From ed0dc95a107b27fdf7b03dd396988d901901cb34 Mon Sep 17 00:00:00 2001
From: Paul Gauthier <aider@paulg.org>
Date: Wed, 8 Nov 2023 11:16:56 -0800
Subject: [PATCH] copy

---
 assets/benchmarks-1106.svg       | 337 +++++++++++++++++--------------
 assets/benchmarks-speed-1106.svg | 297 +++++++++++++++------------
 benchmark/benchmark.py           |   4 +-
 3 files changed, 356 insertions(+), 282 deletions(-)

diff --git a/assets/benchmarks-1106.svg b/assets/benchmarks-1106.svg
index e6b4fcb78..ab42481da 100644
--- a/assets/benchmarks-1106.svg
+++ b/assets/benchmarks-1106.svg
@@ -6,7 +6,7 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2023-11-08T10:28:45.418930</dc:date>
+    <dc:date>2023-11-08T11:16:45.721593</dc:date>
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     <dc:creator>
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-    <path d="M 188.32301 81.800371 
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+    <path d="M 188.841924 94.055646 
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-    <path d="M 205.210368 144.820102 
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-L 202.028387 147.243942 
+    <path d="M 205.150819 150.130141 
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+L 201.989989 152.581498 
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    <g id="text_23">
     <!-- First attempt, -->
-    <g transform="translate(166.731259 43.543906) scale(0.1 -0.1)">
+    <g transform="translate(166.731259 55.787506) scale(0.1 -0.1)">
      <defs>
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@@ -1568,7 +1568,7 @@ z
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     <!-- based on -->
-    <g transform="translate(175.329696 54.236406) scale(0.1 -0.1)">
+    <g transform="translate(175.329696 66.480006) scale(0.1 -0.1)">
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      <use xlink:href="#Helvetica-61" x="55.615234"/>
      <use xlink:href="#Helvetica-73" x="111.230469"/>
@@ -1579,7 +1579,7 @@ z
      <use xlink:href="#Helvetica-6e" x="355.859375"/>
     </g>
     <!-- natural language -->
-    <g transform="translate(158.651571 64.928906) scale(0.1 -0.1)">
+    <g transform="translate(158.651571 77.172506) scale(0.1 -0.1)">
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      <use xlink:href="#Helvetica-61" x="55.615234"/>
      <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -1598,7 +1598,7 @@ z
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     </g>
     <!-- instructions -->
-    <g transform="translate(170.614853 75.749531) scale(0.1 -0.1)">
+    <g transform="translate(170.614853 87.993131) scale(0.1 -0.1)">
      <use xlink:href="#Helvetica-69"/>
      <use xlink:href="#Helvetica-6e" x="22.216797"/>
      <use xlink:href="#Helvetica-73" x="77.832031"/>
@@ -1614,17 +1614,17 @@ z
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-    <path d="M 253.633195 70.704658 
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+    <path d="M 252.114688 82.956794 
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-    <path d="M 232.23672 112.995771 
-L 229.560259 116.578586 
-L 228.299884 112.287729 
+    <path d="M 232.492521 120.344427 
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     <!-- Second attempt, -->
-    <g transform="translate(249.829439 43.739219) scale(0.1 -0.1)">
+    <g transform="translate(249.829439 55.982819) scale(0.1 -0.1)">
      <defs>
       <path id="Helvetica-53" d="M 894 1481 
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@@ -1678,7 +1678,7 @@ z
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     </g>
     <!-- including unit test -->
-    <g transform="translate(247.60522 54.459844) scale(0.1 -0.1)">
+    <g transform="translate(247.60522 66.703444) scale(0.1 -0.1)">
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      <use xlink:href="#Helvetica-6e" x="22.216797"/>
