# 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
```
# Aider chat conversation:
USER: do the todo
ASSISTANT: Here is the *SEARCH/REPLACE block* to do the TODO in the code:
benchmark/benchmark.py
<source>python
<<<<<<< SEARCH
for hsh in variants['commit_hash']):
# TODO: get the output from `git show {hsh}:aider/__init__.py`
=======
for hsh in variants['commit_hash']:
try:
version = subprocess.check_output(
['git', 'show', f'{hsh}:aider/__init__.py'],
universal_newlines=True
)
version = re.search(r'__version__ = "(.*)"', version).group(1)
csv.append(version)
except subprocess.CalledProcessError:
csv.append('unknown')
>>>>>>> REPLACE
</source>
This change:
1. Loops through each commit hash in `variants['commit_hash']`
2. Uses `subprocess.check_output` to run the `git show` command and capture the contents of `aider/__init__.py` at that commit
3. Searches the file contents for the `__version__ = "X.Y.Z"` line and extracts the version string
4. Appends the version to the `csv` list, or `'unknown'` if there was an error getting the file contents
The `try/except` handles cases where the commit hash doesn't exist or `aider/__init__.py` is missing.
# Aider chat conversation:
USER: when i run `curl http://127.0.0.1:11434` inside the container, it "Couldn't connect to server". i want it to connect to the server running on the host computer on that port. the host is a mac.
ASSISTANT: To allow the Docker container to connect to the host machine on macOS, you can use the special DNS name `host.docker.internal` which resolves to the internal IP address used by the host. This is a feature provided by Docker for Mac to facilitate such connections.
Here's the diff to update the `docker.sh` script to include the `--add-host` flag, which adds an entry to the container's `/etc/hosts` file:
```diff
--- benchmark/docker.sh
+++ benchmark/docker.sh
@@ ... @@
docker run \
-it --rm \
-v `pwd`:/aider \
-v `pwd`/tmp.benchmarks/.:/benchmarks \
-e OPENAI_API_KEY=$OPENAI_API_KEY \
-e HISTFILE=/aider/.bash_history \
-e AIDER_DOCKER=1 \
-e AIDER_BENCHMARK_DIR=/benchmarks \
+ --add-host=host.docker.internal:host-gateway \
--net=host \
-p 11434:11434 \
aider-benchmark \
bash
```
With this change, when you run `curl http://host.docker.internal:11434` inside the container, it should connect to the server running on the host computer on that port.
# Aider chat conversation:
USER: add a port fwd so a client inside the contain can connect to the ollama server running on the host
ASSISTANT: To forward a port so that a client inside the container can connect to the Ollama server running on the host, you need to add a `--publish` or `-p` option to the `docker run` command in the `benchmark/docker.sh` script. This option takes the format `host_port:container_port`.
Assuming the Ollama server is running on port 12345 on the host, and you want to use the same port inside the container, the diff would look like this:
```diff
--- benchmark/docker.sh
+++ benchmark/docker.sh
@@ ... @@
docker run \
-it --rm \
-v `pwd`:/aider \
-v `pwd`/tmp.benchmarks/.:/benchmarks \
-e OPENAI_API_KEY=$OPENAI_API_KEY \
-e HISTFILE=/aider/.bash_history \
-e AIDER_DOCKER=1 \
-e AIDER_BENCHMARK_DIR=/benchmarks \
+ -p 12345:12345 \
aider-benchmark \
bash
```
This change will forward port 12345 from the host to port 12345 in the container, allowing a client inside the container to connect to the Ollama server running on the host machine.
