Stadium relaunch: full 127-page deep-dive report -- per-cell, per-ISA,

every factor interaction, and a raw-data appendix

Expanded the campaign-mechanism validation report from a condensed
6-page summary into the full depth Captain Bob asked for: analyze all 9
cells as a conglomerate Latin square, then dive into each cell's own
data, then cover every within-ISA and cross-factor interaction
explicitly rather than averaging it away.

Report structure (127 pages, compiled clean, no undefined references):
- Front matter: context, methodology, the SWAP-MTX bug narrative
  (console-interleaving fix + the Fisher-Yates correctness bug and its
  fix, both already committed separately)
- Layer 1: aggregate 3x3 Latin square (heatmap, invariant-metrics table)
- Per-Cell Deep Dive (9 sections): cfg-level distribution, summary
  table, and a rep-order execution-trajectory chart per cell -- the
  trajectory charts are what actually visualize the order-dependence
  finding rather than just stating it
- Per-ISA Deep Dive (3 sections): within-architecture seed comparison
  (violin plots, Kruskal-Wallis, per-factor main effects)
- Factor Interactions (6 sections, every pairwise combination of the 4
  L8 binary factors): both infer_dec_q and early_exit interaction plots
  faceted by architecture, plus the three-way
  factor x factor x architecture significance test
- Per-Factor Response (4 sections): linear response by architecture,
  with an explicit note that a true quadratic term isn't identifiable
  from this 2-level factorial design
- Appendix: full run_id-ordered raw data, all 4,320 rows across all 9
  cells, as the primary-source backing for every statistic above

Generated programmatically (analyse_stadium_relaunch_fixed.R for the
aggregate layer, generate_stadium_deepdive.R for the per-cell/per-ISA/
interaction/appendix layers) rather than hand-authored, since content at
this scale needs to be data-driven to stay honest.

Also includes analyse_stadium_relaunch.R, the earlier script built
against the pre-fix (buggy-shuffle) dataset -- superseded but kept for
the record, matching how the underlying data commits were handled.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
This commit is contained in:
Robert Allan James
2026-08-20 13:10:01 -04:00
co-authored by Claude Sonnet 5
parent dbe4b671a1
commit cf5b08fb65
140 changed files with 18891 additions and 0 deletions
@@ -0,0 +1,251 @@
#!/usr/bin/env Rscript
# analyse_stadium_relaunch_fixed.R
# StarForth LithosAnanke -- EXEC-DOE 3x3 Latin square campaign, re-run on
# the post-item-4.6 Stadium substrate AND against the fixed SWAP-MTX
# shuffle (2026-08-20). Supersedes analyse_stadium_relaunch.R's dataset
# (acl-rwt-20260820/, buggy shuffle) with acl-rwt-20260820-fixed/.
#
# Two layers, per Captain Bob's own framing:
# 1. Aggregate -- all 9 cells as a conglomerate Latin square.
# 2. Per-cell / per-ISA -- each cell's own internal pattern, and how
# each ISA's three seeds hold up against each other (subtle
# within-ISA interactions), including 2-way factor interactions and
# quadratic (factor^2) terms.
suppressPackageStartupMessages({
library(ggplot2)
library(svglite)
library(dplyr)
library(tidyr)
library(scales)
library(patchwork)
})
SCRIPT_DIR <- tryCatch(
dirname(normalizePath(sys.frames()[[1]]$ofile)),
error = function(e) getwd()
)
BASE_DIR <- normalizePath(file.path(SCRIPT_DIR, ".."))
RUNS_DIR <- file.path(BASE_DIR, "runs", "acl-rwt-20260820-fixed")
OUT_CHARTS <- file.path(SCRIPT_DIR, "charts")
OUT_TABLES <- file.path(SCRIPT_DIR, "tables")
dir.create(OUT_CHARTS, showWarnings = FALSE, recursive = TRUE)
dir.create(OUT_TABLES, showWarnings = FALSE, recursive = TRUE)
cat("══════════════════════════════════════════════════════════════════\n")
cat(" StarForth LithosAnanke -- Stadium relaunch, FIXED shuffle\n")
cat(" Item 5.1 / F.3 -- campaign-mechanism + factor analysis, 2026-08-20\n")
cat("══════════════════════════════════════════════════════════════════\n\n")
arch_colours <- c(amd64 = "#E07B39", aarch64 = "#4A90D9", riscv64 = "#50C878")
theme_light_sf <- function(base = 11) {
theme_minimal(base_size = base) %+replace% theme(
panel.grid.minor = element_blank(),
panel.grid.major = element_line(colour = "grey90"),
strip.text = element_text(face = "bold"),
plot.title = element_text(face = "bold", size = base + 1),
plot.subtitle = element_text(colour = "grey40", size = base - 2),
legend.position = "bottom",
legend.key.size = unit(0.5, "cm")
)
}
theme_dark_sf <- function(base = 11) {
theme_minimal(base_size = base) %+replace% theme(
panel.background = element_rect(fill = "#0d0d0d", colour = NA),
plot.background = element_rect(fill = "#0d0d0d", colour = NA),
panel.grid.major = element_line(colour = "#1e1e1e"),
panel.grid.minor = element_blank(),
axis.text = element_text(colour = "#aaaaaa"),
axis.title = element_text(colour = "#cccccc"),
strip.text = element_text(colour = "white", face = "bold"),
plot.title = element_text(colour = "white", face = "bold", size = base + 1),
plot.subtitle = element_text(colour = "#666666", size = base - 2),
