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# Aider is SOTA for both SWE Bench and SWE Bench Lite
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Aider scored 18.8%
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Aider scored 18.9%
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on the main
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[SWE Bench benchmark](https://www.swebench.com),
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achieving a state-of-the-art result.
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@ -135,14 +135,14 @@ aider reported no outstanding errors from editing, linting and testing.
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- Or, the "most plausible" solution generated by either attempt, with the
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[fewest outstanding editing, linting or testing errors](https://aider.chat/2024/05/22/swe-bench-lite.html#finding-a-plausible-solution).
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The table also provides details on the 107 solutions that were ultimately
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The table also provides details on the 108 solutions that were ultimately
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verified as correctly resolving their issue.
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| Attempt | Agent |Number of<br>proposed<br>solutions|Percent of<br>proposed<br>solutions| Number of<br/>correctly<br>resolved<br>solutions | Percent of<br>correctly<br>resolved<br>solutions | Score on<br>SWE Bench<br>Lite |
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|:--------:|------------|---------:|---------:|----:|---:|--:|
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| 1 | Aider with GPT-4o | 419 | 73.5% | 87 | 81.3% | 15.3% |
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| 2 | Aider with Opus | 151 | 26.5% | 20 | 18.7% | 3.5% |
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| **Total** | | **570** | **100%** | **107** | **100%** | **18.8%** |
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| 1 | Aider with GPT-4o | 419 | 73.5% | 87 | 80.6% | 15.3% |
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| 2 | Aider with Opus | 151 | 26.5% | 21 | 19.4% | 3.7% |
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| **Total** | | **570** | **100%** | **108** | **100%** | **18.9%** |
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## Non-plausible but correct solutions?
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@ -205,19 +205,19 @@ showing whether aider with GPT-4o and with Opus
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produced plausible and/or correct solutions.
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|Row|Aider<br>w/GPT-4o<br>solution<br>plausible?|Aider<br>w/GPT-4o<br>solution<br>resolved<br>issue?|Aider<br>w/Opus<br>solution<br>plausible?|Aider<br>w/Opus<br>solution<br>resolved<br>issue?|Number of<br>problems<br>with this<br>outcome|Number of<br>problems<br>resolved|
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|:--:|--:|--:|--:|--:|--:|--:|
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| A | **plausible** | **resolved** | n/a | n/a | 73 | 73 |
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| B | **plausible** | not resolved | n/a | n/a | 181 | 0 |
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| C | non-plausible | **resolved** | **plausible** | **resolved** | 1 | 1 |
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| D | non-plausible | **resolved** | **plausible** | not resolved | 2 | 0 |
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| E | non-plausible | not resolved | **plausible** | **resolved** | 12 | 12 |
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| F | non-plausible | not resolved | **plausible** | not resolved | 53 | 0 |
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| G | non-plausible | **resolved** | non-plausible | **resolved** | 16 | 16 |
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| H | non-plausible | **resolved** | non-plausible | not resolved | 5 | 3 |
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| I | non-plausible | not resolved | non-plausible | **resolved** | 4 | 2 |
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| J | non-plausible | not resolved | non-plausible | not resolved | 216 | 0 |
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| K | non-plausible | not resolved | n/a | n/a | 7 | 0 |
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|Total|||||570|107|
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|:--:|:--:|:--:|:--:|:--:|--:|--:|
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| A | **plausible** | **resolved** | n/a | n/a | 73 | 73 |
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| B | **plausible** | no | n/a | n/a | 181 | 0 |
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| C | no | no | **plausible** | no | 53 | 0 |
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| D | no | no | **plausible** | **resolved** | 12 | 12 |
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| E | no | **resolved** | **plausible** | no | 2 | 0 |
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| F | no | **resolved** | **plausible** | **resolved** | 1 | 1 |
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| G | no | no | no | no | 216 | 0 |
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| H | no | no | no | **resolved** | 4 | 2 |
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| I | no | **resolved** | no | no | 4 | 3 |
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| J | no | **resolved** | no | **resolved** | 17 | 17 |
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| K | no | no | n/a | n/a | 7 | 0 |
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|Total|||||570|108|
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Rows A-B show the cases where
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aider with GPT-4o found a plausible solution during the first attempt.