# Aider chat conversation:
USER: I ran this command:
./benchmark/benchmark.py tmp.benchmarks/2023-11-07-02-37-08--gpt-3.5-turbo-1106 --stats
And got this output:
─────────────────────────────── tmp.benchmarks/2023-11-07-02-37-08--gpt-3.5-turbo-1106 ───────────────────────────────
test-cases: 133
model: gpt-3.5-turbo-1106
edit_format: whole
commit_hash: f658a65-dirty
num_error_outputs: 2
num_user_asks: 2
num_exhausted_context_windows 0
test_timeouts: 2
41.4% correct after try 0
55.6% correct after try 1
duration: 3.1 sec/test-case
costs: $0.0037/test-case, $0.49 total, $0.49 projected
──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
Traceback (most recent call last):
File "/Users/gauthier/Projects/aider/./benchmark/benchmark.py", line 772, in <module>
app()
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/typer/main.py", line 328, in __call__
raise e
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/typer/main.py", line 311, in __call__
return get_command(self)(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/click/core.py", line 1157, in __call__
return self.main(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/typer/core.py", line 716, in main
return _main(
^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/typer/core.py", line 216, in _main
rv = self.invoke(ctx)
^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/click/core.py", line 1434, in invoke
return ctx.invoke(self.callback, **ctx.params)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/click/core.py", line 783, in invoke
return __callback(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/.venv/lib/python3.11/site-packages/typer/main.py", line 683, in wrapper
return callback(**use_params) # type: ignore
^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/./benchmark/benchmark.py", line 353, in main
return show_stats(updated_dirnames)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Users/gauthier/Projects/aider/./benchmark/benchmark.py", line 124, in show_stats
if graphs:
^^^^^^
NameError: name 'graphs' is not defined
ASSISTANT: It appears that the `graphs` variable is being used in the `show_stats` function without being defined or passed as an argument to the function. To fix this issue, we need to modify the `show_stats` function to accept `graphs` as a parameter and then pass the `graphs` variable when the function is called from the `main` function.
Here are the steps to fix the issue:
1. Modify the `show_stats` function definition to accept a new parameter `graphs`.
2. Update the call to `show_stats` in the `main` function to pass the `graphs` variable.
Let's make these changes in the `benchmark/benchmark.py` file.
<source>python
benchmark/benchmark.py
<<<<<<< SEARCH
def show_stats(dirnames):
=======
def show_stats(dirnames, graphs):
>>>>>>> REPLACE
</source>
<source>python
benchmark/benchmark.py
<<<<<<< SEARCH
return show_stats(updated_dirnames)
=======
return show_stats(updated_dirnames, graphs)
>>>>>>> REPLACE
</source>
Please apply these changes to the `benchmark/benchmark.py` file to resolve the `NameError`.
# Aider chat conversation:
USER: add a cmd line switch --graphs and only draw them if its provided
ASSISTANT: To add a command-line switch `--graphs` and conditionally generate graphs based on its presence, we need to modify the `benchmark.py` file. Specifically, we will add a new option to the `main` function to accept the `--graphs` switch and then use this option to control the calls to `plot_timing` and `plot_outcomes` functions.
Here are the steps we will follow:
1. Add the `--graphs` option to the `typer` command-line interface in the `main` function.
2. Use the value of this option to conditionally call the `plot_timing` and `plot_outcomes` functions.
Let's make these changes:
<source>python
benchmark/benchmark.py
<<<<<<< SEARCH
@app.command()
def main(
dirnames: List[str] = typer.Argument(..., help="Directory names"),
=======
@app.command()
def main(
dirnames: List[str] = typer.Argument(..., help="Directory names"),
graphs: bool = typer.Option(False, "--graphs", help="Generate graphs"),
>>>>>>> REPLACE
...
<<<<<<< SEARCH
plot_timing(df)
plot_outcomes(df, repeats, repeat_hi, repeat_lo, repeat_avg)
=======
if graphs:
plot_timing(df)
plot_outcomes(df, repeats, repeat_hi, repeat_lo, repeat_avg)
>>>>>>> REPLACE
</source>
With these changes, the `--graphs` switch will be available when running the `benchmark.py` script, and the graph generation will only occur if this switch is provided.