Commit Graph

1756 Commits

Author SHA1 Message Date
Mayank Aamseek cbfbbc1257 Merged in DAIP2-2162-fix-mapping-issue-program-product-not-mapping-to-lob (pull request #914)
DAIP2-2162 fix mapping issue program product not mapping to lob

* fixed empty LOB

* adding program-lob mapping when there is no client

* code cleanup

* code change refactored

* code change refactored

* additional test case removed

* pipeline error fixed


Approved-by: Katon Minhas
2026-03-17 18:10:57 +00:00
Katon Minhas dd34c00303 Merged main into DEV 2026-03-16 19:39:26 +00:00
Katon Minhas 0d00d581b1 Merged in DEV (pull request #913)
DEV

* Apply formatting fix

* Merged in DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title (pull request #888)

DAIP2-1898 one to one issues filename tin auto renewal and contract title

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title


Approved-by: Siddhant Medar

* Merged in feature/DAIP2-1803-add-aarete-derived-provider-name (pull request #884)

Feature/DAIP2-1803 add aarete derived provider name

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* state logic added in clustering

* removed print statements

* pull request updates

* black format fix

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* added scalability feature and optimization

* black format

* Pull Request Changes

* generalised funcs from aarete derived payer name

* updated remove states and updated docstring for build similarity matrix

* derived payer name functionality added

* config and main file changes

* sync dev into ADD AARETE DERIVED PROVIDER GROUP NAME FULL

* updated derived_provider name

* pipeline fixes

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* config changes

* field name updated to AARETE_DERIVED_PROVIDER_NAME

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* black format fix

* Fix docstr…
* Merged in improve-logging (pull request #886)

Improve logging

* Add timing blocks for comprehensive pipeline logging

- Add timing_utils.timed_block() to key extraction functions in one_to_n_funcs.py:
  - exhibit_level sub-functions (prompt_exhibit_level, dynamic_primary, etc.)
  - reimbursement_level extraction and cleaning
  - breakout functions (methodology_breakout, special_case_breakout)
  - carveout_and_special_case parallel processing
  - one_to_n_cleaning sub-steps (crosswalk, lob_relationship, split_reimb_dates)

- Add timing to dynamic_funcs.py:
  - dynamic_assignment parallel processing

- Add timing to postprocess.py:
  - standard_postprocess, contract_config_postprocess, dashboard_postprocess

- Add timing to preprocess.py:
  - exhibit_chunking sub-steps (get_exhibit_pages, link_exhibit_pages, chunk_by_exhibit)

- Add info-level logging statements for completed operations with row/item counts

* Standardize logging levels and remove deprecated code

DAIP2-1798: Ensure logging statements are at …
* Merged in bugfix/DAIP2-1913-lesser-of-indicator-issues (pull request #889)

Bugfix/DAIP2-1913 lesser of indicator issues

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title

* handle nested cases of lesser_of and greater_of

* Merge branch 'DEV' into bugfix/DAIP2-1913-lesser-of-indicator-issues

* pi…
* Merged in bugfix/reimb_primary (pull request #890)

Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

* Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

- REIMBURSEMENT_PRIMARY: append unit of measure (PMPM, per visit, etc.) from table headers into REIMB_TERM
- METHODOLOGY_BREAKOUT: collapse mathematically equivalent time-unit rates into single entry
- VALIDATE_REIMBURSEMENTS: add umbrella terms as valid service terms, accept CPT/HCPCS percentage as concrete rate, narrow COB disqualifier to primary subject only

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>


Approved-by: Siddhant Medar

* Merged in feature/update-postprocessing-columns (pull request #893)

move column order to final step

* move column order to final step

* Black


Approved-by: Siddhant Medar

* Merged in bugfix/update-postprocessing-paths (pull request #896)

Update postprocessing paths

* Update postprocessing paths


Approved-by: Siddhant Medar

* Merged in feature/TIN_stats_update (pull request #898)

Feature/TIN stats update

* Tin_stats_report

* black formatting

* minor changes

* black format applied

* Addressed the katons comments

* Merged DEV into feature/TIN_stats_update

* black reformat


Approved-by: Katon Minhas

* Merged main into DEV

* Merged in feature/exhibit-smart-chunking (pull request #883)

Feature/exhibit smart chunking

* exhibit processing per page

* header dict deduplication

* dedup prompt refinment

* refinment for header extraction proecess

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* merge updates

* minor fix

* prompt fix for reimb type

* COB defenition for clear understanding

* black formatting

* remove quit statement

* pipiline test

* pipeline test

* black formatting

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* black formating

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* typo

* PR comment fixes

* exhibit funcs refactored

* black formatting

* Refactor exhibit chunking config into dedicated class

Created ExhibitChunkingConfig class to centralize exhibit smart chunking
configuration parameters (DEFAULT_SUBCHUNK_SIZE, MIN_PARENT_CHUNK_SIZE,
CHUNK_RELEVANCE_THRESHOLD). This improves code organization …
* Merged in bugfix/DAIP2-1870-dynamic-issues (pull request #892)

Bugfix/DAIP2-1870 dynamic issues

* updated list format appending

* fill bill type from claim type cd

* Fixed remaining format fixes

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* changed crosswalk mapping from PRODUCT to AARETE_DERIVED_PRODUCT

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* updating LOB field values as well from PRODUCT AND PROGRAM

* updated apply crosswalk for reverse mapping

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* added QHP and BHP

* removed lob reverse mapping

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* Remove Bill Type/Claim Type fill

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* Black format

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues


Approved-by: Katon Minhas

* 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 defau…
* Merged in bugfix/reimb_primary_issues (pull request #900)

Bugfix/reimb primary issues

* Update lesser of distribution prompt to preserve reimb term langauge

* Added prompt change to extract correct service when there are multiple sub-rates; Updated validate reimb term to prevent filtering out erm with valid rate

* Make reimb primary prompt change

* Revert "Make reimb primary prompt change"

This reverts commit 55f7d73b9cb523097c96ea50b6614c1db53b46d2.


Approved-by: Katon Minhas

* Merged in dtc_report (pull request #902)

Dtc report

* dtc_report_added

* lint format fixed

* Changed regex location call


Approved-by: Katon Minhas

* Merged in feature/historical-cost-analysis (pull request #901)

Feature/historical cost analysis

* Initial commit

* Finalize cost_analysis

* Black format

* Merged DEV into feature/historical-cost-analysis

* Refactor

* Black

* Merged DEV into feature/historical-cost-analysis


Approved-by: Siddhant Medar

* Merged in feature/ai-pr-review-agent (pull request #906)

Add AI code review agent to pull request pipeline

* Add AI code review agent to pull request pipeline

Adds a pull-requests pipeline that runs CI checks (lint, type check,
unit tests) followed by an AI code review step. The AI review uses
OIDC to authenticate with AWS Bedrock - no hardcoded AWS keys. It
clones the code-review-agent repo and posts a review comment on the PR.

