Files
Katon Minhas afb6d5185d Merged in feature/lesser-table-caching-refactor-hybrid (pull request #847)
Feature/lesser table caching refactor hybrid

* chore: Remove unused duplicate main.py from shared pipeline

* fix: Correct crosswalk paths in aarete_derived.py

* chore: Remove unused documentation files from fieldExtraction

* docs: Add documentation files to documentation folder

* docs: Update README with uv setup, expanded project structure, and branching conventions

* docs: Add uv installation steps with Ubuntu/WSL emphasis

* Enable prompt caching for all remaining LLM calls

- Add _INSTRUCTION() functions for: EXHIBIT_HEADER, EXHIBIT_LINKAGE,
  EXHIBIT_TITLE_MATCH, DATE_FIX, DERIVED_TERM_DATE, CHECK_PROVIDER_NAME_MATCH,
  SPECIAL_CASE_ASSIGNMENT
- Update all invoke_claude() calls in saas and clover pipelines to use
  cache=True with corresponding _INSTRUCTION() functions
- Add new instructions to get_cacheable_instructions() for cache warming
- Update tests for new instruction functions

Functions now using caching:
- prompt_exhibit_level
- prompt_exhibit_lesser (EXHIBIT_LEVEL_LESSER_OF)
- prompt_fee_schedule_breakout
- prompt_grouper_breakout
- prompt_special_case_assignment
- prompt_exhibit_linkage
- prompt_exhibit_header
- prompt_smart_chunked (ONE_TO_ONE templates)
- prompt_date_fix
- prompt_derived_term_date
- prompt_exhibit_title_match
- provider_name_match_check

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Reorder

* feat: Add bcbs_promise client pipeline with OFFSET_TERM extraction

- Add new bcbs_promise client with HSC-based OFFSET_TERM field extraction
- Extract full paragraph text of offset/recoupment provisions from contracts
- Derive OFFSET_INDICATOR (Y/N) from OFFSET_TERM presence
- Fix reorder_columns to preserve extra columns not in COLUMN_ORDER
- Update QC/QA output path to outputs/qc_qa/

* fix: Update dev deps and test assertions for QC/QA output path

- Add pytest/pytest-mock to dev dependencies for mypy type checking
- Update test assertions to expect outputs/qc_qa instead of qa_qc_output

* style: Apply black formatting to prompt_templates.py

* Merge main, move scripts

* Archive some scripts

* update py version

* remove .py version file

* Remove ASCII characters

* Restore testbed code

* restore tracking

* Update testbed metrics

* Enable prompt caching for CODE_LAST_CHECK, FILL_BILL_TYPE, DUAL_LOB_CHECK, and GROUPER_BREAKOUT

- Add CODE_LAST_CHECK_INSTRUCTION() for service specificity classification
- Add FILL_BILL_TYPE_INSTRUCTION() for bill type code determination
- Add DUAL_LOB_CHECK_INSTRUCTION() for Medicare/Medicaid classification
- Update code_funcs.py to use caching for CODE_LAST_CHECK, FILL_BILL_TYPE, GROUPER_BREAKOUT
- Update postprocessing_funcs.py to use caching for DUAL_LOB_CHECK
- Add new instructions to get_cacheable_instructions() for cache warming
- Add unit tests for new instruction functions

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* Fix postprocessing_funcs to remove invalid columns

* Merge branch 'main' into feature/lesser-table-caching-refactor-hybrid

* Revert prompt caching changes from aed1b73c

* update formatting

* Update imports


Approved-by: Sha Brown
Approved-by: Praneel Panchigar
2026-01-26 16:52:55 +00:00

35 lines
1.2 KiB
Python

# """
# Run N iterations of a single prompt, count unique outputs
# """
# import pandas as pd
# import prompts
# import claude_funcs
# import config
# import dict_operations
# N = 1
# # Paste contract text here
# text = """The maximum compensation for Covered Services rendered to a Covered Person shall be the "Allowed Amount."
# The Allowed Amount for Covered Services is the lesser of: (i) Allowable Charges; or (ii) as applicable,
# (a) 100% of the Payor's Medicaid fee schedule in effect on the date of service,
# or (b) for those Covered Services included in the Service Categories in Table 1 below,
# the applicable "Contracted Rate" set forth in Table 1 below. Physical, Occupational and Speech Therapy | 80% of the Medicaid Rate in effect on the date of service.
# """
# # Change prompt below
# prompt = prompts.BOTTOM_UP_METHODOLOGY_BREAKOUT({'FULL_METHODOLOGY' : text})
# all_dicts = []
# for i in range(N):
# answer = claude_funcs.invoke_claude(prompt, config.MODEL_ID_CLAUDE35_SONNET, "", 512)
# answer_dict = dict_operations.secondary_string_to_dict(answer, "")
# print(answer_dict)
# all_dicts.append(answer_dict)
# # answer_df = pd.DataFrame(all_dicts)
# # answer_df.to_csv('full_methodology_unit_test.csv')