From 69669363166587c6a1edc4f0f851cce8ff04d1d5 Mon Sep 17 00:00:00 2001
From: Paul Gauthier <aider@paulg.org>
Date: Thu, 30 May 2024 15:29:33 -0700
Subject: [PATCH] Updated graph to use pass@1 unhinted results from other
 agents

---
 _posts/2024-05-22-swe-bench-lite.md |  41 +-
 assets/swe_bench_lite.jpg           | Bin 37348 -> 37930 bytes
 assets/swe_bench_lite.svg           | 582 ++++++++++++++++++----------
 benchmark/swe-bench-lite.txt        |   2 +-
 benchmark/swe_bench_lite.py         |  23 +-
 5 files changed, 435 insertions(+), 213 deletions(-)

diff --git a/_posts/2024-05-22-swe-bench-lite.md b/_posts/2024-05-22-swe-bench-lite.md
index 44260d3ed..8033bf417 100644
--- a/_posts/2024-05-22-swe-bench-lite.md
+++ b/_posts/2024-05-22-swe-bench-lite.md
@@ -12,11 +12,17 @@ on the
 achieving a state-of-the-art result. 
 The current top leaderboard entry is 20.3%
 from Amazon Q Developer Agent.
-The best result reported elsewhere seems to be
-[25% from OpenDevin](https://x.com/gneubig/status/1791498953709752405).
 
 [![SWE Bench Lite results](/assets/swe_bench_lite.svg)](https://aider.chat/assets/swe_bench_lite.svg)
 
+Please see the [references](#references)
+for details on the data presented in this chart.
+It was updated 5/30/24 to reflect apples-to-apples comparisons,
+using pass@1 results from AutoCodeRover
+and results from OpenDevin that don't use hints.
+The [official SWE Bench Lite leaderboard](https://www.swebench.com)
+only accepts pass@1 results that do not use hints.
+
 ## Interactive, not agentic
 
 Aider achieved this result mainly through its existing features that focus on static code analysis, reliable LLM code editing, and pragmatic UX for AI pair programming.
@@ -397,14 +403,33 @@ making it faster, easier, and more reliable to run the acceptance tests.
 ## References
 
 Below are the references for the SWE-Bench Lite results
-displayed in the graph at the top of this page.
+displayed in the graph at the beginning of this article.
 
-- [25.0% OpenDevin](https://x.com/gneubig/status/1791498953709752405)
-- [19.0% AutoCodeRover](https://github.com/swe-bench/experiments/pull/11)
 - [20.3% Amazon Q Developer Agent (v20240430-dev)](https://www.swebench.com)
+- [19.0% AutoCodeRover](https://github.com/swe-bench/experiments/pull/11)
 - [18.0% SWE-Agent + GPT-4](https://www.swebench.com)
+- [16.7% OpenDevin](https://github.com/OpenDevin/OpenDevin/issues/2149)
 - [11.7% SWE-Agent + Opus](https://www.swebench.com)
 
