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Paul Gauthier 2023-07-01 19:09:01 -07:00
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docs/benchmarks.md
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@ -3,16 +3,14 @@
![benchmark results](../assets/benchmarks.svg)
Aider is an open source command line chat tool that lets you ask GPT to edit
code in your local git repos.
You can use aider to ask GPT to add features, write tests or make other changes and
improvements to your code.
Aider is an open source command line chat tool that lets you work with GPT to edit
code in your local git repo.
You can use aider to have GPT add features, write tests or make other changes to your code.
The ability for GPT to reliably edit local source files is
crucial for this functionality.
Much of this depends on the "edit format", which is an important component of the
system prompt.
The edit format specifies how GPT should structure code edits in its
crucial for this functionality, and depends mainly on the "edit format".
The edit format is an important component of the system prompt,
which specifies how GPT should structure code edits in its
responses.
Aider currently uses simple text based editing formats, but
@ -242,12 +240,17 @@ The benchmark results have me fairly convinced that the new
`gpt-3.5-turbo-0613` and `gpt-3.5-16k-0613` models
are a bit worse at code editing than
the older `gpt-3.5-turbo-0301` model.
This is especially visible in the "first coding attempt"
This is visible in the "first coding attempt"
portion of each result, before GPT gets a second chance to edit the code.
Look at the horizontal white line in the middle of the first three blue bars.
Performance with the `whole` edit format was 46% for the
February model and only 39% for the June models.
But also note how much the solid green `diff` bars
degrade between the February and June GPT-3.5 models.
They drop from 30% down to about 19%.
I saw other signs of this degraded performance
in earlier versions of the
benchmark as well.