Spaces:
Running on CPU Upgrade
Running on CPU Upgrade
Commit Β·
93ebc2c
1
Parent(s): 1dd6b75
refactored the throughput optimization visualization
Browse files
app/src/content/embeds/d3-optimization-sweep.html
CHANGED
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@@ -141,28 +141,31 @@
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// ββ Data ββ
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const DATA = [
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-
{ model: 'Qwen3-0.6B', family: 'Qwen3', baseTp: 1, baseTps: 13527, t0Tps: 14069, t0Speedup: 1.04, t0Params: 'mns=512', t1Tps: 12330, t1Speedup: 0.91, t1Params: 'mns=512, gmu=95',
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{ model: 'Qwen3-1.7B', family: 'Qwen3', baseTp: 1, baseTps: 11710, t0Tps: 12313, t0Speedup: 1.05, t0Params: 'mnbt=32768', t1Tps: 11262, t1Speedup: 0.96, t1Params: 'mnbt=32768, gmu=95',
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{ model: 'Qwen3-14B', family: 'Qwen3', baseTp: 1, baseTps: 4414, t0Tps: 4549, t0Speedup: 1.03, t0Params: 'tp=2', t1Tps: 4158, t1Speedup: 0.94, t1Params: 'tp=2',
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{ model: 'Qwen3-30B-A3B', family: 'Qwen3', baseTp: 1, baseTps: 2977, t0Tps: 5310, t0Speedup: 1.78, t0Params: 'tp=2, mns=512, mnbt=32768', t1Tps: 5064, t1Speedup: 1.70, t1Params: 'tp=2, mns=512, mnbt=32768, gmu=95',
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{ model: 'Qwen3-32B', family: 'Qwen3', baseTp: 4, baseTps: 1987, t0Tps: 2072, t0Speedup: 1.04, t0Params: 'mns=512, mnbt=16384', t1Tps: 2078, t1Speedup: 1.05, t1Params: 'mns=512, mnbt=16384, gmu=95',
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{ model: 'Qwen3-4B', family: 'Qwen3', baseTp: 1, baseTps: 7919, t0Tps: 8086, t0Speedup: 1.02, t0Params: 'mnbt=32768', t1Tps: 7751, t1Speedup: 0.98, t1Params: 'mnbt=32768, gmu=95',
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{ model: 'Qwen3-8B', family: 'Qwen3', baseTp: 1, baseTps: 6338, t0Tps: 6338, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 6443, t1Speedup: 1.02, t1Params: 'gmu=95',
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{ model: 'Qwen3-Next-80B-A3B', family: 'Qwen3', baseTp: 4, baseTps: 2034, t0Tps: 2678, t0Speedup: 1.32, t0Params: 'mns=512', t1Tps: 2481, t1Speedup: 1.22, t1Params: 'mns=512',
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{ model: 'SmolLM2-1.7B', family: 'SmolLM2', baseTp: 1, baseTps: 5255, t0Tps: 5437, t0Speedup: 1.03, t0Params: 'mns=2048, mnbt=32768', t1Tps: 9220, t1Speedup: 1.75, t1Params: 'mns=2048, mnbt=32768, gmu=95, spec=suffix_32',
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{ model: 'SmolLM2-135M', family: 'SmolLM2', baseTp: 1, baseTps: 28391, t0Tps: 31186, t0Speedup: 1.10, t0Params: 'mns=512, mnbt=32768', t1Tps: 45540, t1Speedup: 1.60, t1Params: 'mns=512, mnbt=32768, spec=ngram_6',
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{ model: 'SmolLM2-360M', family: 'SmolLM2', baseTp: 1, baseTps: 17887, t0Tps: 18844, t0Speedup: 1.05, t0Params: 'mns=512', t1Tps: 23996, t1Speedup: 1.34, t1Params: 'mns=512, spec=ngram_6',
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-
{ model: 'Gemma-3-12B', family: 'Gemma3', baseTp: 1, baseTps: 2999, t0Tps: 2999, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 3046, t1Speedup: 1.02, t1Params: 'gmu=95',
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-
{ model: 'Gemma-3-1B', family: 'Gemma3', baseTp: 1, baseTps: 14838, t0Tps: 16762, t0Speedup: 1.13, t0Params: 'mns=4096, mnbt=32768', t1Tps: 13832, t1Speedup: 0.93, t1Params: 'mns=4096, mnbt=32768, gmu=95',
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-
{ model: 'Gemma-3-270M', family: 'Gemma3', baseTp: 1, baseTps: 22996, t0Tps: 23585, t0Speedup: 1.03, t0Params: 'mnbt=32768', t1Tps: 21030, t1Speedup: 0.91, t1Params: 'mnbt=32768',
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-
{ model: 'Gemma-3-27B', family: 'Gemma3', baseTp: 2, baseTps: 1724, t0Tps: 1724, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 1671, t1Speedup: 0.97, t1Params: 'gmu=95',
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-
{ model: 'Gemma-3-4B', family: 'Gemma3', baseTp: 1, baseTps: 8501, t0Tps: 9253, t0Speedup: 1.09, t0Params: 'mns=1024, mnbt=32768', t1Tps: 8361, t1Speedup: 0.98, t1Params: 'mns=1024, mnbt=32768',
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{ model: 'GPT-OSS-120B', family: 'GPT-OSS', baseTp: 1, baseTps: 3138, t0Tps: 6117, t0Speedup: 1.95, t0Params: 'tp=2, mns=1024, mnbt=32768', t1Tps: 5450, t1Speedup: 1.74, t1Params: 'tp=2, mns=1024, mnbt=32768',
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{ model: 'GPT-OSS-20B', family: 'GPT-OSS', baseTp: 1, baseTps: 12432, t0Tps: 14671, t0Speedup: 1.18, t0Params: 'mns=512, mnbt=16384', t1Tps: 13004, t1Speedup: 1.05, t1Params: 'mns=512, mnbt=16384',
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];
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const FAMILIES = ['Qwen3', 'SmolLM2', 'Gemma3', 'GPT-OSS'];
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const TIERS = ['Baseline', 'Tier 0', 'Tier 1'];
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// ββ Colors & shapes ββ
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function getFamilyColors() {
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@@ -177,17 +180,12 @@
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const familyPalette = getFamilyColors();
