feat(wren-ai-service): integrate dspy into wrenAI #805
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
cyyeh
reviewed
Nov 2, 2024
| async def generate_sql(prompt: dict, generator: Any) -> dict: | ||
| logger.debug(f"prompt: {orjson.dumps(prompt, option=orjson.OPT_INDENT_2).decode()}") | ||
| return await generator.run(prompt=prompt.get("prompt")) | ||
| async def generate_sql(prompt: dict, generator: Any, dspy_module: Any) -> dict: |
There was a problem hiding this comment.
@tedyyan could you help figure out if dspy_module supports async?
cyyeh
reviewed
Nov 2, 2024
| class SQLGeneration(BasicPipeline): | ||
| def __init__( | ||
| self, | ||
| llm_provider: LLMProvider, | ||
| engine: Engine, | ||
| **kwargs, | ||
| ): | ||
| self.dspy_module = None |
There was a problem hiding this comment.
sorry, could you explain to me what do these lines of code mean?
…WrenAI into chore/ai-service/dspy_integrate
cyyeh
added
module/ai-service
cyyeh
changed the title
|
poetry lock —no-update |
cyyeh
approved these changes
Nov 9, 2024
cyyeh
added a commit
that referenced
this pull request
Nov 9, 2024
Co-authored-by: Teddy Yan <[email protected]> Co-authored-by: Chih-Yu Yeh <[email protected]>
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
[wren-ai-service/eval/prompt_optimizer.py](https://github.com/Canner/WrenAI/blob/main/wren-ai-service/eval/README.md#eval-dataset-preparationif-using-spider-10-dataset)
======================= 1 =====================
================ Build the module =================
use eval.py and the spider2 v1 dataset to train and optimize a dspy module (https://github.com/taoyds/spider/tree/master/evaluation_examples/examples)
The prediction_eval_ask_9df57d69-250c-4a10-b6a5-6595509fed6b_2024_10_23_132136.toml is a predict dataset without dspy
output:
eval/optimized/AskGenerationV1_optimized_2024_10_21_181426.json====================== 2 =======================
=================Prediction =================
DSPY_OPTIMAZED_MODEL====================== 3 =======================
=============== Evaluate =========================
Notes:
wren-ai-service/eval/prompt_optimizer.py can be improved by incorporating additional training examples or use other modules in dspy
Thanks for @cyyeh guide and codes, most of the PR's code are borrowed from his branch
chore/ai-service/dspy