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@ -233,7 +233,7 @@ So Opus' solutions were adopted and they
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went on to be deemed correct for 13 problems
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and incorrect for 55.
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Row D is an interesting special case, where GPT-4o found 2
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In that group, Row E is an interesting special case, where GPT-4o found 2
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non-plausible but correct solutions.
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We can see that Opus overrides
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them with plausible-but-incorrect
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@ -271,8 +271,8 @@ and the benchmark harness, and only to compute statistics about the
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correctly resolved instances.
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They were never run, used, or even visible during aider's attempts to resolve the problems.
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Aider correctly resolved 107 out of 570 SWE Bench instances that were benchmarked,
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or 18.8%.
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Aider correctly resolved 108 out of 570 SWE Bench instances that were benchmarked,
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or 18.9%.
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## Acknowledgments
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<use xlink:href="#Helvetica-35" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-2e" x="111.230469"/>
|
||||
|
@ -1597,18 +1597,18 @@ L 690 112.174638
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</g>
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||||
<g id="ytick_8">
|
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<g id="line2d_22">
|
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<path d="M 77 79.593078
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L 690 79.593078
|
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" clip-path="url(#pfeb5048445)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
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<path d="M 77 80.799802
|
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L 690 80.799802
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: none; stroke: #b0b0b0; stroke-width: 0.2; stroke-linecap: square"/>
|
||||
</g>
|
||||
<g id="line2d_23">
|
||||
<g>
|
||||
<use xlink:href="#ma576030dcc" x="77" y="79.593078" style="stroke: #000000; stroke-width: 0.8"/>
|
||||
<use xlink:href="#mc542aa3404" x="77" y="80.799802" style="stroke: #000000; stroke-width: 0.8"/>
|
||||
</g>
|
||||
</g>
|
||||
<g id="text_15">
|
||||
<!-- 17.5 -->
|
||||
<g transform="translate(50.539063 83.179797) scale(0.1 -0.1)">
|
||||
<g transform="translate(50.539063 84.386521) scale(0.1 -0.1)">
|
||||
<use xlink:href="#Helvetica-31"/>
|
||||
<use xlink:href="#Helvetica-37" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-2e" x="111.230469"/>
|
||||
|
@ -1777,50 +1777,50 @@ L 690 50.4
|
|||
<g id="patch_7">
|
||||
<path d="M 104.863636 307.664
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L 170.425134 307.664
|
||||
L 170.425134 170.821447
|
||||
L 104.863636 170.821447
|
||||
L 170.425134 171.545481
|
||||
L 104.863636 171.545481
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #b3d1e6; opacity: 0.3"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #b3d1e6; opacity: 0.3"/>
|
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</g>
|
||||
<g id="patch_8">
|
||||
<path d="M 186.815508 307.664
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||||
L 252.377005 307.664
|
||||
L 252.377005 169.518184
|
||||
L 186.815508 169.518184
|
||||
L 252.377005 170.249115
|
||||
L 186.815508 170.249115
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #b3d1e6; opacity: 0.3"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #b3d1e6; opacity: 0.3"/>
|