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const familyColor = (family) => familyPalette[FAMILIES.indexOf(family)] || 'var(--primary-color)';
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-
// D3 symbol generators for each tier
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const SHAPE_SIZE = 42;
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const shapeGenerators = {
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'Baseline': d3.symbol().type(d3.symbolCircle),
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'Tier 0': d3.symbol().type(d3.symbolSquare),
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'Tier 1': d3.symbol().type(d3.symbolTriangle),
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};
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-
// Vertical offsets within each band: spread tiers apart
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const TIER_Y_OFFSET = { 'Baseline': -0.5, 'Tier 0': 0, 'Tier 1': 0.5 };
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-
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// ββ Tooltip ββ
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let tip = container.querySelector('.d3-tooltip');
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let tipInner;
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@@ -199,12 +197,10 @@
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function showTip(html, mx, my) {
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tipInner.innerHTML = html;
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const tipW = tip.offsetWidth || 200;
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const tipH = tip.offsetHeight || 100;
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const cw = container.clientWidth;
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let tx = mx + 14, ty = my - 10;
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-
if (tx +
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if (ty +
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if (ty < 0) ty = 4;
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tip.style.transform = `translate(${tx}px, ${ty}px)`;
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tip.style.opacity = '1';
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@@ -214,6 +210,31 @@
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tip.style.transform = 'translate(-9999px, -9999px)';
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}
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// ββ SVG ββ
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const svg = d3.select(container).append('svg').attr('width', '100%').style('display', 'block');
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const gRoot = svg.append('g');
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@@ -234,28 +255,25 @@
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return d;
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}
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// ββ
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-
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-
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-
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width = container.clientWidth || 800;
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height = Math.max(400, DATA.length * 36 + margin.top + margin.bottom);
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svg.attr('width', width).attr('height', height);
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gRoot.attr('transform', `translate(${margin.left},${margin.top})`);
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return { iw: width - margin.left - margin.right, ih: height - margin.top - margin.bottom };
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}
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// ββ Render ββ
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function render() {
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const
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const
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const
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const bandH = yScale.bandwidth();
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// X scale
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let xScale;
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if (state.metric === 'throughput') {
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const maxTps = d3.max(data, d => Math.max(d.baseTps, d.t0Tps, d.t1Tps));
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@@ -266,55 +284,36 @@
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xScale = d3.scaleLinear().domain([Math.min(0.85, minSpd - 0.05), Math.max(2.05, maxSpd + 0.1)]).range([0, iw]).nice();
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}
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//
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const gridTicks = xScale.ticks(8);
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gRoot.selectAll('.grid').data([0]).join('g').attr('class', 'grid')
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.call(g => {
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-
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lines.join('line')
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.attr('x1', d => xScale(d)).attr('x2', d => xScale(d))
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.attr('y1', 0).attr('y2', ih)
