Update README.md

README.md

@@ -10,126 +10,157 @@ base_model: sentence-transformers/paraphrase-multilingual-mpnet-base-v2
 widget:
 - source_sentence: 系统管理员技术员——TS/SCI级别并拥有多项式验证
   sentences:
-  - support development of annual budget, create a financial report, report analysis
-    results, Microsoft Access, accounting, use presentation software, interpret financial
-    statements, synthesise financial information, develop vaccines, handle financial
-    overviews of the store, produce statistical financial records, develop financial
-    statistics reports, explain accounting records, financial analysis, SAP R3, represent
-    the company, examine budgets, prepare presentation material, use spreadsheets
-    software, forecast account metrics, meet deadlines, prepare financial projections,
-    manage budgets, exercise self-control, financial statements
-  - ensure cross-department cooperation, establish customer rapport, improve business
-    processes, manage technical security systems, handle incidents, maintain ICT system,
-    explain characteristics of computer peripheral equipment, gather technical information,
-    collaborate in company's daily operations , apply change management, maintain
-    technical equipment, communicate with customers, solve technical problems, perform
-    ICT troubleshooting, use ICT equipment in maintenance activities, manage major
-    incidents, build business relationships, computer engineering, perform software
-    recovery testing, identify process improvements, maintain relationship with customers,
-    carry out project activities, collaborate in the development of marketing strategies,
-    computer technology, technical terminology
-  - utilise machine learning, cloud technologies, develop predictive models, assess
-    sportive performance, formulate findings , principles of artificial intelligence,
-    perform business research, communicate with stakeholders, computer engineering,
-    build predictive models, computer science, develop automated software tests, analyse
-    business objectives, Agile development, cloud monitoring and reporting, provide
-    written content, obtain relevant licenses, design prototypes, machine learning,
-    e-learning software infrastructure, analyse education system, disseminate results
-    to the scientific community, learning technologies, ML (computer programming),
-    task algorithmisation
+  - >-
+    support development of annual budget, create a financial report, report
+    analysis results, Microsoft Access, accounting, use presentation software,
+    interpret financial statements, synthesise financial information, develop
+    vaccines, handle financial overviews of the store, produce statistical
+    financial records, develop financial statistics reports, explain accounting
+    records, financial analysis, SAP R3, represent the company, examine budgets,
+    prepare presentation material, use spreadsheets software, forecast account
+    metrics, meet deadlines, prepare financial projections, manage budgets,
+    exercise self-control, financial statements
+  - >-
+    ensure cross-department cooperation, establish customer rapport, improve
+    business processes, manage technical security systems, handle incidents,
+    maintain ICT system, explain characteristics of computer peripheral
+    equipment, gather technical information, collaborate in company's daily
+    operations , apply change management, maintain technical equipment,
+    communicate with customers, solve technical problems, perform ICT
+    troubleshooting, use ICT equipment in maintenance activities, manage major
+    incidents, build business relationships, computer engineering, perform
+    software recovery testing, identify process improvements, maintain
+    relationship with customers, carry out project activities, collaborate in
+    the development of marketing strategies, computer technology, technical
+    terminology
+  - >-
+    utilise machine learning, cloud technologies, develop predictive models,
+    assess sportive performance, formulate findings , principles of artificial
+    intelligence, perform business research, communicate with stakeholders,
+    computer engineering, build predictive models, computer science, develop
+    automated software tests, analyse business objectives, Agile development,
+    cloud monitoring and reporting, provide written content, obtain relevant
+    licenses, design prototypes, machine learning, e-learning software
+    infrastructure, analyse education system, disseminate results to the
+    scientific community, learning technologies, ML (computer programming), task
+    algorithmisation
 - source_sentence: 安全运营官
   sentences:
-  - deliver outstanding service, manage carriers, direct customers to merchandise,
-    improve customer interaction, manage time, support managers, assist customers,
-    process customer orders, manage customer service, satisfy customers, guarantee
-    customer satisfaction, respond to customers' inquiries
-  - manage several projects, implement operational business plans, identify improvement
-    actions, develop strategy to solve problems, manage website, carry out project
-    activities, follow reporting procedures, supervise site maintenance, adjust priorities,
-    schedule shifts, conduct public presentations, motivate others, manage operational
-    budgets, report to the team leader, encourage teams for continuous improvement,
-    lead the sustainability reporting process, implement sustainable procurement,
-    show an exemplary leading role in an organisation, manage manufacturing facilities,
-    develop training programmes, develop production line, supply chain management,
-    leadership principles, lead a team, coaching techniques
-  - provide emergency supplies, provide first aid, liaise with security authorities,
-    apply medical first aid in case of emergency, regulate traffic, train security
-    officers, maintain physical fitness, provide protective escort, ensure public
-    safety and security, ensure inspections of facilities, work in inclement conditions,
-    follow procedures in the event of an alarm, set safety and security standards,
-    comply with the principles of self-defence, present reports, maintain facility
-    security systems, conduct security screenings, types of evaluation , monitor security
-    measures, office equipment, escort pedestrians across streets, advise on security
-    staff selection, wear appropriate protective gear, work in outdoor conditions,
