Use multiple threads to generate model embeddings. Other minor formating

This commit is contained in:
Debanjum Singh Solanky 2021-09-29 20:47:58 -07:00
parent e22e0b41e3
commit 352d2930ee
3 changed files with 5 additions and 0 deletions

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@ -22,6 +22,7 @@ from utils.config import AsymmetricSearchModel
def initialize_model():
"Initialize model for assymetric semantic search. That is, where query smaller than results"
torch.set_num_threads(4)
bi_encoder = SentenceTransformer('sentence-transformers/msmarco-MiniLM-L-6-v3') # The bi-encoder encodes all entries to use for semantic search
top_k = 100 # Number of entries we want to retrieve with the bi-encoder
cross_encoder = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2') # The cross-encoder re-ranks the results to improve quality

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@ -19,6 +19,7 @@ from processor.ledger.beancount_to_jsonl import beancount_to_jsonl
def initialize_model():
"Initialize model for symetric semantic search. That is, where query of similar size to results"
torch.set_num_threads(4)
bi_encoder = SentenceTransformer('sentence-transformers/paraphrase-MiniLM-L6-v2') # The encoder encodes all entries to use for semantic search
top_k = 100 # Number of entries we want to retrieve with the bi-encoder
cross_encoder = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2') # The cross-encoder re-ranks the results to improve quality

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@ -28,6 +28,7 @@ def test_search_with_invalid_search_type():
assert response.status_code == 422
# ----------------------------------------------------------------------------------------------------
def test_search_with_valid_search_type():
# Arrange
for search_type in ["notes", "ledger", "music", "image"]:
@ -37,6 +38,7 @@ def test_search_with_valid_search_type():
assert response.status_code == 200
# ----------------------------------------------------------------------------------------------------
def test_regenerate_with_invalid_search_type():
# Act
response = client.get(f"/regenerate?t=invalid_search_type")
@ -45,6 +47,7 @@ def test_regenerate_with_invalid_search_type():
assert response.status_code == 422
# ----------------------------------------------------------------------------------------------------
def test_regenerate_with_valid_search_type():
# Arrange
for search_type in ["notes", "ledger", "music", "image"]: