This commit is contained in:
Paul Gauthier 2023-11-07 10:53:27 -08:00
parent ca3ef646ce
commit 426819e703
3 changed files with 233 additions and 181 deletions

View file

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<g id="text_20">
<g id="text_23">
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<g transform="translate(166.731259 43.543906) scale(0.1 -0.1)">
<defs>
<path id="Helvetica-46" d="M 547 4591
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@ -1526,7 +1568,7 @@ z
<use xlink:href="#Helvetica-2c" x="555.664062"/>
</g>
<!-- based on -->
<g transform="translate(159.881816 54.236406) scale(0.1 -0.1)">
<g transform="translate(175.329696 54.236406) scale(0.1 -0.1)">
<use xlink:href="#Helvetica-62"/>
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@ -1537,7 +1579,7 @@ z
<use xlink:href="#Helvetica-6e" x="355.859375"/>
</g>
<!-- natural language -->
<g transform="translate(143.203691 64.928906) scale(0.1 -0.1)">
<g transform="translate(158.651571 64.928906) scale(0.1 -0.1)">
<use xlink:href="#Helvetica-6e"/>
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<!-- instructions -->
<g transform="translate(155.166972 75.749531) scale(0.1 -0.1)">
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<use xlink:href="#Helvetica-69"/>
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@ -1572,17 +1614,17 @@ z
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<defs>
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<!-- including unit test -->
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</g>
<!-- error output -->
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<defs>
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Before After

View file

@ -8,20 +8,21 @@ from aider.dump import dump # noqa: F401
def main():
models = [
# "gpt-3.5-turbo-0301",
"gpt-3.5-turbo-0301",
"gpt-3.5-turbo-0613",
# "gpt-3.5-turbo-16k-0613",
"gpt-3.5-turbo-1106",
# "gpt-4-0314",
# "gpt-4-0613",
]
edit_formats = [
# "diff",
"diff",
# "diff-func",
"whole",
# "whole",
# "whole-func",
]
for repeat in range(1, 10, 1):
# for repeat in range(1, 2, 1):
for model in models:
for edit_format in edit_formats:
# dump(model, edit_format)
@ -33,8 +34,8 @@ def main():
# # sublist reliably hangs the API?
# continue
# dirname = f"rungrid-{model}-{edit_format}"
dirname = f"rungrid-{model}-{edit_format}-repeat-{repeat}"
dirname = f"rungrid-nov-{model}-{edit_format}"
# dirname = f"rungrid-{model}-{edit_format}-repeat-{repeat}"
run(dirname, model, edit_format)

View file

@ -40,26 +40,35 @@ The benchmark gives aider two tries to complete the task:
### gpt-4-1106-preview
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.
- **It seems better at producing correct code on the first try**. It gets ~56% 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.
- **It seems better at producing correct code on the first try**. It gets ~57% 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 (66%) to the old models (63-64%) after being given a second chance to correct bugs by reviewing test suite error output.
**These results are preliminiary.**
OpenAI is enforcing very low
rate limits on the new GPT-4 model. The limits are so low, that
I have only been able to attempt
94
95
out of 133 exercism problems.
The problems are selected in random order, so results should be *roughly*
indicative of the full benchmark.
### gpt-3.5-turbo-1106
I benchmarked the GPT-3.5 models with both the `whole` and `diff` edit format.
None of the gpt-3.5 models seem able to effectively use the `diff` edit format, including the newest November (1106) model.
The comments below only focus on comparing the `whole` edit format results:
- The new `gpt-3.5-turbo-1106` model is completing the benchmark **3-4X faster** than the earlier GPT-3.5 models.
- The success rate after the first try of 42% is comparable to the previous June (0613) model. The new November and previous June models are both worse than the original March (0301) model's 50% result on the first try.
- The new model's 56% success rate after the second try seems comparable to the original March model, and somewhat better than the June model's 50% score.
### Updates
I will update the results on this page as quickly my rate limit allows.