legend.text = element_text(colour = "#aaaaaa"),
legend.title = element_text(colour = "#cccccc"),
legend.background = element_rect(fill = "#0d0d0d", colour = NA),
legend.position = "bottom",
legend.key.size = unit(0.5, "cm")
)
}
save_svg <- function(plot, name, w = 12, h = 7) {
path <- file.path(OUT_CHARTS, paste0(name, ".svg"))
svglite(path, width = w, height = h); print(plot); dev.off()
cat(sprintf(" Saved: %s.svg\n", name))
invisible(path)
}
col_names <- c("run_id", "cfg", "rep", "ent_in", "cv_in", "tmp_in", "stb_in",
"l8_mode", "win_div", "infer_win", "infer_dec_q", "infer_var_q",
"early_exit", "bc_mean_q", "bb_mean_q", "fit_q")
archs <- c("amd64", "aarch64", "riscv64")
seeds <- c("12345", "67890", "13579")
load_cell <- function(arch, seed) {
f <- file.path(RUNS_DIR, sprintf("%s-seed%s.csv", arch, seed))
df <- read.csv(f, header = TRUE)
names(df) <- col_names
df$arch <- arch; df$seed <- seed
df$ent_f <- factor(ifelse(df$ent_in > 0, "hi", "lo"))
df$cv_f <- factor(ifelse(df$cv_in > 0, "hi", "lo"))
df$tmp_f <- factor(ifelse(df$tmp_in > 0, "hi", "lo"))
df$stb_f <- factor(ifelse(df$stb_in > 0, "hi", "lo"))
df
}
cat("Loading 9 cells (fixed-shuffle dataset)...\n")
all_data <- bind_rows(lapply(archs, function(a) bind_rows(lapply(seeds, function(s) load_cell(a, s)))))
cat(sprintf(" Total rows: %d (expect 4320)\n", nrow(all_data)))
all_data$arch <- factor(all_data$arch, levels = archs)
all_data$seed <- factor(all_data$seed, levels = seeds)
# ══════════════════════════════════════════════════════════════════════
# LAYER 1 -- AGGREGATE: all 9 cells as a conglomerate Latin square
# ══════════════════════════════════════════════════════════════════════
cell_summary <- all_data %>%
group_by(arch, seed) %>%
summarise(
n_rows = n(), n_cfg = n_distinct(cfg), n_run_id = n_distinct(run_id),
mean_infer_dec_q = mean(infer_dec_q), sd_infer_dec_q = sd(infer_dec_q),
early_exit_rate = mean(early_exit),
l8_mode_const = length(unique(l8_mode)) == 1,
win_div_const = length(unique(win_div)) == 1,
fit_q_const = length(unique(fit_q)) == 1,
.groups = "drop"
)
write.csv(cell_summary, file.path(OUT_TABLES, "stadium_fixed_cell_summary.csv"), row.names = FALSE)
cat("\nPer-cell summary (Layer 1 -- aggregate view):\n"); print(as.data.frame(cell_summary))
# Confirms the invariant metrics: l8_mode/win_div/infer_win/infer_var_q/
# bc_mean_q/bb_mean_q/fit_q are all zero-variance across all 9 cells --
# same extreme-determinism result survives the shuffle fix (expected:
# the shuffle bug affected WHICH (cfg,rep) pairs got visited, not the
# underlying physics/inference computation).
invariant_check <- all_data %>%
summarise(across(c(l8_mode, win_div, infer_win, infer_var_q, bc_mean_q, bb_mean_q, fit_q),
n_distinct))
cat("\nInvariant-metric check across ALL 4320 rows (expect all = 1):\n")
print(as.data.frame(invariant_check))
# ══════════════════════════════════════════════════════════════════════
# FIGURE 1: Latin-square heatmap -- mean infer_dec_q per (arch, seed) cell
# ══════════════════════════════════════════════════════════════════════
cat("\n[F1] Aggregate Latin-square heatmap (light + dark)...\n")
make_heatmap <- function(dark = FALSE) {
thm <- if (dark) theme_dark_sf() else theme_light_sf()
txt <- if (dark) "white" else "grey10"
ggplot(cell_summary, aes(x = seed, y = arch, fill = mean_infer_dec_q)) +
geom_tile(colour = if (dark) "#0d0d0d" else "white", linewidth = 1.5) +
geom_text(aes(label = sprintf("%.1f\n(sd=%.1f)", mean_infer_dec_q, sd_infer_dec_q)),
colour = txt, fontface = "bold", size = 3.6, lineheight = 0.9) +
scale_fill_gradient(low = "#4A90D9", high = "#E07B39", name = "mean infer_dec_q") +
labs(title = "Aggregate Latin Square -- mean infer_dec_q per cell",
subtitle = "9 cells, 480 runs each, fixed Fisher-Yates shuffle, Stadium substrate",
x = "Seed", y = "Architecture") +
thm
}
save_svg(make_heatmap(FALSE), "stadium_fixed_latin_square_light", w = 9, h = 6)
save_svg(make_heatmap(TRUE), "stadium_fixed_latin_square_dark", w = 9, h = 6)
# ══════════════════════════════════════════════════════════════════════
# LAYER 2a -- PER-ISA: how each ISA's three seeds hold up against each
# other (within-ISA consistency, the "subtle interactions ... within the
# ISA itself" Captain Bob asked for)
# ══════════════════════════════════════════════════════════════════════
cat("\n[F2] Per-ISA seed comparison, infer_dec_q distribution (light + dark)...\n")
make_isa_panel <- function(dark = FALSE) {
thm <- if (dark) theme_dark_sf() else theme_light_sf()
ggplot(all_data, aes(x = seed, y = infer_dec_q, fill = arch)) +
geom_boxplot(alpha = 0.85, outlier.size = 0.5, outlier.alpha = 0.4) +
scale_fill_manual(values = arch_colours, guide = "none") +
facet_wrap(~arch, nrow = 1) +
labs(title = "Within-ISA Seed Consistency -- infer_dec_q by Seed, Faceted by ISA",
subtitle = "Each panel: one ISA's 3 seeds side by side (480 runs/seed)",
x = "Seed", y = "infer_dec_q") +
thm
}
save_svg(make_isa_panel(FALSE), "stadium_fixed_isa_seed_panel_light", w = 12, h = 6)
save_svg(make_isa_panel(TRUE), "stadium_fixed_isa_seed_panel_dark", w = 12, h = 6)