* Fix AI code review step: install git in python:3.12-slim image

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Remove debug token decode line

* Update guide: all checklist items complete, agent working

* Remove guide file from repo

* Trigger pipeline


Approved-by: Katon Minhas

* Merged in DAIP2-1980-aarete-derived-effective-dt-issues (pull request #904)

DAIP2-1980 aarete derived effective dt issues

* fixed earlier of a and b

* prompt update

* prompt shortened

* test changes reverted

* Merge branch 'DEV' into DAIP2-1980-aarete-derived-effective-dt-issues

* test changes reverted

* Merged DEV into DAIP2-1980-aarete-derived-effective-dt-issues

* Fix effective date prompt

* Replace em-dashes with readable version


Approved-by: Katon Minhas

* 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

* Merged in feature/code_optimization (pull request #903)

Feature/code optimization

* Ran Black

* made a small change in code_last_check, fixed so it returns string and not single char

* Made changes to make sure that default_ind postprocess only happens to the cc output and not dashboard

* Merge bugfix/default_ind_postprocess into feature/code_optimization

- Parent-child: child_rank column init and cols_to_keep filter
- Postprocess: default_ind only on cc output
- code_last_check: parser str/list return handling + exception logging
- Prompt: FIELD ASSIGNMENT for code extraction (no CRITICAL prefix)

* More prompt changes and debugging print statements

* Added system to group same service term + bill type cd + claim type cd and then parallelize the code extraction (will improve consistency)

* Revert one-time PROV_INFO_JSON ad hoc logic; retain json_utils and output format

- Remove temporary postprocess step that filled empty TIN in PROV_INFO_JSON from
  FILENAME_TIN (fill_prov_info_tin_from_filename_ti…
* Merged in DAIP2-2121-prov-info-fields-issue-fixes (pull request #908)

empty prov_info_json fixed

* empty prov_info_json fixed

* Merged DEV into DAIP2-2121-prov-info-fields-issue-fixes

* format of PROV_OTHER_TIN fixed

* Revert "format of PROV_OTHER_TIN fixed"

This reverts commit 580847de03265520b1b4fad473bbf38ef1573753.

* formatting and deduplication

* pipeline error fixed

* test cases added

* pipeline error fixed


Approved-by: Katon Minhas

* Merged in feature/context-caching (pull request #909)

Feature/context caching

* Initial commit - context caching for DYNAMIC_PRIMARY

* implement context caching for all relevant prompts

* Remove option to not context cache

* IndentationError fixed

* Merge branch 'DEV' into feature/context-caching

* Merge and format

* Move documentation

* Merged DEV into feature/context-caching

* Update unit tests

* Merged DEV into feature/context-caching

* Update signatures

* Fix test coverage gap


Approved-by: Praneel Panchigar
Approved-by: Karan Desai

* Merged in bugfix/DAIP2-2138-reimbursement-primary-testing (pull request #910)

Bugfix/DAIP2-2138 reimbursement primary testing

* updated table instructions for reimb term extraction

* updated split tables to include header rows

* issue fix

* Merged DEV into bugfix/DAIP2-2138-reimbursement-primary-testing

* black format fix


Approved-by: Katon Minhas

* Merged in feature/doczy_reports (pull request #911)

Feature/doczy reports

* Added post_doczy_reports

* black format fix

* Merged DEV into feature/doczy_reports

* fixed code review


Approved-by: Katon Minhas

* Merged in feature/median-cost-analysis (pull request #912)

Add median

* Add median


Approved-by: Siddhant Medar


Approved-by: Siddhant Medar
2026-03-16 19:39:05 +00:00
Katon Minhas 59441c209b Merged in feature/median-cost-analysis (pull request #912)
Add median

* Add median


Approved-by: Siddhant Medar
2026-03-16 18:05:52 +00:00
Rahul Ailaboina c9cd7ddb43 Merged in feature/doczy_reports (pull request #911)
Feature/doczy reports

* Added post_doczy_reports

* black format fix

* Merged DEV into feature/doczy_reports

* fixed code review


Approved-by: Katon Minhas
2026-03-13 21:06:44 +00:00
Venkatakrishna Reddy Avula ddd1703e2f Merged in bugfix/DAIP2-2138-reimbursement-primary-testing (pull request #910)
Bugfix/DAIP2-2138 reimbursement primary testing

* updated table instructions for reimb term extraction

* updated split tables to include header rows

* issue fix

* Merged DEV into bugfix/DAIP2-2138-reimbursement-primary-testing

* black format fix


Approved-by: Katon Minhas
2026-03-13 18:50:58 +00:00
Katon Minhas ec4617eeee Merged in feature/context-caching (pull request #909)
Feature/context caching

* Initial commit - context caching for DYNAMIC_PRIMARY

* implement context caching for all relevant prompts

* Remove option to not context cache

* IndentationError fixed

* Merge branch 'DEV' into feature/context-caching

* Merge and format

* Move documentation

* Merged DEV into feature/context-caching

* Update unit tests

* Merged DEV into feature/context-caching

* Update signatures

* Fix test coverage gap


Approved-by: Praneel Panchigar
Approved-by: Karan Desai
2026-03-13 18:49:40 +00:00
Mayank Aamseek dc19570ef1 Merged in DAIP2-2121-prov-info-fields-issue-fixes (pull request #908)
empty prov_info_json fixed

* empty prov_info_json fixed

* Merged DEV into DAIP2-2121-prov-info-fields-issue-fixes

* format of PROV_OTHER_TIN fixed

* Revert "format of PROV_OTHER_TIN fixed"

This reverts commit 580847de03265520b1b4fad473bbf38ef1573753.