+  - >-
+    deliver outstanding service, manage carriers, direct customers to
+    merchandise, improve customer interaction, manage time, support managers,
+    assist customers, process customer orders, manage customer service, satisfy
+    customers, guarantee customer satisfaction, respond to customers' inquiries
+  - >-
+    manage several projects, implement operational business plans, identify
+    improvement actions, develop strategy to solve problems, manage website,
+    carry out project activities, follow reporting procedures, supervise site
+    maintenance, adjust priorities, schedule shifts, conduct public
+    presentations, motivate others, manage operational budgets, report to the
+    team leader, encourage teams for continuous improvement, lead the
+    sustainability reporting process, implement sustainable procurement, show an
+    exemplary leading role in an organisation, manage manufacturing facilities,
+    develop training programmes, develop production line, supply chain
+    management, leadership principles, lead a team, coaching techniques
+  - >-
+    provide emergency supplies, provide first aid, liaise with security
+    authorities, apply medical first aid in case of emergency, regulate traffic,
+    train security officers, maintain physical fitness, provide protective
+    escort, ensure public safety and security, ensure inspections of facilities,
+    work in inclement conditions, follow procedures in the event of an alarm,
+    set safety and security standards, comply with the principles of
+    self-defence, present reports, maintain facility security systems, conduct
+    security screenings, types of evaluation , monitor security measures, office
+    equipment, escort pedestrians across streets, advise on security staff
+    selection, wear appropriate protective gear, work in outdoor conditions,
     assist emergency services
 - source_sentence: Empleado de control de COVID
   sentences:
-  - maintain records of clients' prescriptions, assist people in contaminated areas,
-    label samples, maintain museum records, apply social distancing protocols, collect
-    biological samples from patients, infection control, label medical laboratory
-    samples, disinfect surfaces, maintain customer records, ensure health and safety
-    of staff, personal protective equipment, remove contaminated materials, store
-    contaminated materials, prepare prescription labels, use personal protection equipment
-  - promote organisational communication, provide legal advice, human resource management,
-    company policies, perform customer management, business processes, ensure compliance
-    with legal requirements, develop communications strategies, enforce company values,
-    develop outreach training plans, use consulting techniques, develop employment
-    policies, human resources department processes, personnel management, identify
-    training needs, participate in health personnel training, health and safety in
-    the workplace, lead police investigations, ensure compliance with policies, prepare
-    compliance documents, perform internal investigations, develop employee retention
-    programs, develop corporate training programmes, customer relationship management,
-    manage localisation
-  - perform escalation procedure, imprint visionary aspirations into the business
-    management, observe confidentiality, impart business plans to collaborators, lead
-    a team, human resources department processes, respect confidentiality obligations,
-    hire human resources, manage commercial risks, develop business plans, communicate
-    with stakeholders, maintain relationship with customers, manage several projects,
-    provide improvement strategies, manage technical security systems, knowledge management,
-    risk management, develop program ideas, perform project management, project management,
-    cope with uncertainty, address identified risks, provide performance feedback,
+  - >-
+    maintain records of clients' prescriptions, assist people in contaminated
+    areas, label samples, maintain museum records, apply social distancing
+    protocols, collect biological samples from patients, infection control,
+    label medical laboratory samples, disinfect surfaces, maintain customer
+    records, ensure health and safety of staff, personal protective equipment,
+    remove contaminated materials, store contaminated materials, prepare
+    prescription labels, use personal protection equipment
+  - >-
+    promote organisational communication, provide legal advice, human resource
+    management, company policies, perform customer management, business
+    processes, ensure compliance with legal requirements, develop communications
+    strategies, enforce company values, develop outreach training plans, use
+    consulting techniques, develop employment policies, human resources
+    department processes, personnel management, identify training needs,
+    participate in health personnel training, health and safety in the
+    workplace, lead police investigations, ensure compliance with policies,
+    prepare compliance documents, perform internal investigations, develop
+    employee retention programs, develop corporate training programmes, customer
+    relationship management, manage localisation
+  - >-
+    perform escalation procedure, imprint visionary aspirations into the
+    business management, observe confidentiality, impart business plans to
+    collaborators, lead a team, human resources department processes, respect
+    confidentiality obligations, hire human resources, manage commercial risks,
+    develop business plans, communicate with stakeholders, maintain relationship
+    with customers, manage several projects, provide improvement strategies,
+    manage technical security systems, knowledge management, risk management,
+    develop program ideas, perform project management, project management, cope
+    with uncertainty, address identified risks, provide performance feedback,
     information confidentiality, track key performance indicators
 - source_sentence: Aerie - Brand Ambassador (Sales Associate) - US
   sentences:
-  - lay bricks, provide first aid, enforce park rules, conflict management, give swimming
-    lessons, assist in performing physical exercises, perform park safety inspections,
-    assist in the movement of heavy loads, lead a team, first aid, supervise pool
-    activities, swim, coach staff for running the performance, show an exemplary leading
