From 1d0bc3dcb6c28f00ae031f6cc0943404c5cb74ee Mon Sep 17 00:00:00 2001
From: Paul Gauthier <aider@paulg.org>
Date: Tue, 14 Nov 2023 16:03:50 -0800
Subject: [PATCH] Updated benchmark reports

---
 assets/benchmarks-1106.svg       | 704 ++++++++++++-----------
 assets/benchmarks-speed-1106.svg | 932 +++++++++++++++----------------
 benchmark/benchmark.py           |   4 +-
 docs/benchmarks-1106.md          |  17 +-
 docs/benchmarks-speed-1106.md    |  14 +-
 5 files changed, 796 insertions(+), 875 deletions(-)

diff --git a/assets/benchmarks-1106.svg b/assets/benchmarks-1106.svg
index ab42481da..dbe6bc202 100644
--- a/assets/benchmarks-1106.svg
+++ b/assets/benchmarks-1106.svg
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     <!-- First attempt, -->
-    <g transform="translate(166.731259 55.787506) scale(0.1 -0.1)">
+    <g transform="translate(166.731259 56.327506) scale(0.1 -0.1)">
      <defs>
       <path id="Helvetica-46" d="M 547 4591 
 L 3731 4591 
@@ -1536,6 +1442,52 @@ L 1169 0
 L 547 0 
 L 547 4591 
 z
+" transform="scale(0.015625)"/>
+      <path id="Helvetica-61" d="M 844 891 
+Q 844 647 1022 506 
+Q 1200 366 1444 366 
+Q 1741 366 2019 503 
+Q 2488 731 2488 1250 
+L 2488 1703 
+Q 2384 1638 2221 1594 
+Q 2059 1550 1903 1531 
+L 1563 1488 
+Q 1256 1447 1103 1359 
+Q 844 1213 844 891 
+z
+M 2206 2028 
+Q 2400 2053 2466 2191 
+Q 2503 2266 2503 2406 
+Q 2503 2694 2298 2823 
+Q 2094 2953 1713 2953 
+Q 1272 2953 1088 2716 
+Q 984 2584 953 2325 
+L 428 2325 
+Q 444 2944 830 3186 
+Q 1216 3428 1725 3428 
+Q 2316 3428 2684 3203 
+Q 3050 2978 3050 2503 
+L 3050 575 
+Q 3050 488 3086 434 
+Q 3122 381 3238 381 
+Q 3275 381 3322 386 
+Q 3369 391 3422 400 
+L 3422 -16 
+Q 3291 -53 3222 -62 
+Q 3153 -72 3034 -72 
+Q 2744 -72 2613 134 
+Q 2544 244 2516 444 
+Q 2344 219 2022 53 
+Q 1700 -113 1313 -113 
+Q 847 -113 551 170 
+Q 256 453 256 878 
+Q 256 1344 547 1600 
+Q 838 1856 1309 1916 
+L 2206 2028 
+z
+M 1741 3428 
+L 1741 3428 
+z
 " transform="scale(0.015625)"/>
       <path id="Helvetica-2c" d="M 531 -653 
 Q 747 -616 834 -350 
@@ -1568,7 +1520,7 @@ z
      <use xlink:href="#Helvetica-2c" x="555.664062"/>
     </g>
     <!-- based on -->
-    <g transform="translate(175.329696 66.480006) scale(0.1 -0.1)">
+    <g transform="translate(175.329696 67.020006) scale(0.1 -0.1)">
      <use xlink:href="#Helvetica-62"/>
      <use xlink:href="#Helvetica-61" x="55.615234"/>
      <use xlink:href="#Helvetica-73" x="111.230469"/>
@@ -1579,7 +1531,7 @@ z
      <use xlink:href="#Helvetica-6e" x="355.859375"/>
     </g>
     <!-- natural language -->
-    <g transform="translate(158.651571 77.172506) scale(0.1 -0.1)">
+    <g transform="translate(158.651571 77.712506) scale(0.1 -0.1)">
      <use xlink:href="#Helvetica-6e"/>
      <use xlink:href="#Helvetica-61" x="55.615234"/>
      <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -1598,7 +1550,7 @@ z
      <use xlink:href="#Helvetica-65" x="689.453125"/>
     </g>
     <!-- instructions -->
-    <g transform="translate(170.614853 87.993131) scale(0.1 -0.1)">
+    <g transform="translate(170.614853 88.533131) 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 +1566,17 @@ z
     </g>
    </g>
    <g id="patch_32">
-    <path d="M 252.114688 82.956794 
-Q 235.184225 98.836592 229.678557 123.820288 
+    <path d="M 253.396479 83.490683 
+Q 234.728105 100.884654 229.578384 128.553505 
 " style="fill: none; stroke: #000000; stroke-linecap: round"/>
-    <path d="M 232.492521 120.344427 
-L 229.678557 123.820288 
-L 228.586247 119.4836 
+    <path d="M 232.276528 124.986992 
+L 229.578384 128.553505 
+L 228.34406 124.255082 
 " style="fill: none; stroke: #000000; stroke-linecap: round"/>
    </g>
    <g id="text_24">