* formatting and deduplication

* pipeline error fixed

* test cases added

* pipeline error fixed


Approved-by: Katon Minhas
2026-03-13 14:52:33 +00:00
Praneel Panchigar 863c9db9a1 Merged in feature/code_optimization (pull request #903)
Feature/code optimization

* Ran Black

* made a small change in code_last_check, fixed so it returns string and not single char

* Made changes to make sure that default_ind postprocess only happens to the cc output and not dashboard

* Merge bugfix/default_ind_postprocess into feature/code_optimization

- Parent-child: child_rank column init and cols_to_keep filter
- Postprocess: default_ind only on cc output
- code_last_check: parser str/list return handling + exception logging
- Prompt: FIELD ASSIGNMENT for code extraction (no CRITICAL prefix)

* More prompt changes and debugging print statements

* Added system to group same service term + bill type cd + claim type cd and then parallelize the code extraction (will improve consistency)

* Revert one-time PROV_INFO_JSON ad hoc logic; retain json_utils and output format

- Remove temporary postprocess step that filled empty TIN in PROV_INFO_JSON from
  FILENAME_TIN (fill_prov_info_tin_from_filename_tin call in postprocess.py).
  This behavior is intended to move upstream per JIRA (tin_npi_funcs / extraction).

- Revert postprocess_existing_output.py to generic config: empty INPUT_DIR,
  INPUT_FILENAME, OUTPUT_CSV. Remove one-time hyphen-strip for TIN/NPI in
  PROV_INFO_JSON and remove _strip_hyphens_from_prov_info_json_cell.

- Keep json_utils PROV_INFO_JSON helpers (parse_prov_info_json_cell,
  serialize_prov_info_json, format_prov_info_json) and (str,str) serialization
  in contract_config_postprocess. Keep fill_prov_info_tin_from_filename_tin and
  related helpers in postprocessing_funcs for potential upstream reuse.

- Tests in test_json_parsers.py updated for (str,str) PROV_INFO_JSON output.

* Add arbitration-based implicit code flow and prefer Level 2 RAG (Fix 5d, 4c+7)

Implicit flow no longer uses first-match-wins. We build a case from all
applicable strategies and run a single arbitration step to choose the
best candidate.

- build_implicit_candidates: Run Category (when explicit had Category),
  Special, and RAG; return list of {source, code_answer_dict}. RAG
  result uses preferred level when both return (Fix 5d).

- code_implicit_rag (Fix 5d): Run both Level 1 and Level 2, collect
  results; when both return non-empty, prefer Level 2 over Level 1.

- code_implicit_arbitration: 0 candidates -> None; 1 candidate -> return
  it with CODE_METHODOLOGY = 'Implicit - Arbitration (Source)' (no LLM);
  2+ candidates -> one CODE_IMPLICIT_ARBITRATION LLM call (chosen_index or
  no_match). If no candidates or no_match, code_last_check runs as before.

- prompt_templates: Add CODE_IMPLICIT_ARBITRATION and
  CODE_IMPLICIT_ARBITRATION_INSTRUCTION (cached). Use
  _create_json_dict_parser(field_names=['chose…
* fix: test_code_breakout avoid LLM call and flaky order on CI

- Add BILL_TYPE_CD_DESC to test data so pre-pass skips fill_bill_type (no Bedrock on CI)
- Use side_effect function keyed by SERVICE_TERM for deterministic result under ThreadPoolExecutor

* ran black

* feat: hybrid code validation with unmatched tagging and code quality fixes

Validation and unmatched tagging:
- Add format-only filtering for explicit codes (drop wrong-format, preserve valid)
- Add unified _has_unmatched_codes() used by both explicit and implicit paths
- Tag CODE_METHODOLOGY with "- Unmatched" when codes are format-valid but
  not explicit keys in our mappings (codes and range keys count as mapped)
- Remove retry logic and "Explicit - Validation Failed" in favor of single
  LLM call with Unmatched tagging
- Include all revenue level mappings in valid revenue set

Code quality and bug fixes:
- Fix fill_bill_type += string bug (was splitting "11X" into chars)
- Fix bare except clauses in code_explicit, code_category,
  code_implicit_special, fill_bill_type (now except Exception as e)
- Replace eval() with json.loads() in fill_grouper_cd_desc
- Implement INVALID_SERVICE short-circuit in RAG (Fix 5a)
- Cache valid procedure/revenue code sets per Constants instance
- Store mappings in level_dicts…
* chore: remove debug print statements from code extraction pipeline

Remove all [DEBUG_CODE_EXTRACTION] print statements added during
development of the hybrid validation and implicit arbitration flow.

* refactor: robust PROV_INFO_JSON sanitization with multi-format parsing

Replace the simple format_prov_info_json with a layered
sanitize_prov_info_json that handles all known malformed variants:
single-quoted dicts, empty-value-after-colon patterns, list-typed
field values, and hyphenated TINs. Extract _normalize_prov_entries
and _prov_value_to_str helpers for uniform str-valued output.
format_prov_info_json now delegates to sanitize_prov_info_json.

* merge: sync feature/code_optimization with DEV

Resolve conflict in prompt_templates.py: keep detailed CRITICAL field
assignment instructions from feature branch; accept new
AARETE_DERIVED_PROVIDER_NAME prompt function from DEV.

* Minor change to explict prompt

* fix: resolve mypy errors and remove stale pipe-delim splits in RAG

- Narrow grouper_cd type to str|None with explicit None check to
  satisfy mypy in fill_grouper_cd_desc.
- Remove dead pipe-delim split logic from CPT and HCPCS matching
  blocks (no pipes in those mappings).
- Retain pipe split for revenue block only (rev_level1.csv keys are
  pipe-delimited, e.g. "0810|0811|0812").

* Code extraction: format-only explicit, keep unmapped tag, RAG Level 1/2 as separate candidates

- Explicit: accept all format-valid codes (single + range); do not drop for mapping.
  Validity check only appends "- Unmatched" to methodology when code not in mappings.
- Add _procedure_code_or_range_format_valid; use in validate_explicit_codes and _has_unmatched_codes.
- RAG: return list of Level 1 and Level 2 candidates (distinct source keys); remove Level 2 preference.
- build_implicit_candidates: consume RAG list and append each as separate candidate.
- CODE_EXPLICIT: clarify range extraction when service term describes a range.
- CODE_IMPLICIT_ARBITRATION: choose most appropriate candidate(s), avoid overly broad.
- Tests updated for new RAG return shape and validate_explicit_codes behavior.

* Resolved Merge Conflicts

* Fixed failing tests

* Remove unused functions

* Remove unused functions

* Revert "Remove unused functions"

This reverts commit 39954db6a421e55501282d4e6a270c88624049fe.