# Kruskal-Wallis: does seed matter WITHIN each ISA?
kw_within_isa <- lapply(archs, function(a) {
sub <- filter(all_data, arch == a)
kw <- kruskal.test(infer_dec_q ~ seed, data = sub)
data.frame(arch = a, H = unname(kw$statistic), df = unname(kw$parameter), p = kw$p.value)
})
kw_within_isa_df <- bind_rows(kw_within_isa)
write.csv(kw_within_isa_df, file.path(OUT_TABLES, "stadium_fixed_kw_within_isa.csv"), row.names = FALSE)
cat("\nWithin-ISA seed effect (Kruskal-Wallis, infer_dec_q ~ seed, per ISA):\n")
print(kw_within_isa_df)
# ══════════════════════════════════════════════════════════════════════
# LAYER 2b -- CROSS-ISA interaction + quadratic terms on infer_dec_q
# ══════════════════════════════════════════════════════════════════════
cat("\n[F3] Factor model: infer_dec_q ~ factors * arch (2-way interactions + quadratic)...\n")
all_data$ent_q <- (all_data$ent_in / 49152)^2
all_data$cv_q <- (all_data$cv_in / 9830)^2
all_data$tmp_q <- (all_data$tmp_in / 32768)^2
all_data$stb_q <- (all_data$stb_in / 32768)^2
fit_full <- lm(infer_dec_q ~ (ent_f + cv_f + tmp_f + stb_f) * arch +
ent_q + cv_q + tmp_q + stb_q, data = all_data)
anova_full <- anova(fit_full)
capture.output(print(anova_full), file = file.path(OUT_TABLES, "stadium_fixed_anova_full.txt"))
cat("\nANOVA -- infer_dec_q ~ (4 factors) * arch + quadratic terms:\n")
print(anova_full)
# Logistic regression: early_exit ~ factors * arch
fit_logit <- glm(early_exit ~ (ent_f + cv_f + tmp_f + stb_f) * arch,
data = all_data, family = binomial())
capture.output(print(summary(fit_logit)), file = file.path(OUT_TABLES, "stadium_fixed_logit_early_exit.txt"))
cat("\nLogistic regression -- early_exit ~ (4 factors) * arch (summary saved to tables/).\n")
# ══════════════════════════════════════════════════════════════════════
# FIGURE 2: interaction plot -- ent_f x tmp_f, faceted by arch
# ══════════════════════════════════════════════════════════════════════
cat("\n[F4] Interaction plot: ent_in x tmp_in on infer_dec_q, by ISA (light + dark)...\n")
interaction_df <- all_data %>%
group_by(arch, ent_f, tmp_f) %>%
summarise(mean_dec = mean(infer_dec_q), se = sd(infer_dec_q)/sqrt(n()), .groups = "drop")
make_interaction <- function(dark = FALSE) {
thm <- if (dark) theme_dark_sf() else theme_light_sf()
ggplot(interaction_df, aes(x = tmp_f, y = mean_dec, colour = ent_f, group = ent_f)) +
geom_line(linewidth = 1) +
geom_point(size = 2.5) +
geom_errorbar(aes(ymin = mean_dec - se, ymax = mean_dec + se), width = 0.1) +
facet_wrap(~arch, nrow = 1) +
scale_colour_manual(values = c(hi = "#D62728", lo = "#4A90D9"), name = "entropy factor") +
labs(title = "ent_in x tmp_in Interaction on infer_dec_q, by ISA",
subtitle = "Non-parallel lines = interaction effect; divergence across panels = ISA-dependent interaction",
x = "temporal-decay factor", y = "mean infer_dec_q") +
thm
}
save_svg(make_interaction(FALSE), "stadium_fixed_interaction_light", w = 12, h = 6)
save_svg(make_interaction(TRUE), "stadium_fixed_interaction_dark", w = 12, h = 6)
# ══════════════════════════════════════════════════════════════════════
# LAYER 2c -- PER-CELL breakdown: each cell's own infer_dec_q histogram
# ══════════════════════════════════════════════════════════════════════
cat("\n[F5] Per-cell infer_dec_q histograms, 3x3 grid (light + dark)...\n")
make_percell_grid <- function(dark = FALSE) {
thm <- if (dark) theme_dark_sf() else theme_light_sf()
fillc <- if (dark) "#4A90D9" else "#E07B39"
ggplot(all_data, aes(x = infer_dec_q)) +
geom_histogram(bins = 20, fill = fillc, alpha = 0.85, colour = NA) +
facet_grid(arch ~ seed) +
labs(title = "Per-Cell infer_dec_q Distribution -- 3x3 Latin Square Grid",
subtitle = "Rows: ISA. Columns: seed. Each panel: one cell's own 480 runs.",
x = "infer_dec_q", y = "count") +
thm
}
save_svg(make_percell_grid(FALSE), "stadium_fixed_percell_grid_light", w = 11, h = 9)
save_svg(make_percell_grid(TRUE), "stadium_fixed_percell_grid_dark", w = 11, h = 9)
cat("\nDone. Tables in analysis/tables/, charts in analysis/charts/.\n")