     <!-- Second attempt, -->
-    <g transform="translate(249.829439 55.982819) scale(0.1 -0.1)">
+    <g transform="translate(249.829439 56.522819) scale(0.1 -0.1)">
      <defs>
       <path id="Helvetica-53" d="M 894 1481 
 Q 916 1091 1078 847 
@@ -1678,7 +1630,7 @@ z
      <use xlink:href="#Helvetica-2c" x="700.439453"/>
     </g>
     <!-- including unit test -->
-    <g transform="translate(247.60522 66.703444) scale(0.1 -0.1)">
+    <g transform="translate(247.60522 67.243444) scale(0.1 -0.1)">
      <use xlink:href="#Helvetica-69"/>
      <use xlink:href="#Helvetica-6e" x="22.216797"/>
      <use xlink:href="#Helvetica-63" x="77.832031"/>
@@ -1700,7 +1652,7 @@ z
      <use xlink:href="#Helvetica-74" x="744.921875"/>
     </g>
     <!-- error output -->
-    <g transform="translate(260.393501 77.524069) scale(0.1 -0.1)">
+    <g transform="translate(260.393501 78.064069) scale(0.1 -0.1)">
      <use xlink:href="#Helvetica-65"/>
      <use xlink:href="#Helvetica-72" x="55.615234"/>
      <use xlink:href="#Helvetica-72" x="88.916016"/>
@@ -1842,6 +1794,38 @@ z
     </g>
     <!-- (percent coding tasks correct) -->
     <g transform="translate(146.9881 32.581125) scale(0.12 -0.12)">
+     <defs>
+      <path id="Helvetica-28" d="M 1894 4666 
+Q 1403 3713 1256 3263 
+Q 1034 2578 1034 1681 
+Q 1034 775 1288 25 
+Q 1444 -438 1903 -1306 
+L 1525 -1306 
+Q 1069 -594 959 -397 
+Q 850 -200 722 138 
+Q 547 600 478 1125 
+Q 444 1397 444 1644 
+Q 444 2569 734 3291 
+Q 919 3750 1503 4666 
+L 1894 4666 
+z
+" transform="scale(0.015625)"/>
+      <path id="Helvetica-29" d="M 222 -1306 
+Q 719 -338 863 106 
+Q 1081 778 1081 1681 
+Q 1081 2584 828 3334 
+Q 672 3797 213 4666 
+L 591 4666 
+Q 1072 3897 1173 3717 
+Q 1275 3538 1394 3222 
+Q 1544 2831 1608 2450 
+Q 1672 2069 1672 1716 
+Q 1672 791 1378 66 
+Q 1194 -400 613 -1306 
+L 222 -1306 
+z
+" transform="scale(0.015625)"/>
+     </defs>
      <use xlink:href="#Helvetica-28"/>
      <use xlink:href="#Helvetica-70" x="33.300781"/>
      <use xlink:href="#Helvetica-65" x="88.916016"/>
@@ -1964,8 +1948,8 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="p2f2815f9ac">
-   <rect x="47.81" y="38.581125" width="356.40745" height="200.658875"/>
+  <clipPath id="p2a9d19ec75">
+   <rect x="47.81" y="38.581125" width="356.40745" height="211.458875"/>
   </clipPath>
  </defs>
 </svg>
diff --git a/assets/benchmarks-speed-1106.svg b/assets/benchmarks-speed-1106.svg
index 93876b4d7..b66ac0c82 100644
--- a/assets/benchmarks-speed-1106.svg
+++ b/assets/benchmarks-speed-1106.svg
@@ -6,7 +6,7 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2023-11-08T11:50:38.052418</dc:date>
+    <dc:date>2023-11-14T16:00:46.511433</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
@@ -30,8 +30,8 @@ z
   </g>
   <g id="axes_1">
    <g id="patch_2">
-    <path d="M 58.82375 239.24 
-L 404.21745 239.24 
+    <path d="M 58.82375 250.04 
+L 404.21745 250.04 
 L 404.21745 38.581125 
 L 58.82375 38.581125 
 z
@@ -41,17 +41,17 @@ z
     <g id="xtick_1">
      <g id="line2d_1">
       <defs>
-       <path id="m3780f3bf95" d="M 0 0 
+       <path id="ma8ffe35530" d="M 0 0 
 L 0 3.5 
 " style="stroke: #000000; stroke-width: 0.8"/>
       </defs>
       <g>
-       <use xlink:href="#m3780f3bf95" x="97.28513" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="97.28513" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_1">
       <!-- gpt-3.5-turbo -->
-      <g transform="translate(68.66013 253.436875) scale(0.1 -0.1)">
+      <g transform="translate(68.66013 264.236875) scale(0.1 -0.1)">
        <defs>
         <path id="Helvetica-67" d="M 1594 3406 
 Q 1988 3406 2281 3213 
@@ -317,7 +317,7 @@ z
        <use xlink:href="#Helvetica-6f" x="516.943359"/>