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</g>
|
||||
<g id="patch_9">
|
||||
<path d="M 268.76738 307.664
|
||||
L 334.328877 307.664
|
||||
L 334.328877 144.756199
|
||||
L 268.76738 144.756199
|
||||
L 334.328877 145.618145
|
||||
L 268.76738 145.618145
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #b3d1e6; opacity: 0.3"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #b3d1e6; opacity: 0.3"/>
|
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</g>
|
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<g id="patch_10">
|
||||
<path d="M 350.719251 307.664
|
||||
L 416.280749 307.664
|
||||
L 416.280749 127.813787
|
||||
L 350.719251 127.813787
|
||||
L 416.280749 128.765376
|
||||
L 350.719251 128.765376
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #b3d1e6; opacity: 0.3"/>
|
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" clip-path="url(#p8c34e9879c)" style="fill: #b3d1e6; opacity: 0.3"/>
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</g>
|
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<g id="patch_11">
|
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<path d="M 432.671123 307.664
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L 498.23262 307.664
|
||||
L 498.23262 126.510525
|
||||
L 432.671123 126.510525
|
||||
L 498.23262 127.469009
|
||||
L 432.671123 127.469009
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #b3d1e6; opacity: 0.3"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #b3d1e6; opacity: 0.3"/>
|
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</g>
|
||||
<g id="patch_12">
|
||||
<path d="M 514.622995 307.664
|
||||
L 580.184492 307.664
|
||||
L 580.184492 86.10939
|
||||
L 514.622995 86.10939
|
||||
L 580.184492 87.281637
|
||||
L 514.622995 87.281637
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #1a75c2; opacity: 0.9"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #1a75c2; opacity: 0.9"/>
|
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</g>
|
||||
<g id="patch_13">
|
||||
<path d="M 596.574866 307.664
|
||||
|
@ -1828,11 +1828,11 @@ L 662.136364 307.664
|
|||
L 662.136364 62.650667
|
||||
L 596.574866 62.650667
|
||||
z
|
||||
" clip-path="url(#pfeb5048445)" style="fill: #1a75c2; opacity: 0.9"/>
|
||||
" clip-path="url(#p8c34e9879c)" style="fill: #1a75c2; opacity: 0.9"/>
|
||||
</g>
|
||||
<g id="text_17">
|
||||
<!-- 10.5% -->
|
||||
<g style="fill: #555555" transform="translate(114.961885 195.331571) scale(0.16 -0.16)">
|
||||
<g style="fill: #555555" transform="translate(114.961885 195.98665) scale(0.16 -0.16)">
|
||||
<use xlink:href="#Helvetica-31"/>
|
||||
<use xlink:href="#Helvetica-30" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-2e" x="111.230469"/>
|
||||
|
@ -1842,7 +1842,7 @@ z
|
|||
</g>
|
||||
<g id="text_18">
|
||||
<!-- 10.6% -->
|
||||
<g style="fill: #555555" transform="translate(196.913757 194.028309) scale(0.16 -0.16)">
|
||||
<g style="fill: #555555" transform="translate(196.913757 194.690283) scale(0.16 -0.16)">
|
||||
<defs>
|
||||
<path id="Helvetica-36" d="M 1872 4494
|
||||
Q 2622 4494 2917 4105
|
||||
|
@ -1884,7 +1884,7 @@ z
|
|||
</g>
|
||||
<g id="text_19">
|
||||
<!-- 12.5% -->
|
||||
<g style="fill: #555555" transform="translate(278.865628 169.266323) scale(0.16 -0.16)">
|
||||
<g style="fill: #555555" transform="translate(278.865628 170.059313) scale(0.16 -0.16)">
|
||||
<use xlink:href="#Helvetica-31"/>
|
||||
<use xlink:href="#Helvetica-32" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-2e" x="111.230469"/>
|
||||
|
@ -1894,7 +1894,7 @@ z
|
|||
</g>
|
||||
<g id="text_20">
|
||||
<!-- 13.8% -->
|
||||
<g style="fill: #555555" transform="translate(360.8175 152.323911) scale(0.16 -0.16)">
|
||||
<g style="fill: #555555" transform="translate(360.8175 153.206544) scale(0.16 -0.16)">
|
||||
<defs>
|
||||
<path id="Helvetica-33" d="M 1663 -122
|
||||
Q 869 -122 511 314
|
||||
|
@ -1979,7 +1979,7 @@ z
|
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</g>
|
||||
<g id="text_21">
|
||||
<!-- 13.9% -->
|
||||
<g style="fill: #555555" transform="translate(442.769372 151.020649) scale(0.16 -0.16)">
|
||||