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.attr('stroke', 'var(--grid-color)').attr('stroke-width', 1);
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});
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//
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const
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? d3.axisBottom(xScale).ticks(8).tickFormat(d => d >= 1000 ? (d / 1000) + 'k' : d)
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: d3.axisBottom(xScale).ticks(8).tickFormat(d => d.toFixed(1) + 'x');
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gRoot.selectAll('.axis-x').data([0]).join('g').attr('class', 'axis-x')
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.attr('transform', `translate(0,${ih})`)
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.call(
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.call(g => {
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g.selectAll('path, line').attr('stroke', 'var(--axis-color)');
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g.selectAll('text').attr('fill', 'var(--tick-color)').style('font-size', '11px');
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});
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// ββ X axis top (mirrored ticks) ββ
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const xAxisTopGen = state.metric === 'throughput'
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? d3.axisTop(xScale).ticks(8).tickFormat(d => d >= 1000 ? (d / 1000) + 'k' : d)
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: d3.axisTop(xScale).ticks(8).tickFormat(d => d.toFixed(1) + 'x');
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gRoot.selectAll('.axis-x-top').data([0]).join('g').attr('class', 'axis-x-top')
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.call(
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.call(g => {
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g.selectAll('path, line').attr('stroke', 'var(--axis-color)');
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g.selectAll('text').attr('fill', 'var(--tick-color)').style('font-size', '11px');
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});
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//
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const xLabel = state.metric === 'throughput' ? 'Tokens per second per GPU' : 'Speedup vs baseline';
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gRoot.selectAll('.x-label').data([0]).join('text').attr('class', 'x-label')
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.attr('x', iw / 2).attr('y', ih + margin.bottom - 4)
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.attr('text-anchor', 'middle').attr('fill', 'var(--muted-color)')
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.attr('font-size', 11).text(xLabel);
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//
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gRoot.selectAll('.axis-y').data([0]).join('g').attr('class', 'axis-y')
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.call(g => {
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-
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labels.join(
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enter => enter.append('text').attr('class', 'y-label-text')
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.attr('x', -8).attr('dy', '0.35em')
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.attr('text-anchor', 'end'),
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update => update,
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exit => exit.remove()
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)
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.text(d => d.model);
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});
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//
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gRoot.selectAll('.ref-line').data(state.metric === 'speedup' ? [1.0] : []).join('line')
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.attr('class', 'ref-line')
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.attr('x1', d => xScale(d)).attr('x2', d => xScale(d))
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.attr('stroke', 'var(--text-color)').attr('stroke-width', 1.5)
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.attr('stroke-dasharray', '4,3').attr('opacity', 0.5);
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//
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if (state.metric === 'throughput') {
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} else {
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}
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}
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// Connecting lines between the three staggered dots
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const connData = [];
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data.forEach(d => {
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const cyCenter = yScale(d.model) + bandH / 2;
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const points = [
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{ x: xScale(d.baseTps), y: cyCenter + TIER_Y_OFFSET['Baseline'] * bandH },
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{ x: xScale(d.t0Tps), y: cyCenter + TIER_Y_OFFSET['Tier 0'] * bandH },
