fix: openai embedding list out of bound (#1879)

This commit is contained in:
crazywoola 2024-01-03 15:30:22 +08:00 committed by GitHub
parent 66b3588897
commit 4d502ea44d
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23

View File

@ -68,7 +68,7 @@ class OpenAITextEmbeddingModel(_CommonOpenAI, TextEmbeddingModel):
for i in _iter:
# call embedding model
embeddings, embedding_used_tokens = self._embedding_invoke(
embeddings_batch, embedding_used_tokens = self._embedding_invoke(
model=model,
client=client,
texts=tokens[i: i + max_chunks],
@ -76,7 +76,7 @@ class OpenAITextEmbeddingModel(_CommonOpenAI, TextEmbeddingModel):
)
used_tokens += embedding_used_tokens
batched_embeddings += [data for data in embeddings]
batched_embeddings += embeddings_batch
results: list[list[list[float]]] = [[] for _ in range(len(texts))]
num_tokens_in_batch: list[list[int]] = [[] for _ in range(len(texts))]
@ -87,7 +87,7 @@ class OpenAITextEmbeddingModel(_CommonOpenAI, TextEmbeddingModel):
for i in range(len(texts)):
_result = results[i]
if len(_result) == 0:
embeddings, embedding_used_tokens = self._embedding_invoke(
embeddings_batch, embedding_used_tokens = self._embedding_invoke(
model=model,
client=client,
texts=[""],
@ -95,7 +95,7 @@ class OpenAITextEmbeddingModel(_CommonOpenAI, TextEmbeddingModel):
)
used_tokens += embedding_used_tokens
average = embeddings[0]
average = embeddings_batch[0]
else:
average = np.average(_result, axis=0, weights=num_tokens_in_batch[i])
embeddings[i] = (average / np.linalg.norm(average)).tolist()