      <use xlink:href="#Helvetica-63" x="77.832031"/>
@@ -1700,7 +1700,7 @@ z
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     </g>
     <!-- error output -->
-    <g transform="translate(260.393501 65.280469) scale(0.1 -0.1)">
+    <g transform="translate(260.393501 77.524069) scale(0.1 -0.1)">
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      <use xlink:href="#Helvetica-72" x="55.615234"/>
      <use xlink:href="#Helvetica-72" x="88.916016"/>
@@ -1717,7 +1717,7 @@ z
    </g>
    <g id="text_25">
     <!-- GPT Code Editing Skill -->
-    <g transform="translate(164.989975 19.693125) scale(0.12 -0.12)">
+    <g transform="translate(164.989975 19.427625) scale(0.12 -0.12)">
      <defs>
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@@ -1840,24 +1840,57 @@ z
      <use xlink:href="#Helvetica-6c" x="972.65625"/>
      <use xlink:href="#Helvetica-6c" x="994.873047"/>
     </g>
+    <!-- (percent coding tasks correct) -->
+    <g transform="translate(146.9881 32.581125) scale(0.12 -0.12)">
+     <use xlink:href="#Helvetica-28"/>
+     <use xlink:href="#Helvetica-70" x="33.300781"/>
+     <use xlink:href="#Helvetica-65" x="88.916016"/>
+     <use xlink:href="#Helvetica-72" x="144.53125"/>
+     <use xlink:href="#Helvetica-63" x="177.832031"/>
+     <use xlink:href="#Helvetica-65" x="227.832031"/>
+     <use xlink:href="#Helvetica-6e" x="283.447266"/>
+     <use xlink:href="#Helvetica-74" x="339.0625"/>
+     <use xlink:href="#Helvetica-20" x="366.845703"/>
+     <use xlink:href="#Helvetica-63" x="394.628906"/>
+     <use xlink:href="#Helvetica-6f" x="444.628906"/>
+     <use xlink:href="#Helvetica-64" x="500.244141"/>
+     <use xlink:href="#Helvetica-69" x="555.859375"/>
+     <use xlink:href="#Helvetica-6e" x="578.076172"/>
+     <use xlink:href="#Helvetica-67" x="633.691406"/>
+     <use xlink:href="#Helvetica-20" x="689.306641"/>
+     <use xlink:href="#Helvetica-74" x="717.089844"/>
+     <use xlink:href="#Helvetica-61" x="744.873047"/>
+     <use xlink:href="#Helvetica-73" x="800.488281"/>
+     <use xlink:href="#Helvetica-6b" x="850.488281"/>
+     <use xlink:href="#Helvetica-73" x="900.488281"/>
+     <use xlink:href="#Helvetica-20" x="950.488281"/>
+     <use xlink:href="#Helvetica-63" x="978.271484"/>
+     <use xlink:href="#Helvetica-6f" x="1028.271484"/>
+     <use xlink:href="#Helvetica-72" x="1083.886719"/>
+     <use xlink:href="#Helvetica-72" x="1117.1875"/>
+     <use xlink:href="#Helvetica-65" x="1150.488281"/>
+     <use xlink:href="#Helvetica-63" x="1206.103516"/>
+     <use xlink:href="#Helvetica-74" x="1256.103516"/>
+     <use xlink:href="#Helvetica-29" x="1283.886719"/>
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      <!-- Edit Format -->
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+     <g transform="translate(58.035 54.754562) scale(0.1 -0.1)">
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       <use xlink:href="#Helvetica-64" x="66.699219"/>
       <use xlink:href="#Helvetica-69" x="122.314453"/>
@@ -1872,16 +1905,16 @@ z
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-L 56.81 49.124375 
+     <path d="M 56.81 69.012375 
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      <!-- diff -->
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+     <g transform="translate(84.81 69.012375) scale(0.1 -0.1)">
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@@ -1889,16 +1922,16 @@ z
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-L 56.81 63.382187 
+     <path d="M 56.81 83.270187 
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      <!-- whole -->
-     <g transform="translate(84.81 70.382187) scale(0.1 -0.1)">
+     <g transform="translate(84.81 83.270187) scale(0.1 -0.1)">
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@@ -1931,8 +1964,8 @@ z
