Commit Graph

7 Commits

Author SHA1 Message Date
Venkatakrishna Reddy Avula ea1f4a2c8c Merged in feature/DAIP2-2023-eliminate-full-context-processing (pull request #905)
Feature/DAIP2-2023 eliminate full context processing

* testing full context fields

* remove full context processing

* merge Dev with DAIP2-2-23

* full context removal in client codes

* AARETE_DERIVED_PROVIDER_NAME field changes

* Merged DEV into feature/DAIP2-2023-eliminate-full-context-processing

* optimized provider name

* black format fix

* contract title fixes

* PAYER NAME AUTO RENEWAL IND fixes

* Merged DEV into feature/DAIP2-2023-eliminate-full-context-processing

* Merge branch 'DEV' into feature/DAIP2-2023-eliminate-full-context-processing

* Remove prints


Approved-by: Katon Minhas
2026-03-11 17:12:27 +00:00
Mayank Aamseek 3331da2a8c Merged in bugfix/prov_info_json_fixes (pull request #899)
Bugfix/prov info json fixes

* fix: robust PROV_INFO_JSON sanitization and TIN backfill logic

json_utils:
- Add sanitize_prov_info_json with layered parsing (JSON, literal_eval,
  empty-value-after-colon fix, best-effort dict extraction).
- Add _normalize_prov_entries and _prov_value_to_str for uniform
  str-valued output; flatten list values, strip TIN hyphens.
- format_prov_info_json now delegates to sanitize_prov_info_json.

postprocessing_funcs:
- Add fill_prov_info_tin_from_filename_tin for TIN backfill.
- Add validate_and_reformat_date (pipe-wrapped, datetime strings).
- Add format_as_json_list (pipe-delimited, comma-separated, quote
  stripping).

postprocess:
- Integrate new postprocessing helpers into pipeline flow.

postprocess_existing_output:
- Support CSV and Excel input, configurable paths, fillna for CSV.

tests:
- Add test_json_parsers.py for PROV_INFO_JSON parsing coverage.
- Add test_postprocess.py for date/list formatting and default_ind.

* Merge branch 'DAIP2-1947-tin-and-prov-info-json-issues' into bugfix/prov_info_json_fixes

* Merged DEV into bugfix/prov_info_json_fixes

* Strip out unused functionality

* Update filename_tin functionality

* Add docstring

* Update filename_tin cleaning in PROV_INFO_JSON

* test prep

* black format

* missing function added

* Merge branch 'DEV' into bugfix/prov_info_json_fixes

* Black format

* Strip unused functions

* Strip unused code

* update unit tests

* Merge branch 'DEV' into bugfix/prov_info_json_fixes

* Update test

* Simplify process

* handle list of group names

* Resolve run_provider_info_field call

* Merge branch 'DEV' into bugfix/prov_info_json_fixes

* Correct type hints

* Fix unit tests

* Fix unit test

* Remove redundant postprocessing_funcs


Approved-by: Katon Minhas
2026-03-06 20:40:20 +00:00
Praneel Panchigar 637d2dea1f Merged in feature/new_output_format (pull request #879)
Feature/new output format

* bugfix

* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess

* requested postprocessing changes

* prompt changes reverted

* fix pipeline issues

* fix pipeline issues

* fix pipeline issues

* fixed formatting

* fixed formatting

* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess

* Merge branch 'DEV' into Optimize/DAIP2-1474-restructure-postprocess

* save dashboard and cc output separately

* save dashboard output in s3

* pipeline error fixed

* json list through postprocessing

* Merged DEV into Optimize/DAIP2-1474-restructure-postprocess

* Merge remote-tracking branch 'origin/Optimize/DAIP2-1474-restructure-postprocess' into feature/new_output_format

* Restructure output file organization and add standard field sanitization

Output Structure Changes:
- Reorganize output files into hierarchical directory structure:
  - full_outputs/cc_results/ for consolidated CC results
  - full_outputs/dashboard_results/ for consolidated dashboard results
  - full_outputs/ for error files
  - automation_qa-qc/ for QC/QA validated results and statistics
  - parent-child/ for parent-child mapping outputs
  - tracking/ for usage and cost tracking data
  - individual/ for per-file CC results (dashboard individual files removed)
- Update file naming conventions to match new structure
- Remove QC/QA processing for error files (error files are saved without validation)

Post-Processing Changes:
- Add standard N/A value cleaning: remove placeholder values (N/A, UNKNOWN, etc.)
  when they are the only value in a cell (applies before CC/dashboard split)
- Normalize all _IND fields to contain only 'Y' or 'N' values (no blanks)
- Ensure standard cleaning runs before splitting into CC …
* Ran Black for CI

* Refactor file splitting logic and add comprehensive tests

- Refactored splitting logic in io_utils.py:
  - Consolidated repeated splitting code into two focused helper functions:
    - _write_local_split_files() for local file writing with splitting
    - _write_s3_split_files() for S3 file writing with splitting
  - Both helpers use shared split_dataframe_by_filename() function

- Added MAX_ROWS_PER_SPLIT configuration (default: 70000) in config.py

- Added comprehensive test coverage for splitting logic:
  - Tests for split_dataframe_by_filename() with various scenarios
  - Tests for local and S3 write operations with single and multiple splits
  - Tests for cc_results_full, dashboard_results_full, and qc_qa_cc_full output types
  - Fixed existing test failures (write_s3 error handling, path assertions)

- Improved code maintainability and readability

* Fix failing tests in test_postprocess.py

- Updated standard_postprocess tests to use actual columns from FIELD_FORMAT_MAPPING
  (PAYER_NAME, CONTRACT_TITLE) instead of custom test columns that get dropped
- Added FILE_NAME column to all file structure test DataFrames (required for splitting logic)
- Added MAX_ROWS_PER_SPLIT mock configuration for splitting tests
- Fixed patch decorators for S3 tests to properly mock logging

All 41 tests now passing.