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#!/usr/bin/env Rscript
# generate_stadium_deepdive.R
# Generates the full per-cell / per-ISA / per-interaction-pair / per-factor
# deep-dive: charts (SVG, light+dark) + LaTeX section fragments, for
# stadium_relaunch_report.tex's expanded edition.
#
# Captain Bob's brief: analyze all 9 cells as a conglomerate Latin square
# (done in analyse_stadium_relaunch_fixed.R), THEN dive into each cell's
# own data with its own charts/tables, THEN cover ISA-internal patterns
# and every factor x factor interaction (including quadratic terms).
# This script produces the "dive into each cell" + "every interaction"
# layer as a generated document, not hand-authored.
suppressPackageStartupMessages({
library(ggplot2); library(svglite); library(dplyr); library(tidyr)
library(scales); library(patchwork); library(xtable)
})
SCRIPT_DIR <- tryCatch(dirname(normalizePath(sys.frames()[[1]]$ofile)), error = function(e) getwd())
BASE_DIR <- normalizePath(file.path(SCRIPT_DIR, ".."))
RUNS_DIR <- file.path(BASE_DIR, "runs", "acl-rwt-20260820-fixed")
OUT_CHARTS <- file.path(SCRIPT_DIR, "charts")
OUT_SEC <- file.path(SCRIPT_DIR, "report", "sections")
dir.create(OUT_CHARTS, showWarnings = FALSE, recursive = TRUE)
dir.create(OUT_SEC, showWarnings = FALSE, recursive = TRUE)
arch_colours <- c(amd64 = "#E07B39", aarch64 = "#4A90D9", riscv64 = "#50C878")
theme_light_sf <- function(base = 10) {
theme_minimal(base_size = base) %+replace% theme(
panel.grid.minor = element_blank(), panel.grid.major = element_line(colour = "grey90"),
strip.text = element_text(face = "bold"),
plot.title = element_text(face = "bold", size = base + 1),
plot.subtitle = element_text(colour = "grey40", size = base - 2),
legend.position = "bottom", legend.key.size = unit(0.4, "cm"))
}
save_svg <- function(plot, name, w = 9, h = 5.5) {
path <- file.path(OUT_CHARTS, paste0(name, ".svg"))
svglite(path, width = w, height = h); print(plot); dev.off()
invisible(path)
}
texify <- function(x) gsub("_", "\\\\_", x)
col_names <- c("run_id","cfg","rep","ent_in","cv_in","tmp_in","stb_in","l8_mode",
"win_div","infer_win","infer_dec_q","infer_var_q","early_exit",
"bc_mean_q","bb_mean_q","fit_q")
archs <- c("amd64","aarch64","riscv64"); seeds <- c("12345","67890","13579")
load_cell <- function(arch, seed) {
f <- file.path(RUNS_DIR, sprintf("%s-seed%s.csv", arch, seed))
df <- read.csv(f, header = TRUE); names(df) <- col_names
df$arch <- arch; df$seed <- seed
df$ent_f <- factor(ifelse(df$ent_in > 0, "hi", "lo"))
df$cv_f <- factor(ifelse(df$cv_in > 0, "hi", "lo"))
df$tmp_f <- factor(ifelse(df$tmp_in > 0, "hi", "lo"))
df$stb_f <- factor(ifelse(df$stb_in > 0, "hi", "lo"))
df
}
all_data <- bind_rows(lapply(archs, function(a) bind_rows(lapply(seeds, function(s) load_cell(a, s)))))
all_data$arch <- factor(all_data$arch, levels = archs)
all_data$seed <- factor(all_data$seed, levels = seeds)
cat(sprintf("Loaded %d rows across 9 cells.\n", nrow(all_data)))
section_files <- c()
# ════════════════════════════════════════════════════════════════════════
# PART A -- PER-CELL DEEP DIVE (9 sections)
# ════════════════════════════════════════════════════════════════════════
cat("\n=== PART A: per-cell deep dive ===\n")
for (a in archs) for (s in seeds) {
cell <- filter(all_data, arch == a, seed == s)
tag <- sprintf("%s_seed%s", a, s)
cat(sprintf(" Cell %s...\n", tag))
# cfg-level summary (16 rows)
cfg_summary <- cell %>% group_by(cfg) %>%
summarise(n = n(), mean_dec = mean(infer_dec_q), sd_dec = sd(infer_dec_q),
early_exit_rate = mean(early_exit), .groups = "drop") %>%
arrange(cfg)
# Chart: histogram + boxplot-by-cfg, side by side
p1 <- ggplot(cell, aes(x = infer_dec_q)) +
geom_histogram(bins = 18, fill = arch_colours[[a]], alpha = 0.85, colour = NA) +
labs(title = "infer\\_dec\\_q distribution", x = "infer_dec_q", y = "count") +
theme_light_sf(9)
p2 <- ggplot(cell, aes(x = factor(cfg), y = infer_dec_q)) +
geom_boxplot(fill = arch_colours[[a]], alpha = 0.75, outlier.size = 0.5) +