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{ x: xScale(d.t1Tps), y: cyCenter + TIER_Y_OFFSET['Tier 1'] * bandH },
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];
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connData.push({ model: d.model, family: d.family, points });
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});
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const lineGen = d3.line().x(p => p.x).y(p => p.y);
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gRoot.selectAll('.conn-line').data(connData, d => d.model).join('path')
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.attr('class', 'conn-line')
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.attr('d', d => lineGen(d.points))
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.attr('stroke', d => familyColor(d.family))
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.attr('stroke-width', 1.5).attr('opacity', 0.35);
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// Dots: 3 per model
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const dots = [];
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data.forEach(d => {
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const
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dots.push({ ...d, tier, val, cx: xScale(
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});
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});
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gRoot.selectAll('.dot').data(dots, d => d.model + '-' + d.tier).join('path')
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.attr('class', 'dot')
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.attr('d', d => shapeGenerators[d.tier].size(SHAPE_SIZE)())
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.attr('transform', d => `translate(${d.cx},${d.cy})`)
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.attr('fill', d => familyColor(d.family))
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.attr('stroke', 'none')
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.attr('opacity', 0.9)
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.on('mouseenter', function (event, d) {
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d3.select(this).attr('opacity', 1);
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const [mx, my] = d3.pointer(event, container);
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showTip(buildTooltip(d), mx, my);
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})
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.on('mousemove', function (event) {
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const [mx, my] = d3.pointer(event, container);
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tip.style.transform = `translate(${mx + 14}px, ${my - 10}px)`;
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})
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.on('mouseleave', function () {
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d3.select(this).attr('opacity', 0.9);
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hideTip();
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});
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// Speedup annotation on right
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gRoot.selectAll('.speedup-label').data(data, d => d.model).join('text')
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.attr('class', 'speedup-label')
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.attr('x', iw + 6)
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.attr('y', d => yScale(d.model) + bandH / 2)
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.attr('dy', '0.35em')
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.attr('fill', 'var(--muted-color)')
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.text(d => d.bestSpeedup.toFixed(2) + 'x');
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}
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function renderSpeedup(data, xScale, yScale, bandH
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// Remove throughput elements
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gRoot.selectAll('.conn-line').remove();
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gRoot.selectAll('.dot').remove();
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-
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// Two bars per model: Tier 0 speedup, Tier 1 speedup
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const barH = bandH * 0.38;
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const barData = [];
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data.forEach(d => {
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});
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const oneX = xScale(1.0);
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gRoot.selectAll('.speedup-bar').data(barData, d => d.model + '-' + d.tier).join('rect')
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.attr('class', 'speedup-bar')
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.attr('x', d => d.val >= 1.0 ? oneX : xScale(d.val))
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.attr('y', d => d.y)
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.attr('fill', d => familyColor(d.family))
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.attr('opacity', d => d.tier === 'Tier 0' ? 0.9 : 0.55)
