Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
13 changes: 4 additions & 9 deletions examples/code_embedding/main.py
Original file line number Diff line number Diff line change
@@ -1,20 +1,13 @@
from dotenv import load_dotenv
from psycopg_pool import ConnectionPool
from pgvector.psycopg import register_vector
from typing import Any
import functools
import cocoindex
import os
from numpy.typing import NDArray
import numpy as np


@cocoindex.op.function()
def extract_extension(filename: str) -> str:
"""Extract the extension of a filename."""
return os.path.splitext(filename)[1]


@cocoindex.transform_flow()
def code_to_embedding(
text: cocoindex.DataSlice[str],
Expand Down Expand Up @@ -53,10 +46,12 @@ def code_embedding_flow(
code_embeddings = data_scope.add_collector()

with data_scope["files"].row() as file:
file["extension"] = file["filename"].transform(extract_extension)
file["language"] = file["filename"].transform(
cocoindex.functions.DetectProgrammingLanguage()
)
file["chunks"] = file["content"].transform(
cocoindex.functions.SplitRecursively(),
language=file["extension"],
language=file["language"],
chunk_size=1000,
min_chunk_size=300,
chunk_overlap=300,
Expand Down