sentence-transformers How to use sabber/worksphere-regulations-embedding_bge with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("sabber/worksphere-regulations-embedding_bge")
sentences = [
"How should we proceed if the installed valve or its appurtenances do not conform to the City's criteria, and what steps are involved in remedying the situation?",
"1.1 SUMMARY:\n2. The valve shall perform as intended with no deformation, leaking or damage of any kind for the pressure ranges indicated.\n3. Before acceptance of the installed valve, provide the City the opportunity to inspect and operate the valve.\na. The City will assess the ease of operating the ball valves and corporation stops, where applicable.\n4. The Combination Air Valve assembly shall be free from any leaks.\nB. Non-Conforming Work\n1. Ifaccess and operation of the valve or its appurtenances does not meet the City's criteria, the Contractor will remedy the situation until it meets the City's criteria, at the Contractor's expense.\n3.8. SYSTEM STARTUP [NOT USED]\n3.9 ADJUSTING [NOT USED]\n3.10 CLEANING [NOT USED]\n3.11 CLOSEOUT ACTIVITIES [NOT USED]\n3.12, PROTECTION [NOT USED]\n3.13 MAINTENANCE [NOT USED]\n3.14 ATTACHMENTS [NOT USED]",
"b. Miscellaneous Areas:\nlayer.. , 1 = . , 2 = 3). , 3 = Take corrective action if an adequate bond does not exist between the. , 1 = . , 2 = . , 3 = current and underlying layer to ensure an adequate bond will be achieved. , 1 = . , 2 = . , 3 = during subsequent placement operations.. , 1 = . , 2 = 4). , 3 = The untrimmed core height must be in accordance with the requirements in. , 1 = . , 2 = . , 3 = Table 17.. , 1 = . , 2 = 5). , 3 = If the cores are an acceptable height, trim the cores immediately after. , 1 = . , 2 = . , 3 = obtaining the cores in accordance with Tex-207-F.. , 1 = . , 2 = . , 3 = Any core that does not meet the requirements in Table 17 will be rejected.. , 1 = . , 2 = 6). , 3 = more. , 1 = . , 2 = . , 3 = The City may request additional cores to be taken within the area. If. , 1 = . , 2 = 7). , 3 = than 2 cores are",
"4. Other Activities:\na. Rental of storage units, rental of storage space for recreational vehicles (RV) and boats, and the sale of moving related items are allowed uses.\nb. No other land use or business activity within storage units is allowed.\nc. The rental of moving trucks and moving related equipment shall constitute an Equipment Sales and Rental use.\nd. The sale and leasing of recreational vehicles (RVs) and boats shall constitute an Automotive Sales and Leasing use."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