-    role in an organisation, teach public speaking principles, collaborate with coaching
-    team, supervise work, calculate stairs rise and run, calculate compensation payments,
-    manage a team, information confidentiality
-  - react to events in time-critical environments, operate in a specific field of
-    nursing care, clinical science, promote healthy fitness environment, lead others,
-    comply with legislation related to health care, maintain a safe, hygienic and
-    secure working environment, provide healthcare services to patients in specialised
-    medicine, write English, conduct physical examinations, leadership principles,
-    use clinical assessment techniques, apply context specific clinical competences,
-    conduct health related research, conceptualise healthcare user’s needs, assessment
-    processes, communicate in healthcare, provide professional care in nursing, nursing
-    science, promote health and safety, implement policy in healthcare practices,
-    engage with stakeholders, identify problems, respond to changing situations in
-    health care, perform resource planning
-  - ensure the privacy of guests, provide customised products, company policies, exude
-    enthusiasm during the action sessions, provide customer guidance on product selection,
-    collect briefing regarding products, perform multiple tasks at the same time,
-    create solutions to problems, respond to visitor complaints
+  - >-
+    lay bricks, provide first aid, enforce park rules, conflict management, give
+    swimming lessons, assist in performing physical exercises, perform park
+    safety inspections, assist in the movement of heavy loads, lead a team,
+    first aid, supervise pool activities, swim, coach staff for running the
+    performance, show an exemplary leading role in an organisation, teach public
+    speaking principles, collaborate with coaching team, supervise work,
+    calculate stairs rise and run, calculate compensation payments, manage a
+    team, information confidentiality
+  - >-
+    react to events in time-critical environments, operate in a specific field
+    of nursing care, clinical science, promote healthy fitness environment, lead
+    others, comply with legislation related to health care, maintain a safe,
+    hygienic and secure working environment, provide healthcare services to
+    patients in specialised medicine, write English, conduct physical
+    examinations, leadership principles, use clinical assessment techniques,
+    apply context specific clinical competences, conduct health related
+    research, conceptualise healthcare user’s needs, assessment processes,
+    communicate in healthcare, provide professional care in nursing, nursing
+    science, promote health and safety, implement policy in healthcare
+    practices, engage with stakeholders, identify problems, respond to changing
+    situations in health care, perform resource planning
+  - >-
+    ensure the privacy of guests, provide customised products, company policies,
+    exude enthusiasm during the action sessions, provide customer guidance on
+    product selection, collect briefing regarding products, perform multiple
+    tasks at the same time, create solutions to problems, respond to visitor
+    complaints
 - source_sentence: 医师——危重症护理——重症监护专家——项目医务总监
   sentences:
-  - handle incidents, provide technical documentation, coordinate operational activities,
-    ensure information security, work in teams, manage manufacturing documentation,
-    project configuration management, operate call distribution system, maintain computer
-    hardware, apply change management, manage aircraft support systems, perform escalation
-    procedure, manage production changeovers, maintenance operations, call-centre
-    technologies, manage service contracts in the drilling industry, encourage teambuilding,
-    manage major incidents, resolve equipment malfunctions, work independently, think
-    analytically, manage maintenance operations, maintain plan for continuity of operations
-  - develop recycling programs, receive actors' resumes, work in cold environments,
-    perform cleaning duties, operate floor cleaning equipment, operate forklift
-  - perform technical tasks with great care, supervise medical residents, manage a
-    multidisciplinary team involved in patient care, administrative tasks in a medical
-    environment, demonstrate technical skills during neurological surgery, apply problem
-    solving in social service, intensive care medicine, provide comprehensive care
-    for patients with surgical conditions, work in teams, solve problems
+  - >-
+    handle incidents, provide technical documentation, coordinate operational
+    activities, ensure information security, work in teams, manage manufacturing
+    documentation, project configuration management, operate call distribution
+    system, maintain computer hardware, apply change management, manage aircraft
+    support systems, perform escalation procedure, manage production
+    changeovers, maintenance operations, call-centre technologies, manage
+    service contracts in the drilling industry, encourage teambuilding, manage
+    major incidents, resolve equipment malfunctions, work independently, think
+    analytically, manage maintenance operations, maintain plan for continuity of
+    operations
+  - >-
+    develop recycling programs, receive actors' resumes, work in cold
+    environments, perform cleaning duties, operate floor cleaning equipment,
+    operate forklift
+  - >-
+    perform technical tasks with great care, supervise medical residents, manage
+    a multidisciplinary team involved in patient care, administrative tasks in a
+    medical environment, demonstrate technical skills during neurological
+    surgery, apply problem solving in social service, intensive care medicine,
+    provide comprehensive care for patients with surgical conditions, work in
+    teams, solve problems
 pipeline_tag: sentence-similarity
 library_name: sentence-transformers
 co2_eq_emissions:
@@ -142,6 +173,12 @@ co2_eq_emissions:
   ram_total_size: 83.47684860229492
   hours_used: 5.34
   hardware_used: 1 x NVIDIA A100-SXM4-40GB
+license: mit
+language:
+- en
+- es
+- de
+- zh
 ---
 
 # SentenceTransformer based on sentence-transformers/paraphrase-multilingual-mpnet-base-v2
@@ -189,27 +226,67 @@ First install the Sentence Transformers library:
 pip install -U sentence-transformers
 ```
 
-Then you can load this model and run inference.