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.attr('stroke', d => d.val < 1.0 ? '#e05252' : 'none')
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.attr('stroke-width', d => d.val < 1.0 ? 1 : 0)
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.on('mouseenter', function (event, d) {
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d3.select(this).attr('opacity', 1);
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const [mx, my] = d3.pointer(event, container);
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showTip(buildTooltip(d), mx, my);
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})
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.on('mousemove', function (event) {
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const [mx, my] = d3.pointer(event, container);
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tip.style.transform = `translate(${mx + 14}px, ${my - 10}px)`;
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})
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.on('mouseleave', function (event, d) {
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d3.select(this).attr('opacity', d.tier === 'Tier 0' ? 0.9 : 0.55);
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hideTip();
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});
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// Speedup annotation on right
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gRoot.selectAll('.speedup-label').data(data, d => d.model).join('text')
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.attr('class', 'speedup-label')
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.attr('x', iw + 6)
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.attr('y', d => yScale(d.model) + bandH / 2)
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| 453 |
-
.attr('dy', '0.35em')
|
| 454 |
-
.attr('fill', 'var(--muted-color)')
|
| 455 |
-
.text(d => d.bestSpeedup.toFixed(2) + 'x');
|
| 456 |
}
|
| 457 |
|
| 458 |
function buildTooltip(d) {
|
|
@@ -468,48 +427,41 @@
|
|
| 468 |
}
|
| 469 |
|
| 470 |
// ββ Controls ββ
|
| 471 |
-
|
| 472 |
-
|
| 473 |
-
|
| 474 |
-
|
| 475 |
-
|
| 476 |
-
|
| 477 |
-
|
| 478 |
-
|
| 479 |
-
|
| 480 |
-
|
| 481 |
-
|
| 482 |
-
|
| 483 |
-
|
| 484 |
-
// Sort select
|
| 485 |
-
const sortGroup = document.createElement('div'); sortGroup.className = 'control-group';
|
| 486 |
-
const sortLabel = document.createElement('label'); sortLabel.textContent = 'Sort'; sortLabel.setAttribute('for', 'sort-sel-optsweep');
|
| 487 |
-
const sortSel = document.createElement('select'); sortSel.id = 'sort-sel-optsweep';
|
| 488 |
-
[['speedup', 'By Best Speedup'], ['baseline', 'By Baseline Throughput'], ['family', 'By Model Family']].forEach(([v, t]) => {
|
| 489 |
-
const o = document.createElement('option'); o.value = v; o.textContent = t; sortSel.appendChild(o);
|
| 490 |
-
});
|
| 491 |
-
sortSel.value = state.sort;
|
| 492 |
-
sortSel.addEventListener('change', () => { state.sort = sortSel.value; render(); });
|
| 493 |
-
sortGroup.appendChild(sortLabel); sortGroup.appendChild(sortSel);
|
| 494 |
|
| 495 |
-
controls.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 496 |
container.appendChild(controls);
|
| 497 |
|
| 498 |
// ββ Legend ββ
|
| 499 |
const legend = document.createElement('div'); legend.className = 'legend';
|
| 500 |
-
|
| 501 |
-
// Tier shapes section
|
| 502 |
const tierTitle = document.createElement('div'); tierTitle.className = 'legend-title'; tierTitle.textContent = 'Legend';
|
| 503 |
legend.appendChild(tierTitle);
|
|
|
|
|
|
|
| 504 |
const tierSection = document.createElement('div'); tierSection.className = 'legend-section';
|
|
|
|
| 505 |
TIERS.forEach(tier => {
|
| 506 |
const item = document.createElement('span'); item.className = 'item';
|
| 507 |
-
// SVG swatch for shape
|
| 508 |
-
const svgNS = 'http://www.w3.org/2000/svg';
|
| 509 |
const shapeSvg = document.createElementNS(svgNS, 'svg');
|
| 510 |
shapeSvg.setAttribute('width', '14'); shapeSvg.setAttribute('height', '14');
|
| 511 |
-
shapeSvg.setAttribute('viewBox', '-8 -8 16 16');
|
| 512 |
-
shapeSvg.style.display = 'block';
|
| 513 |
const path = document.createElementNS(svgNS, 'path');
|
| 514 |
path.setAttribute('d', shapeGenerators[tier].size(SHAPE_SIZE)());
|
| 515 |
path.setAttribute('fill', 'var(--text-color)');
|
|
@@ -520,7 +472,7 @@
|
|
| 520 |
});
|
| 521 |
legend.appendChild(tierSection);
|
| 522 |
|
| 523 |
-
// Family colors
|
| 524 |
const famSection = document.createElement('div'); famSection.className = 'legend-section'; famSection.style.marginTop = '4px';
|
| 525 |
FAMILIES.forEach((fam, i) => {
|
| 526 |
const item = document.createElement('span'); item.className = 'item';
|
|
|
|
| 141 |
|
| 142 |
// ββ Data ββ
|
| 143 |
const DATA = [
|
| 144 |
+
{ model: 'Qwen3-0.6B', family: 'Qwen3', baseTp: 1, baseTps: 13527, t0Tps: 14069, t0Speedup: 1.04, t0Params: 'mns=512', t1Tps: 12330, t1Speedup: 0.91, t1Params: 'mns=512, gmu=95', bestSpeedup: 1.04 },
|
| 145 |
+
{ model: 'Qwen3-1.7B', family: 'Qwen3', baseTp: 1, baseTps: 11710, t0Tps: 12313, t0Speedup: 1.05, t0Params: 'mnbt=32768', t1Tps: 11262, t1Speedup: 0.96, t1Params: 'mnbt=32768, gmu=95', bestSpeedup: 1.05 },
|
| 146 |
+
{ model: 'Qwen3-14B', family: 'Qwen3', baseTp: 1, baseTps: 4414, t0Tps: 4549, t0Speedup: 1.03, t0Params: 'tp=2', t1Tps: 4158, t1Speedup: 0.94, t1Params: 'tp=2', bestSpeedup: 1.03 },
|
| 147 |
+