* remove unused

* Merged DEV into feature/code_optimization

* Merged DEV into feature/code_optimization


Approved-by: Katon Minhas
2026-03-11 17:39:31 +00:00
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 8ea4f2e3e5 Merged in DAIP2-1980-aarete-derived-effective-dt-issues (pull request #904)
DAIP2-1980 aarete derived effective dt issues

* fixed earlier of a and b

* prompt update

* prompt shortened

* test changes reverted

* Merge branch 'DEV' into DAIP2-1980-aarete-derived-effective-dt-issues

* test changes reverted

* Merged DEV into DAIP2-1980-aarete-derived-effective-dt-issues

* Fix effective date prompt

* Replace em-dashes with readable version


Approved-by: Katon Minhas
2026-03-11 16:55:36 +00:00
Siddhant Medar ec0b758bd5 Merged in feature/ai-pr-review-agent (pull request #906)
Add AI code review agent to pull request pipeline

* Add AI code review agent to pull request pipeline

Adds a pull-requests pipeline that runs CI checks (lint, type check,
unit tests) followed by an AI code review step. The AI review uses
OIDC to authenticate with AWS Bedrock - no hardcoded AWS keys. It
clones the code-review-agent repo and posts a review comment on the PR.

* Fix AI code review step: install git in python:3.12-slim image

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Trigger pipeline

* Remove debug token decode line

* Update guide: all checklist items complete, agent working

* Remove guide file from repo

* Trigger pipeline


Approved-by: Katon Minhas
2026-03-10 22:02:53 +00:00
Katon Minhas 4236f49ab2 Merged in feature/historical-cost-analysis (pull request #901)
Feature/historical cost analysis

* Initial commit

* Finalize cost_analysis

* Black format

* Merged DEV into feature/historical-cost-analysis

* Refactor

* Black

* Merged DEV into feature/historical-cost-analysis


Approved-by: Siddhant Medar
2026-03-09 21:52:39 +00:00
Rahul Ailaboina afc73987aa Merged in dtc_report (pull request #902)
Dtc report

* dtc_report_added

* lint format fixed

* Changed regex location call


Approved-by: Katon Minhas
2026-03-09 18:51:53 +00:00
Sha Brown 1912fc7b30 Merged in bugfix/reimb_primary_issues (pull request #900)
Bugfix/reimb primary issues

* Update lesser of distribution prompt to preserve reimb term langauge

* Added prompt change to extract correct service when there are multiple sub-rates; Updated validate reimb term to prevent filtering out erm with valid rate

* Make reimb primary prompt change

* Revert "Make reimb primary prompt change"

This reverts commit 55f7d73b9cb523097c96ea50b6614c1db53b46d2.


Approved-by: Katon Minhas
2026-03-06 20:57:53 +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
Venkatakrishna Avula 6744c57f95 Merged in bugfix/DAIP2-1870-dynamic-issues (pull request #892)
Bugfix/DAIP2-1870 dynamic issues

* updated list format appending

* fill bill type from claim type cd

* Fixed remaining format fixes

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* changed crosswalk mapping from PRODUCT to AARETE_DERIVED_PRODUCT

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* updating LOB field values as well from PRODUCT AND PROGRAM

* updated apply crosswalk for reverse mapping

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* added QHP and BHP

* removed lob reverse mapping

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* Remove Bill Type/Claim Type fill

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues

* Black format

* Merged DEV into bugfix/DAIP2-1870-dynamic-issues


Approved-by: Katon Minhas
2026-03-06 16:11:59 +00:00
Karan Desai 786bab6118 Merged in feature/exhibit-smart-chunking (pull request #883)
Feature/exhibit smart chunking

* exhibit processing per page

* header dict deduplication

* dedup prompt refinment

* refinment for header extraction proecess

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* merge updates

* minor fix

* prompt fix for reimb type

* COB defenition for clear understanding

* black formatting

* remove quit statement

* pipiline test

* pipeline test

* black formatting

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* black formating

* Merge remote-tracking branch 'origin/DEV' into feature/exhibit-smart-chunking

* typo

* PR comment fixes

* exhibit funcs refactored

* black formatting

* Refactor exhibit chunking config into dedicated class

Created ExhibitChunkingConfig class to centralize exhibit smart chunking
configuration parameters (DEFAULT_SUBCHUNK_SIZE, MIN_PARENT_CHUNK_SIZE,
CHUNK_RELEVANCE_THRESHOLD). This improves code organization by consolidating
related constants and makes configuration more maintainable.

Changes:
- Created ExhibitChunkingConfig class with ESC_CONFIG instance
- Moved CHUNK_RELEVANCE_THRESHOLD from config.py to ExhibitChunkingConfig
- Updated all constant references to use ESC_CONFIG prefix
- Added missing EXHIBIT_HEADER_MARKERS parameter documentation

* Fix logging levels and refactor imports for exhibit chunking

- Upgrade logging from WARNING to ERROR for embedding and semantic search failures
- Remove unused constant imports from exhibit_funcs.py
- Update test imports to use ESC_CONFIG pattern for configuration constants
- Add warning when no exhibit headers found during deduplication
- Expand mypy type checking by removing s3_utilities from exclude list

* Merged DEV into feature/exhibit-smart-chunking

* Merged DEV into feature/exhibit-smart-chunking


Approved-by: Siddhant Medar
2026-03-05 19:57:18 +00:00
Katon Minhas eda5af10f1 Merged main into DEV 2026-03-05 19:38:57 +00:00
Katon Minhas 8afe64f60f Merged in DEV (pull request #895)
DEV

* 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…
* Update other lists

* Black format

* Remove prints

* Update qa_qc to account for lists in is_empty check

* Resolve issues

* Black format

* Merged main into DEV

* Merged in feature/claim-type-only-runner (pull request #876)

Feature/claim type only runner

* Add specific_fields config for running extraction on field groups

## What Changed

4 files modified:

1. src/config.py - Added configuration for field-specific extraction:
   - SPECIFIC_FIELDS arg (default: 'all') - pass field group name or comma-separated field names
   - FIELD_GROUPS dict - predefined groups: claim_type, dates, provider
   - get_specific_fields_list() - resolves config to actual field list

2. src/prompts/fieldset.py - Added filter_by_names() method to FieldSet class to filter fields by a list of names

3. src/pipelines/shared/extraction/one_to_n_funcs.py - Updated exhibit_level() to accept specific_fields parameter and skip prompts for fields not in the list

4. src/pipelines/saas/file_processing.py - Passes specific_fields through the call chain to both one_to_n and one_to_one extraction

## How It Works

When specific_fields is set to something other than 'all':
1. Config resolves the field l…
* Merged in bugfix/generic_lesser_of (pull request #880)