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+  <clipPath id="p2f2815f9ac">
+   <rect x="47.81" y="38.581125" width="356.40745" height="200.658875"/>
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diff --git a/assets/benchmarks-speed-1106.svg b/assets/benchmarks-speed-1106.svg
index dc1ba67ea..c2f3b8c17 100644
--- a/assets/benchmarks-speed-1106.svg
+++ b/assets/benchmarks-speed-1106.svg
@@ -6,7 +6,7 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2023-11-08T10:52:40.272159</dc:date>
+    <dc:date>2023-11-08T11:16:14.597375</dc:date>
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@@ -32,8 +32,8 @@ z
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-L 58.82375 25.693125 
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@@ -41,12 +41,12 @@ z
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@@ -363,7 +363,7 @@ z
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+       <use xlink:href="#mefae47ed10" x="155.648378" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
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@@ -428,7 +428,7 @@ z
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       <g>
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@@ -461,7 +461,7 @@ z
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@@ -532,7 +532,7 @@ z
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       <defs>
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       <g>
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+    <g transform="translate(159.982746 217.094002) scale(0.06 -0.06)">
      <use xlink:href="#Helvetica-31"/>
      <use xlink:href="#Helvetica-38" x="55.615234"/>
      <use xlink:href="#Helvetica-2e" x="111.230469"/>
@@ -1507,7 +1506,7 @@ z
    </g>
    <g id="text_25">
     <!-- 3.1s -->
-    <g transform="translate(220.014275 230.897548) scale(0.06 -0.06)">
+    <g transform="translate(220.014275 231.084146) scale(0.06 -0.06)">
      <use xlink:href="#Helvetica-33"/>
      <use xlink:href="#Helvetica-2e" x="55.615234"/>
      <use xlink:href="#Helvetica-31" x="83.398438"/>
@@ -1516,7 +1515,7 @@ z
    </g>
    <g id="text_26">
     <!-- GPT Code Editing Speed -->
-    <g transform="translate(164.149975 19.693125) scale(0.12 -0.12)">
+    <g transform="translate(164.149975 19.427625) scale(0.12 -0.12)">
      <defs>
       <path id="Helvetica-43" d="M 2422 4716 
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@@ -1644,24 +1643,66 @@ z
      <use xlink:href="#Helvetica-65" x="1011.669922"/>
      <use xlink:href="#Helvetica-64" x="1067.285156"/>
     </g>
+    <!-- (time per coding task) -->
+    <g transform="translate(173.836225 32.581125) scale(0.12 -0.12)">
+     <defs>
+      <path id="Helvetica-6b" d="M 400 4591 
+L 941 4591 
+L 941 1925 
+L 2384 3347 
+L 3103 3347 
+L 1822 2094 
+L 3175 0 
+L 2456 0 
+L 1413 1688 
+L 941 1256 
+L 941 0 
+L 400 0 
+L 400 4591 
+z
+" transform="scale(0.015625)"/>
+     </defs>
+     <use xlink:href="#Helvetica-28"/>
+     <use xlink:href="#Helvetica-74" x="33.300781"/>
+     <use xlink:href="#Helvetica-69" x="61.083984"/>
+     <use xlink:href="#Helvetica-6d" x="83.300781"/>
+     <use xlink:href="#Helvetica-65" x="166.601562"/>
+     <use xlink:href="#Helvetica-20" x="222.216797"/>
+     <use xlink:href="#Helvetica-70" x="250"/>
+     <use xlink:href="#Helvetica-65" x="305.615234"/>
+     <use xlink:href="#Helvetica-72" x="361.230469"/>
+     <use xlink:href="#Helvetica-20" x="394.53125"/>
+     <use xlink:href="#Helvetica-63" x="422.314453"/>
+     <use xlink:href="#Helvetica-6f" x="472.314453"/>
+     <use xlink:href="#Helvetica-64" x="527.929688"/>
+     <use xlink:href="#Helvetica-69" x="583.544922"/>
+     <use xlink:href="#Helvetica-6e" x="605.761719"/>
+     <use xlink:href="#Helvetica-67" x="661.376953"/>
+     <use xlink:href="#Helvetica-20" x="716.992188"/>