<g style="fill: #555555" transform="translate(442.769372 151.910177) scale(0.16 -0.16)">
|
||||
<defs>
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||||
<path id="Helvetica-39" d="M 850 1081
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||||
Q 875 616 1209 438
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||||
|
@ -2021,7 +2021,7 @@ z
|
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</g>
|
||||
<g id="text_22">
|
||||
<!-- 17.0% -->
|
||||
<g style="fill: #eeeeee" transform="translate(519.649993 111.299514) scale(0.16 -0.16)">
|
||||
<g style="fill: #eeeeee" transform="translate(519.649993 112.402805) scale(0.16 -0.16)">
|
||||
<defs>
|
||||
<path id="DejaVuSans-Bold-31" d="M 750 831
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L 1813 831
|
||||
|
@ -2131,8 +2131,8 @@ z
|
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</g>
|
||||
</g>
|
||||
<g id="text_23">
|
||||
<!-- 18.8% -->
|
||||
<g style="fill: #eeeeee" transform="translate(601.601865 87.840791) scale(0.16 -0.16)">
|
||||
<!-- 18.9% -->
|
||||
<g style="fill: #eeeeee" transform="translate(601.601865 87.771835) scale(0.16 -0.16)">
|
||||
<defs>
|
||||
<path id="DejaVuSans-Bold-38" d="M 2228 2088
|
||||
Q 1891 2088 1709 1903
|
||||
|
@ -2172,18 +2172,48 @@ Q 2509 3994 2228 3994
|
|||
Q 1941 3994 1786 3844
|
||||
Q 1631 3694 1631 3419
|
||||
z
|
||||
" transform="scale(0.015625)"/>
|
||||
<path id="DejaVuSans-Bold-39" d="M 641 103
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L 641 966
|
||||
Q 928 831 1190 764
|
||||
Q 1453 697 1709 697
|
||||
Q 2247 697 2547 995
|
||||
Q 2847 1294 2900 1881
|
||||
Q 2688 1725 2447 1647
|
||||
Q 2206 1569 1925 1569
|
||||
Q 1209 1569 770 1986
|
||||
Q 331 2403 331 3084
|
||||
Q 331 3838 820 4291
|
||||
Q 1309 4744 2131 4744
|
||||
Q 3044 4744 3544 4128
|
||||
Q 4044 3513 4044 2388
|
||||
Q 4044 1231 3459 570
|
||||
Q 2875 -91 1856 -91
|
||||
Q 1528 -91 1228 -42
|
||||
Q 928 6 641 103
|
||||
z
|
||||
M 2125 2350
|
||||
Q 2441 2350 2600 2554
|
||||
Q 2759 2759 2759 3169
|
||||
Q 2759 3575 2600 3781
|
||||
Q 2441 3988 2125 3988
|
||||
Q 1809 3988 1650 3781
|
||||
Q 1491 3575 1491 3169
|
||||
Q 1491 2759 1650 2554
|
||||
Q 1809 2350 2125 2350
|
||||
z
|
||||
" transform="scale(0.015625)"/>
|
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</defs>
|
||||
<use xlink:href="#DejaVuSans-Bold-31"/>
|
||||
<use xlink:href="#DejaVuSans-Bold-38" x="69.580078"/>
|
||||
<use xlink:href="#DejaVuSans-Bold-2e" x="139.160156"/>
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||||
<use xlink:href="#DejaVuSans-Bold-38" x="177.148438"/>
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<use xlink:href="#DejaVuSans-Bold-39" x="177.148438"/>
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<use xlink:href="#DejaVuSans-Bold-25" x="246.728516"/>
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</g>
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</g>
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<g id="text_24">
|
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<!-- of 2294 -->
|
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<g style="fill: #555555" transform="translate(117.627823 212.011132) scale(0.12 -0.12)">
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<g style="fill: #555555" transform="translate(117.627823 212.562778) scale(0.12 -0.12)">
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<defs>
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<path id="Helvetica-66" d="M 553 3856
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Q 566 4206 675 4369
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||||
|
@ -2219,7 +2249,7 @@ z
|
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</g>
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<g id="text_25">
|
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<!-- of 2294 -->
|
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<g style="fill: #555555" transform="translate(199.579694 210.70787) scale(0.12 -0.12)">
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<g style="fill: #555555" transform="translate(199.579694 211.266411) scale(0.12 -0.12)">