Bugfix/generic lesser of

* Updated lesser of ditribution and lesser of check prompt

* Remove excessive logging

* Updated prompt for combining and formatting lesser of statement and reimb term

* Code clean upt

* Removed unneeded instruction on output format

* style: format prompt_calls.py with black


Approved-by: Katon Minhas

* 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…
* Merged in bugfix/dynamic_issues_feb12 (pull request #882)

Bugfix/dynamic issues feb12

* 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_q…
* Merged in feature/DAIP2-1562-add-aarete_derived_payer_name (pull request #867)

Feature/DAIP2-1562 add aarete derived payer name

* black format

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* llm_choose_derived_payer_name function added

* threshold updated

* Merge branch 'DEV' into feature/DAIP2-1562-add-aarete_derived_payer_name

* aarete_derived_payer_name column added

* prompt structure updated

* state_flag added

* pipeline error fixed

* pipeline error fixed

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* remove debug print statement for similarity matrix in clustering function

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* state logic added in clustering

* removed print statements

* pull request updates

* black format fix

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* added scalability feature and optimization

* black format

* Pull Request Changes

* updated config parameters

* updated main

* no pay…
* Merged in bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout (pull request #885)

Bugfix/DAIP2-1701 issue tracker fixes methodology breakout

* testing fee schedules issues

* logging debug added for lesser of

* Merged DEV into bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout

* special case term fix

* updated lesser of distribution prompt

* Merged DEV into bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout

* refactor: use f-string for special case term concatenation


Approved-by: Siddhant Medar

* Merged in bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info (pull request #881)

bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* latest prompt added


Approved-by: Siddhant Medar

* Merged in bugfix/default_ind_postprocess (pull request #887)

Bugfix/default ind postprocess

* Add logic to standardize UNIT_OF_MEASURE for flat-rate reimbursement methods

- Implemented functionality in `standardize_reimb_method_and_fee_schedule` to set UNIT_OF_MEASURE to blank for rows where DEFAULT_IND is 'Y' and AARETE_DERIVED_REIMB_METHOD is 'flat rate'.
- Added unit tests to verify behavior for various scenarios, including case insensitivity and non-default conditions.
- Ensured that UNIT_OF_MEASURE remains unchanged for non-flat rate methods.

* Enhance child rank handling and ensure column consistency in parent-child mapping

- Added initialization for the `child_rank` column in both parents and children DataFrames to prevent KeyError during concatenation when no children exist.
- Updated `cols_to_keep` in `parent_child_mapping` to filter out columns not present in `pc_df`, ensuring robustness in data processing.

* Ran Black

* made a small change in code_last_check, fixed so it returns string and n…
* Apply formatting fix

* Merged in DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title (pull request #888)

DAIP2-1898 one to one issues filename tin auto renewal and contract title

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title


Approved-by: Siddhant Medar

* Merged in feature/DAIP2-1803-add-aarete-derived-provider-name (pull request #884)

Feature/DAIP2-1803 add aarete derived provider name

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* state logic added in clustering

* removed print statements

* pull request updates

* black format fix

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* added scalability feature and optimization

* black format

* Pull Request Changes

* generalised funcs from aarete derived payer name

* updated remove states and updated docstring for build similarity matrix

* derived payer name functionality added

* config and main file changes

* sync dev into ADD AARETE DERIVED PROVIDER GROUP NAME FULL

* updated derived_provider name

* pipeline fixes

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* config changes

* field name updated to AARETE_DERIVED_PROVIDER_NAME

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* black format fix

* Fix docstr…
* Merged in improve-logging (pull request #886)

Improve logging

* Add timing blocks for comprehensive pipeline logging

- Add timing_utils.timed_block() to key extraction functions in one_to_n_funcs.py:
  - exhibit_level sub-functions (prompt_exhibit_level, dynamic_primary, etc.)
  - reimbursement_level extraction and cleaning
  - breakout functions (methodology_breakout, special_case_breakout)
  - carveout_and_special_case parallel processing
  - one_to_n_cleaning sub-steps (crosswalk, lob_relationship, split_reimb_dates)

- Add timing to dynamic_funcs.py:
  - dynamic_assignment parallel processing

- Add timing to postprocess.py:
  - standard_postprocess, contract_config_postprocess, dashboard_postprocess

- Add timing to preprocess.py:
  - exhibit_chunking sub-steps (get_exhibit_pages, link_exhibit_pages, chunk_by_exhibit)

- Add info-level logging statements for completed operations with row/item counts

* Standardize logging levels and remove deprecated code

DAIP2-1798: Ensure logging statements are at …
* Merged in bugfix/DAIP2-1913-lesser-of-indicator-issues (pull request #889)

Bugfix/DAIP2-1913 lesser of indicator issues

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title

* handle nested cases of lesser_of and greater_of

* Merge branch 'DEV' into bugfix/DAIP2-1913-lesser-of-indicator-issues

* pi…
* Merged in bugfix/reimb_primary (pull request #890)

Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

* Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

- REIMBURSEMENT_PRIMARY: append unit of measure (PMPM, per visit, etc.) from table headers into REIMB_TERM
- METHODOLOGY_BREAKOUT: collapse mathematically equivalent time-unit rates into single entry
- VALIDATE_REIMBURSEMENTS: add umbrella terms as valid service terms, accept CPT/HCPCS percentage as concrete rate, narrow COB disqualifier to primary subject only

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>


Approved-by: Siddhant Medar

* Merged in feature/update-postprocessing-columns (pull request #893)

move column order to final step

* move column order to final step

* Black


Approved-by: Siddhant Medar

* Merged in bugfix/update-postprocessing-paths (pull request #896)

Update postprocessing paths

* Update postprocessing paths


Approved-by: Siddhant Medar

* Merged in feature/TIN_stats_update (pull request #898)

Feature/TIN stats update

* Tin_stats_report

* black formatting

* minor changes

* black format applied

* Addressed the katons comments

* Merged DEV into feature/TIN_stats_update

* black reformat


Approved-by: Katon Minhas
2026-03-05 19:38:37 +00:00
Rahul Ailaboina 38034f168b Merged in feature/TIN_stats_update (pull request #898)
Feature/TIN stats update

* Tin_stats_report

* black formatting

* minor changes

* black format applied

* Addressed the katons comments

* Merged DEV into feature/TIN_stats_update

* black reformat


Approved-by: Katon Minhas
2026-03-05 16:14:45 +00:00
Katon Minhas e99e554d23 Merged in bugfix/update-postprocessing-paths (pull request #896)
Update postprocessing paths

