sentence-transformers How to use Fatini/ssf-retriever-modernbert-embed-base-attempt1-2 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("Fatini/ssf-retriever-modernbert-embed-base-attempt1-2")
sentences = [
"The Manufacturing Planning Manager is responsible for strategising long-term supply chain management plans, optimising production planning and resource management, and driving supplier capability and performance enhancement programmes. He/She approves the master production schedule (MPS), develops vendor management strategies, and leads technology application to strengthen sourcing, inventory and warehousing operations. He provides project management oversight for manufacturing operations and manages technical and programme reviews with customers and suppliers. He manages compliance with airworthiness and legislative requirements, and contributes to development of the organisation's standard operating procedures (SOPs), management systems, lean and sustainability practices for manufacturing, and data analytics plans for strategic decision-making. He drives team performance to achieve business key performance indicators (KPIs) and leads talent recruitment and development plans. He should demonstrate strong leadership capabilities, strategic thinking and foresight, and collaborate cross-functionally to ensure smooth operations and achieve desired organisational outcomes. He should be able to consider a broad range of factors to arrive at optimal decisions to ensure business continuity especially during unforeseen delays in manufacturing processes.",
"The QA Engineer is responsible for upholding and executing the Quality Management System (QMS) within the organization. This role involves overseeing Quality Assurance and Quality Control (QA&QC) by performing audits to ensure compliance with quality standards and collaborating with various departments to ensure effective documentation management. The QA Engineer also facilitates training sessions related to QA&QC for employees and plays a key role in developing strategic initiatives aimed at enhancing quality improvement across the organization. Additionally, the QA Engineer investigates quality process inconsistencies and non-conformities, suggesting preventive actions to avert future occurrences. He monitors product failure metrics and performance trends, initiating corrective measures with relevant departments when necessary. Furthermore, he proactively seeks out opportunities for continuous improvement in quality, productivity, and cost efficiency. The ideal QA Engineer is detail-oriented, possesses systematic thinking, and is capable of working autonomously, exhibiting strong organizational, problem-solving, interpersonal, and communication skills.",
"The Manufacturing Planning Coordinator is responsible for implementing short-term supply chain adjustments, managing production schedules and resource allocations, and overseeing supplier evaluation processes. He/She approves daily production tasks, formulates vendor communication plans, and supports technology deployment for minor sourcing, inventory, and warehousing improvements. He provides assistance in project management for manufacturing tasks and participates in routine technical discussions with suppliers only. He ensures adherence to basic compliance standards and updates the organization’s operating protocols (OPs), management frameworks, and sustainability initiatives for production. He monitors team activities to track operational metrics (OMs) and assists in talent onboarding processes. He should show basic leadership abilities, operational thinking, and work independently to ensure daily tasks are completed, while primarily focusing on immediate production needs rather than long-term strategy. He is expected to address only a limited set of factors when making decisions to maintain current production schedules without considering potential disruptions.",
"The Manufacturing Planning Manager is tasked with formulating long-term strategies for supply chain management, enhancing production planning and resource allocation, and leading initiatives to improve supplier performance and capabilities. He/She is responsible for approving the master production schedule (MPS), devising vendor management approaches, and spearheading the application of technology to optimize sourcing, inventory control, and warehousing processes. He provides oversight for project management in manufacturing operations and conducts technical and program reviews with both customers and suppliers. He ensures compliance with airworthiness standards and legislative requirements, while also contributing to the development of the organization’s standard operating procedures (SOPs), management systems, lean methodologies, sustainability efforts in manufacturing, and data analytics strategies for informed decision-making. He drives team performance to meet business key performance indicators (KPIs) and leads initiatives for talent recruitment and development. He should exhibit strong leadership skills, strategic foresight, and engage in cross-functional collaboration to facilitate smooth operations and achieve organizational goals. He must consider a wide array of factors to make optimal decisions that ensure business continuity, particularly in the face of unexpected manufacturing delays."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
