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Timothy Jaeryang Baek 2025-05-30 01:19:56 +04:00
parent 036ce12dd9
commit 9306ae5972
1 changed files with 22 additions and 52 deletions
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74
backend/open_webui/retrieval/utils.py
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@ -818,63 +818,33 @@ def generate_embeddings(
text = f"{prefix}{text}"
if engine == "ollama":
if isinstance(text, list):
embeddings = generate_ollama_batch_embeddings(
**{
"model": model,
"texts": text,
"url": url,
"key": key,
"prefix": prefix,
"user": user,
}
)
else:
embeddings = generate_ollama_batch_embeddings(
**{
"model": model,
"texts": [text],
"url": url,
"key": key,
"prefix": prefix,
"user": user,
}
)
embeddings = generate_ollama_batch_embeddings(
**{
"model": model,
"texts": text if isinstance(text, list) else [text],
"url": url,
"key": key,
"prefix": prefix,
"user": user,
}
)
return embeddings[0] if isinstance(text, str) else embeddings
elif engine == "openai":
if isinstance(text, list):
embeddings = generate_openai_batch_embeddings(
model, text, url, key, prefix, user
)
else:
embeddings = generate_openai_batch_embeddings(
model, [text], url, key, prefix, user
)
embeddings = generate_openai_batch_embeddings(
model, text if isinstance(text, list) else [text], url, key, prefix, user
)
return embeddings[0] if isinstance(text, str) else embeddings
elif engine == "azure_openai":
azure_api_version = kwargs.get("azure_api_version", "")
if isinstance(text, list):
embeddings = generate_azure_openai_batch_embeddings(
model,
text,
url,
key,
model,
azure_api_version,
prefix,
user,
)
else:
embeddings = generate_azure_openai_batch_embeddings(
model,
[text],
url,
key,
model,
azure_api_version,
prefix,
user,
)
embeddings = generate_azure_openai_batch_embeddings(
model,
text if isinstance(text, list) else [text],
url,
key,
azure_api_version,
prefix,
user,
)
return embeddings[0] if isinstance(text, str) else embeddings