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poster/images/fig_k_law.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
poster/images/fig_scores.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
poster/images/fig_speedup.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
poster/images/fig_temperature.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
poster/poster.html
CHANGED
|
@@ -876,8 +876,10 @@
|
|
| 876 |
padding-bottom on a column's LAST card raises its measured bottom without
|
| 877 |
re-wrapping any text. Only ever used for a < 1-line residual. */
|
| 878 |
.pb-10 { padding-bottom: calc(10 * var(--u)); }
|
| 879 |
-
.pb-
|
| 880 |
-
.pb-
|
|
|
|
|
|
|
| 881 |
|
| 882 |
.mb-1 { margin-bottom: calc(1 * var(--u)); }
|
| 883 |
.mb-2 { margin-bottom: calc(2 * var(--u)); }
|
|
@@ -951,7 +953,7 @@
|
|
| 951 |
<div class="banner-stats">
|
| 952 |
<div class="bs-item"><div class="bs-num">+4.69</div><div class="bs-label">CCD on HumanEval<br>(paper: +4.65) ✓</div></div>
|
| 953 |
<div class="bs-item"><div class="bs-num">1.02×</div><div class="bs-label">measured speedup<br>(paper: 3.48×) ✗</div></div>
|
| 954 |
-
<div class="bs-item"><div class="bs-num">8/8</div><div class="bs-label">configs match the<br>ceiling (
|
| 955 |
<div class="bs-item"><div class="bs-num">V≈16</div><div class="bs-label">recovers the paper's<br>numbers, not V=4</div></div>
|
| 956 |
</div>
|
| 957 |
</section>
|
|
@@ -1006,7 +1008,7 @@
|
|
| 1006 |
</p>
|
| 1007 |
</div>
|
| 1008 |
|
| 1009 |
-
<div class="card pb-
|
| 1010 |
<div class="section-title"><span class="num">4</span><span class="st-text">Scope, cost & what's next</span></div>
|
| 1011 |
<p class="body-text">
|
| 1012 |
<strong>~7 GPU-h on one L40S, ~$13</strong>, against ~250 GPU-h (~$450) to run all of Table 1 at
|
|
@@ -1028,7 +1030,7 @@
|
|
| 1028 |
<div class="section-title"><span class="num">5</span><span class="st-text">Theory: Prop. 1 ✓, Prop. 2 ✗</span></div>
|
| 1029 |
<p class="body-text">
|
| 1030 |
<strong>Prop. 1</strong> — <em>H(x|s) = H(x|c,s) + I(x;c|s)</em> — is a correct identity, exact to
|
| 1031 |
-
<strong>
|
| 1032 |
</p>
|
| 1033 |
<p class="body-text mt-3">
|
| 1034 |
<strong>Prop. 2 does not follow.</strong> Lemma 1 is an <em>upper</em> bound; Eq. (12) swaps its RHS for a
|
|
@@ -1059,14 +1061,14 @@
|
|
| 1059 |
</p>
|
| 1060 |
</div>
|
| 1061 |
|
| 1062 |
-
<div class="card pb-
|
| 1063 |
<div class="section-title"><span class="num">7</span><span class="st-text">Measured: the budget starves</span></div>
|
| 1064 |
<figure class="figure">
|
| 1065 |
<img class="w-90" src="images/fig_ic_hist.png" alt="Histogram of intersection size">
|
| 1066 |
<div class="caption">At V=4, d=3 the intersection holds exactly one candidate in 72% of steps — Eq. (20)'s budget has nothing to adapt with.</div>
|
| 1067 |
</figure>
|
| 1068 |
<p class="body-text mt-3 fs-4">
|
| 1069 |
-
The stability heuristic — the part the paper describes tuning — passes <strong>
|
| 1070 |
</p>
|
| 1071 |
</div>
|
| 1072 |
|
|
@@ -1077,8 +1079,8 @@
|
|
| 1077 |
<div class="card" data-measure-role="card">
|
| 1078 |
<div class="section-title"><span class="num">8</span><span class="st-text">The ceiling predicts, 8/8</span></div>
|
| 1079 |
<figure class="figure">
|
| 1080 |
-
<img class="w-
|
| 1081 |
-
<div class="caption">Predicted from the equations before any run, then measured on Dream-7B: mean absolute error
|
| 1082 |
</figure>
|
| 1083 |
<p class="body-text mt-3 fs-4">
|
| 1084 |
It holds on the <em>d</em> axis too: d=1→1.95 (predicted 2.00), d=2→1.31 (1.33), d=3→1.01 (1.00).