{ model: 'Qwen3-30B-A3B', family: 'Qwen3', baseTp: 1, baseTps: 2977, t0Tps: 5310, t0Speedup: 1.78, t0Params: 'tp=2, mns=512, mnbt=32768', t1Tps: 5064, t1Speedup: 1.70, t1Params: 'tp=2, mns=512, mnbt=32768, gmu=95', bestSpeedup: 1.78 },
|
| 148 |
+
{ model: 'Qwen3-32B', family: 'Qwen3', baseTp: 4, baseTps: 1987, t0Tps: 2072, t0Speedup: 1.04, t0Params: 'mns=512, mnbt=16384', t1Tps: 2078, t1Speedup: 1.05, t1Params: 'mns=512, mnbt=16384, gmu=95', bestSpeedup: 1.05 },
|
| 149 |
+
{ model: 'Qwen3-4B', family: 'Qwen3', baseTp: 1, baseTps: 7919, t0Tps: 8086, t0Speedup: 1.02, t0Params: 'mnbt=32768', t1Tps: 7751, t1Speedup: 0.98, t1Params: 'mnbt=32768, gmu=95', bestSpeedup: 1.02 },
|
| 150 |
+
{ model: 'Qwen3-8B', family: 'Qwen3', baseTp: 1, baseTps: 6338, t0Tps: 6338, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 6443, t1Speedup: 1.02, t1Params: 'gmu=95', bestSpeedup: 1.02 },
|
| 151 |
+
{ model: 'Qwen3-Next-80B-A3B', family: 'Qwen3', baseTp: 4, baseTps: 2034, t0Tps: 2678, t0Speedup: 1.32, t0Params: 'mns=512', t1Tps: 2481, t1Speedup: 1.22, t1Params: 'mns=512', bestSpeedup: 1.32 },
|
| 152 |
+
{ model: 'SmolLM2-1.7B', family: 'SmolLM2', baseTp: 1, baseTps: 5255, t0Tps: 5437, t0Speedup: 1.03, t0Params: 'mns=2048, mnbt=32768', t1Tps: 9220, t1Speedup: 1.75, t1Params: 'mns=2048, mnbt=32768, gmu=95, spec=suffix_32', bestSpeedup: 1.75 },
|
| 153 |
+
{ model: 'SmolLM2-135M', family: 'SmolLM2', baseTp: 1, baseTps: 28391, t0Tps: 31186, t0Speedup: 1.10, t0Params: 'mns=512, mnbt=32768', t1Tps: 45540, t1Speedup: 1.60, t1Params: 'mns=512, mnbt=32768, spec=ngram_6', bestSpeedup: 1.60 },
|
| 154 |
+
{ model: 'SmolLM2-360M', family: 'SmolLM2', baseTp: 1, baseTps: 17887, t0Tps: 18844, t0Speedup: 1.05, t0Params: 'mns=512', t1Tps: 23996, t1Speedup: 1.34, t1Params: 'mns=512, spec=ngram_6', bestSpeedup: 1.34 },
|
| 155 |
+
{ model: 'Gemma-3-12B', family: 'Gemma3', baseTp: 1, baseTps: 2999, t0Tps: 2999, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 3046, t1Speedup: 1.02, t1Params: 'gmu=95', bestSpeedup: 1.02 },
|
| 156 |
+
{ model: 'Gemma-3-1B', family: 'Gemma3', baseTp: 1, baseTps: 14838, t0Tps: 16762, t0Speedup: 1.13, t0Params: 'mns=4096, mnbt=32768', t1Tps: 13832, t1Speedup: 0.93, t1Params: 'mns=4096, mnbt=32768, gmu=95', bestSpeedup: 1.13 },
|
| 157 |
+
{ model: 'Gemma-3-270M', family: 'Gemma3', baseTp: 1, baseTps: 22996, t0Tps: 23585, t0Speedup: 1.03, t0Params: 'mnbt=32768', t1Tps: 21030, t1Speedup: 0.91, t1Params: 'mnbt=32768', bestSpeedup: 1.03 },
|
| 158 |
+
{ model: 'Gemma-3-27B', family: 'Gemma3', baseTp: 2, baseTps: 1724, t0Tps: 1724, t0Speedup: 1.00, t0Params: '(baseline)', t1Tps: 1671, t1Speedup: 0.97, t1Params: 'gmu=95', bestSpeedup: 1.00 },
|
| 159 |
+
{ model: 'Gemma-3-4B', family: 'Gemma3', baseTp: 1, baseTps: 8501, t0Tps: 9253, t0Speedup: 1.09, t0Params: 'mns=1024, mnbt=32768', t1Tps: 8361, t1Speedup: 0.98, t1Params: 'mns=1024, mnbt=32768', bestSpeedup: 1.09 },
|
| 160 |
+
{ model: 'GPT-OSS-120B', family: 'GPT-OSS', baseTp: 1, baseTps: 3138, t0Tps: 6117, t0Speedup: 1.95, t0Params: 'tp=2, mns=1024, mnbt=32768', t1Tps: 5450, t1Speedup: 1.74, t1Params: 'tp=2, mns=1024, mnbt=32768', bestSpeedup: 1.95 },
|
| 161 |
+
{ model: 'GPT-OSS-20B', family: 'GPT-OSS', baseTp: 1, baseTps: 12432, t0Tps: 14671, t0Speedup: 1.18, t0Params: 'mns=512, mnbt=16384', t1Tps: 13004, t1Speedup: 1.05, t1Params: 'mns=512, mnbt=16384', bestSpeedup: 1.18 },
|
| 162 |
];
|
| 163 |
|
| 164 |
const FAMILIES = ['Qwen3', 'SmolLM2', 'Gemma3', 'GPT-OSS'];
|
| 165 |
const TIERS = ['Baseline', 'Tier 0', 'Tier 1'];
|
| 166 |
+
const SHAPE_SIZE = 42;
|
| 167 |
+
const TIER_Y_OFFSET = { 'Baseline': -0.38, 'Tier 0': 0, 'Tier 1': 0.38 };
|
| 168 |
+
const margin = { top: 24, right: 62, bottom: 42, left: 148 };
|
| 169 |
|
| 170 |
// ββ Colors & shapes ββ
|
| 171 |
function getFamilyColors() {
|
|
|
|
| 180 |
const familyPalette = getFamilyColors();
|
| 181 |
const familyColor = (family) => familyPalette[FAMILIES.indexOf(family)] || 'var(--primary-color)';
|
| 182 |
|
|
|
|
|
|
|
| 183 |
const shapeGenerators = {
|
| 184 |
'Baseline': d3.symbol().type(d3.symbolCircle),
|
| 185 |
'Tier 0': d3.symbol().type(d3.symbolSquare),
|
| 186 |
'Tier 1': d3.symbol().type(d3.symbolTriangle),
|
| 187 |
};
|
| 188 |
|
|
|
|
|
|
|
|
|
|
| 189 |
// ββ Tooltip ββ
|
| 190 |
let tip = container.querySelector('.d3-tooltip');
|
| 191 |
let tipInner;
|
|
|
|
| 197 |
|
| 198 |
function showTip(html, mx, my) {
|
| 199 |
tipInner.innerHTML = html;
|
|
|
|
|
|
|
| 200 |
const cw = container.clientWidth;
|
| 201 |
let tx = mx + 14, ty = my - 10;
|
| 202 |
+
if (tx + (tip.offsetWidth || 200) > cw - 8) tx = mx - (tip.offsetWidth || 200) - 14;
|
| 203 |
+
if (ty + (tip.offsetHeight || 100) > container.clientHeight) ty = container.clientHeight - (tip.offsetHeight || 100) - 4;
|
| 204 |
if (ty < 0) ty = 4;
|
| 205 |
tip.style.transform = `translate(${tx}px, ${ty}px)`;
|
| 206 |
tip.style.opacity = '1';
|
|
|
|
| 210 |
tip.style.transform = 'translate(-9999px, -9999px)';
|
| 211 |
}
|
| 212 |
|
| 213 |
+
// ββ Shared tooltip event handlers ββ
|
| 214 |
+
function attachTipEvents(sel, opacityFn) {
|
| 215 |
+
sel
|
| 216 |
+
.attr('cursor', 'pointer')
|
| 217 |
+
.on('mouseenter', function (event, d) {
|
| 218 |
+
d3.select(this).attr('opacity', 1);
|
| 219 |
+
const [mx, my] = d3.pointer(event, container);
|
| 220 |
+
showTip(buildTooltip(d), mx, my);
|
| 221 |
+
})
|
| 222 |
+
.on('mousemove', function (event) {
|
| 223 |
+
const [mx, my] = d3.pointer(event, container);
|
| 224 |
+
tip.style.transform = `translate(${mx + 14}px, ${my - 10}px)`;
