diff --git a/latex/splash2024/experiments/timings.tex b/latex/splash2024/experiments/timings.tex index c77e99cb..9b866ee2 100644 --- a/latex/splash2024/experiments/timings.tex +++ b/latex/splash2024/experiments/timings.tex @@ -385,7 +385,7 @@ 23 618 15 532 }; -\addplot [draw=orange, fill=orange, mark=*, only marks] +\addplot [draw=red, fill=red, mark=*, only marks] table{% x y 20 58108 @@ -848,7 +848,7 @@ 15 6672 14 4076 }; -\addplot [draw=red, fill=red, mark=*, only marks] +\addplot [draw=orange, fill=orange, mark=*, only marks] table{% x y 40 42016 diff --git a/latex/splash2024/len_dist_bifi.tex b/latex/splash2024/len_dist_bifi.tex new file mode 100644 index 00000000..7663eb29 --- /dev/null +++ b/latex/splash2024/len_dist_bifi.tex @@ -0,0 +1,20 @@ +\begin{tikzpicture} + \begin{axis}[ + xlabel={$|\sigma|$}, + ylabel={Precision@1}, + title={BIFI Repair Precision}, + ybar, + axis lines*=left, + xtick={0, 10, 20, 30, 40, 50, 60, 70}, + ytick={0, 0.1, 0.2, 0.3, 0.4}, + ymax=0.4, + bar width=4pt, + ] + + \addplot[green, fill=green] coordinates {(0, 0.196013) (10, 0.326401) (20, 0.318538) (30, 0.272843) (40, 0.213894) (50, 0.206651) (60, 0.247525) (70, 0.179245)}; + \addplot[blue, fill=blue] coordinates {(0, 0.174603) (10, 0.176651) (20, 0.209573) (30, 0.19195) (40, 0.18851) (50, 0.176166) (60, 0.110787) (70, 0.106383)}; + \addplot[orange, fill=orange] coordinates {(0, 0.015873) (10, 0.021858) (20, 0.030435) (30, 0.02439) (40, 0.032922) (50, 0.045) (60, 0.027397) (70, 0.017094)}; + + \legend{Δ=1,Δ=2,Δ=3} + \end{axis} +\end{tikzpicture} \ No newline at end of file diff --git a/latex/splash2024/len_dist_s2p.tex b/latex/splash2024/len_dist_s2p.tex new file mode 100644 index 00000000..c553dea5 --- /dev/null +++ b/latex/splash2024/len_dist_s2p.tex @@ -0,0 +1,20 @@ +\begin{tikzpicture} + \begin{axis}[ + xlabel={$|\sigma|$}, + ylabel={Precision@1}, + title={Seq2Parse Repair Precision}, + ybar, + axis lines*=left, + xtick={0, 10, 20, 30, 40, 50, 60, 70}, + ytick={0, 0.1, 0.2, 0.3, 0.4}, + ymax=0.4, + bar width=4pt, + ] + + \addplot[green, fill=green] coordinates {(0, 0.368078) (10, 0.416931) (20, 0.393548) (30, 0.387001) (40, 0.3125) (50, 0.289926) (60, 0.258278) (70, 0.198157)}; + \addplot[blue, fill=blue] coordinates {(0, 0.127450) (10, 0.131627) (20, 0.133111) (30, 0.107287) (40, 0.099537) (50, 0.104729) (60, 0.100418) (70, 0.123762)}; + \addplot[orange, fill=orange] coordinates {(0, 0.037735) (10, 0.072) (20, 0.086093) (30, 0.08125) (40, 0.088235) (50, 0.022727) (60, 0.054945) (70, 0.061538)}; + + \legend{Δ=1,Δ=2,Δ=3} + \end{axis} +\end{tikzpicture} \ No newline at end of file diff --git a/latex/splash2024/len_dist_tidy.tex b/latex/splash2024/len_dist_tidy.tex new file mode 100644 index 00000000..7663eb29 --- /dev/null +++ b/latex/splash2024/len_dist_tidy.tex @@ -0,0 +1,20 @@ +\begin{tikzpicture} + \begin{axis}[ + xlabel={$|\sigma|$}, + ylabel={Precision@1}, + title={BIFI Repair Precision}, + ybar, + axis lines*=left, + xtick={0, 10, 20, 30, 40, 50, 60, 70}, + ytick={0, 0.1, 0.2, 0.3, 0.4}, + ymax=0.4, + bar width=4pt, + ] + + \addplot[green, fill=green] coordinates {(0, 0.196013) (10, 0.326401) (20, 0.318538) (30, 0.272843) (40, 0.213894) (50, 0.206651) (60, 0.247525) (70, 0.179245)}; + \addplot[blue, fill=blue] coordinates {(0, 0.174603) (10, 