* Black for CI

* Blank [] and ['[]'] in output instead of displaying them

- Add placeholder patterns in clean_na_values for [], ['[]'], ["[]"]
- Update format_as_json_list to return blank for empty lists instead of []
- Filter out empty-list placeholder items from list values in format_as_json_list
- Add tests for clean_na_values empty list handling and format_as_json_list

Co-authored-by: Cursor <cursoragent@cursor.com>

* Merged DEV into feature/new_output_format

* Pipeline config, parent-child, dashboard, and runner fixes

- Parent-child: enable by default, write to run directory, S3 upload via io_utils
- Dashboard: optional (CC only by default), run_dashboard=True to enable
- Add io_utils.upload_local_file_to_s3 for centralized file uploads
- Parent-child returns (row_count, local_path); pipeline handles S3 upload
- Add TODO in config for WRITE_PC_TO_S3 removal after approval
- Fix indentation errors in runner.py

Co-authored-by: Cursor <cursoragent@cursor.com>


Approved-by: Katon Minhas
2026-02-12 21:43:34 +00:00
Praneel Panchigar 9b0a344b13 Merged in bugfix/parser-downstream-improvements (pull request #875)
Bugfix/parser downstream improvements

* Refactor: Implement field-aware JSON parsers with centralized normalization

This refactor introduces a robust system for normalizing LLM output based on
field format mappings, ensuring consistent data types throughout the pipeline.

Key Changes:
- Add FIELD_FORMAT_MAPPING constant defining expected formats for all fields
- Create format_normalization.py utility for type-aware normalization
- Update json_utils.py parsers to accept field_names/field_name parameters
- Refactor prompt_templates.py to use parser factories (_create_json_dict_parser,
  _create_json_list_parser) that bind field metadata for automatic normalization
- Update prompt_calls.py to pass field names to parsers, eliminating redundant
  normalization logic
- Remove parse_json_dict_or_list (unused, ambiguous function)
- Simplify METHODOLOGY_BREAKOUT and REIMBURSEMENT_PRIMARY to use helper functions
- Add comprehensive integration tests verifying normalization works end-to-end

Benefits:
- Single source of truth for field formats (FIELD_FORMAT_…
* refactor: normalize helper prompt outputs at prompt_calls level

- Update CARVEOUT_CHECK to use field-aware parser for CARVEOUT_CD normalization
- Update LOB_RELATIONSHIP to normalize to string format in prompt_calls.py
- Update SPLIT_REIMB_DATES to normalize date values in prompt_calls.py
- Remove defensive normalization from one_to_n_funcs.py for LOB relationships
- Remove manual normalization from split_reimb_dates() - values now normalized upstream
- All helper prompts that populate fields now normalize at prompt_calls.py level
- Downstream functions receive correctly formatted values without additional processing

* refactor: remove band-aid normalization functions and migrate HSC to field-aware parsers

- Update ONE_TO_ONE_SINGLE_FIELD_TEMPLATE to use field-aware parser with field_name parameter
- Remove list wrapping logic in hybrid_smart_chunking_funcs (field-aware parser handles normalization)
- Remove normalize_one_to_one_field_value and normalize_one_to_one_answers_dict from string_utils.py
- Remove all debug print statements from HSC processing
- Remove commented-out normalization calls from client-specific files (clover, bcbs_promise)
- All normalization now handled exclusively through FIELD_FORMAT_MAPPING via field-aware parsers

* Ran Black for formatting

* Print Statements removed, more cleaning

* Merge branch 'DEV' into bugfix/parser-downstream-improvements

* refactor: combine FIELD_FORMAT_MAPPING into investment_columns.py

- Merged field_format_mapping.py into investment_columns.py to create single source of truth
- FIELD_FORMAT_MAPPING now ordered by COLUMN_ORDER (161 fields)
- Added 5 missing fields from COLUMN_ORDER with default format types
- Updated all imports across codebase to use investment_columns
- Python dict preserves insertion order (3.7+), maintaining COLUMN_ORDER sequence
- All tests passing (38 field-aware tests verified)

* Deprecate COLUMN_ORDER, rely on Mapping only

* Merged DEV into bugfix/parser-downstream-improvements


Approved-by: Katon Minhas
2026-02-09 22:06:21 +00:00
Katon Minhas f8783ae968 Update prov_info 2026-02-04 03:37:23 -05:00
ppanchigar cff0472717 Latest updates 2026-02-03 21:12:50 -06:00
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