       </g>
       <!-- -0301 -->
-      <g transform="translate(84.498412 264.2575) scale(0.1 -0.1)">
+      <g transform="translate(84.498412 275.0575) scale(0.1 -0.1)">
        <defs>
         <path id="Helvetica-30" d="M 1731 4475 
 Q 2600 4475 2988 3759 
@@ -363,12 +363,12 @@ z
     <g id="xtick_2">
      <g id="line2d_2">
       <g>
-       <use xlink:href="#m3780f3bf95" x="155.648378" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="155.648378" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_2">
       <!-- gpt-3.5-turbo -->
-      <g transform="translate(127.023378 253.436875) scale(0.1 -0.1)">
+      <g transform="translate(127.023378 264.236875) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-67"/>
        <use xlink:href="#Helvetica-70" x="55.615234"/>
        <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -384,7 +384,7 @@ z
        <use xlink:href="#Helvetica-6f" x="516.943359"/>
       </g>
       <!-- -0613 -->
-      <g transform="translate(142.861659 264.2575) scale(0.1 -0.1)">
+      <g transform="translate(142.861659 275.0575) scale(0.1 -0.1)">
        <defs>
         <path id="Helvetica-36" d="M 1872 4494 
 Q 2622 4494 2917 4105 
@@ -428,12 +428,12 @@ z
     <g id="xtick_3">
      <g id="line2d_3">
       <g>
-       <use xlink:href="#m3780f3bf95" x="214.011626" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="214.011626" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_3">
       <!-- gpt-3.5-turbo -->
-      <g transform="translate(185.386626 253.436875) scale(0.1 -0.1)">
+      <g transform="translate(185.386626 264.236875) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-67"/>
        <use xlink:href="#Helvetica-70" x="55.615234"/>
        <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -449,7 +449,7 @@ z
        <use xlink:href="#Helvetica-6f" x="516.943359"/>
       </g>
       <!-- -1106 -->
-      <g transform="translate(201.224907 264.2575) scale(0.1 -0.1)">
+      <g transform="translate(201.224907 275.0575) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-2d"/>
        <use xlink:href="#Helvetica-31" x="33.300781"/>
        <use xlink:href="#Helvetica-31" x="88.916016"/>
@@ -461,12 +461,12 @@ z
     <g id="xtick_4">
      <g id="line2d_4">
       <g>
-       <use xlink:href="#m3780f3bf95" x="272.374873" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="272.374873" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_4">
       <!-- gpt-4 -->
-      <g transform="translate(260.979561 253.285312) scale(0.1 -0.1)">
+      <g transform="translate(260.979561 264.085312) scale(0.1 -0.1)">
        <defs>
         <path id="Helvetica-34" d="M 2116 1584 
 L 2116 3613 
@@ -495,7 +495,7 @@ z
        <use xlink:href="#Helvetica-34" x="172.314453"/>
       </g>
       <!-- -0314 -->
-      <g transform="translate(259.588155 264.105937) scale(0.1 -0.1)">
+      <g transform="translate(259.588155 274.905937) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-2d"/>
        <use xlink:href="#Helvetica-30" x="33.300781"/>
        <use xlink:href="#Helvetica-33" x="88.916016"/>
@@ -507,12 +507,12 @@ z
     <g id="xtick_5">
      <g id="line2d_5">
       <g>
-       <use xlink:href="#m3780f3bf95" x="330.738121" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="330.738121" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_5">
       <!-- gpt-4 -->
-      <g transform="translate(319.342809 253.285312) scale(0.1 -0.1)">
+      <g transform="translate(319.342809 264.085312) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-67"/>
        <use xlink:href="#Helvetica-70" x="55.615234"/>
        <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -520,7 +520,7 @@ z
        <use xlink:href="#Helvetica-34" x="172.314453"/>