|
|
@@ -1095,19 +1097,18 @@
|
|
| 1095 |
<table class="result-table">
|
| 1096 |
<thead><tr><th></th><th>paper</th><th>V=4</th><th>V=16</th></tr></thead>
|
| 1097 |
<tbody>
|
| 1098 |
-
<tr><td>CCD Δ</td><td>+1.83</td><td>−1.56</td><td class="num-cell">+1.
|
| 1099 |
<tr><td>DS steps</td><td>75.2</td><td>252.1</td><td class="num-cell">70.3 ✓</td></tr>
|
| 1100 |
<tr><td>DS speedup</td><td>3.48×</td><td>1.02×</td><td class="num-cell">3.64× ✓</td></tr>
|
| 1101 |
</tbody>
|
| 1102 |
</table>
|
| 1103 |
<p class="body-text mt-3">
|
| 1104 |
On HumanEval too: the bound says 3.04× needs V≥12.2; <strong>V=12 gives 2.89×</strong>. The
|
| 1105 |
-
published <span class="keyword">V=4</span>
|
| 1106 |
-
single V reproduces both headline numbers at once.
|
| 1107 |
</p>
|
| 1108 |
</div>
|
| 1109 |
|
| 1110 |
-
<div class="card" data-logbook-target="claim-3-trip-plan-speedup-and-score-dream-7b" data-measure-role="card">
|
| 1111 |
<div class="section-title"><span class="num">10</span><span class="st-text">Claim 3 — Trip Plan</span></div>
|
| 1112 |
<table class="result-table">
|
| 1113 |
<thead><tr><th>arm</th><th>paper</th><th>ours</th><th>speedup</th></tr></thead>
|
|
@@ -1143,33 +1144,31 @@
|
|
| 1143 |
</tbody>
|
| 1144 |
</table>
|
| 1145 |
<p class="body-text mt-3">
|
| 1146 |
-
|
| 1147 |
-
|
| 1148 |
-
programs: a real effect.
|
| 1149 |
</p>
|
| 1150 |
</div>
|
| 1151 |
|
| 1152 |
<div class="card" data-logbook-target="claim-5-historical-buffer-size-ablation" data-measure-role="card">
|
| 1153 |
<div class="section-title"><span class="num">12</span><span class="st-text">Claim 5 — buffer ablation</span></div>
|
| 1154 |
<figure class="figure">
|
| 1155 |
-
<img class="w-
|
| 1156 |
<div class="caption">Accuracy falls monotonically and never beats baseline. The paper's 70% peak at size 4; we measure 50.0, under our 52.5 baseline.</div>
|
| 1157 |
</figure>
|
| 1158 |
<p class="body-text mt-3 fs-4">
|
| 1159 |
-
The reported "95.54 steps at buffer 4" sits between our V=8 (132.8) and V=16 (68.6) —
|
| 1160 |
-
V≈11 again, from a different figure.
|
| 1161 |
</p>
|
| 1162 |
</div>
|
| 1163 |
|
| 1164 |
-
<div class="card pb-
|
| 1165 |
<div class="section-title"><span class="num">13</span><span class="st-text">Claim 6 — temperature</span></div>
|
| 1166 |
<figure class="figure">
|
| 1167 |
-
<img class="w-
|
| 1168 |
<div class="caption">The gain appears only at T=0 (+6.25 vs +9.8 claimed); at every other temperature CCD-DS is worse or level.</div>
|
| 1169 |
</figure>
|
| 1170 |
<p class="body-text mt-3 fs-4">
|
| 1171 |
-
|
| 1172 |
-
|
| 1173 |
</p>
|
| 1174 |
</div>
|
| 1175 |
|
|
|
|
| 876 |
padding-bottom on a column's LAST card raises its measured bottom without
|
| 877 |
re-wrapping any text. Only ever used for a < 1-line residual. */
|
| 878 |
.pb-10 { padding-bottom: calc(10 * var(--u)); }
|
| 879 |
+
.pb-9 { padding-bottom: calc(9 * var(--u)); }
|
| 880 |
+
.pb-7 { padding-bottom: calc(7 * var(--u)); }
|
| 881 |
+
.pb-8 { padding-bottom: calc(8 * var(--u)); }
|
| 882 |
+
.pb-12 { padding-bottom: calc(12 * var(--u)); }
|
| 883 |
|
| 884 |
.mb-1 { margin-bottom: calc(1 * var(--u)); }
|
| 885 |
