From 23cfbcb8e8fc091822c69188716c70eae191ed7c Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 10:47:39 -0600 Subject: [PATCH 01/31] Update docstrings --- compass/extraction/solar/ordinance.py | 6 +++--- compass/extraction/wind/ordinance.py | 6 +++--- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/compass/extraction/solar/ordinance.py b/compass/extraction/solar/ordinance.py index 9090beb82..238c6d494 100644 --- a/compass/extraction/solar/ordinance.py +++ b/compass/extraction/solar/ordinance.py @@ -1,7 +1,7 @@ -"""Ordinance document content Validation logic +"""Solar ordinance document content collection and extraction -These are primarily used to validate that a legal document applies to a -particular technology (e.g. Solar Energy Conversion System). +These methods help filter down the document text to only the portions +relevant to utility-scale solar ordinances. """ import logging diff --git a/compass/extraction/wind/ordinance.py b/compass/extraction/wind/ordinance.py index 722c50079..d09a30176 100644 --- a/compass/extraction/wind/ordinance.py +++ b/compass/extraction/wind/ordinance.py @@ -1,7 +1,7 @@ -"""Ordinance document content Validation logic +"""Wind ordinance document content collection and extraction -These are primarily used to validate that a legal document applies to a -particular technology (e.g. Large Wind Energy Conversion Systems). +These methods help filter down the document text to only the portions +relevant to utility-scale wind ordinances. """ import logging From 08069d57bd48b6a74c320b99d77ef1b93c26ac43 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 11:25:32 -0600 Subject: [PATCH 02/31] Add distributed wind ordinance file --- .../extraction/distributed_wind/ordinance.py | 707 ++++++++++++++++++ 1 file changed, 707 insertions(+) create mode 100644 compass/extraction/distributed_wind/ordinance.py diff --git a/compass/extraction/distributed_wind/ordinance.py b/compass/extraction/distributed_wind/ordinance.py new file mode 100644 index 000000000..13e3b7a9c --- /dev/null +++ b/compass/extraction/distributed_wind/ordinance.py @@ -0,0 +1,707 @@ +"""Distributed wind ordinance document content collection and extraction + +These methods help filter down the document text to only the portions +relevant to distributed wind ordinances. +""" + +import logging + +from compass.common import BaseTextExtractor +from compass.validation.content import Heuristic +from compass.llm.calling import StructuredLLMCaller +from compass.utilities.enums import LLMUsageCategory +from compass.utilities.parsing import merge_overlapping_texts + + +logger = logging.getLogger(__name__) + + +_ACCESSORY_WES_SYNONYMS = ( + "wind turbines, wind energy conversion systems (WECS), wind energy " + "turbines (WET), small wind energy turbines (SWET), private wind energy " + "turbines (PWET), on-site wind energy systems, distributed wind energy " + "systems (DWES), medium wind energy systems (MWES), agricultural wind " + "energy systems (AWES), residential wind energy systems (RWES), personal " + "wind energy systems (PWES), private wind turbines (PWT), micro turbines, " + "small wind turbines (SWT), accessory wind energy conversion systems " + "(AWECS), alternate energy systems (AES), or similar" +) +_SEARCH_TERMS_AND = ( + "zoning, siting, setback, system design, and operational " + "requirements/restrictions" +) +_SEARCH_TERMS_OR = _SEARCH_TERMS_AND.replace("and", "or") +_IGNORE_TYPES = "large, utility-scale, for-sale, or commercial" + + +class DistributedWindHeuristic(Heuristic): + """Perform a heuristic check for mention of wind turbines in text""" + + NOT_TECH_WORDS = [ + "wind farm", + "wind energy farm", + "utility wind energy system", + "commercial wind energy system", + "rewind", + "windbreak", + "windiest", + "winds", + "windshield", + "window", + "windy", + "wind attribute", + "wind blow", + "wind break", + "wind current", + "wind damage", + "wind data", + "wind direction", + "wind draft", + "wind erosion", + "wind energy resource atlas", + "wind load", + "wind movement", + "wind orient", + "wind resource", + "wind runway", + "prevailing wind", + "downwind", + ] + """Words and phrases that indicate text is NOT about WECS""" + GOOD_TECH_KEYWORDS = ["wind", "setback"] + """Words that indicate we should keep a chunk for analysis""" + GOOD_TECH_ACRONYMS = ["wecs", "wes", "swet", "pwet", "wef"] + """Acronyms