       </g>
       <!-- -0613 -->
-      <g transform="translate(317.951402 264.105937) scale(0.1 -0.1)">
+      <g transform="translate(317.951402 274.905937) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-2d"/>
        <use xlink:href="#Helvetica-30" x="33.300781"/>
        <use xlink:href="#Helvetica-36" x="88.916016"/>
@@ -532,12 +532,12 @@ z
     <g id="xtick_6">
      <g id="line2d_6">
       <g>
-       <use xlink:href="#m3780f3bf95" x="389.101369" y="239.24" style="stroke: #000000; stroke-width: 0.8"/>
+       <use xlink:href="#ma8ffe35530" x="389.101369" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
       </g>
      </g>
      <g id="text_6">
       <!-- gpt-4 -->
-      <g transform="translate(377.706056 253.285312) scale(0.1 -0.1)">
+      <g transform="translate(377.706056 264.085312) scale(0.1 -0.1)">
        <use xlink:href="#Helvetica-67"/>
        <use xlink:href="#Helvetica-70" x="55.615234"/>
        <use xlink:href="#Helvetica-74" x="111.230469"/>
@@ -545,7 +545,7 @@ z
        <use xlink:href="#Helvetica-34" x="172.314453"/>
       </g>
       <!-- -1106-preview -->
-      <g transform="translate(357.421681 264.105937) scale(0.1 -0.1)">
+      <g transform="translate(357.421681 274.905937) scale(0.1 -0.1)">
        <defs>
         <path id="Helvetica-65" d="M 1806 3422 
 Q 2163 3422 2497 3255 
@@ -632,86 +632,254 @@ z
        <use xlink:href="#Helvetica-65" x="505.810547"/>
        <use xlink:href="#Helvetica-77" x="561.425781"/>
       </g>
-      <!-- (preliminary) -->
-      <g transform="translate(361.322463 274.939062) scale(0.1 -0.1)">
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_7">
+      <path d="M 58.82375 250.04 
+L 404.21745 250.04 
+" clip-path="url(#pa99eb49187)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_8">
+      <defs>
+       <path id="m4a7159050c" d="M 0 0 
+L -3.5 0 
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m4a7159050c" x="58.82375" y="250.04" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- 0 -->
+      <g transform="translate(46.262813 253.626719) scale(0.1 -0.1)">
+       <use xlink:href="#Helvetica-30"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_9">
+      <path d="M 58.82375 225.297619 
+L 404.21745 225.297619 
+" clip-path="url(#pa99eb49187)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_10">
+      <g>
+       <use xlink:href="#m4a7159050c" x="58.82375" y="225.297619" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- 25 -->
+      <g transform="translate(40.701875 228.884337) scale(0.1 -0.1)">
        <defs>
-        <path id="Helvetica-28" d="M 1894 4666 
-Q 1403 3713 1256 3263 
-Q 1034 2578 1034 1681 
-Q 1034 775 1288 25 
-Q 1444 -438 1903 -1306 
-L 1525 -1306 
-Q 1069 -594 959 -397 
-Q 850 -200 722 138 
-Q 547 600 478 1125 
-Q 444 1397 444 1644 
-Q 444 2569 734 3291 
-Q 919 3750 1503 4666 
-L 1894 4666 
+        <path id="Helvetica-32" d="M 200 0 
+Q 231 578 439 1006 
+Q 647 1434 1250 1784 
+L 1850 2131 
+Q 2253 2366 2416 2531 
+Q 2672 2791 2672 3125 
+Q 2672 3516 2437 3745 
+Q 2203 3975 1813 3975 
+Q 1234 3975 1013 3538 
+Q 894 3303 881 2888 
+L 309 2888 
+Q 319 3472 525 3841 
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+Q 2584 4491 2939 4075 
+Q 3294 3659 3294 3150 
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+Q 2697 2009 2131 1694 
+L 1703 1456 
+Q 1397 1288 1222 1134 
+Q 909 863 828 531 
+L 3272 531 
+L 3272 0 
+L 200 0 
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 " transform="scale(0.015625)"/>
-        <path id="Helvetica-6c" d="M 428 4591 
-L 991 4591 
-L 991 0 
-L 428 0 
-L 428 4591 
+       </defs>
+       <use xlink:href="#Helvetica-32"/>
+       <use xlink:href="#Helvetica-35" x="55.615234"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_11">
