From 8a872cdc67aae8aa46d954b2e9e6fc0cac191429 Mon Sep 17 00:00:00 2001 From: Siddhant Medar Date: Fri, 10 Apr 2026 16:26:26 +0000 Subject: [PATCH] Merged in bugfix/unify_prompt_exhibit_header (pull request #952) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Bugfix/unify prompt exhibit header * Remove dead prompt_exhibit_header overrides and legacy get_exhibit_pages Investigation (AST call tree analysis) proved both were dead code: 1. get_exhibit_pages() in preprocessing_funcs.py had ZERO callers in the entire codebase. It was superseded by get_exhibit_pages_new() which is the only live path (called by preprocess.one_to_n_exhibit_chunking). 2. Client prompt_exhibit_header overrides (2-arg) in bcbs_promise and clover prompt_calls.py were dead for two independent reasons: a) Their only consumer (get_exhibit_pages) has zero callers b) The live consumer (get_exhibit_pages_new) calls with 3 args — if the resolver returned the client 2-arg function, Python would raise TypeError. The SaaS 3-arg version was always running. Verification: - Programmatic AST call tree (local_scripts/call_tree_analysis.py) confirms zero callers and signature mismatch - Resolver test confirms all clients resolve to SaaS 3-arg implementation - Full unit suite: 1077 passed, 0 failures - E2E: BCBS P… * Merged dev into bugfix/unify_prompt_exhibit_header * Add dev dependencies for local code index Add tree-sitter, lancedb, and tiktoken as dev dependencies for a local codebase indexing system. The index provides hybrid search (symbol table, call graph, semantic embeddings, BM25) for token-efficient code exploration. The index lives in a gitignored .index/ folder — each developer builds their own locally. Approved-by: Katon Minhas --- .gitignore | 3 + pyproject.toml | 4 + .../bcbs_promise/prompts/prompt_calls.py | 28 +-- .../clients/clover/prompts/prompt_calls.py | 28 +-- .../preprocessing/preprocessing_funcs.py | 73 ------- uv.lock | 204 ++++++++++++++++++ 6 files changed, 213 insertions(+), 127 deletions(-) diff --git a/.gitignore b/.gitignore index 9477548..b54e2a8 100644 --- a/.gitignore +++ b/.gitignore @@ -116,3 +116,6 @@ TEST*.xml *.prd *prd.md .git.instructions.md + +# Local code index +.claude/index/ diff --git a/pyproject.toml b/pyproject.toml index f3a376c..0af4eec 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,10 @@ dev = [ "isort>=5.13.2", "pytest>=8.3.3", "pytest-mock>=3.14.0", + "tree-sitter>=0.25.2", + "tree-sitter-python>=0.25.0", + "lancedb>=0.30.2", + "tiktoken>=0.12.0", ] test = [ "pytest>=8.3.3", diff --git a/src/pipelines/clients/bcbs_promise/prompts/prompt_calls.py b/src/pipelines/clients/bcbs_promise/prompts/prompt_calls.py index 111af64..9ebeaa8 100644 --- a/src/pipelines/clients/bcbs_promise/prompts/prompt_calls.py +++ b/src/pipelines/clients/bcbs_promise/prompts/prompt_calls.py @@ -11,7 +11,7 @@ the previous override set. import logging import src.prompts.prompt_templates as prompt_templates -from src.utils import llm_utils, string_utils, json_utils +from src.utils import llm_utils, string_utils # CLIENT OVERRIDE — INTENTIONAL DIVERGENCE FROM SAAS @@ -51,29 +51,3 @@ def validate_reimbursements_for_llm(answer_dict: dict[str, str], filename: str) ) final_answer = _parser(llm_response) return final_answer == "YES" - - -# CLIENT OVERRIDE — REQUIRED, NOT INTENTIONAL DRIFT -# Reason: `src/pipelines/shared/preprocessing/preprocessing_funcs.py:192` calls -# this with the legacy 2-arg signature `(page_content, filename)`. The SaaS -# implementation uses a 3-arg marker-aware signature. Cannot retire until the -# two call sites in preprocessing_funcs.py are unified (separate refactor). -# Reviewed: 2026-04-07 -def prompt_exhibit_header(page_content, filename): - """Extract exhibit header identifier from page content via LLM.""" - prompt, _ = prompt_templates.EXHIBIT_HEADER(page_content[0:400]) - llm_answer_raw = llm_utils.invoke_claude( - prompt, - "sonnet_latest", - filename, - max_tokens=1024, - cache=True, - instruction=prompt_templates.EXHIBIT_HEADER_INSTRUCTION(), - usage_label="EXHIBIT_HEADER", - ) - try: - return json_utils.parse_json_dict(llm_answer_raw) - except ValueError as e: - logging.error(f"Error parsing exhibit header response: {e}") - logging.error(f"Raw LLM output: {llm_answer_raw}") - return {} diff --git a/src/pipelines/clients/clover/prompts/prompt_calls.py b/src/pipelines/clients/clover/prompts/prompt_calls.py index 59386ec..77a7f3c 100644 --- a/src/pipelines/clients/clover/prompts/prompt_calls.py +++ b/src/pipelines/clients/clover/prompts/prompt_calls.py @@ -11,7 +11,7 @@ the previous override set. import logging import src.prompts.prompt_templates as prompt_templates -from src.utils import llm_utils, string_utils, json_utils +from src.utils import llm_utils, string_utils # CLIENT OVERRIDE — INTENTIONAL DIVERGENCE FROM SAAS @@ -51,29 +51,3 @@ def validate_reimbursements_for_llm(answer_dict: dict[str, str], filename: str) ) final_answer = _parser(llm_response).strip().upper() return final_answer == "YES" - - -# CLIENT OVERRIDE — REQUIRED, NOT INTENTIONAL DRIFT -# Reason: `src/pipelines/shared/preprocessing/preprocessing_funcs.py:192` calls -# this with the legacy 2-arg signature `(page_content, filename)`. The SaaS -# implementation uses a 3-arg marker-aware signature. Cannot retire until the -# two call sites in preprocessing_funcs.py are unified (separate refactor). -# Reviewed: 2026-04-07 -def prompt_exhibit_header(page_content, filename): - """Extract exhibit header identifier from page content via LLM.""" - prompt, _ = prompt_templates.EXHIBIT_HEADER(page_content[0:400]) - llm_answer_raw = llm_utils.invoke_claude( - prompt, - "sonnet_latest", - filename, - max_tokens=1024, - cache=True, - instruction=prompt_templates.EXHIBIT_HEADER_INSTRUCTION(), - usage_label="EXHIBIT_HEADER", - ) - try: - return json_utils.parse_json_dict(llm_answer_raw) - except ValueError as e: - logging.error(f"Error parsing exhibit header response: {e}") - logging.error(f"Raw LLM output: {llm_answer_raw}") - return {} diff --git a/src/pipelines/shared/preprocessing/preprocessing_funcs.py b/src/pipelines/shared/preprocessing/preprocessing_funcs.py index 8d1089a..0302cd5 100644 --- a/src/pipelines/shared/preprocessing/preprocessing_funcs.py +++ b/src/pipelines/shared/preprocessing/preprocessing_funcs.py @@ -128,79 +128,6 @@ def filter_quick_review(text_dict): return regular_pages, quick_review_pages -def get_exhibit_pages( - text_dict: Optional[dict[str, str]] = None, - pages_dict: Optional[dict[str, "Page"]] = None, - EXHIBIT_HEADER_MARKERS: Optional[list] = None, - filename: Optional[str] = None, -) -> tuple[list[str], dict[str, str]]: - """ - Identify exhibit pages from the text dictionary or pages dictionary. - - This function processes the dictionary to identify pages that are considered exhibits. - It uses the first page as an exhibit and checks subsequent pages for exhibit headers. - If a page is identified as an exhibit, it is added to the exhibit pages list and its - header is stored in the exhibit header dictionary. - If a page does not have a header or is not an exhibit, it is skipped. - - Args: - text_dict: A dictionary where keys are page numbers (as strings) and values are - the text of those pages (for backward compatibility) - pages_dict: A dictionary where keys are page numbers and values are Page objects - (preferred) - EXHIBIT_HEADER_MARKERS: List of markers to identify exhibit headers - filename: The name of the file being processed, used for logging and LLM invocation. - - Returns: - tuple[list[str], dict[str, str]]: A tuple containing: - - A list of page numbers (as strings) that are identified as exhibit pages. - - A dictionary where keys are page numbers and values are the headers of those exhibits. - - Note: - Either text_dict or pages_dict must be provided. If both are provided, - pages_dict takes precedence. - """ - if EXHIBIT_HEADER_MARKERS is None: - EXHIBIT_HEADER_MARKERS = [] - if filename is None: - filename = "" - - # Determine which dictionary to use - if pages_dict is not None: - page_dict = pages_dict - use_pages = True - elif text_dict is not None: - page_dict = text_dict - use_pages = False - else: - raise ValueError("Either text_dict or pages_dict must be provided") - - sorted_pages = sorted(page_dict.keys(), key=string_utils.page_key_sort) - exhibit_pages = [] - exhibit_header_dict = {} - - for page_num in sorted_pages: - # Get page content - handle both Page objects and strings - if use_pages: - page_obj = page_dict[page_num] - page_content = page_obj.get_text() - else: - page_content = page_dict[page_num] - - if "." not in page_num or ".0" in page_num: - # Note: Header markers are now included in EXHIBIT_HEADER_INSTRUCTION() for caching - exhibit_header = prompt_calls.prompt_exhibit_header(page_content, filename) - if 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