ tail -f train.log
+
+
+
how it got there · and, above, where each network is still wrong (brighter = bigger error)
+
+

+ This is a race between four tiny neural networks with the same theoretical capacity learning the same painting with the same compute. + Each has exactly 8,707 trainable numbers and the same CPU time. +

+
+
+
+ + + + + diff --git a/dashboard/cells/andre/paintings.js b/dashboard/cells/andre/paintings.js new file mode 100644 index 0000000..5b7b38a --- /dev/null +++ b/dashboard/cells/andre/paintings.js @@ -0,0 +1,6 @@ +// training targets: 160×128 RGB, raw bytes as base64 (the network needs the +// pixels, and the museum images can't be read cross-origin) +window.PAINTINGS = [ + { title: 'Bibliothèque', year: 1949, w: 160, h: 128, rgb: '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' }, + { title: 'L\'arène', year: 1950, w: 160, h: 128, rgb: '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' }, +]; diff --git a/dashboard/cells/andre/prompt.md b/dashboard/cells/andre/prompt.md new file mode 100644 index 0000000..3a48c41 --- /dev/null +++ b/dashboard/cells/andre/prompt.md @@ -0,0 +1,33 @@ +# Cell prompt — André Silva + +> A race between four tiny neural networks learning a painting by Maria +> Helena Vieira da Silva from scratch, in the browser: a plain ReLU MLP, +> SIREN, Fourier features and a multiresolution hash grid (Instant-NGP). +> Each network maps a pixel's position (x, y) to its colour. +> +> Make the race fair and say so: +> - Same theoretical capacity: exactly 8,707 trainable float32 parameters +> each (MLP 2→64→64→64→3; SIREN the same with ω₀=30; 67 random Fourier +> features → 64 → 64 → 3; hash grid 8 levels × 504 entries × 2 → 32 → 3). +> Check the counts at startup and print the check in the log. +> - Same compute: each network trains in its own Web Worker and gets exactly +> the same CPU time. +> - Same painting: alternate *Bibliothèque* (1949) and *L'arène* (1950), one +> minute per race. Each network's hyperparameters are tuned so none is +> handicapped. +> +> Show it like a real training run for a computer-science audience: the +> target next to each network's live guess with its PSNR, a leaderboard that +> reorders (log overtakes), PSNR curves, and a `tail -f train.log` with the +> model summaries and per-network step, loss, PSNR, learning rate, gradient +> norm and it/s. End each race with the winner's snapshots next to the +> target, while the lanes alternate between each network's final guess and +> its error map. In the small grid tile, show only the leader and one live +> line. +> +> Caption at the bottom: "This is a race between four tiny neural networks +> with the same theoretical capacity learning the same painting with the +> same compute.", with a smaller line underneath saying each has exactly +> 8,707 trainable numbers and the same CPU time. The top bar shows the +> painting's title, her name and the year. Green-on-black, matching the +> dashboard theme. Link to my homepage (andre15silva.github.io). diff --git a/dashboard/cells/manifest.json b/dashboard/cells/manifest.json index bbdfff1..d96f4a6 100644 --- a/dashboard/cells/manifest.json +++ b/dashboard/cells/manifest.json @@ -63,7 +63,7 @@ "id": "andre", "name": "André Silva", "role": "PhD", - "cell": false, + "cell": true, "image": "/img/people/andre.jpeg" }, {