|
| 225 |
+
})
|
| 226 |
+
.on('mouseleave', function (event, d) {
|
| 227 |
+
d3.select(this).attr('opacity', opacityFn(d));
|
| 228 |
+
hideTip();
|
| 229 |
+
});
|
| 230 |
+
}
|
| 231 |
+
|
| 232 |
+
// ββ Shared axis styling ββ
|
| 233 |
+
function styleAxis(g) {
|
| 234 |
+
g.selectAll('path, line').attr('stroke', 'var(--axis-color)');
|
| 235 |
+
g.selectAll('text').attr('fill', 'var(--tick-color)').style('font-size', '11px');
|
| 236 |
+
}
|
| 237 |
+
|
| 238 |
// ββ SVG ββ
|
| 239 |
const svg = d3.select(container).append('svg').attr('width', '100%').style('display', 'block');
|
| 240 |
const gRoot = svg.append('g');
|
|
|
|
| 255 |
return d;
|
| 256 |
}
|
| 257 |
|
| 258 |
+
// ββ X axis tick format helper ββ
|
| 259 |
+
function xTickFormat() {
|
| 260 |
+
return state.metric === 'throughput'
|
| 261 |
+
? (d => d >= 1000 ? (d / 1000) + 'k' : d)
|
| 262 |
+
: (d => d.toFixed(1) + 'x');
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 263 |
}
|
| 264 |
|
| 265 |
// ββ Render ββ
|
| 266 |
function render() {
|
| 267 |
+
const iw = (container.clientWidth || 800) - margin.left - margin.right;
|
| 268 |
+
const ih = Math.max(400, DATA.length * 36 + margin.top + margin.bottom) - margin.top - margin.bottom;
|
| 269 |
+
svg.attr('width', container.clientWidth || 800).attr('height', ih + margin.top + margin.bottom);
|
| 270 |
+
gRoot.attr('transform', `translate(${margin.left},${margin.top})`);
|
| 271 |
|
| 272 |
+
const data = sortedData();
|
| 273 |
+
const yScale = d3.scaleBand().domain(data.map(d => d.model)).range([0, ih]).padding(0.35);
|
| 274 |
const bandH = yScale.bandwidth();
|
| 275 |
|
| 276 |
+
// X scale
|
| 277 |
let xScale;
|
| 278 |
if (state.metric === 'throughput') {
|
| 279 |
const maxTps = d3.max(data, d => Math.max(d.baseTps, d.t0Tps, d.t1Tps));
|
|
|
|
| 284 |
xScale = d3.scaleLinear().domain([Math.min(0.85, minSpd - 0.05), Math.max(2.05, maxSpd + 0.1)]).range([0, iw]).nice();
|
| 285 |
}
|
| 286 |
|
| 287 |
+
// Grid
|
|
|
|
| 288 |
gRoot.selectAll('.grid').data([0]).join('g').attr('class', 'grid')
|
| 289 |
.call(g => {
|
| 290 |
+
g.selectAll('line').data(xScale.ticks(8), d => d).join('line')
|
|
|
|
| 291 |
.attr('x1', d => xScale(d)).attr('x2', d => xScale(d))
|
| 292 |
.attr('y1', 0).attr('y2', ih)
|
| 293 |
.attr('stroke', 'var(--grid-color)').attr('stroke-width', 1);
|
| 294 |
});
|
| 295 |
|
| 296 |
+
// X axes (bottom + top)
|
| 297 |
+
const fmt = xTickFormat();
|
|
|
|
|
|
|
| 298 |
gRoot.selectAll('.axis-x').data([0]).join('g').attr('class', 'axis-x')
|
| 299 |
.attr('transform', `translate(0,${ih})`)
|
| 300 |
+
.call(d3.axisBottom(xScale).ticks(8).tickFormat(fmt)).call(styleAxis);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 301 |
gRoot.selectAll('.axis-x-top').data([0]).join('g').attr('class', 'axis-x-top')
|
| 302 |
+
.call(d3.axisTop(xScale).ticks(8).tickFormat(fmt)).call(styleAxis);
|
|
|
|
|
|
|
|
|
|
|
|
|
| 303 |
|
| 304 |
+
// X axis label
|
| 305 |
const xLabel = state.metric === 'throughput' ? 'Tokens per second per GPU' : 'Speedup vs baseline';
|
| 306 |
gRoot.selectAll('.x-label').data([0]).join('text').attr('class', 'x-label')
|
| 307 |
.attr('x', iw / 2).attr('y', ih + margin.bottom - 4)
|
| 308 |
.attr('text-anchor', 'middle').attr('fill', 'var(--muted-color)')
|
| 309 |
.attr('font-size', 11).text(xLabel);
|
| 310 |
|
| 311 |
+
// Y axis (model names)
|
| 312 |
gRoot.selectAll('.axis-y').data([0]).join('g').attr('class', 'axis-y')
|
| 313 |
.call(g => {
|
| 314 |
+
g.selectAll('text.y-label-text').data(data, d => d.model).join(
|
|
|
|
| 315 |
enter => enter.append('text').attr('class', 'y-label-text')
|
| 316 |
+
.attr('x', -8).attr('dy', '0.35em').attr('text-anchor', 'end'),
|
|
|
|
| 317 |
update => update,
|
| 318 |
exit => exit.remove()
|
| 319 |
)
|
|
|
|
| 322 |
.text(d => d.model);
|
| 323 |
});
|
| 324 |
|
| 325 |
+
// Reference line at 1.0x in speedup mode
|
| 326 |
gRoot.selectAll('.ref-line').data(state.metric === 'speedup' ? [1.0] : []).join('line')
|
| 327 |
.attr('class', 'ref-line')
|
| 328 |
.attr('x1', d => xScale(d)).attr('x2', d => xScale(d))
|
|
|
|
| 330 |
.attr('stroke', 'var(--text-color)').attr('stroke-width', 1.5)
|
| 331 |
.attr('stroke-dasharray', '4,3').attr('opacity', 0.5);
|
| 332 |
|
| 333 |
+
// View-specific elements
|
| 334 |
if (state.metric === 'throughput') {
|
| 335 |
+
gRoot.selectAll('.speedup-bar').remove();
|
| 336 |
+
renderThroughput(data, xScale, yScale, bandH);
|
| 337 |
} else {
|
| 338 |
+
gRoot.selectAll('.conn-line').remove();
|
| 339 |
+
gRoot.selectAll('.dot').remove();
|
| 340 |
+
renderSpeedup(data, xScale, yScale, bandH);
|
| 341 |
}
|
|
|
|
| 342 |
|
| 343 |
+
// Speedup annotation (shared between both views)
|
| 344 |
+
gRoot.selectAll('.speedup-label').data(data, d => d.model).join('text')
|
| 345 |
+
.attr('class', 'speedup-label')
|
| 346 |
+
.attr('x', iw + 6)
|
| 347 |
+
.attr('y', d => yScale(d.model) + bandH / 2)
|
| 348 |
+
.attr('dy', '0.35em')
|
| 349 |
+
.attr('fill', 'var(--muted-color)')
|
| 350 |
+
.text(d => d.bestSpeedup.toFixed(2) + 'x');
|
| 351 |
+
}
|
| 352 |
|
| 353 |
+
function renderThroughput(data, xScale, yScale, bandH) {
|
| 354 |
// Connecting lines between the three staggered dots
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 355 |
const lineGen = d3.line().x(p => p.x).y(p => p.y);
|
| 356 |
+
const connData = data.map(d => {
|
| 357 |
+
const cy = yScale(d.model) + bandH / 2;
|
| 358 |
+