.mb-2 { margin-bottom: calc(2 * var(--u)); }
|
|
|
|
| 953 |
<div class="banner-stats">
|
| 954 |
<div class="bs-item"><div class="bs-num">+4.69</div><div class="bs-label">CCD on HumanEval<br>(paper: +4.65) ✓</div></div>
|
| 955 |
<div class="bs-item"><div class="bs-num">1.02×</div><div class="bs-label">measured speedup<br>(paper: 3.48×) ✗</div></div>
|
| 956 |
+
<div class="bs-item"><div class="bs-num">8/8</div><div class="bs-label">configs match the<br>ceiling (1.9% err)</div></div>
|
| 957 |
<div class="bs-item"><div class="bs-num">V≈16</div><div class="bs-label">recovers the paper's<br>numbers, not V=4</div></div>
|
| 958 |
</div>
|
| 959 |
</section>
|
|
|
|
| 1008 |
</p>
|
| 1009 |
</div>
|
| 1010 |
|
| 1011 |
+
<div class="card pb-12" data-logbook-target="conclusion" data-measure-role="card">
|
| 1012 |
<div class="section-title"><span class="num">4</span><span class="st-text">Scope, cost & what's next</span></div>
|
| 1013 |
<p class="body-text">
|
| 1014 |
<strong>~7 GPU-h on one L40S, ~$13</strong>, against ~250 GPU-h (~$450) to run all of Table 1 at
|
|
|
|
| 1030 |
<div class="section-title"><span class="num">5</span><span class="st-text">Theory: Prop. 1 ✓, Prop. 2 ✗</span></div>
|
| 1031 |
<p class="body-text">
|
| 1032 |
<strong>Prop. 1</strong> — <em>H(x|s) = H(x|c,s) + I(x;c|s)</em> — is a correct identity, exact to
|
| 1033 |
+
<strong>machine precision</strong> (max |LHS−RHS| ~2e-15 over 2000 random joints).
|
| 1034 |
</p>
|
| 1035 |
<p class="body-text mt-3">
|
| 1036 |
<strong>Prop. 2 does not follow.</strong> Lemma 1 is an <em>upper</em> bound; Eq. (12) swaps its RHS for a
|
|
|
|
| 1061 |
</p>
|
| 1062 |
</div>
|
| 1063 |
|
| 1064 |
+
<div class="card pb-9" data-logbook-target="claim-1-ccd-sliding-window-buffer-approximates-the-marginal" data-measure-role="card">
|
| 1065 |
<div class="section-title"><span class="num">7</span><span class="st-text">Measured: the budget starves</span></div>
|
| 1066 |
<figure class="figure">
|
| 1067 |
<img class="w-90" src="images/fig_ic_hist.png" alt="Histogram of intersection size">
|
| 1068 |
<div class="caption">At V=4, d=3 the intersection holds exactly one candidate in 72% of steps — Eq. (20)'s budget has nothing to adapt with.</div>
|
| 1069 |
</figure>
|
| 1070 |
<p class="body-text mt-3 fs-4">
|
| 1071 |
+
The stability heuristic — the part the paper describes tuning — passes on <strong>96.1%</strong> of candidates. It is not the bottleneck; the intersection is.
|
| 1072 |
</p>
|
| 1073 |
</div>
|
| 1074 |
|
|
|
|
| 1079 |
<div class="card" data-measure-role="card">
|
| 1080 |
<div class="section-title"><span class="num">8</span><span class="st-text">The ceiling predicts, 8/8</span></div>
|
| 1081 |
<figure class="figure">
|
| 1082 |
+
<img class="w-80" src="images/fig_k_law.png" alt="Predicted vs measured tokens per step">
|
| 1083 |
+
<div class="caption">Predicted from the equations before any run, then measured on Dream-7B: mean absolute error 1.9%, worst case 6.7%. Nothing here is fitted.</div>
|
| 1084 |
</figure>
|
| 1085 |
<p class="body-text mt-3 fs-4">
|
| 1086 |
It holds on the <em>d</em> axis too: d=1→1.95 (predicted 2.00), d=2→1.31 (1.33), d=3→1.01 (1.00).