* Update postprocessing paths


Approved-by: Siddhant Medar
2026-03-04 22:35:33 +00:00
Katon Minhas 22c3d80692 Merged in feature/update-postprocessing-columns (pull request #893)
move column order to final step

* move column order to final step

* Black


Approved-by: Siddhant Medar
2026-03-02 19:53:16 +00:00
Sha Brown 1eaa17da1a Merged in bugfix/reimb_primary (pull request #890)
Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

* Update reimbursement prompts for consistent PMPM handling, time-unit dedup, and validation improvements

- REIMBURSEMENT_PRIMARY: append unit of measure (PMPM, per visit, etc.) from table headers into REIMB_TERM
- METHODOLOGY_BREAKOUT: collapse mathematically equivalent time-unit rates into single entry
- VALIDATE_REIMBURSEMENTS: add umbrella terms as valid service terms, accept CPT/HCPCS percentage as concrete rate, narrow COB disqualifier to primary subject only

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>


Approved-by: Siddhant Medar
2026-02-27 03:21:21 +00:00
Mayank Aamseek ca800b0d7e Merged in bugfix/DAIP2-1913-lesser-of-indicator-issues (pull request #889)
Bugfix/DAIP2-1913 lesser of indicator issues

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title

* handle nested cases of lesser_of and greater_of

* Merge branch 'DEV' into bugfix/DAIP2-1913-lesser-of-indicator-issues

* pipeline error fixed


Approved-by: Siddhant Medar
2026-02-24 15:35:34 +00:00
Faizan Mohiuddin 14cb727967 Merged in improve-logging (pull request #886)
Improve logging

* Add timing blocks for comprehensive pipeline logging

- Add timing_utils.timed_block() to key extraction functions in one_to_n_funcs.py:
  - exhibit_level sub-functions (prompt_exhibit_level, dynamic_primary, etc.)
  - reimbursement_level extraction and cleaning
  - breakout functions (methodology_breakout, special_case_breakout)
  - carveout_and_special_case parallel processing
  - one_to_n_cleaning sub-steps (crosswalk, lob_relationship, split_reimb_dates)

- Add timing to dynamic_funcs.py:
  - dynamic_assignment parallel processing

- Add timing to postprocess.py:
  - standard_postprocess, contract_config_postprocess, dashboard_postprocess

- Add timing to preprocess.py:
  - exhibit_chunking sub-steps (get_exhibit_pages, link_exhibit_pages, chunk_by_exhibit)

- Add info-level logging statements for completed operations with row/item counts

* Standardize logging levels and remove deprecated code

DAIP2-1798: Ensure logging statements are at the right level
- Demote per-file processing status messages from info to debug in file_processing.py
- Demote operational details (counts, timing) from info to debug in runner.py
- Demote detailed extraction messages from info to debug across extraction modules
- Keep only high-level milestone messages (section headers, major ops) at info level

DAIP2-1796: Ensure console output matches content of logs/
- Add LOG_LEVEL config setting for console output (defaults to INFO)
- Update logging_utils.py to use config.LOG_LEVEL for console handler

DAIP2-1797: Remove deprecated functionality
- Remove deprecated check_and_combine_exhibit_inheritance function from one_to_n_funcs.py
- Remove deprecated WRITE_PC_TO_S3 config setting (now uses WRITE_TO_S3)
- Remove deprecated MODEL_STATS/GLOBAL_STATS comment from config.py

* Merged DEV into improve-logging

* Format code for improved readability

* Remove duplicate logger.propagate line

* Merge remote-tracking branch 'origin/DEV' into improve-logging


Approved-by: Siddhant Medar
2026-02-23 20:27:31 +00:00
VenkataKrishna Reddy Avula a4c5e80161 Merged in feature/DAIP2-1803-add-aarete-derived-provider-name (pull request #884)
Feature/DAIP2-1803 add aarete derived provider name

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* state logic added in clustering

* removed print statements

* pull request updates

* black format fix

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* added scalability feature and optimization

* black format

* Pull Request Changes

* generalised funcs from aarete derived payer name

* updated remove states and updated docstring for build similarity matrix

* derived payer name functionality added

* config and main file changes

* sync dev into ADD AARETE DERIVED PROVIDER GROUP NAME FULL

* updated derived_provider name

* pipeline fixes

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* config changes

* field name updated to AARETE_DERIVED_PROVIDER_NAME

* Merged DEV into feature/DAIP2-1803-add-aarete-derived-provider-name

* black format fix

* Fix docstring and add empty column when not found

* Rename test file and add missing column test case

- Renamed test_derived_payer_name.py to test_derived_names.py since
  file now covers both payer and provider name functionality
- Added test_derived_provider_names_column_missing to verify empty
  column is added when AARETE_DERIVED_PROVIDER_NAME is not present

* Remove trailing whitespace

* Merge remote-tracking branch 'origin/DEV' into feature/DAIP2-1803-add-aarete-derived-provider-name


Approved-by: Siddhant Medar
2026-02-23 18:01:21 +00:00
Mayank Aamseek a417540ee9 Merged in DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title (pull request #888)
DAIP2-1898 one to one issues filename tin auto renewal and contract title

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* prompt update

* Merge branch 'DEV' into DAIP2-1898-one-to-one-issues-filename-tin-auto-renewal-and-contract-title


Approved-by: Siddhant Medar
2026-02-23 15:57:00 +00:00
Siddhant Medar b42e975b39 Apply formatting fix 2026-02-20 15:34:10 -06:00
Praneel Panchigar ddefa2ff30 Merged in bugfix/default_ind_postprocess (pull request #887)
Bugfix/default ind postprocess

* Add logic to standardize UNIT_OF_MEASURE for flat-rate reimbursement methods

- Implemented functionality in `standardize_reimb_method_and_fee_schedule` to set UNIT_OF_MEASURE to blank for rows where DEFAULT_IND is 'Y' and AARETE_DERIVED_REIMB_METHOD is 'flat rate'.
- Added unit tests to verify behavior for various scenarios, including case insensitivity and non-default conditions.
- Ensured that UNIT_OF_MEASURE remains unchanged for non-flat rate methods.

* Enhance child rank handling and ensure column consistency in parent-child mapping

- Added initialization for the `child_rank` column in both parents and children DataFrames to prevent KeyError during concatenation when no children exist.
- Updated `cols_to_keep` in `parent_child_mapping` to filter out columns not present in `pc_df`, ensuring robustness in data processing.