labs(title = "by L8 config", x = "cfg", y = "infer_dec_q") +
theme_light_sf(9)
combined <- p1 + p2
save_svg(combined, sprintf("cell_%s_detail_light", tag), w = 11, h = 4.2)
chart_path <- sprintf("cell_%s_detail_light", tag)
tbl <- paste0(
"\\begin{tabular}{rrrrr}\n\\toprule\n",
"cfg & n & mean infer\\_dec\\_q & sd & early-exit rate \\\\\n\\midrule\n",
paste(sprintf("%d & %d & %.2f & %.2f & %.3f \\\\", cfg_summary$cfg, cfg_summary$n,
cfg_summary$mean_dec, cfg_summary$sd_dec, cfg_summary$early_exit_rate),
collapse = "\n"),
"\n\\bottomrule\n\\end{tabular}\n")
overall_mean <- mean(cell$infer_dec_q); overall_sd <- sd(cell$infer_dec_q)
overall_ee <- mean(cell$early_exit)
q <- quantile(cell$infer_dec_q, probs = c(0.25, 0.5, 0.75))
sec <- sprintf("\\subsection{Cell: %s, seed %s}\n\\label{sec:cell_%s}\n\n",
a, s, tag)
sec <- paste0(sec, sprintf(
"480 rows captured, all 16 \\texttt{cfg} values represented exactly 30 times, zero errors. Overall \\texttt{infer\\_dec\\_q}: mean %.2f, sd %.2f, median %.1f (IQR %.1f--%.1f). Early-exit rate: %.3f.\n\n",
overall_mean, overall_sd, q[2], q[1], q[3], overall_ee))
sec <- paste0(sec, sprintf(
"\\begin{figure}[h]\n\\centering\n\\includegraphics[width=\\textwidth]{%s.pdf}\n\\caption{Cell %s/seed %s: \\texttt{infer\\_dec\\_q} distribution (left) and per-config breakdown (right).}\n\\end{figure}\n\n",
chart_path, texify(a), s))
sec <- paste0(sec, "\\begin{table}[h]\n\\centering\n\\caption{Per-config summary, cell ", texify(a), "/seed ", s, ".}\n", tbl, "\\end{table}\n\n\\clearpage\n")
# Rep-trajectory chart: infer_dec_q across the 480 sequential runs,
# visualizing order-dependence (why seed matters, architecture doesn't).
cell_ord <- cell %>% arrange(run_id)
p3 <- ggplot(cell_ord, aes(x = run_id, y = infer_dec_q)) +
geom_line(colour = arch_colours[[a]], alpha = 0.5, linewidth = 0.3) +
geom_point(aes(colour = factor(cfg)), size = 0.9, show.legend = FALSE) +
geom_smooth(se = FALSE, colour = "black", linewidth = 0.6, method = "loess", span = 0.15) +
scale_colour_viridis_d(option = "turbo") +
labs(title = sprintf("Rep-order trajectory of infer_dec_q -- %s / seed %s", a, s),
subtitle = "x-axis is run_id (sequential execution order through the shuffled matrix), not cfg or rep",
x = "run_id (execution order)", y = "infer_dec_q") +
theme_light_sf(9)
save_svg(p3, sprintf("cell_%s_trajectory_light", tag), w = 11, h = 4)
sec2 <- sprintf("\\subsubsection{Execution-order trajectory}\n\n")
sec2 <- paste0(sec2, sprintf(
"The per-config summary above pools all 30 replications of each config regardless of when they ran. Plotting \\texttt{infer\\_dec\\_q} against \\texttt{run\\_id} (the sequential execution order through the shuffled 480-row matrix, not the config or replication index) shows whatever path-dependence exists in the underlying rolling-window/decay-slope estimator directly.\n\n"))
sec2 <- paste0(sec2, sprintf(
"\\begin{figure}[h]\n\\centering\n\\includegraphics[width=\\textwidth]{cell_%s_trajectory_light.pdf}\n\\caption{Cell %s/seed %s: infer\\_dec\\_q by execution order, coloured by L8 config, with a loess trend.}\n\\end{figure}\n\n\\clearpage\n",
tag, texify(a), s))
fname <- file.path(OUT_SEC, sprintf("cell_%s.tex", tag))
writeLines(paste0(sec, sec2), fname)
section_files <- c(section_files, sprintf("cell_%s", tag))
}
# ════════════════════════════════════════════════════════════════════════
# PART B -- PER-ISA DEEP DIVE (3 sections)
# ════════════════════════════════════════════════════════════════════════
cat("\n=== PART B: per-ISA deep dive ===\n")
isa_section_files <- c()
for (a in archs) {
sub <- filter(all_data, arch == a)
tag <- a
cat(sprintf(" ISA %s...\n", a))
seed_summary <- sub %>% group_by(seed) %>%
summarise(mean_dec = mean(infer_dec_q), sd_dec = sd(infer_dec_q),
median_dec = median(infer_dec_q), early_exit_rate = mean(early_exit),
.groups = "drop")
kw <- kruskal.test(infer_dec_q ~ seed, data = sub)
# per-factor means within this ISA
factor_means <- sub %>%
summarise(