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<use xlink:href="#Helvetica-6f"/>
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<use xlink:href="#Helvetica-66" x="55.615234"/>
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||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
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|
@ -2231,7 +2261,7 @@ z
|
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</g>
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<g id="text_26">
|
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<!-- of 2294 -->
|
||||
<g style="fill: #555555" transform="translate(281.531566 185.945884) scale(0.12 -0.12)">
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||||
<g style="fill: #555555" transform="translate(281.531566 186.635441) scale(0.12 -0.12)">
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||||
<use xlink:href="#Helvetica-6f"/>
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<use xlink:href="#Helvetica-66" x="55.615234"/>
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||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
|
||||
|
@ -2243,7 +2273,7 @@ z
|
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</g>
|
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<g id="text_27">
|
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<!-- of 2294 -->
|
||||
<g style="fill: #555555" transform="translate(363.483437 169.003473) scale(0.12 -0.12)">
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||||
<g style="fill: #555555" transform="translate(363.483437 169.782672) scale(0.12 -0.12)">
|
||||
<use xlink:href="#Helvetica-6f"/>
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||||
<use xlink:href="#Helvetica-66" x="55.615234"/>
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||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
|
||||
|
@ -2255,7 +2285,7 @@ z
|
|||
</g>
|
||||
<g id="text_28">
|
||||
<!-- of 570 -->
|
||||
<g style="fill: #555555" transform="translate(448.771872 167.70021) scale(0.12 -0.12)">
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||||
<g style="fill: #555555" transform="translate(448.771872 168.486305) scale(0.12 -0.12)">
|
||||
<use xlink:href="#Helvetica-6f"/>
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||||
<use xlink:href="#Helvetica-66" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
|
||||
|
@ -2266,7 +2296,7 @@ z
|
|||
</g>
|
||||
<g id="text_29">
|
||||
<!-- of 570 -->
|
||||
<g style="fill: #eeeeee" transform="translate(530.723743 127.299075) scale(0.12 -0.12)">
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||||
<g style="fill: #eeeeee" transform="translate(530.723743 128.298933) scale(0.12 -0.12)">
|
||||
<use xlink:href="#Helvetica-6f"/>
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||||
<use xlink:href="#Helvetica-66" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
|
||||
|
@ -2277,7 +2307,7 @@ z
|
|||
</g>
|
||||
<g id="text_30">
|
||||
<!-- of 570 -->
|
||||
<g style="fill: #eeeeee" transform="translate(612.675615 103.840352) scale(0.12 -0.12)">
|
||||
<g style="fill: #eeeeee" transform="translate(612.675615 103.667963) scale(0.12 -0.12)">
|
||||
<use xlink:href="#Helvetica-6f"/>
|
||||
<use xlink:href="#Helvetica-66" x="55.615234"/>
|
||||
<use xlink:href="#Helvetica-20" x="83.398438"/>
|
||||
|
@ -2356,7 +2386,7 @@ z
|
|||
</g>
|
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</g>
|
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<defs>
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<clipPath id="pfeb5048445">
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||||
<clipPath id="p8c34e9879c">
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<rect x="77" y="50.4" width="613" height="257.264"/>
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||||
</clipPath>
|
||||
</defs>
|
||||
|
|
Before Width: | Height: | Size: 57 KiB After Width: | Height: | Size: 57 KiB |
|
@ -1,4 +1,4 @@
|
|||
18.8% Aider|GPT-4o|& Opus|(570)
|
||||
18.9% Aider|GPT-4o|& Opus|(570)
|
||||
17.0% Aider|GPT-4o|(570)
|
||||
13.9% Devin|(570)
|
||||
13.8% Amazon Q|Developer|Agent|(2294)
|
||||
|
|
Loading…
Add table
Add a link
Reference in a new issue