* Ran Black

* made a small change in code_last_check, fixed so it returns string and not single char

* Made changes to make sure that default_ind postprocess only happens to the cc output and not dashboard

* Merged DEV into bugfix/default_ind_postprocess

* Restore deleted AARETE_DERIVED_PAYER_NAME functions

Functions were removed during previous commit. Restored from DEV to fix
AttributeError in prompt_calls.py.

* Simplify code_last_check return logic and add error logging

- Simplified return to single line with fallback
- Added error logging for failed LLM response parsing


Approved-by: Siddhant Medar
2026-02-20 21:19:34 +00:00
VenkataKrishna Reddy Avula 7571d3e3b1 Merged in bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info (pull request #881)
bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* contract title fixes

* Add instruction to strip hyphens from TIN and NPI

* prompt update

* Merge branch 'bugfix/auto-renewal-term' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* removed print statements

* pipeline error fixed

* signed_ind logic changed

* signatory_ind logic updated

* prompt update

* prompt update

* pipeline error fixed

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* Merge branch 'DEV' into bugfix/DAIP2-1699-issue-tracker-fixes-one-to-one-dates-prov-info

* requested changes applied

* test case added

* prompt update

* contract title prompt update

* latest prompt added


Approved-by: Siddhant Medar
2026-02-20 17:50:02 +00:00
VenkataKrishna Reddy Avula 884c6530c4 Merged in bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout (pull request #885)
Bugfix/DAIP2-1701 issue tracker fixes methodology breakout

* testing fee schedules issues

* logging debug added for lesser of

* Merged DEV into bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout

* special case term fix

* updated lesser of distribution prompt

* Merged DEV into bugfix/DAIP2-1701-issue-tracker-fixes-methodology-breakout

* refactor: use f-string for special case term concatenation


Approved-by: Siddhant Medar
2026-02-19 21:53:07 +00:00
VenkataKrishna Reddy Avula f4457abf35 Merged in feature/DAIP2-1562-add-aarete_derived_payer_name (pull request #867)
Feature/DAIP2-1562 add aarete derived payer name

* black format

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* llm_choose_derived_payer_name function added

* threshold updated

* Merge branch 'DEV' into feature/DAIP2-1562-add-aarete_derived_payer_name

* aarete_derived_payer_name column added

* prompt structure updated

* state_flag added

* pipeline error fixed

* pipeline error fixed

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* remove debug print statement for similarity matrix in clustering function

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* state logic added in clustering

* removed print statements

* pull request updates

* black format fix

* Merged DEV into feature/DAIP2-1562-add-aarete_derived_payer_name

* added scalability feature and optimization

* black format

* Pull Request Changes

* updated config parameters

* updated main

* no payer name column changes

* Business team feedback: always run derived payer name with state_flag=True

- Add empty DataFrame guard and proper docstring
- Clean up not needed flags


Approved-by: Siddhant Medar
2026-02-18 17:17:30 +00:00
Praneel Panchigar a0c7e7a738 Merged in bugfix/dynamic_issues_feb12 (pull request #882)
Bugfix/dynamic issues feb12

* 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

* feat: dynamic primary debug improvements and LOB partial 1:1 escalation

- Add per-exhibit debug summary for dynamic primary discovery (page, values, raw LLM)
- Pass exhibit_page to dynamic_primary for debug; mark debug-only params for removal
- Fix 1:1 escalation skip: use base_field for PROGRAM/PRODUCT/NETWORK when LOB detected
- Pass LOB to 1:1 when empty in any row (partial detection from stripped headers)
- Add debug exhibit text preview; mark check_and_combine_exhibit_inheritance for deletion
- prompt_dynamic_primary returns (answer, raw); remove per-field prints

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

* feat: pass PROGRAM and PRODUCT to 1:1 when partial LOB

When LOB is empty in some rows (partial detection), pass LOB, PROGRAM, and
PRODUCT to 1:1 for contract-level extraction. Merge fills only empty cells
so 1:N values are preserved. Skip PROGRAM/PRODUCT/NETWORK only when full LOB.

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

* Removed debug print blocks

* Merge origin/DEV into bugfix/dynamic_issues_feb12

Resolved conflicts:
- runner.py: Use RUN_DASHBOARD_POSTPROCESSING for conditional dashboard; parent-child output_dir and S3 upload
- main.py: Use RUN_DASHBOARD_POSTPROCESSING for conditional dashboard
- postprocess.py: Optional dashboard postprocessing when RUN_DASHBOARD_POSTPROCESSING is True

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


Approved-by: Katon Minhas
2026-02-13 21:44:46 +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
Sha Brown 70215bbc69 Merged in bugfix/generic_lesser_of (pull request #880)
Bugfix/generic lesser of

* Updated lesser of ditribution and lesser of check prompt

* Remove excessive logging

* Updated prompt for combining and formatting lesser of statement and reimb term

* Code clean upt

* Removed unneeded instruction on output format

* style: format prompt_calls.py with black


Approved-by: Katon Minhas
2026-02-11 22:17:50 +00:00
Faizan Mohiuddin 93547e7b0d Merged in feature/claim-type-only-runner (pull request #876)
Feature/claim type only runner

* Add specific_fields config for running extraction on field groups

## What Changed

4 files modified:

1. src/config.py - Added configuration for field-specific extraction:
   - SPECIFIC_FIELDS arg (default: 'all') - pass field group name or comma-separated field names
   - FIELD_GROUPS dict - predefined groups: claim_type, dates, provider
   - get_specific_fields_list() - resolves config to actual field list

2. src/prompts/fieldset.py - Added filter_by_names() method to FieldSet class to filter fields by a list of names

3. src/pipelines/shared/extraction/one_to_n_funcs.py - Updated exhibit_level() to accept specific_fields parameter and skip prompts for fields not in the list

4. src/pipelines/saas/file_processing.py - Passes specific_fields through the call chain to both one_to_n and one_to_one extraction

## How It Works

When specific_fields is set to something other than 'all':
1. Config resolves the field list (either from FIELD_GROUPS dict or comma-separated names)
2. Before running extraction prompt…
* Add specific_fields filtering for claim_type only runs and fix UTF-8 logging

* Merge remote-tracking branch 'origin/DEV' into feature/claim-type-only-runner

* Fix black formatting in one_to_n_funcs.py

* Fix black formatting

* Fix CLAIM_TYPE_CD and AARETE_DERIVED_CLAIM_TYPE_CD to be single values

- Handle pipe-delimited strings in crosswalk by splitting them
- For CLAIM_TYPE_CD, take only first value in crosswalk since claim type should be singular
- Add single_value_fields handling in normalize_field_value for CLAIM_TYPE_CD fields
- Ensures AARETE_DERIVED_CLAIM_TYPE_CD is always a single M or H value

