# Aider chat conversation:
USER: there's no visible difference bwteen the bold and light fonts?
ASSISTANT: To ensure that the bold and light fonts are visibly different, we can use "normal" instead of "light" for the non-Aider bars. This should provide a more noticeable contrast.
Here are the *SEARCH/REPLACE* blocks:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
fontweight = "bold" if "Aider" in model else "light"
=======
fontweight = "bold" if "Aider" in model else "normal"
>>>>>>> REPLACE
```
Let's make this change and see if it improves the visibility of the font differences.
# Aider chat conversation:
USER: make the percentages on top of aiders bars bold. make the aider x labels bold too
ASSISTANT: To make the percentages on top of Aider's bars bold and the Aider x labels bold, we need to modify the text properties in the plotting section.
Here are the *SEARCH/REPLACE* blocks:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
if "Aider" in model:
y = yval + 0.75
va = "bottom"
else:
y = yval - 1.25
va = "top"
ax.text(
bar.get_x() + bar.get_width() / 2,
y,
f"{yval}%",
ha="center",
va=va,
fontsize=14,
# alpha=0.75,
)
=======
y = yval + 0.75 if "Aider" in model else yval - 1.25
va = "bottom" if "Aider" in model else "top"
fontweight = "bold" if "Aider" in model else "normal"
ax.text(
bar.get_x() + bar.get_width() / 2,
y,
f"{yval}%",
ha="center",
va=va,
fontsize=14,
fontweight=fontweight,
)
>>>>>>> REPLACE
```
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
plt.xticks(
# rotation=45,
# ha="center",
fontsize=16,
color=font_color,
)
=======
xticks = plt.xticks(
fontsize=16,
color=font_color,
)
for label in xticks[1]:
if "Aider" in label.get_text():
label.set_fontweight("bold")
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: can we use more alpha for the aider bars and less alpha for the other bars?
ASSISTANT: To adjust the alpha values for the bars, we need to modify the section where the bars are created and set their alpha values based on whether the model name contains "Aider".
Here is the *SEARCH/REPLACE* block:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
bars = ax.bar(models, pass_rates, color=colors, alpha=0.75, zorder=3)
=======
bars = []
for model, pass_rate, color in zip(models, pass_rates, colors):
alpha = 0.9 if "Aider" in model else 0.5
bar = ax.bar(model, pass_rate, color=color, alpha=alpha, zorder=3)
bars.append(bar[0])
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: KeyError: 'Unrecognized key "font.color" for group "font" and name "color"'
ASSISTANT: To fix the `KeyError` related to the unrecognized key "font.color", we need to set the font color using `plt.rcParams` instead of `rc`.
Here are the changes:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10, "color": "#444444"})
=======
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
plt.rcParams["text.color"] = "#444444"
>>>>>>> REPLACE
```
benchmark/over_time.py
```python
<<<<<<< SEARCH
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10, "color": "#444444"})
=======
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
plt.rcParams["text.color"] = "#444444"
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the font color dark grey not black
ASSISTANT: Here are the changes to make the font color dark grey instead of black in `benchmark/swe_bench_lite.py` and `benchmark/over_time.py`:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
=======
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10, "color": "#444444"})
>>>>>>> REPLACE
```
benchmark/over_time.py
```python
<<<<<<< SEARCH
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
=======
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10, "color": "#444444"})
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: add more whitespace around the perimeter
ASSISTANT: Here are the changes to add more whitespace around the perimeter in `benchmark/swe_bench_lite.py` and `benchmark/over_time.py`:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
plt.tight_layout()
=======
plt.tight_layout(pad=3.0)
>>>>>>> REPLACE
```
benchmark/over_time.py
```python
<<<<<<< SEARCH
plt.tight_layout()
=======
plt.tight_layout(pad=3.0)
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the model labels on the x axis larger
ASSISTANT: Here are the changes to make the model labels on the x-axis larger in `benchmark/swe_bench_lite.py` and `benchmark/over_time.py`:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
plt.xticks(rotation=45, ha='right')
=======
plt.xticks(rotation=45, ha='right', fontsize=14)
>>>>>>> REPLACE
```
benchmark/over_time.py
```python
<<<<<<< SEARCH
plt.tight_layout()
=======
plt.xticks(fontsize=14)
plt.tight_layout()
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the y-axis go to 30
ASSISTANT: Here are the changes to make the y-axis go to 30 in `benchmark/swe_bench_lite.py`:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
plt.xticks(rotation=45, ha='right')
=======
ax.set_ylim(0, 30)
plt.xticks(rotation=45, ha='right')
>>>>>>> REPLACE
```
Here are the changes to make the y-axis go to 30 in `benchmark/over_time.py`:
benchmark/over_time.py
```python
<<<<<<< SEARCH
plt.tight_layout()
=======
ax.set_ylim(0, 30)
plt.tight_layout()
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: save it as a png and svg and imgcat it out
ASSISTANT: To save the graph as a PNG and SVG and then display it using `imgcat`, we need to modify `benchmark/swe_bench_lite.py`:
