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Chromy/chromy/utilities.py
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from __future__ import annotations
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from pathlib import Path
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from chromadb import QueryResult
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from chromy.chroma_functions import add_data, delete_data, has_data_for_file, query_data
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from chromy.chunk_functions import chunk_file
from chromy.embed import embed
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def ingest_file(collection_name: str, file_path: str) -> int:
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if has_data_for_file(collection_name, file_path):
delete_data(collection_name, {"file_name": file_path})
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chunks = chunk_file(file_path)
embeddings = embed(chunks)
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add_data(collection_name, embeddings, file_path)
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return len(embeddings)
def run_query(collection_name: str, query_text: str) -> QueryResult:
return query_data(collection_name, [query_text])
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def is_probably_text_file(path: str | Path, sample_size: int = 8192) -> bool:
"""
Return whether a file appears to contain text.
Args:
path (str | Path): The path to the file to inspect.
sample_size (int): The maximum number of bytes to read from the file.
Returns:
bool: ``True`` if the sampled bytes decode as UTF-8, UTF-8 with BOM,
UTF-16, or UTF-32, or if the file is empty. Otherwise, ``False``.
"""
path = Path(path)
with path.open("rb") as f:
sample = f.read(sample_size)
if not sample:
return True
encodings = (
"utf-8",
"utf-8-sig",
"utf-16",
"utf-32",
)
for encoding in encodings:
try:
sample.decode(encoding)
return True
except UnicodeDecodeError:
pass
return False