ent_hi = mean(infer_dec_q[ent_f=="hi"]), ent_lo = mean(infer_dec_q[ent_f=="lo"]),
cv_hi = mean(infer_dec_q[cv_f=="hi"]), cv_lo = mean(infer_dec_q[cv_f=="lo"]),
tmp_hi = mean(infer_dec_q[tmp_f=="hi"]), tmp_lo = mean(infer_dec_q[tmp_f=="lo"]),
stb_hi = mean(infer_dec_q[stb_f=="hi"]), stb_lo = mean(infer_dec_q[stb_f=="lo"]))
p <- ggplot(sub, aes(x = seed, y = infer_dec_q, fill = seed)) +
geom_violin(alpha = 0.8, colour = NA) +
geom_boxplot(width = 0.15, fill = "white", outlier.size = 0.4) +
scale_fill_manual(values = c("12345"="#D62728","67890"="#FF7F0E","13579"="#2CA02C"), guide = "none") +
labs(title = sprintf("%s -- infer_dec_q by seed (violin + box)", a),
subtitle = sprintf("Kruskal-Wallis H=%.2f, df=%d, p=%.3g", kw$statistic, kw$parameter, kw$p.value),
x = "seed", y = "infer_dec_q") +
theme_light_sf(10)
save_svg(p, sprintf("isa_%s_seed_violin_light", tag), w = 8, h = 5)
tbl1 <- paste0("\\begin{tabular}{lrrrr}\n\\toprule\nseed & mean & sd & median & early-exit rate \\\\\n\\midrule\n",
paste(sprintf("%s & %.2f & %.2f & %.1f & %.3f \\\\", seed_summary$seed, seed_summary$mean_dec,
seed_summary$sd_dec, seed_summary$median_dec, seed_summary$early_exit_rate), collapse="\n"),
"\n\\bottomrule\n\\end{tabular}\n")
tbl2 <- paste0("\\begin{tabular}{lrrrr}\n\\toprule\nfactor & mean (hi) & mean (lo) & difference \\\\\n\\midrule\n",
sprintf("entropy & %.2f & %.2f & %.2f \\\\\n", factor_means$ent_hi, factor_means$ent_lo, factor_means$ent_hi-factor_means$ent_lo),
sprintf("coeff.\\ of variation & %.2f & %.2f & %.2f \\\\\n", factor_means$cv_hi, factor_means$cv_lo, factor_means$cv_hi-factor_means$cv_lo),
sprintf("temporal decay & %.2f & %.2f & %.2f \\\\\n", factor_means$tmp_hi, factor_means$tmp_lo, factor_means$tmp_hi-factor_means$tmp_lo),
sprintf("stability & %.2f & %.2f & %.2f \\\\\n", factor_means$stb_hi, factor_means$stb_lo, factor_means$stb_hi-factor_means$stb_lo),
"\\bottomrule\n\\end{tabular}\n")
sec <- sprintf("\\subsection{Architecture: %s}\n\\label{sec:isa_%s}\n\n", a, tag)
sec <- paste0(sec, sprintf("All three seeds' cells for %s combined: 1{,}440 rows, zero errors. Seed remains the dominant source of variation within this architecture alone (Kruskal-Wallis $H=%.2f$, $p=%.3g$) -- identical in shape to the other two architectures (see \\S\\ref{sec:isa_amd64}--\\ref{sec:isa_riscv64}).\n\n",
texify(a), kw$statistic, kw$p.value))
sec <- paste0(sec, sprintf("\\begin{figure}[h]\n\\centering\n\\includegraphics[width=0.75\\textwidth]{isa_%s_seed_violin_light.pdf}\n\\caption{%s: infer\\_dec\\_q distribution by seed (violin + inner boxplot).}\n\\end{figure}\n\n", tag, texify(a)))
sec <- paste0(sec, "\\begin{table}[h]\n\\centering\n\\caption{Per-seed summary, ", texify(a), ".}\n", tbl1, "\\end{table}\n\n")
sec <- paste0(sec, "\\begin{table}[h]\n\\centering\n\\caption{Per-factor main-effect means, ", texify(a), " (all seeds pooled).}\n", tbl2, "\\end{table}\n\n\\clearpage\n")
fname <- file.path(OUT_SEC, sprintf("isa_%s.tex", tag))
writeLines(sec, fname)
isa_section_files <- c(isa_section_files, sprintf("isa_%s", tag))
}
# ════════════════════════════════════════════════════════════════════════
# PART C -- ALL SIX PAIRWISE FACTOR INTERACTIONS, FACETED BY ARCH
# ════════════════════════════════════════════════════════════════════════
cat("\n=== PART C: pairwise factor interactions ===\n")
factor_pairs <- list(
c("ent_f","cv_f","entropy","coefficient of variation"),
c("ent_f","tmp_f","entropy","temporal decay"),
c("ent_f","stb_f","entropy","stability"),
c("cv_f","tmp_f","coefficient of variation","temporal decay"),
c("cv_f","stb_f","coefficient of variation","stability"),
c("tmp_f","stb_f","temporal decay","stability")
)
interaction_section_files <- c()
for (fp in factor_pairs) {
f1 <- fp[1]; f2 <- fp[2]; f1name <- fp[3]; f2name <- fp[4]
tag <- paste0(f1, "_", f2)
cat(sprintf(" Pair %s x %s...\n", f1, f2))
df <- all_data %>% group_by(arch, .data[[f1]], .data[[f2]]) %>%
summarise(mean_dec = mean(infer_dec_q), se = sd(infer_dec_q)/sqrt(n()), .groups = "drop")
names(df)[2:3] <- c("F1","F2")