1. Import `imgcat`.
2. Add `imgcat` to display the graph after saving it.
Here are the *SEARCH/REPLACE* blocks:
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
from matplotlib import rc
=======
from matplotlib import rc
from imgcat import imgcat
>>>>>>> REPLACE
```
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
plt.show()
=======
imgcat(fig)
plt.show()
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: plot a vertical bar graph of the data in tmp.txt. use similar fonts, colors and graph style to the one in over_time.py. put the new graph code in swe_bench_lite.py
ASSISTANT: Here is the code to plot a vertical bar graph of the data in `tmp.txt` using similar fonts, colors, and graph style to the one in `over_time.py`. This code will be placed in `swe_bench_lite.py`.
benchmark/swe_bench_lite.py
```python
<<<<<<< SEARCH
=======
import matplotlib.pyplot as plt
from matplotlib import rc
def plot_swe_bench_lite(data_file):
with open(data_file, "r") as file:
lines = file.readlines()
models = []
pass_rates = []
for line in lines:
if line.strip():
pass_rate, model = line.split("%")
models.append(model.strip())
pass_rates.append(float(pass_rate.strip()))
plt.rcParams["hatch.linewidth"] = 0.5
plt.rcParams["hatch.color"] = "#444444"
rc("font", **{"family": "sans-serif", "sans-serif": ["Helvetica"], "size": 10})
fig, ax = plt.subplots(figsize=(10, 5))
ax.grid(axis="y", zorder=0, lw=0.2)
for spine in ax.spines.values():
spine.set_edgecolor("#DDDDDD")
spine.set_linewidth(0.5)
colors = [
"red" if "Aider" in model else "green" if "AutoCodeRover" in model else "blue" for model in models
]
bars = ax.bar(models, pass_rates, color=colors, alpha=0.5, zorder=3)
for bar in bars:
yval = bar.get_height()
ax.text(bar.get_x() + bar.get_width()/2, yval + 0.5, f'{yval}%', ha='center', va='bottom', fontsize=12, alpha=0.75)
ax.set_xlabel("Models", fontsize=18)
ax.set_ylabel("Pass Rate (%)", fontsize=18)
ax.set_title("SWE Benchmark Pass Rates by Model", fontsize=20)
plt.xticks(rotation=45, ha='right')
plt.tight_layout()
plt.savefig("swe_bench_lite.png")
plt.savefig("swe_bench_lite.svg")
plt.show()
# Example usage
plot_swe_bench_lite("benchmark/tmp.txt")
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the border of the graph thinner and lighter
ASSISTANT: To make the border of the graph thinner and lighter, we can adjust the `spines` properties of the axes.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
colors = ['red' if 'gpt-4' in model else 'green' if 'gpt-3.5' in model else 'blue' for model in models]
=======
for spine in ax.spines.values():
spine.set_edgecolor('#DDDDDD')
spine.set_linewidth(0.5)
colors = ['red' if 'gpt-4' in model else 'green' if 'gpt-3.5' in model else 'blue' for model in models]
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the dots bigger
ASSISTANT: To make the dots bigger, we can adjust the `s` parameter in the `scatter` function, which controls the size of the dots.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
ax.scatter(dates, pass_rates, c=colors, alpha=0.5)
=======
ax.scatter(dates, pass_rates, c=colors, alpha=0.5, s=100)
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: I did `git reset --hard HEAD~1` to discard the last edits. Please wait for further instructions before attempting that change again. Feel free to ask relevant questions about why the changes were reverted.
ASSISTANT: Understood. If you have any specific instructions or further changes you'd like to make, please let me know!
