picard
webextension-polyfill-ts
picard | webextension-polyfill-ts | |
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6 | 1 | |
321 | 380 | |
1.2% | - | |
0.0 | 5.5 | |
7 months ago | 8 months ago | |
Haskell | TypeScript | |
Apache License 2.0 | zlib License |
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picard
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Thoughts on using GPT tools with databases
This is an active field of research. You might want to look at the main challenge dataset for it : https://yale-lily.github.io/spider. It would be interesting to use ChatGPT's model as a pre-processor and then feed its output in to a more finetuned model like PICARD.
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It’s Like GPT-3 but for Code–Fun, Fast, and Full of Flaws
We tried using OpenAI/Davinci for SQL query authoring, but it quickly became obvious that we are still really far from something the business could find value in. The state of the art as described below is nowhere near where we would need it to be:
https://yale-lily.github.io/spider
https://arxiv.org/abs/2109.05093
https://github.com/ElementAI/picard
To be clear, we haven't tried this on actual source code (i.e. procedural concerns), so I feel like this is a slightly different battle.
The biggest challenge I see is that the queries we would need the most assistance with are the same ones that are the rarest to come by in terms of training data. They are also incredibly specific in the edge cases, many time requiring subjective evaluation criteria to produce an acceptable outcome (i.e. recursive query vs 5k lines of unrolled garbage).
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[D] Discussion about fine tuning language models for generating SQL queries
Hi again! This is a surprise, we chose Apache 2 precisely so that businesses could use our code without legal problems or costs, see https://github.com/ElementAI/picard/blob/main/LICENSE. The only things that are excluded are liability and warranty. It is what it is :)
- Do you see SQL being under threat in any way as a way of querying databases? I know it's possibly a dumb question but wondering.
webextension-polyfill-ts
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It’s Like GPT-3 but for Code–Fun, Fast, and Full of Flaws
I've written extensions before and Firefox has a very good polyfill [0] that makes it quite easy to write extensions for all browsers. It does get a bit trickier if you also want to incorporate TypeScript [1] or React however.
[0] https://github.com/mozilla/webextension-polyfill
[1] https://github.com/Lusito/webextension-polyfill-ts
What are some alternatives?
lux - Automatically visualize your pandas dataframe via a single print! 📊 💡
spider - scripts and baselines for Spider: Yale complex and cross-domain semantic parsing and text-to-SQL challenge
lux - 👾 Fast and simple video download library and CLI tool written in Go
webextension-polyfill - A lightweight polyfill library for Promise-based WebExtension APIs in Chrome