How to use nanos-hpe/bge-small-qs with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("nanos-hpe/bge-small-qs") sentences = [ "• 2 x AMD EPYC 7763 64-core processors", "QuickSpecs\nHPE Cray XD670\nConfiguration Information\nDA - 16896 Worldwide QuickSpecs — Version 16 — 10/7/2024\nPage 22", "HPE 1.8TB SAS 12G Mission Critical 10K SFF SC 3-year Warranty 512e Multi Vendor HDD 872481-H21\nHard Drive Blank Kits \nHPE Small Form Factor Hard Drive Blank Kit 666987-B21\nNotes: Hard Drives require the selection of appropriate Drive Cage. \n \nSSD Selection\nTo streamline the configuration process for HPE ProLiant Gen10 servers and to provide the best product\navailability, HPE recommends SSDs from the list located here: http://www.hpe.com/products/recommend .\n \nAll SSD options listed are compatible on both the XL675d and XL645d servers, except where explicitly\nmarked.\nRead Intensive - 12G SAS - SFF - Solid State Drives \nHPE 960GB SAS 12G Read Intensive SFF SC Value SAS Multi Vendor SSD P36997-H21\nHPE 1.92TB SAS 12G Read Intensive SFF SC Value SAS Multi Vendor SSD P36999-H21\nHPE 3.84TB SAS 12G Read Intensive SFF SC Value SAS Multi Vendor SSD P37001-H21\nHPE 7.68TB SAS 12G Read Intensive SFF SC Value SAS Multi Vendor SSD P37003-H21\nMixed Use - 12G SAS - SFF - Solid State Drives \nHPE 960GB SAS 12G Mixed Use SFF SC Value SAS Multi Vendor SSD P37005-H21\nHPE 1.92TB SAS 12G Mixed Use SFF SC Value SAS Multi Vendor SSD P37011-H21\nHPE 3.84TB SAS 12G Mixed Use SFF SC Value SAS Multi Vendor SSD P37017-H21\nMixed Use - 6G SATA - SFF - Solid State Drives \nHPE 480GB SATA 6G Mixed Use SFF SC Multi Vendor SSD P18432-H21\nHPE 960GB SATA 6G Mixed Use SFF SC Multi Vendor SSD P18434-H21\nHPE 1.92TB SATA 6G Mixed Use SFF SC Multi Vendor SSD P18436-H21\nHPE 3.84TB SATA 6G Mixed Use SFF SC Multi Vendor SSD P18438-H21\nRead Intensive - 6G SATA - SFF - Solid State Drives \nHPE 240GB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18420-H21\nHPE 480GB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18422-H21\nHPE 960GB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18424-H21\nHPE 1.92TB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18426-H21\nHPE 3.84TB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18428-H21\nHPE 7.68TB SATA 6G Read Intensive SFF SC Multi Vendor SSD P18430-H21\n \nRead Intensive - NVMe - SFF - Solid State Drives \nHPE 480GB NVMe Gen3 Mainstream Performance Read Intensive M.2 Multi Vendor SSD P40513-H21\nHPE 960GB NVMe Gen3 Mainstream Performance Read Intensive M.2 Multi Vendor SSD P40514-H21\nHPE 1.92TB NVMe Gen3 Mainstream Performance Read Intensive M.2 Multi Vendor SSD P40515-H21\nHPE 3.84TB NVMe Gen4 Mainstream Performance Read Intensive SFF SC U.3 Static V2\nMulti Vendor SSD\nP64845-H21\nHPE 480GB NVMe Gen4 Mainstream Performance Read Intensive M.2 PM9A3 SSD P69543-H21\nMixed Use - NVMe - SFF - Solid State Drives \nHPE 1.6TB NVMe Gen4 Mainstream Performance Mixed Use SFF SC U.3 Static V2 Multi\nVendor SSD\nP65003-H21\nQuickSpecs\nHPE Apollo 6500 Gen10 Plus System\nAdditional Options\nDA - 16700 Worldwide QuickSpecs — Version 25 — 6/3/2024\nPage 45", "Intel Xeon-Gold 6434 3.7GHz 8-core 195W Processor Kit for HPE Cray XD\nP56395-\nB21\nIntel Xeon-Gold 5415+ 2.9GHz 8-core 150W Processor Kit for HPE Cray XD\nP56391-\nB21\n \nNotes:\n− \"HPE Cray XD220v CPU 1 Rear FIO Heat Sink Kit\" (P49855-B21) must be ordered for 1st\nProcessor.\n− \"HPE Cray XD220v CPU 2 Front Heat Sink Kit\" (P49854-B21) must be ordered for 2nd\nProcessor." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4]
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