""" sym_map.py - All synonyms for the TF-IDF Vectorizer """ SYNONYM_MAP = { # docker 'containeriz': 'docker', 'containerize': 'docker', # git 'version control': 'git', 'source control': 'git', # github 'gitlab': 'github', 'bitbucket': 'github', 'pull request': 'github', # ci/cd 'infrastructure-as-code': 'ci/cd', 'continuous integration': 'ci/cd', 'continuous deployment': 'ci/cd', 'continuous delivery': 'ci/cd', 'github actions': 'ci/cd', 'gitlab ci': 'ci/cd', 'jenkins': 'ci/cd', 'devops': 'ci/cd', 'cicd': 'ci/cd', # genai 'generative ai': 'genai', 'frontier model': 'genai', 'foundation model': 'genai', 'gen ai': 'genai', 'gemini': 'genai', 'claude': 'genai', 'gpt': 'genai', # agents 'multi-agent': 'agents', 'orchestrat': 'agents', 'agentic': 'agents', 'copilot': 'agents', # mcp 'model context protocol': 'mcp', 'protocol wrapper': 'mcp', 'function calling': 'mcp', 'tool call': 'mcp', # prompt engineering 'prompt engineer': 'prompt engineering', 'chain-of-thought': 'prompt engineering', 'system prompt': 'prompt engineering', 'few-shot': 'prompt engineering', 'zero-shot': 'prompt engineering', 'prompt design': 'prompt engineering', # mlops 'experiment track': 'mlops', 'model monitor': 'mlops', 'model deploy': 'mlops', 'model registry': 'mlops', 'ml ops': 'mlops', # kubernetes 'k8s': 'kubernetes', 'helm': 'kubernetes', 'eks': 'kubernetes', 'aks': 'kubernetes', 'gke': 'kubernetes', # sql 'postgresql': 'sql', 'postgres': 'sql', 'pgvector': 'sql', 'snowflake': 'sql', 'databricks': 'sql', 'mysql': 'sql', 'nosql': 'sql', # vectordb 'azure ai search': 'vectordb', 'vector database': 'vectordb', 'vector store': 'vectordb', 'embedding store': 'vectordb', 'pinecone': 'vectordb', 'chromadb': 'vectordb', 'weaviate': 'vectordb', 'qdrant': 'vectordb', 'faiss': 'vectordb', 'milvus': 'vectordb', # nlp 'natural language': 'nlp', 'named entity': 'nlp', 'text classification': 'nlp', # aws/azure 'amazon web services': 'aws/azure', 'azure openai': 'aws/azure', 'google cloud': 'aws/azure', 'ai foundry': 'aws/azure', 'sagemaker': 'aws/azure', 'bedrock': 'aws/azure', 'gcp': 'aws/azure', 'lambda': 'aws/azure', 'ec2': 'aws/azure', 's3': 'aws/azure', }