afb6d5185d
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
101 lines
3.5 KiB
Python
101 lines
3.5 KiB
Python
import concurrent.futures
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import traceback
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import os
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import csv
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import time
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import sys
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import random
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import pandas as pd
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import random
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random.seed(42)
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import utils
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import config
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import claude_funcs
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import file_processing
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import tracking
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import consolidate_output
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def process_b(item):
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filename, contract_text = item
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if utils.contains_reimbursement(contract_text, 0):
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try:
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results = file_processing.run_b_prompts(item)
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if results is not None:
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tracking.update_results_csv(item, results)
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return item, results
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except Exception as e:
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print(f"Error processing item {filename}: {e}")
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traceback.print_exc()
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else:
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print(f"No reimbursement information found in {filename}. Skipping processing.")
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def process_ac(item):
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filename, contract_text = item
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try:
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results = file_processing.run_new_ac_prompts(item)
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if results is not None:
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tracking.update_results_csv(item, results)
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return item, results
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except Exception as e:
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print(f"Error processing item {filename}: {e}")
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traceback.print_exc()
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def main():
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if config.TEST:
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# Note: Claude 2 support has been removed - using Claude 3 Haiku instead
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print(claude_funcs.invoke_claude("Write 'test', nothing more.", model_id=config.MODEL_ID_CLAUDE3_HAIKU, filename="test", max_tokens=10))
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else:
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input_dict = utils.read_input() # keys are contract names, values are full contract text
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total_files = len(input_dict)
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print(f"Input Files : {len(input_dict)}")
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# Filter no reimbursement
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input_dict = {k: input_dict[k] for k in list(input_dict)[:100]}
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input_dict = {k : v for k, v in input_dict.items() if utils.contains_reimbursement(str(v))} # Filter out non-contracts
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print(f"Input Files after reimbursement filter: {len(input_dict)} | {total_files-len(input_dict)} files removed")
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# Filter already processed
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if config.FILTER_ALREADY_PROCESSED:
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input_dict = utils.filter_already_processed(input_dict)
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print(f"Input Files left to be processed : {len(input_dict)}")
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batch_results = []
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processed_count = 0
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with concurrent.futures.ThreadPoolExecutor(max_workers=config.MAX_WORKERS) as executor:
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if 'b' in config.FIELDS:
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futures = [executor.submit(process_b, item) for item in input_dict.items()]
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if 'a' in config.FIELDS and 'c' in config.FIELDS:
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futures = [executor.submit(process_ac, item) for item in input_dict.items()]
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for future in concurrent.futures.as_completed(futures):
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try:
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result = future.result()
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if result:
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batch_results.append(result)
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processed_count += 1
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if processed_count % 5 == 0:
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tracking.write_batch_results(batch_results)
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batch_results = []
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except Exception as e:
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print(f"Error in future: {e}")
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traceback.print_exc()
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if batch_results:
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tracking.write_batch_results(batch_results)
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tracking.write_stats_to_csv()
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print("\nIndividual Processing Complete")
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print("Consolidation starting...")
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consolidate_output.consolidate_output()
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print("Consolidation complete...")
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if __name__ == "__main__":
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main() |