return {
|
| 359 |
+
model: d.model, family: d.family,
|
| 360 |
+
points: TIERS.map((tier, i) => ({
|
| 361 |
+
x: xScale([d.baseTps, d.t0Tps, d.t1Tps][i]),
|
| 362 |
+
y: cy + TIER_Y_OFFSET[tier] * bandH,
|
| 363 |
+
})),
|
| 364 |
+
};
|
| 365 |
+
});
|
| 366 |
gRoot.selectAll('.conn-line').data(connData, d => d.model).join('path')
|
| 367 |
.attr('class', 'conn-line')
|
| 368 |
.attr('d', d => lineGen(d.points))
|
|
|
|
| 370 |
.attr('stroke', d => familyColor(d.family))
|
| 371 |
.attr('stroke-width', 1.5).attr('opacity', 0.35);
|
| 372 |
|
| 373 |
+
// Dots: 3 per model with vertical stagger
|
| 374 |
const dots = [];
|
| 375 |
data.forEach(d => {
|
| 376 |
+
const cy = yScale(d.model) + bandH / 2;
|
| 377 |
+
const vals = [d.baseTps, d.t0Tps, d.t1Tps];
|
| 378 |
+
TIERS.forEach((tier, i) => {
|
| 379 |
+
dots.push({ ...d, tier, val: vals[i], cx: xScale(vals[i]), cy: cy + TIER_Y_OFFSET[tier] * bandH });
|
| 380 |
});
|
| 381 |
});
|
| 382 |
|
| 383 |
+
const dotSel = gRoot.selectAll('.dot').data(dots, d => d.model + '-' + d.tier).join('path')
|
| 384 |
.attr('class', 'dot')
|
| 385 |
.attr('d', d => shapeGenerators[d.tier].size(SHAPE_SIZE)())
|
| 386 |
.attr('transform', d => `translate(${d.cx},${d.cy})`)
|
| 387 |
.attr('fill', d => familyColor(d.family))
|
| 388 |
.attr('stroke', 'none')
|
| 389 |
+
.attr('opacity', 0.9);
|
| 390 |
+
attachTipEvents(dotSel, () => 0.9);
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|
| 391 |
}
|
| 392 |
|
| 393 |
+
function renderSpeedup(data, xScale, yScale, bandH) {
|
|
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|
| 394 |
const barH = bandH * 0.38;
|
| 395 |
const barData = [];
|
| 396 |
data.forEach(d => {
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|
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|
| 400 |
});
|
| 401 |
|
| 402 |
const oneX = xScale(1.0);
|
| 403 |
+
const barSel = gRoot.selectAll('.speedup-bar').data(barData, d => d.model + '-' + d.tier).join('rect')
|
| 404 |
.attr('class', 'speedup-bar')
|
| 405 |
.attr('x', d => d.val >= 1.0 ? oneX : xScale(d.val))
|
| 406 |
.attr('y', d => d.y)
|
|
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|
| 410 |
.attr('fill', d => familyColor(d.family))
|
| 411 |
.attr('opacity', d => d.tier === 'Tier 0' ? 0.9 : 0.55)
|
| 412 |
.attr('stroke', d => d.val < 1.0 ? '#e05252' : 'none')
|
| 413 |
+
.attr('stroke-width', d => d.val < 1.0 ? 1 : 0);
|
| 414 |
+
attachTipEvents(barSel, d => d.tier === 'Tier 0' ? 0.9 : 0.55);
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|
| 415 |
}
|
| 416 |
|
| 417 |
function buildTooltip(d) {
|
|
|
|
| 427 |
}
|
| 428 |
|
| 429 |
// ββ Controls ββ
|
| 430 |
+
function makeSelect(id, label, options, initial, onChange) {
|
| 431 |
+
const group = document.createElement('div'); group.className = 'control-group';
|
| 432 |
+
const lbl = document.createElement('label'); lbl.textContent = label; lbl.setAttribute('for', id);
|
| 433 |
+
const sel = document.createElement('select'); sel.id = id;
|
| 434 |
+
options.forEach(([v, t]) => {
|
| 435 |
+
const o = document.createElement('option'); o.value = v; o.textContent = t; sel.appendChild(o);
|
| 436 |
+
});
|
| 437 |
+
sel.value = initial;
|
| 438 |
+
sel.addEventListener('change', () => onChange(sel.value));
|
| 439 |
+
group.appendChild(lbl); group.appendChild(sel);
|
| 440 |
+
return group;
|
| 441 |
+
}
|
|
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|
| 442 |
|
| 443 |
+
const controls = document.createElement('div'); controls.className = 'controls';
|
| 444 |
+
controls.appendChild(makeSelect('metric-sel-optsweep', 'Metric',
|
| 445 |
+
[['throughput', 'Throughput'], ['speedup', 'Speedup']], state.metric,
|
| 446 |
+
v => { state.metric = v; render(); }));
|
| 447 |
+
controls.appendChild(makeSelect('sort-sel-optsweep', 'Sort',
|
| 448 |
+
[['speedup', 'By Best Speedup'], ['baseline', 'By Baseline Throughput'], ['family', 'By Model Family']], state.sort,
|
| 449 |
+
v => { state.sort = v; render(); }));
|
| 450 |
container.appendChild(controls);
|
| 451 |
|
| 452 |
// ββ Legend ββ
|
| 453 |
const legend = document.createElement('div'); legend.className = 'legend';
|
|
|
|
|
|
|
| 454 |
const tierTitle = document.createElement('div'); tierTitle.className = 'legend-title'; tierTitle.textContent = 'Legend';
|
| 455 |
legend.appendChild(tierTitle);
|
| 456 |
+
|
| 457 |
+
// Tier shapes
|
| 458 |
const tierSection = document.createElement('div'); tierSection.className = 'legend-section';
|
| 459 |
+
const svgNS = 'http://www.w3.org/2000/svg';
|
| 460 |
TIERS.forEach(tier => {
|
| 461 |
const item = document.createElement('span'); item.className = 'item';
|
|
|
|
|
|
|
| 462 |
const shapeSvg = document.createElementNS(svgNS, 'svg');
|
| 463 |
shapeSvg.setAttribute('width', '14'); shapeSvg.setAttribute('height', '14');
|
| 464 |
+
shapeSvg.setAttribute('viewBox', '-8 -8 16 16'); shapeSvg.style.display = 'block';
|
|
|
|
| 465 |
const path = document.createElementNS(svgNS, 'path');
|
| 466 |
path.setAttribute('d', shapeGenerators[tier].size(SHAPE_SIZE)());
|
| 467 |
path.setAttribute('fill', 'var(--text-color)');
|
|
|
|
| 472 |
});
|
| 473 |
legend.appendChild(tierSection);
|
| 474 |
|
| 475 |
+
// Family colors
|
| 476 |
const famSection = document.createElement('div'); famSection.className = 'legend-section'; famSection.style.marginTop = '4px';
|
| 477 |
FAMILIES.forEach((fam, i) => {
|
| 478 |
const item = document.createElement('span'); item.className = 'item';
|