-Note: Graph updated on 5/30/24 to accurately reflect AutoCodeRover's pass@1 results.
-The previous graph contained their pass@3 result, which is not comparable
-to the aider results being reported here.
+Note, the graph was updated on 5/30/24 as follows.
+
+The graph now contains AutoCodeRover's pass@1 results.
+Previously it was reporting the pass@3 results, which are
+not comparable
+to the pass@1 aider results being reported here.
+The [AutoCodeRover GitHub page](https://github.com/nus-apr/auto-code-rover)
+features the pass@3 results
+without being clearly labeled.
+
+The graph now contains the best OpenDevin results obtained without using
+the `hints_text` to provide hints to the agent.
+The previous graph contained their hinted result,
+which is not comparable
+to the unhinted aider results being reported here.
+OpenDevin's [hinted result was reported](https://x.com/gneubig/status/1791498953709752405)
+without noting that hints were used.
+
+The [official SWE Bench Lite leaderboard](https://www.swebench.com)
+only accepts pass@1 results that do not use `hints_text`.
+
+
diff --git a/assets/swe_bench_lite.jpg b/assets/swe_bench_lite.jpg
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+Q 1503 -91 1142 -33 
+Q 781 25 428 141 
+L 428 1069 
+Q 766 900 1098 814 
+Q 1431 728 1753 728 
+Q 2231 728 2486 893 
+Q 2741 1059 2741 1369 
+Q 2741 1688 2480 1852 
+Q 2219 2016 1709 2016 
+L 1228 2016 
+L 1228 2791 
+L 1734 2791 
+Q 2188 2791 2409 2933 
+Q 2631 3075 2631 3366 
+Q 2631 3634 2415 3781 
+Q 2200 3928 1806 3928 
+Q 1516 3928 1219 3862 
+Q 922 3797 628 3669 
+L 628 4550 
+Q 984 4650 1334 4700 
+Q 1684 4750 2022 4750 
+Q 2931 4750 3382 4451 
+Q 3834 4153 3834 3553 
+Q 3834 3144 3618 2883 
+Q 3403 2622 2981 2516 
 z
 " transform="scale(0.015625)"/>
      </defs>
-     <use xlink:href="#Helvetica-32"/>
-     <use xlink:href="#Helvetica-36" x="55.615234"/>
-     <use xlink:href="#Helvetica-2e" x="111.230469"/>
-     <use xlink:href="#Helvetica-33" x="139.013672"/>
-     <use xlink:href="#Helvetica-25" x="194.628906"/>
+     <use xlink:href="#DejaVuSans-Bold-32"/>
+     <use xlink:href="#DejaVuSans-Bold-36" x="69.580078"/>
+     <use xlink:href="#DejaVuSans-Bold-2e" x="139.160156"/>
+     <use xlink:href="#DejaVuSans-Bold-33" x="177.148438"/>
+     <use xlink:href="#DejaVuSans-Bold-25" x="246.728516"/>
     </g>
    </g>
    <g id="text_22">
@@ -1775,7 +1963,7 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="pc190475179">
+  <clipPath id="pec64ca441b">
    <rect x="68.675" y="50.4" width="621.325" height="223.30025"/>
   </clipPath>
  </defs>
diff --git a/benchmark/swe-bench-lite.txt b/benchmark/swe-bench-lite.txt
index b73faad22..c49c25187 100644
--- a/benchmark/swe-bench-lite.txt
+++ b/benchmark/swe-bench-lite.txt
@@ -1,7 +1,7 @@
 26.3% Aider|GPT-4o|& Opus
 25.0% Aider|GPT-4o
-25.0% Open|Devin
 20.3% Amazon Q|Developer|Agent
 19.0% AutoCode|Rover
 18.0% SWE-|Agent|+ GPT-4
+16.7% Open|Devin
 11.7% SWE-|Agent|+ Opus
diff --git a/benchmark/swe_bench_lite.py b/benchmark/swe_bench_lite.py
index afa76c1d4..a3bd04820 100644
--- a/benchmark/swe_bench_lite.py
+++ b/benchmark/swe_bench_lite.py
@@ -22,7 +22,13 @@ def plot_swe_bench_lite(data_file):
     plt.rcParams["hatch.color"] = "#444444"
 
     font_color = "#555"
-    rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
+    font_params = {
+        "family": "sans-serif",
+        "sans-serif": ["Helvetica"],
+        "size": 10,
+        "weight": "bold",
+    }
+    rc("font", **font_params)
     plt.rcParams["text.color"] = font_color
 
     fig, ax = plt.subplots(figsize=(10, 5))
@@ -34,28 +40,31 @@ def plot_swe_bench_lite(data_file):
     colors = ["#17965A" if "Aider" in model else "#b3d1e6" for model in models]
     bars = []
     for model, pass_rate, color in zip(models, pass_rates, colors):
-        alpha = 0.6 if "Aider" in model else 0.3
+        alpha = 0.9 if "Aider" in model else 0.3
         bar = ax.bar(model, pass_rate, color=color, alpha=alpha, zorder=3)
         bars.append(bar[0])
 
     for model, bar in zip(models, bars):
         yval = bar.get_height()
-        y = yval + 0.75 if "Aider" in model else yval - 1.25
-        va = "bottom" if "Aider" in model else "top"
-
+        y = yval - 1.25
+        va = "top"
+        color = "#eee" if "Aider" in model else "#555"
+        fontfamily = "Helvetica Bold" if "Aider" in model else "Helvetica"
         ax.text(
             bar.get_x() + bar.get_width() / 2,
             y,
             f"{yval}%",
             ha="center",
             va=va,
-            fontsize=14,
+            fontsize=16,
+            color=color,
+            fontfamily=fontfamily,
         )
 
     # ax.set_xlabel("Models", fontsize=18)
     ax.set_ylabel("Instances resolved (%)", fontsize=18, color=font_color)
     ax.set_title("SWE Bench Lite", fontsize=20)
-    ax.set_ylim(0, 29.9)
+    # ax.set_ylim(0, 29.9)
     plt.xticks(
         fontsize=16,
         color=font_color,