for WECS that we want to capture""" + GOOD_TECH_PHRASES = [ + "micro wecs", + "micro turbine", + "micro wind", + "small wecs", + "small turbine", + "small wind", + "mini wecs", + "mini turbine", + "mini wind", + "medium wecs", + "medium turbine", + "medium wind", + "private wecs", + "private turbine", + "private wind", + "accessory wecs", + "accessory turbine", + "accessory wind", + "personal wecs", + "personal turbine", + "personal wind", + "on-site wecs", + "on-site turbine", + "on-site wind", + "onsite wecs", + "onsite turbine", + "onsite wind", + "on-farm wecs", + "on-farm turbine", + "on-farm wind", + "distributed wecs", + "distributed turbine", + "distributed wind", + "residential wecs", + "residential turbine", + "residential wind", + "agricultural wecs", + "agricultural turbine", + "agricultural wind", + "local wecs", + "local turbine", + "local wind", + "behind-the-meter wecs", + "behind-the-meter turbine", + "behind-the-meter wind", + "front-of-meter wecs", + "front-of-meter turbine", + "front-of-meter wind", + "pwec", + "swecs", + "wind energy conversion", + "wind turbine", + "wind tower", + "wind energy system", + ] + """Phrases that indicate text is about WECS""" + + +class DistributedWindOrdinanceTextCollector(StructuredLLMCaller): + """Check text chunks for ordinances and collect them if they do""" + + CONTAINS_ORD_PROMPT = ( + "You extract structured data from text. Return your answer in JSON " + "format (not markdown). Your JSON file must include exactly two " + "keys. The first key is 'wind_reqs', which is a string that " + f"summarizes all {_SEARCH_TERMS_AND} that are explicitly enacted " + "in the text for a wind energy system (or wind turbine/tower) for " + "a given jurisdiction. " + "Note that wind energy bans are an important restriction to track. " + "Include any **closely related provisions** if they clearly pertain " + "to the **development, operation, modification, or removal** of wind " + "energy systems (or wind turbines/towers). " + "All restrictions should be enforceable - ignore any text that only " + "provides a legal definition of the regulation. If the text does not " + f"specify any concrete {_SEARCH_TERMS_OR} for a wind energy system, " + "set this key to `null`. The last key is '{key}', which is a boolean " + "that is set to True if the text excerpt explicitly details " + f"{_SEARCH_TERMS_OR} for a wind energy system (or wind turbine/tower) " + "and False otherwise. " + ) + """Prompt to check if chunk contains WES ordinance info""" + + IS_ACCESSORY_PROMPT = ( + "You are a legal scholar that reads ordinance text and determines " + f"whether any of it applies to {_SEARCH_TERMS_OR} for " + "**accessory wind energy systems**. Accessory wind energy systems " + f"(AWES) may also be referred to as {_ACCESSORY_WES_SYNONYMS}. " + "Your client is a private resident that does not " + f"care about ordinances related to {_IGNORE_TYPES} wind energy " + "systems. Ignore any text related to such systems. " + "Return your answer as a dictionary in JSON format (not markdown). " + "Your JSON file must include exactly two keys. The first key is " + "'summary' which contains a string that lists all of the types of " + "wind energy systems the text applies to (if any). The second key is " + "'{key}', which is a boolean that is set to True if any part of the " + f"text excerpt details {_SEARCH_TERMS_OR} for the **accessory wind " + "energy conversion systems** (or similar) that the client is " + "interested in and False otherwise." + ) + """Prompt to check if chunk is for accessory WES""" + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self._ordinance_chunks = {} + + async def check_chunk(self, chunk_parser, ind): + """Check a chunk at a given ind to see if it contains ordinance + + Parameters + ---------- + chunk_parser : ParseChunksWithMemory + Instance that contains a ``parse_from_ind`` method. + ind : int + Index of the chunk to check. + + Returns + ------- + bool + Boolean flag indicating whether or not the text in the chunk + contains accessory wind energy conversion system ordinance + text. + """ + contains_ord_info = await chunk_parser.parse_from_ind( + ind, + key="contains_ord_info", + llm_call_callback=self._check_chunk_contains_ord, + ) + if not contains_ord_info: + logger.debug("Text at ind %d does not contain ordinance info", ind) + return