+Then you can load and use the model with the following code:
 ```python
+import torch
+import numpy as np
+from tqdm.auto import tqdm
 from sentence_transformers import SentenceTransformer
+from sentence_transformers.util import batch_to_device, cos_sim
 
-# Download from the 🤗 Hub
+# Load the model
 model = SentenceTransformer("TechWolf/JobBERT-v3")
-# Run inference
-sentences = [
-    '医师——危重症护理——重症监护专家——项目医务总监',
-    'perform technical tasks with great care, supervise medical residents, manage a multidisciplinary team involved in patient care, administrative tasks in a medical environment, demonstrate technical skills during neurological surgery, apply problem solving in social service, intensive care medicine, provide comprehensive care for patients with surgical conditions, work in teams, solve problems',
-    'handle incidents, provide technical documentation, coordinate operational activities, ensure information security, work in teams, manage manufacturing documentation, project configuration management, operate call distribution system, maintain computer hardware, apply change management, manage aircraft support systems, perform escalation procedure, manage production changeovers, maintenance operations, call-centre technologies, manage service contracts in the drilling industry, encourage teambuilding, manage major incidents, resolve equipment malfunctions, work independently, think analytically, manage maintenance operations, maintain plan for continuity of operations',
+
+def encode_batch(jobbert_model, texts):
+    features = jobbert_model.tokenize(texts)
+    features = batch_to_device(features, jobbert_model.device)
+    features["text_keys"] = ["anchor"]
+    with torch.no_grad():
+        out_features = jobbert_model.forward(features)
+    return out_features["sentence_embedding"].cpu().numpy()
+
+def encode(jobbert_model, texts, batch_size: int = 8):
+    # Sort texts by length and keep track of original indices
+    sorted_indices = np.argsort([len(text) for text in texts])
+    sorted_texts = [texts[i] for i in sorted_indices]
+    
+    embeddings = []
+    
+    # Encode in batches
+    for i in tqdm(range(0, len(sorted_texts), batch_size)):
+        batch = sorted_texts[i:i+batch_size]
+        embeddings.append(encode_batch(jobbert_model, batch))
+    
+    # Concatenate embeddings and reorder to original indices
+    sorted_embeddings = np.concatenate(embeddings)
+    original_order = np.argsort(sorted_indices)
+    return sorted_embeddings[original_order]
+
+# Example usage
+job_titles = [
+    'Software Engineer',
+    '高级软件开发人员',  # senior software developer
+    'Produktmanager',  # product manager
+    'Científica de datos'  # data scientist
 ]
-embeddings = model.encode(sentences)
-print(embeddings.shape)
-# [3, 1024]
-
-# Get the similarity scores for the embeddings
-similarities = model.similarity(embeddings, embeddings)
-print(similarities.shape)
-# [3, 3]
+
+# Get embeddings
+embeddings = encode(model, job_titles)
+
+# Calculate cosine similarity matrix
+similarities = cos_sim(embeddings, embeddings)
+print(similarities)
+```
+
+The output will be a similarity matrix where each value represents the cosine similarity between two job titles:
+
 ```
+tensor([[1.0000, 0.8087, 0.4673, 0.5669],
+        [0.8087, 1.0000, 0.4428, 0.4968],
+        [0.4673, 0.4428, 1.0000, 0.4292],
+        [0.5669, 0.4968, 0.4292, 1.0000]])
+```
+
 
 <!--
 ### Direct Usage (Transformers)