0.176651) (20, 0.209573) (30, 0.19195) (40, 0.18851) (50, 0.176166) (60, 0.110787) (70, 0.106383)}; + \addplot[orange, fill=orange] coordinates {(0, 0.015873) (10, 0.021858) (20, 0.030435) (30, 0.02439) (40, 0.032922) (50, 0.045) (60, 0.027397) (70, 0.017094)}; + + \legend{Δ=1,Δ=2,Δ=3} + \end{axis} +\end{tikzpicture} \ No newline at end of file diff --git a/latex/splash2024/preamble.tex b/latex/splash2024/preamble.tex index 4b57ab85..4b322c38 100644 --- a/latex/splash2024/preamble.tex +++ b/latex/splash2024/preamble.tex @@ -614,4 +614,5 @@ \tikzstyle{arrow} = [->,thick] %\usetikzlibrary{external} -%\tikzexternalize[prefix=figures/] \ No newline at end of file +%\tikzexternalize[prefix=figures/] +\definecolor{green}{RGB}{0,128,0} \ No newline at end of file diff --git a/latex/splash2024/sample_efficiency.tex b/latex/splash2024/sample_efficiency.tex index 444507e6..98d45060 100644 --- a/latex/splash2024/sample_efficiency.tex +++ b/latex/splash2024/sample_efficiency.tex @@ -1,11 +1,5 @@ % This file was created with tikzplotlib v0.10.1. \begin{tikzpicture} - -\definecolor{darkgray176}{RGB}{176,176,176} -\definecolor{darkorange25512714}{RGB}{255,127,14} -\definecolor{forestgreen4416044}{RGB}{44,160,44} -\definecolor{steelblue31119180}{RGB}{31,119,180} - \begin{axis}[ width=\textwidth, height=.4\textwidth, @@ -36,2376 +30,2376 @@ %ytick style={color=black} ytick={0,20,40,60,80,100} ] -\draw[draw=none,fill=steelblue31119180] (axis cs:-0.5,0) rectangle (axis cs:0.5,100); 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+\draw[draw=none,fill=orange] (axis cs:782.5,0) rectangle (axis cs:783.5,98); +\draw[draw=none,fill=orange] (axis cs:783.5,0) rectangle (axis cs:784.5,98); +\draw[draw=none,fill=orange] (axis cs:784.5,0) rectangle (axis cs:785.5,98); +\draw[draw=none,fill=orange] (axis cs:785.5,0) rectangle (axis cs:786.5,98); \end{axis} \end{tikzpicture} \ No newline at end of file diff --git a/latex/splash2024/splash.pdf b/latex/splash2024/splash.pdf index d847de26..3a33a3ee 100644 Binary files a/latex/splash2024/splash.pdf and b/latex/splash2024/splash.pdf differ diff --git a/latex/splash2024/splash.tex b/latex/splash2024/splash.tex index 8983c7ed..32f82ddb 100644 --- a/latex/splash2024/splash.tex +++ b/latex/splash2024/splash.tex @@ -224,7 +224,7 @@ \item $\mathcal{L}(G_\cap)$ is too large to enumerate, so we sample from the intersection grammar $G_\cap$. Sampling is necessary for $\sim20\%$ of the dataset. \end{enumerate} - As long as we have done our job correctly, the intersection language should contain every repair within a certain Levenshtein distance, and no invalid repairs. This procedure is depicted in Fig.~\ref{fig:flowchart}. In the following section, we will describe how we construct the intersecection grammar (\S~\ref{sec:lev_nfa}, \ref{sec:lev_bh}), then, provide an explicit technique for extracting all repairs contained within it (\S~\ref{sec:ptree}). Finally, we use an n-gram model to rank and return the top-k results by likelihood (\S~\ref{sec:ranking}). + As long as we have done our job correctly, the intersection language should contain every repair within a certain Levenshtein distance, and no invalid repairs. This procedure is depicted in Fig.