sentence-transformers How to use ChenyuEcho/ai-test with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("ChenyuEcho/ai-test")
sentences = [
"Internal communications tracking permit application delays or production impact",
"Subject: Re: Coordination for Upcoming Auditor Visit to Tequila Facility\nDate: 2026-01-07T13:35:00\nFrom: Roberto Garza\nParticipants: Elena Fuentes\n\nBody:\nHi Elena,\n\nThanks for reaching out regarding the auditor visit. Can you share whether any of the visitors have dietary restrictions or accessibility needs we should consider for the site tour and lunch? Also, will translation services or special PPE be required for any attendees? Please confirm if there are specific topics or production areas they want to prioritize during the tour, so we can prepare accordingly.\n\nLooking forward to your response.\n\nBest regards,\nRoberto",
"Subject: Production Team Shift Schedules and Holiday Coverage\nDate: 2025-08-11T10:08:00\nFrom: Sofia Hernandez\nParticipants: Agave Spirits International Production Team\n\nBody:\nHi team,\n\nI wanted to follow up regarding our upcoming shift schedules and to ensure we have the necessary coverage for the next few weeks. As you know, we need the permit to maintain production levels, so it's important that we avoid any staffing gaps—especially with the team working overtime this week. Please review your assigned shifts on the attached schedule. If you need to request time off or swap a shift, let me know by Wednesday so we can coordinate approvals and avoid disruptions. For those available to cover during the holiday period, please confirm your availability as soon as possible. Your flexibility and commitment are highly appreciated as we work to keep production targets on track.\n\nThank you,\nSofia Hernandez\nProduction Supervisor",
"Subject: Re: Tequila Production Yield Calculations and Permit Status Concerns\nDate: 2025-10-24T07:21:00\nFrom: Sofia Hernandez\nParticipants: Roberto Garza\n\nBody:\nHi Roberto,\n\nThank you for sending over the yield data and highlighting the decrease due to fiber content. I'll review the numbers more closely before our Thursday meeting and will propose any adjustments to the shift schedule if necessary. Regarding the permit, I agree it’s critical—I'll check in with Rick this afternoon for a status update and notify you immediately if your involvement is needed or if there are any bottlenecks we need to address. Your proactive approach is appreciated.\n\nLet’s align on next steps Thursday.\n\nBest,\nSofia"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
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