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Load index #59

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1a1c9fd
loading index from disk trial
Anwesh1 Mar 9, 2021
140d085
updated flake8 fix
Anwesh1 Mar 10, 2021
fd12951
Update semantic_search/main.py
Anwesh1 Mar 10, 2021
f7ad7bd
Update semantic_search/main.py
Anwesh1 Mar 10, 2021
bdd22db
Update semantic_search/main.py
Anwesh1 Mar 10, 2021
c3cd266
All required fixes done
Anwesh1 Mar 10, 2021
b357edb
Grouped path variable names
Anwesh1 Mar 10, 2021
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6 changes: 5 additions & 1 deletion semantic_search/main.py
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Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,7 @@ class Settings(BaseSettings):
"""

pretrained_model_name_or_path: str = "johngiorgi/declutr-sci-base"
serialized_index_path: Optional[str] = None
batch_size: int = 64
max_length: Optional[int] = None
mean_pool: bool = True
Expand Down Expand Up @@ -80,7 +81,10 @@ def app_startup():
settings.pretrained_model_name_or_path, cuda_device=settings.cuda_device
)
embedding_dim = model.model.config.hidden_size
model.index = setup_faiss_index(embedding_dim)
if settings.serialized_index_path is not None:
model.index = faiss.swigfaiss.read_index(settings.file_path)
else:
model.index = setup_faiss_index(embedding_dim)


@app.post("/")
Expand Down