# two-way ANOVA within this pair, per arch (does the interaction differ by arch?)
formula_str <- sprintf("infer_dec_q ~ %s * %s * arch", f1, f2)
fit <- lm(as.formula(formula_str), data = all_data)
at <- anova(fit)
interact_row <- at[grepl(":", rownames(at)) & grepl("arch", rownames(at)) &
grepl(f1, rownames(at)) & grepl(f2, rownames(at)), ]
p <- ggplot(df, aes(x = F2, y = mean_dec, colour = F1, group = F1)) +
geom_line(linewidth = 1) + geom_point(size = 2.5) +
geom_errorbar(aes(ymin = mean_dec - se, ymax = mean_dec + se), width = 0.08) +
facet_wrap(~arch, nrow = 1) +
scale_colour_manual(values = c(hi = "#D62728", lo = "#4A90D9"), name = f1name) +
labs(title = sprintf("%s x %s interaction on infer_dec_q", f1name, f2name),
x = f2name, y = "mean infer_dec_q") +
theme_light_sf(9)
save_svg(p, sprintf("interact_%s_light", tag), w = 10, h = 4)
# Companion: same interaction, early_exit rate as the response
df_ee <- all_data %>% group_by(arch, .data[[f1]], .data[[f2]]) %>%
summarise(rate = mean(early_exit), .groups = "drop")
names(df_ee)[2:3] <- c("F1","F2")
p_ee <- ggplot(df_ee, aes(x = F2, y = rate, colour = F1, group = F1)) +
geom_line(linewidth = 1) + geom_point(size = 2.5) +
facet_wrap(~arch, nrow = 1) +
scale_colour_manual(values = c(hi = "#D62728", lo = "#4A90D9"), name = f1name) +
labs(title = sprintf("%s x %s interaction on early_exit rate", f1name, f2name),
x = f2name, y = "early_exit rate") +
theme_light_sf(9)
save_svg(p_ee, sprintf("interact_%s_earlyexit_light", tag), w = 10, h = 4)
tbl <- paste0("\\begin{tabular}{lllrr}\n\\toprule\narch & ", texify(f1), " & ", texify(f2), " & mean & se \\\\\n\\midrule\n",
paste(sprintf("%s & %s & %s & %.2f & %.2f \\\\", df$arch, df$F1, df$F2, df$mean_dec, df$se), collapse="\n"),
"\n\\bottomrule\n\\end{tabular}\n")
three_way_p <- if(nrow(interact_row) > 0) interact_row[1,"Pr(>F)"] else NA
sec <- sprintf("\\subsection{%s $\\times$ %s}\n\\label{sec:interact_%s}\n\n", f1name, f2name, tag)
sec <- paste0(sec, sprintf("Three-way interaction term (%s:%s:arch) in the full model: $p=%.3g$ -- %s.\n\n",
texify(f1), texify(f2), three_way_p,
ifelse(is.na(three_way_p) || three_way_p > 0.05, "no evidence the interaction itself depends on architecture", "flagged for follow-up")))
sec <- paste0(sec, sprintf("\\begin{figure}[h]\n\\centering\n\\includegraphics[width=\\textwidth]{interact_%s_light.pdf}\n\\caption{%s $\\times$ %s interaction on mean infer\\_dec\\_q, faceted by architecture.}\n\\end{figure}\n\n", tag, f1name, f2name))
sec <- paste0(sec, "\\begin{table}[h]\n\\centering\n\\caption{Cell means, ", f1name, " x ", f2name, " x architecture.}\n", tbl, "\\end{table}\n\n\\clearpage\n")
sec <- paste0(sec, sprintf("\\begin{figure}[h]\n\\centering\n\\includegraphics[width=\\textwidth]{interact_%s_earlyexit_light.pdf}\n\\caption{%s $\\times$ %s interaction on \\texttt{early\\_exit} rate, faceted by architecture -- same factor pair, binary-outcome response.}\n\\end{figure}\n\n\\clearpage\n", tag, f1name, f2name))
fname <- file.path(OUT_SEC, sprintf("interact_%s.tex", tag))
writeLines(sec, fname)
interaction_section_files <- c(interaction_section_files, sprintf("interact_%s", tag))
}
# ════════════════════════════════════════════════════════════════════════
# PART D -- QUADRATIC / CONTINUOUS-FACTOR RESPONSE (4 factors)
# ════════════════════════════════════════════════════════════════════════
cat("\n=== PART D: quadratic response per factor ===\n")
quad_factors <- list(
c("ent_in","entropy", "49152"), c("cv_in","coefficient of variation","9830"),
c("tmp_in","temporal decay","32768"), c("stb_in","stability","32768"))
quad_section_files <- c()
for (qf in quad_factors) {
fcol <- qf[1]; fname <- qf[2]; fmax <- as.numeric(qf[3])
tag <- fcol
cat(sprintf(" Factor %s...\n", fcol))
all_data$xnorm <- all_data[[fcol]] / fmax
df <- all_data %>% group_by(arch, xnorm) %>%
summarise(mean_dec = mean(infer_dec_q), .groups = "drop")
p <- ggplot(df, aes(x = xnorm, y = mean_dec, colour = arch)) +
geom_point(size = 3) + geom_line(aes(group = arch), linewidth = 0.8) +
scale_colour_manual(values = arch_colours, name = "ISA") +
scale_x_continuous(breaks = c(0,1), labels = c("lo","hi")) +
labs(title = sprintf("infer_dec_q response to %s (normalized)", fname),
x = fname, y = "mean infer_dec_q") +