~\ref{fig:flowchart}. In the following section, we will describe how we construct the intersecection grammar (\S~\ref{sec:lev_nfa}, \ref{sec:lev_bh}), then, provide an explicit technique for extracting all repairs contained within it's language (\S~\ref{sec:ptree}). Finally, we use an n-gram model to rank and return the top-k results by likelihood (\S~\ref{sec:ranking}). \subsection{Preliminaries} @@ -1011,10 +1011,19 @@ For our first experiment, we run the sampler until the human repair is detected, then measure the number of samples required to draw the exact human repair across varying Levenshtein radii. \begin{figure}[h!] - \input{sample_efficiency} + \input{sample_efficiency} \caption{Sample efficiency of LBH sampler at varying Levenshtein radii. After drawing up to $\sim10^5$ samples without replacement we can usually saturate the admissible set for almost all repairs fewer than four edits.}\label{fig:sample_efficiency} \end{figure} + We can also plot this for two other SoTA models, S2P and BIFI across length and distance. + + \begin{figure}[h!] + \resizebox{.32\textwidth}{!}{\input{len_dist_s2p}} + \resizebox{.32\textwidth}{!}{\input{len_dist_s2p}} + \resizebox{.32\textwidth}{!}{\input{len_dist_bifi}} + \caption{Tidyparse, Seq2Parse and BIFI precision at various lengths and Levenshtein distances.}\label{fig:len_dist_prec} + \end{figure} + Next, measure the precision at various ranking cutoffs for varying wall-clock timeouts. Here, P@\{k=1, 5, 10, All\} indicates the percentage of syntax errors with a human repair of $\Delta=\{1, 2, 3, 4\}$ edits found in $\leq p$ seconds that were matched within the top-k results, based on n-gram likelihood. \begin{figure}[h!] diff --git a/latex/splash2024/throughput.tex b/latex/splash2024/throughput.tex index ca855d1e..2530c150 100644 --- a/latex/splash2024/throughput.tex +++ b/latex/splash2024/throughput.tex @@ -1,8 +1,5 @@ % This file was created with tikzplotlib v0.10.1. \begin{tikzpicture} - - \definecolor{green}{RGB}{0,128,0} - \begin{axis}[ legend cell align={left}, legend style={fill opacity=0.8, draw opacity=1, text opacity=1, draw=lightgray204}, @@ -44,7 +41,7 @@ 16 123.658064516129 17 36.6111111111111 }; -\addplot [semithick, red, mark=*, mark size=3, mark options={solid}] +\addplot [semithick, orange, mark=*, mark size=3, mark options={solid}] table {% 0 1506.8 1 2076.57142857143 @@ -86,7 +83,7 @@ 16 12.1414141414141 17 4.1 }; -\addplot [semithick, orange, mark=*, mark size=3, mark options={solid}] +\addplot [semithick, red, mark=*, mark size=3, mark options={solid}] table {% 0 nan 1 73461 diff --git a/src/commonMain/kotlin/ai/hypergraph/kaliningraph/repair/SyntaxRepair.kt b/src/commonMain/kotlin/ai/hypergraph/kaliningraph/repair/SyntaxRepair.kt index 57eeaa36..c698c689 100644 --- a/src/commonMain/kotlin/ai/hypergraph/kaliningraph/repair/SyntaxRepair.kt +++ b/src/commonMain/kotlin/ai/hypergraph/kaliningraph/repair/SyntaxRepair.kt @@ -14,7 +14,7 @@ var CFG_THRESH = 20_000 var MAX_UNIQUE = 20_000 // Maximum number of unique samples to generate var MAX_SAMPLE = 20 // Maximum number of repairs to sample var MAX_TOKENS = 40 // Maximum number of tokens per repair -var MAX_RADIUS = 4 +var MAX_RADIUS = 3 var TIMEOUT_MS = 90_000 // Timeout for each repair attempt (default, modify elsewhere) var MAX_REPAIR = 2 // Maximum number of edits per repair