|
|
|
|
| 1097 |
<table class="result-table">
|
| 1098 |
<thead><tr><th></th><th>paper</th><th>V=4</th><th>V=16</th></tr></thead>
|
| 1099 |
<tbody>
|
| 1100 |
+
<tr><td>CCD Δ</td><td>+1.83</td><td>−1.56</td><td class="num-cell">+1.56 ✓</td></tr>
|
| 1101 |
<tr><td>DS steps</td><td>75.2</td><td>252.1</td><td class="num-cell">70.3 ✓</td></tr>
|
| 1102 |
<tr><td>DS speedup</td><td>3.48×</td><td>1.02×</td><td class="num-cell">3.64× ✓</td></tr>
|
| 1103 |
</tbody>
|
| 1104 |
</table>
|
| 1105 |
<p class="body-text mt-3">
|
| 1106 |
On HumanEval too: the bound says 3.04× needs V≥12.2; <strong>V=12 gives 2.89×</strong>. The
|
| 1107 |
+
published <span class="keyword">V=4</span> appears to fit neither benchmark.
|
|
|
|
| 1108 |
</p>
|
| 1109 |
</div>
|
| 1110 |
|
| 1111 |
+
<div class="card pb-7" data-logbook-target="claim-3-trip-plan-speedup-and-score-dream-7b" data-measure-role="card">
|
| 1112 |
<div class="section-title"><span class="num">10</span><span class="st-text">Claim 3 — Trip Plan</span></div>
|
| 1113 |
<table class="result-table">
|
| 1114 |
<thead><tr><th>arm</th><th>paper</th><th>ours</th><th>speedup</th></tr></thead>
|
|
|
|
| 1144 |
</tbody>
|
| 1145 |
</table>
|
| 1146 |
<p class="body-text mt-3">
|
| 1147 |
+
Unanimous but underpowered: <strong>3 of 64</strong> improved, none worsened, <em>p=0.250</em>. CCD drove
|
| 1148 |
+
96% of steps and rewrote 33% of programs.
|
|
|
|
| 1149 |
</p>
|
| 1150 |
</div>
|
| 1151 |
|
| 1152 |
<div class="card" data-logbook-target="claim-5-historical-buffer-size-ablation" data-measure-role="card">
|
| 1153 |
<div class="section-title"><span class="num">12</span><span class="st-text">Claim 5 — buffer ablation</span></div>
|
| 1154 |
<figure class="figure">
|
| 1155 |
+
<img class="w-80" src="images/fig_ablation_score.png" alt="Accuracy vs buffer width">
|
| 1156 |
<div class="caption">Accuracy falls monotonically and never beats baseline. The paper's 70% peak at size 4; we measure 50.0, under our 52.5 baseline.</div>
|
| 1157 |
</figure>
|
| 1158 |
<p class="body-text mt-3 fs-4">
|
| 1159 |
+
The reported "95.54 steps at buffer 4" sits between our V=8 (132.8) and V=16 (68.6) — V≈11 again.
|
|
|
|
| 1160 |
</p>
|
| 1161 |
</div>
|
| 1162 |
|
| 1163 |
+
<div class="card pb-8" data-logbook-target="claim-6-temperature-robustness" data-measure-role="card">
|
| 1164 |
<div class="section-title"><span class="num">13</span><span class="st-text">Claim 6 — temperature</span></div>
|
| 1165 |
<figure class="figure">
|
| 1166 |
+
<img class="w-75" src="images/fig_temperature.png" alt="pass@1 vs sampling temperature, baseline vs CCD-DS">
|
| 1167 |
<div class="caption">The gain appears only at T=0 (+6.25 vs +9.8 claimed); at every other temperature CCD-DS is worse or level.</div>
|
| 1168 |
</figure>
|
| 1169 |
<p class="body-text mt-3 fs-4">
|
| 1170 |
+
At T=0, <strong>50.0 vs 43.75</strong>. <strong>Caveat:</strong> n=16, and T=0.1/0.4/0.7 sit inside the
|
| 1171 |
+
collapse regime — our weakest test.
|
| 1172 |
</p>
|
| 1173 |
</div>
|
| 1174 |
|
poster/poster_embed.html
CHANGED
|
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See raw diff
|
|
|
poster/poster_preview.pdf
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:96106d4bf2f1c6255e7cf74e44ca5bd15292b6c8a29e1d4ce8e41ea8c4152258
|
| 3 |
+
size 1561997
|
poster/poster_preview.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
scripts/export_png.py
CHANGED
|
@@ -3,12 +3,11 @@
|
|
| 3 |
Poster figure slots render at ~756x454 px at 96ppi, and posterly's asset gate
|
| 4 |
wants >=1.5x that; we export at scale=3 (~2700x1290) to clear it comfortably.