+     <use xlink:href="#Helvetica-74" x="744.775391"/>
+     <use xlink:href="#Helvetica-61" x="772.558594"/>
+     <use xlink:href="#Helvetica-73" x="828.173828"/>
+     <use xlink:href="#Helvetica-6b" x="878.173828"/>
+     <use xlink:href="#Helvetica-29" x="928.173828"/>
+    </g>
    </g>
    <g id="legend_1">
     <g id="patch_19">
-     <path d="M 65.82375 76.466562 
-L 123.950313 76.466562 
-Q 125.950313 76.466562 125.950313 74.466562 
-L 125.950313 32.693125 
-Q 125.950313 30.693125 123.950313 30.693125 
-L 65.82375 30.693125 
-Q 63.82375 30.693125 63.82375 32.693125 
-L 63.82375 74.466562 
-Q 63.82375 76.466562 65.82375 76.466562 
+     <path d="M 65.82375 89.354562 
+L 123.950313 89.354562 
+Q 125.950313 89.354562 125.950313 87.354562 
+L 125.950313 45.581125 
+Q 125.950313 43.581125 123.950313 43.581125 
+L 65.82375 43.581125 
+Q 63.82375 43.581125 63.82375 45.581125 
+L 63.82375 87.354562 
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 " style="fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter"/>
     </g>
     <g id="text_27">
      <!-- Edit Format -->
-     <g transform="translate(69.04875 41.866562) scale(0.1 -0.1)">
+     <g transform="translate(69.04875 54.754562) scale(0.1 -0.1)">
       <defs>
        <path id="Helvetica-46" d="M 547 4591 
 L 3731 4591 
@@ -1691,16 +1732,16 @@ z
      </g>
     </g>
     <g id="patch_20">
-     <path d="M 67.82375 56.124375 
-L 87.82375 56.124375 
-L 87.82375 49.124375 
-L 67.82375 49.124375 
+     <path d="M 67.82375 69.012375 
+L 87.82375 69.012375 
+L 87.82375 62.012375 
+L 67.82375 62.012375 
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 " style="fill: #b3e6a8; stroke: #ffffff; stroke-width: 1.5; stroke-linejoin: miter"/>
     </g>
     <g id="text_28">
      <!-- diff -->
-     <g transform="translate(95.82375 56.124375) scale(0.1 -0.1)">
+     <g transform="translate(95.82375 69.012375) scale(0.1 -0.1)">
       <defs>
        <path id="Helvetica-66" d="M 553 3856 
 Q 566 4206 675 4369 
@@ -1732,16 +1773,16 @@ z
      </g>
     </g>
     <g id="patch_21">
-     <path d="M 67.82375 70.382187 
-L 87.82375 70.382187 
-L 87.82375 63.382187 
-L 67.82375 63.382187 
+     <path d="M 67.82375 83.270187 
+L 87.82375 83.270187 
+L 87.82375 76.270187 
+L 67.82375 76.270187 
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 " style="fill: #b3d1e6; stroke: #ffffff; stroke-width: 1.5; stroke-linejoin: miter"/>
     </g>
     <g id="text_29">
      <!-- whole -->
-     <g transform="translate(95.82375 70.382187) scale(0.1 -0.1)">
+     <g transform="translate(95.82375 83.270187) scale(0.1 -0.1)">
       <defs>
        <path id="Helvetica-68" d="M 413 4606 
 L 975 4606 
@@ -1774,8 +1815,8 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pedc69b4236">
-   <rect x="58.82375" y="25.693125" width="345.3937" height="213.546875"/>
+  <clipPath id="pfd3630de95">
+   <rect x="58.82375" y="38.581125" width="345.3937" height="200.658875"/>
   </clipPath>
  </defs>
 </svg>
diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index bb5bff0aa..28910f5c9 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -167,7 +167,7 @@ def plot_timing(df):
     ax.set_xticklabels(models)
 
     ax.set_ylabel("Average GPT response time\nper exercise (sec)")
-    ax.set_title("GPT Code Editing Speed")
+    ax.set_title("GPT Code Editing Speed\n(time per coding task)")
     ax.legend(
         title="Edit Format",
         loc="upper left",
@@ -266,7 +266,7 @@ def plot_outcomes(df, repeats, repeat_hi, repeat_lo, repeat_avg):
 
     ax.set_ylabel("Percent of exercises completed successfully")
     # ax.set_xlabel("Model")
-    ax.set_title("GPT Code Editing Skill")
+    ax.set_title("GPT Code Editing Skill\n(percent coding tasks correct)")
     ax.legend(
         title="Edit Format",
         loc="upper left",