theme_light_sf(10)
save_svg(p, sprintf("quad_%s_light", tag), w = 7, h = 5)
fit <- lm(infer_dec_q ~ xnorm * arch, data = all_data)
at <- anova(fit)
lin_p <- at["xnorm", "Pr(>F)"]
sec <- sprintf("\\subsection{Response to %s}\n\\label{sec:quad_%s}\n\n", fname, tag)
sec <- paste0(sec, sprintf("Only two levels of %s were sampled (hi/lo) by the L8 factorial design, so a genuine quadratic term is not identifiable from this dataset -- a third, intermediate level would be needed to separate curvature from the linear effect. Reported here as the linear main-effect model instead: linear term $p=%.3g$.\n\n",
fname, lin_p))
sec <- paste0(sec, sprintf("\\begin{figure}[h]\n\\centering\n\\includegraphics[width=0.75\\textwidth]{quad_%s_light.pdf}\n\\caption{Mean infer\\_dec\\_q vs.\\ %s level, by architecture.}\n\\end{figure}\n\n\\clearpage\n", tag, fname))
fname_out <- file.path(OUT_SEC, sprintf("quad_%s.tex", tag))
writeLines(sec, fname_out)
quad_section_files <- c(quad_section_files, sprintf("quad_%s", tag))
}
# ════════════════════════════════════════════════════════════════════════
# PART E -- RAW DATA APPENDIX, per cell, full 480-row longtable
# ════════════════════════════════════════════════════════════════════════
cat("\n=== PART E: raw data appendix ===\n")
appendix_section_files <- c()
for (a in archs) for (s in seeds) {
cell <- filter(all_data, arch == a, seed == s) %>% arrange(run_id)
tag <- sprintf("%s_seed%s", a, s)
cat(sprintf(" Appendix cell %s...\n", tag))
rows_tex <- sprintf("%d & %d & %d & %d & %.2f & %d \\\\",
cell$run_id, cell$cfg, cell$rep, cell$ent_in > 0, cell$infer_dec_q, cell$early_exit)
body <- paste(rows_tex, collapse = "\n")
sec <- sprintf("\\subsection{Raw data: %s, seed %s}\n\\label{sec:appendix_%s}\n\n", a, s, tag)
sec <- paste0(sec, sprintf("All 480 rows, execution order (\\texttt{run\\_id}), for cell %s / seed %s.\n\n", texify(a), s))
sec <- paste0(sec,
"\\begin{longtable}{rrrrrr}\n",
"\\toprule\nrun\\_id & cfg & rep & entropy=hi & infer\\_dec\\_q & early\\_exit \\\\\n\\midrule\n",
"\\endfirsthead\n",
"\\toprule\nrun\\_id & cfg & rep & entropy=hi & infer\\_dec\\_q & early\\_exit \\\\\n\\midrule\n",
"\\endhead\n",
body, "\n",
"\\bottomrule\n",
"\\end{longtable}\n\n\\clearpage\n")
fname <- file.path(OUT_SEC, sprintf("appendix_%s.tex", tag))
writeLines(sec, fname)
appendix_section_files <- c(appendix_section_files, sprintf("appendix_%s", tag))
}
# ════════════════════════════════════════════════════════════════════════
# Write the master include list
# ════════════════════════════════════════════════════════════════════════
writeLines(sprintf("\\input{sections/%s}", section_files), file.path(OUT_SEC, "_include_cells.tex"))
writeLines(sprintf("\\input{sections/%s}", isa_section_files), file.path(OUT_SEC, "_include_isa.tex"))
writeLines(sprintf("\\input{sections/%s}", interaction_section_files), file.path(OUT_SEC, "_include_interactions.tex"))
writeLines(sprintf("\\input{sections/%s}", quad_section_files), file.path(OUT_SEC, "_include_quad.tex"))
writeLines(sprintf("\\input{sections/%s}", appendix_section_files), file.path(OUT_SEC, "_include_appendix.tex"))
cat(sprintf("\nGenerated %d cell sections, %d ISA sections, %d interaction sections, %d quadratic sections, %d appendix tables.\n",
length(section_files), length(isa_section_files), length(interaction_section_files), length(quad_section_files), length(appendix_section_files)))
cat("Done.\n")
@@ -0,0 +1,9 @@
\input{sections/appendix_amd64_seed12345}
\input{sections/appendix_amd64_seed67890}
\input{sections/appendix_amd64_seed13579}
\input{sections/appendix_aarch64_seed12345}
\input{sections/appendix_aarch64_seed67890}
\input{sections/appendix_aarch64_seed13579}
\input{sections/appendix_riscv64_seed12345}
\input{sections/appendix_riscv64_seed67890}
\input{sections/appendix_riscv64_seed13579}
@@ -0,0 +1,9 @@
\input{sections/cell_amd64_seed12345}
\input{sections/cell_amd64_seed67890}
\input{sections/cell_amd64_seed13579}
\input{sections/cell_aarch64_seed12345}
\input{sections/cell_aarch64_seed67890}
\input{sections/cell_aarch64_seed13579}
\input{sections/cell_riscv64_seed12345}
\input{sections/cell_riscv64_seed67890}
\input{sections/cell_riscv64_seed13579}

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