|
| 5 |
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
colliding with the plot area.
|
| 12 |
"""
|
| 13 |
import os, sys
|
| 14 |
sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
|
|
@@ -30,43 +29,12 @@ spec.loader.exec_module(mf)
|
|
| 30 |
OUTDIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "poster", "images")
|
| 31 |
os.makedirs(OUTDIR, exist_ok=True)
|
| 32 |
|
| 33 |
-
# Poster titles must be SHORT: at poster type size the web titles overrun the
|
| 34 |
-
# 900px canvas and get clipped (the y-axis title then collides with them). The
|
| 35 |
-
# detail they carry is already in each figure's poster caption, so the title
|
| 36 |
-
# only has to name the quantity.
|
| 37 |
-
SHORT_TITLES = {
|
| 38 |
-
"fig_ic_hist": "Intersection size |I<sup>c</sup><sub>t</sub>| at V=4, d=3",
|
| 39 |
-
"fig_k_law": "Throughput follows k = max(1, V/(d+1))",
|
| 40 |
-
"fig_ablation_score": "Accuracy vs buffer width (n=40)",
|
| 41 |
-
"fig_speedup": "Speedup: measured vs claimed",
|
| 42 |
-
"fig_scores": "Scores: measured vs paper",
|
| 43 |
-
"fig_temperature": "CCD gain vs temperature",
|
| 44 |
-
}
|
| 45 |
-
|
| 46 |
-
SHORT_XTITLES = {
|
| 47 |
-
"fig_ic_hist": "|I<sup>c</sup><sub>t</sub>| (0 = fallback to baseline)",
|
| 48 |
-
}
|
| 49 |
-
|
| 50 |
# monkeypatch save() to also emit a PNG
|
| 51 |
orig_save = mf.save
|
| 52 |
def save_png(fig, name, rows, header):
|
| 53 |
-
p, c = orig_save(fig, name, rows, header)
|
| 54 |
png = os.path.join(OUTDIR, name + ".png")
|
| 55 |
-
fig.update_layout(
|
| 56 |
-
width=900, height=400,
|
| 57 |
-
title=dict(text=SHORT_TITLES.get(name), font=dict(size=27)),
|
| 58 |
-
font=dict(size=24), # ticks + axis titles
|
| 59 |
-
legend=dict(font=dict(size=22)),
|
| 60 |
-
margin=dict(l=20, r=40, t=110, b=20), # automargin grows l/b as needed
|
| 61 |
-
)
|
| 62 |
-
# let plotly reserve room for the axis titles instead of letting them
|
| 63 |
-
# collide with the plot area or the figure title
|
| 64 |
-
fig.update_xaxes(automargin=True)
|
| 65 |
-
fig.update_yaxes(automargin=True)
|
| 66 |
-
if name in SHORT_XTITLES: # match the sub/superscripts used in the title
|
| 67 |
-
fig.update_xaxes(title_text=SHORT_XTITLES[name])
|
| 68 |
-
fig.update_traces(textfont_size=22, selector=lambda t: hasattr(t, "textfont"))
|
| 69 |
-
fig.update_annotations(font_size=21)
|
| 70 |
fig.write_image(png, scale=3)
|
| 71 |
print(" png:", png)
|
| 72 |
return p, c
|
|
|
|
| 3 |
Poster figure slots render at ~756x454 px at 96ppi, and posterly's asset gate
|
| 4 |
wants >=1.5x that; we export at scale=3 (~2700x1290) to clear it comfortably.
|
| 5 |
|
| 6 |
+
Type size is deliberately NOT touched here. posterly's figure standard (SKILL.md
|
| 7 |
+
Step 2 + Gate A) sets legibility with two levers -- autocrop the whitespace so the
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plot fills its box, then size the figure at 70-100% of card width for AR>1.3 --
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not by inflating fonts. Scaling the type up here previously overran the 900px
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canvas and clipped the titles into the y-axis labels.
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"""
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import os, sys
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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OUTDIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "poster", "images")
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os.makedirs(OUTDIR, exist_ok=True)
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# monkeypatch save() to also emit a PNG
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orig_save = mf.save
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def save_png(fig, name, rows, header):
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+
p, c = orig_save(fig, name, rows, header)
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png = os.path.join(OUTDIR, name + ".png")
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+
fig.update_layout(width=900, height=430)
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fig.write_image(png, scale=3)
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print(" png:", png)
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| 40 |
return p, c
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