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doczyai-pipelines/archive/snowflake/DEV/training_interface/R__001_INIT_OBJS.sql
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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

66 lines
1.8 KiB
SQL

-- Create staging table for results
CREATE TABLE IF NOT EXISTS STG.TRAINING_RESULTS
(
CONTRACT_NAME VARCHAR,
CONTRACT_ID NUMERIC,
ACTUAL_VALUE_STORED VARCHAR,
NEW_EXTRACTED_VALUE VARCHAR,
CONFIDENCE_LEVEL NUMERIC,
SNIPPET VARCHAR,
ORIGINAL_PAGE_NUMBER VARCHAR,
NEW_PAGE_NUMBER VARCHAR,
REVISED_PROMPT VARCHAR,
RESULT BOOLEAN,
LOAD_DT TIMESTAMP
);
-- Create file format
CREATE FILE FORMAT IF NOT EXISTS STG.CSV_HEADER
TYPE = 'CSV'
FIELD_DELIMITER = ','
FILE_EXTENSION = '.csv'
RECORD_DELIMITER = '\\n'
DATE_FORMAT = AUTO
TRIM_SPACE = TRUE
NULL_IF = ('NULL', '', 'N/A','?','~','\\N')
SKIP_HEADER = 1
EMPTY_FIELD_AS_NULL = TRUE
FIELD_OPTIONALLY_ENCLOSED_BY = '"'
SKIP_BLANK_LINES = TRUE;
-- Create staging table for attempt logs
CREATE TABLE IF NOT EXISTS STG.TRAINING_ATTEMPT_LOGS
(
FIELD_NAME VARCHAR,
CONTRACTS_TESTED NUMERIC,
USERNAME VARCHAR,
DATE_TIME TIMESTAMP,
ACCURACY NUMERIC,
ATTEMPT_NUM NUMERIC,
LOAD_DT TIMESTAMP
);
-- Create table for column config that will be used by SP to create raw training data table
CREATE TABLE IF NOT EXISTS STG.TRAINING_DATA_COLUMN_CONFIG(
COLUMN_NAME VARCHAR,
COLUMN_DATATYPE VARCHAR
);
-- Creating a separate file format for the training data
CREATE FILE FORMAT IF NOT EXISTS STG.TRAINING_DATA_FILE_FORMAT
TYPE = 'CSV'
FIELD_DELIMITER = ','
FILE_EXTENSION = '.csv'
RECORD_DELIMITER = '\\n'
DATE_FORMAT = AUTO
TRIM_SPACE = TRUE
NULL_IF = ('NULL', '', 'N/A','?','~','\\N')
SKIP_HEADER = 1
EMPTY_FIELD_AS_NULL = TRUE
FIELD_OPTIONALLY_ENCLOSED_BY = '"'
error_on_column_count_mismatch=false
SKIP_BLANK_LINES = TRUE;