* Merged in feature/fix-claim-type-mapping (pull request #878)

Feature/fix claim type mapping

* Fix CLAIM_TYPE_CD and AARETE_DERIVED_CLAIM_TYPE_CD to be single values

- Handle pipe-delimited strings in crosswalk by splitting them
- For CLAIM_TYPE_CD, take only first value in crosswalk since claim type should be singular
- Add single_value_fields handling in normalize_field_value for CLAIM_TYPE_CD fields
- Ensures AARETE_DERIVED_CLAIM_TYPE_CD is always a single M or H value

* Update prompt template

* Merged feature/claim-type-only-runner into feature/fix-claim-type-mapping


Approved-by: Faizan Mohiuddin

* Address PR review comments

- Remove single_value_fields special handling from formatting_utils.py
- Remove CLAIM_TYPE_CD only section and pipe-delimited handling from aarete_derived.py
- Reference config.FIELD_GROUPS for provider_fields and date_fields in file_processing.py

* Fix CLAIM_TYPE_CD to AARETE_DERIVED_CLAIM_TYPE_CD mapping for claim_type only runs

- Apply crosswalk mapping in skip_reimbursement_processing block so derived
  fields are correctly mapped even when running claim_type only extraction
- Fix _normalize_to_str to return first value when list has multiple elements
  instead of returning the list itself (violated str return type)

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

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

* normalize list to str-list


Approved-by: Katon Minhas
2026-02-11 22:04:21 +00:00
Katon Minhas 6fba0e7574 Merged main into DEV 2026-02-10 17:28:11 +00:00
Katon Minhas deef52193c Merged in DEV (pull request #873)
DEV

* file_processing

* Merge branch 'bugfix/code_implicit' into DEV

* Update split reimb dates condition

* Pipe line general fixes, fixed tests, ran black, and fixed mypy type check issues, still have a list of lists issue with prov other name full

* Merged in feature/update-claim-type (pull request #869)

Feature/update claim type

* Update CLAIM_TYPE_CD extraction to prioritize title/header

- Modified retrieval_question to search for title, header, and agreement name
- Updated prompt to check title/header first before analyzing body text
- Enhanced FULL_CONTEXT_CLAIM_TYPES_ADDITIONAL_INSTRUCTION to emphasize title/header as primary source

* Fix CLAIM_TYPE_CD extraction with 3-step fallback

1. Exhibit Level: Updated retrieval_question and prompt to prioritize title/header
2. Contract Title fallback: Added infer_claim_type_from_title() function that extracts
   claim type from CONTRACT_TITLE when exhibit-level extraction returns empty
3. Postprocessing: fill_claim_type() now uses CONTRACT_TITLE inference when all
   AARETE_DERIVED_CLAIM_TYPE_CD values are empty

Keywords mapped:
- Professional/Ancillary -> M (Physician, Professional, Ancillary, Home Health, DME, etc.)
- Institutional -> H (Hospital, Facility, Surgery Center, SNF, etc.)

* Add more prof…
* Merged in bugfix/code-funcs (pull request #872)

Bugfix/code funcs

* Try-except code extraction

* Additional try-except for protection

* Black format


Approved-by: Praneel Panchigar

* Merged in feature/update-testbed-metrics (pull request #871)

Feature/update testbed metrics

* Combine fee schedule with methodology breakout; remove Reimbursement primary; do not run trigger cap or additions

* Deprecate reimb primary functions

* combine multiple sheets to one

* Clean 1:N metrics

* Improve dynamic primary evaluation

* Resolve dynamic primary

* Update row counts

* black format

* Merged DEV into feature/update-testbed-metrics


Approved-by: Praneel Panchigar

* Merged in feature/adding_contract_admenment_num_pc (pull request #870)

Feature/adding contract admenment num pc

* Updated contract amendment

* Format code with Black

* updated to have letters

* format fixes

* Adjusted unit testing

* Merge remote-tracking branch 'origin/DEV' into feature/adding_contract_admenment_num_pc

* apply formatting

* format fixes

* Merge remote-tracking branch 'origin/DEV' into feature/adding_contract_admenment_num_pc

* test conflicts solved

* Format code with Black

* format fixes

* reverted the changes for prompt templates

* test_case reverted
* Sorted effective date for ranking

* format fix for lint

* Merged DEV into feature/adding_contract_admenment_num_pc

* format

* Merged DEV into feature/adding_contract_admenment_num_pc

* Merged DEV into feature/adding_contract_admenment_num_pc


Approved-by: Siddhant Medar

* Consolidate docs and documentation

* Remove PRD

* Add Essential Plan as a NY Program

* Resolve Comments

* Resolve comments

* Black format

* Resolve remaining comments

* Black format

* Merged in bugfix/fill_claim_type (pull request #874)

Bugfix/fill claim type

* Handle if AARETE_DERIVED_CLAIM_TYPE_CD comes in as list

* add unit tests

* Black format


Approved-by: Siddhant Medar

* Remove print

* 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…
* Update other lists

* Black format

* Remove prints

* Update qa_qc to account for lists in is_empty check

* Resolve issues

* Black format


Approved-by: Siddhant Medar
2026-02-10 17:09:54 +00:00
Katon Minhas a5f8e14dc4 Black format 2026-02-10 11:48:20 -05:00
Katon Minhas 2a613b7efd Resolve issues 2026-02-09 18:48:50 -05:00
Katon Minhas 96d6c26ef3 Update qa_qc to account for lists in is_empty check 2026-02-09 18:11:05 -05:00
Katon Minhas fb4d7db29c Remove prints 2026-02-09 18:07:16 -05:00
Katon Minhas dcd4ad9636 Black format 2026-02-09 18:06:43 -05:00
Katon Minhas ca773bf4b9 Update other lists 2026-02-09 18:05:58 -05:00
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 4587042c43 Remove print 2026-02-09 15:04:19 -05:00
Katon Minhas 47472c0f32 Merged in bugfix/fill_claim_type (pull request #874)
Bugfix/fill claim type

* Handle if AARETE_DERIVED_CLAIM_TYPE_CD comes in as list

* add unit tests

* Black format


Approved-by: Siddhant Medar
2026-02-09 19:12:15 +00:00
Katon Minhas fc178587c8 Black format 2026-02-09 13:08:21 -05:00
Katon Minhas 16a67df7ec Resolve remaining comments 2026-02-09 12:57:41 -05:00