###################################################################################
# Step 2: Detailed Analysis Report Generation
# This script creates comprehensive, multi-section reports from retrieved documents.
# It extends the executive summary approach to generate in-depth analysis documents
# with multiple sections, detailed exploration, and professional formatting.
#
# The pipeline is:
# 1. Read the topic from the user through the web interface.
# 2. Make a defensive copy of the input data for browser compatibility.
# 3. Use the `llmEmbed` segment to convert the topic into a vector.
# 4. Use the `searchLanceDB` segment to retrieve relevant documents.
# 5. Use the custom `generateReportSectionPrompts` segment to create multiple sections.
# 6. Use the `generateDetailedReport` segment to combine sections into a cohesive document.
###################################################################################

| copy
| llmEmbed[field="topic", source="ollama", model="mxbai-embed-large", set_as="vector"]
| searchLanceDB[field="vector", path="../Tutorial_2-Search_by_Example_and_RAG/vector_index", table_name="stories", limit=10, all_results_at_once=True, set_as="results"]
| generateReportSectionPrompts
| generateDetailedReport[source="ollama", model="llama3.2"]