USER: make the axes labels font larger
ASSISTANT: To make the axes labels font larger, we can adjust the `fontsize` parameter in the `set_xlabel` and `set_ylabel` methods.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
ax.set_xlabel('Model release date')
ax.set_ylabel('Aider code editing benchmark,\npercent completed correctly')
=======
ax.set_xlabel('Model release date', fontsize=14)
ax.set_ylabel('Aider code editing benchmark,\npercent completed correctly', fontsize=14)
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: make the labels not overlap the dots
ASSISTANT: To make the labels not overlap the dots, we can adjust the position of the labels slightly using the `xytext` parameter in the `annotate` function.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
ax.annotate(model, (dates[i], pass_rates[i]), fontsize=8, alpha=0.75)
=======
ax.annotate(model, (dates[i], pass_rates[i]), fontsize=8, alpha=0.75,
xytext=(5, 5), textcoords='offset points')
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: color the gpt-3.5 models a new color
ASSISTANT: To color the "gpt-3.5" models a new color, we need to modify the plotting code in `benchmark/over_time.py` to check for "gpt-3.5" in the model name and assign a different color.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
colors = ['red' if 'gpt-4' in model else 'blue' for model in models]
=======
colors = ['red' if 'gpt-4' in model else 'green' if 'gpt-3.5' in model else 'blue' for model in models]
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: color the "gpt-4" models differently
ASSISTANT: To color the "gpt-4" models differently, we need to modify the plotting code in `benchmark/over_time.py` to check for "gpt-4" in the model name and assign a different color.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
plt.scatter(dates, pass_rates, c='blue', alpha=0.5)
=======
colors = ['red' if 'gpt-4' in model else 'blue' for model in models]
plt.scatter(dates, pass_rates, c=colors, alpha=0.5)
>>>>>>> REPLACE
```
This change will color the points red if the model name contains "gpt-4", otherwise, it will color them blue.
# Aider chat conversation:
USER: I ran this command:
python benchmark/over_time.py
And got this output:
Traceback (most recent call last):
File "/Users/gauthier/Projects/aider/benchmark/over_time.py", line 33, in <module>
plot_over_time('_data/edit_leaderboard.yml')
File "/Users/gauthier/Projects/aider/benchmark/over_time.py", line 15, in plot_over_time
dates.append(datetime.strptime(entry['released'], '%Y-%m-%d'))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
TypeError: strptime() argument 1 must be str, not datetime.date
ASSISTANT: The error indicates that the `released` field in the YAML file is already a `datetime.date` object, so we don't need to parse it with `datetime.strptime`. We can directly use it in the plot.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
dates.append(datetime.strptime(entry['released'], '%Y-%m-%d'))
=======
dates.append(entry['released'])
>>>>>>> REPLACE
```
# Aider chat conversation:
USER: in over_time.py, draw a graph for each of the yaml entries with a `released` date. plot date on x, `pass_rate_2` on y and label with the `model` name. do a scatter plot. use colors/styles similar to the other graphs.
ASSISTANT: To draw a scatter plot for each of the YAML entries with a `released` date, we need to:
1. Read the YAML file.
2. Extract the `released` date and `pass_rate_2` for each entry.
3. Plot the data using matplotlib.
Here are the changes:
benchmark/over_time.py
```python
<<<<<<< SEARCH
=======
import matplotlib.pyplot as plt
import yaml
from datetime import datetime
def plot_over_time(yaml_file):
with open(yaml_file, 'r') as file:
data = yaml.safe_load(file)
dates = []
pass_rates = []
models = []
for entry in data:
if 'released' in entry and 'pass_rate_2' in entry:
dates.append(datetime.strptime(entry['released'], '%Y-%m-%d'))
pass_rates.append(entry['pass_rate_2'])
models.append(entry['model'])
plt.figure(figsize=(10, 6))
plt.scatter(dates, pass_rates, c='blue', alpha=0.5)
for i, model in enumerate(models):
plt.annotate(model, (dates[i], pass_rates[i]), fontsize=8, alpha=0.75)
plt.xlabel('Release Date')
plt.ylabel('Pass Rate 2')
plt.title('Model Performance Over Time')
plt.grid(True)
plt.tight_layout()
plt.show()
# Example usage
plot_over_time('_data/edit_leaderboard.yml')
>>>>>>> REPLACE
```
