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Merge pull request #2720 from onukura/ollama-batch-embedding

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Batch embedding for Ollama
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Krish Dholakia 2024-03-28 14:58:55 -07:00 • committed by GitHub
commit 28905c85b6
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2 changed files with 52 additions and 62 deletions
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20
litellm/main.py
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@ -2796,29 +2796,19 @@ def embedding(
or get_secret("OLLAMA_API_BASE")
or "http://localhost:11434"
)
ollama_input = None
if isinstance(input, list) and len(input) > 1:
raise litellm.BadRequestError(
message=f"Ollama Embeddings don't support batch embeddings",
model=model, # type: ignore
llm_provider="ollama", # type: ignore
)
if isinstance(input, list) and len(input) == 1:
ollama_input = "".join(input[0])
elif isinstance(input, str):
ollama_input = input
else:
if isinstance(input ,str):
input = [input]
if not all(isinstance(item, str) for item in input):
raise litellm.BadRequestError(
message=f"Invalid input for ollama embeddings. input={input}",
model=model, # type: ignore
llm_provider="ollama", # type: ignore
)
if aembedding == True:
if aembedding:
response = ollama.ollama_aembeddings(
api_base=api_base,
model=model,
prompt=ollama_input,
prompts=input,
encoding=encoding,
logging_obj=logging,
optional_params=optional_params,