+      <path d="M 58.82375 200.555237 
+L 404.21745 200.555237 
+" clip-path="url(#pa99eb49187)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_12">
+      <g>
+       <use xlink:href="#m4a7159050c" x="58.82375" y="200.555237" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- 50 -->
+      <g transform="translate(40.701875 204.141956) scale(0.1 -0.1)">
+       <use xlink:href="#Helvetica-35"/>
+       <use xlink:href="#Helvetica-30" x="55.615234"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_13">
+      <path d="M 58.82375 175.812856 
+L 404.21745 175.812856 
+" clip-path="url(#pa99eb49187)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
+     </g>
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m4a7159050c" x="58.82375" y="175.812856" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- 75 -->
+      <g transform="translate(40.701875 179.399575) scale(0.1 -0.1)">
+       <defs>
+        <path id="Helvetica-37" d="M 3347 4400 
+L 3347 3909 
+Q 3131 3700 2773 3181 
+Q 2416 2663 2141 2063 
+Q 1869 1478 1728 997 
+Q 1638 688 1494 0 
+L 872 0 
+Q 1084 1281 1809 2550 
+Q 2238 3294 2709 3834 
+L 234 3834 
+L 234 4400 
+L 3347 4400 
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 " transform="scale(0.015625)"/>
-        <path id="Helvetica-6d" d="M 413 3347 
-L 969 3347 
-L 969 2872 
-Q 1169 3119 1331 3231 
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-Q 2744 3113 2856 2894 
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-Q 4916 2672 4916 2228 
-L 4916 0 
-L 4331 0 
-L 4331 2325 
-Q 4331 2659 4164 2784 
-Q 3997 2909 3756 2909 
-Q 3425 2909 3186 2687 
-Q 2947 2466 2947 1947 
-L 2947 0 
-L 2375 0 
-L 2375 2184 
-Q 2375 2525 2294 2681 
-Q 2166 2916 1816 2916 
-Q 1497 2916 1236 2669 
-Q 975 2422 975 1775 
-L 975 0 
-L 413 0 
-L 413 3347 
+       </defs>
+       <use xlink:href="#Helvetica-37"/>
+       <use xlink:href="#Helvetica-35" x="55.615234"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_5">
+     <g id="line2d_15">
+      <path d="M 58.82375 151.070474 
+L 404.21745 151.070474 
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+    <path d="M 404.21745 250.04 
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+    <g transform="translate(78.274199 231.641939) scale(0.06 -0.06)">
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+    <g transform="translate(196.668976 240.967359) scale(0.06 -0.06)">
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+    <g transform="translate(251.695661 52.554034) scale(0.06 -0.06)">
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-   <g id="text_24">
-    <!-- 18.0s -->
-    <g transform="translate(159.982746 217.094002) scale(0.06 -0.06)">
+    <!-- 61.8s -->
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+   <g id="text_22">
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+     <use xlink:href="#Helvetica-32"/>
+     <use xlink:href="#Helvetica-36" x="55.615234"/>
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+     <use xlink:href="#Helvetica-73" x="194.628906"/>
+    </g>
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+    <g transform="translate(103.28778 238.313773) scale(0.06 -0.06)">
+     <use xlink:href="#Helvetica-36"/>
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diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py
index f8ce04e24..a519990c8 100755
--- a/benchmark/benchmark.py
+++ b/benchmark/benchmark.py
@@ -77,8 +77,8 @@ def show_stats(dirnames, graphs):
         elif row.model.startswith(gpt4):
             row.model = gpt4 + "\n" + row.model[len(gpt4) :]
 
-        if row.model == "gpt-4\n-1106-preview":
-            row.model += "\n(preliminary)"
+        # if row.model == "gpt-4\n-1106-preview":
+        #    row.model += "\n(preliminary)"
 
         if row.completed_tests < 133:
             print(f"Warning: {row.dir_name} is incomplete: {row.completed_tests}")
diff --git a/docs/benchmarks-1106.md b/docs/benchmarks-1106.md
index a907aefeb..c99f40fff 100644
--- a/docs/benchmarks-1106.md
+++ b/docs/benchmarks-1106.md
@@ -2,6 +2,8 @@
 
 [![benchmark results](../assets/benchmarks-1106.svg)](https://aider.chat/assets/benchmarks-1106.svg)
 
+[![benchmark results](../assets/benchmarks-speed-1106.svg)](https://aider.chat/assets/benchmarks-speed-1106.svg)
+
 [OpenAI just released new versions of GPT-3.5 and GPT-4](https://openai.com/blog/new-models-and-developer-products-announced-at-devday),
 and there's a lot
 of interest about their ability to code compared to the previous versions.
@@ -44,22 +46,11 @@ The benchmark gives aider two tries to complete the task:
 For now, I have only benchmarked the GPT-4 models using the `diff` edit method.
 This is the edit format that aider uses by default with gpt-4.
 
-- The new `gpt-4-1106-preview` model seems **much faster** than the earlier GPT-4 models. I won't be able to properly quantify this until the rate limits loosen up.
+- The new `gpt-4-1106-preview` model seems **2-2.5X faster** than the June GPT-4 model.
 - **It seems better at producing correct code on the first try**. It gets
 53% of the coding exercises correct, without needing to see errors from the test suite. Previous models only get 46-47% of the exercises correct on the first try.
 - The new model seems to perform similar
-(~62%) to the old models (63-64%) after their second chance to correct bugs by reviewing test suite error output.
-
-**These are preliminary results.**
-OpenAI is enforcing very low
-rate limits on the new GPT-4 model.
-The rate limiting disrupts the the benchmarking process,
-requiring it to be paused and restarted frequently.
-It took ~20 partial runs over ~2 days to complete all 133 Exercism problems.
-The benchmarking harness is designed to stop/restart in this manner,
-but results from a single "clean" run would be more trustworthy.
-Once the rate limits are relaxed I will do a clean
-run of the entire benchmark.
+(~65%) to the old models (63-64%) after their second chance to correct bugs by reviewing test suite error output.
 
 ### gpt-3.5-turbo-1106
 
diff --git a/docs/benchmarks-speed-1106.md b/docs/benchmarks-speed-1106.md
index 7641296a5..21b9395b0 100644
--- a/docs/benchmarks-speed-1106.md
+++ b/docs/benchmarks-speed-1106.md
@@ -37,17 +37,5 @@ generate responses which primarily consist of source code.
 Some observations:
 
 - **GPT-3.5 got 6-11x faster.** The `gpt-3.5-turbo-1106` model is 6-11x faster than the June (0613) version which has been the default `gpt-3.5-turbo` model.
-- **GPT-4 Turbo is 4-5x faster.** The new `gpt-4-1106-preview` model is 4-5x faster than the June (0613) version which has been the default `gpt-4` model.
+- **GPT-4 Turbo is 2-2.5x faster.** The new `gpt-4-1106-preview` model is 2-2.5x faster than the June (0613) version which has been the default `gpt-4` model.
 - The old March (0301) version of GPT-3.5 is actually faster than the June (0613) version. This was a surprising discovery.
-
-**These are preliminary results.**
-OpenAI is enforcing very low
-rate limits on the new GPT-4 model.
-The rate limiting disrupts the benchmarking process,
-requiring it to run single threaded, pause and restart frequently.
-These anomolous conditions make it slow to
-benchmark the new model, and make
-it less reliable to compare the results with
-benchmark runs against the older model versions.
-Once the rate limits are relaxed I will do a clean
-run of the entire benchmark suite.