False + + logger.debug("Text at ind %d does contain ordinance info", ind) + + is_accessory_scale = await chunk_parser.parse_from_ind( + ind, + key="x", + llm_call_callback=self._check_chunk_is_for_accessory_scale, + ) + if not is_accessory_scale: + logger.debug("Text at ind %d is not for accessory WECS", ind) + return False + + logger.debug("Text at ind %d is for accessory WECS", ind) + + _store_chunk(chunk_parser, ind, self._ordinance_chunks) + logger.debug("Added text at ind %d to ordinances", ind) + + return True + + @property + def contains_ord_info(self): + """bool: Flag indicating whether text contains ordinance info""" + return bool(self._ordinance_chunks) + + @property + def ordinance_text(self): + """str: Combined ordinance text from the individual chunks""" + logger.debug( + "Grabbing %d ordinance chunk(s) from original text at these " + "indices: %s", + len(self._ordinance_chunks), + list(self._ordinance_chunks), + ) + + text = [ + self._ordinance_chunks[ind] + for ind in sorted(self._ordinance_chunks) + ] + return merge_overlapping_texts(text) + + async def _check_chunk_contains_ord(self, key, text_chunk): + """Call LLM on a chunk of text to check for ordinance""" + content = await self.call( + sys_msg=self.CONTAINS_ORD_PROMPT.format(key=key), + content=text_chunk, + usage_sub_label=(LLMUsageCategory.DOCUMENT_CONTENT_VALIDATION), + ) + logger.debug("LLM response: %s", content) + return content.get(key, False) + + async def _check_chunk_is_for_accessory_scale(self, key, text_chunk): + """Call LLM on a chunk of text to check for accessory scale""" + content = await self.call( + sys_msg=self.IS_ACCESSORY_PROMPT.format(key=key), + content=text_chunk, + usage_sub_label=(LLMUsageCategory.DOCUMENT_CONTENT_VALIDATION), + ) + logger.debug("LLM response: %s", content) + return content.get(key, False) + + +class DistributedWindPermittedUseDistrictsTextCollector(StructuredLLMCaller): + """Check text chunks for permitted wind districts; collect them""" + + DISTRICT_PROMPT = ( + "You are a legal scholar that reads ordinance text and determines " + "whether the text explicitly contains relevant information to " + "determine the districts (and especially the district names) where " + "accessory wind energy systems are a permitted use " + "(i.e. accessory use), as well as the districts where wind energy" + "systems are prohibited entirely. Accessory wind energy systems " + f"(AWES) may also be referred to as {_ACCESSORY_WES_SYNONYMS}. " + "Do not make any inferences; only answer based on information that " + "is explicitly stated in the text. " + "Note that relevant information may sometimes be found in tables. " + "Return your answer as a dictionary in JSON format (not markdown). " + "Your JSON file must include exactly two keys. The first key is " + "'districts' which contains a string that lists all of the district " + "names for which the text explicitly permits **accessory wind energy " + "systems** (if any). The last key is '{key}', which is a boolean that " + "is set to True if any part of the text excerpt provides information " + "on districts where **accessory wind energy systems** (or similar) " + "are a permitted use (i.e. accessory use) in and False otherwise." + ) + """Prompt to check if chunk contains info on permitted districts""" + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self._district_chunks = {} + + async def check_chunk(self, chunk_parser, ind): + """Check a chunk to see if it contains permitted uses + + Parameters + ---------- + chunk_parser : ParseChunksWithMemory + Instance that contains a ``parse_from_ind`` method. + ind : int + Index of the chunk to check. + + Returns + ------- + bool + Boolean flag indicating whether or not the text in the chunk + contains accessory wind energy conversion system permitted + use text. + """ + + key = "contains_district_info" + content = await self.call( + sys_msg=self.DISTRICT_PROMPT.format(key=key), + content=chunk_parser.text_chunks[ind], + usage_sub_label=( + LLMUsageCategory.DOCUMENT_PERMITTED_USE_CONTENT_VALIDATION + ), + ) + logger.debug("LLM response: %s", content) + contains_district_info = content.get(key, False) + + if contains_district_info: + _store_chunk(chunk_parser, ind, self._district_chunks) + logger.debug("Text at ind %d contains district info", ind) + return True + + logger.debug("Text at ind %d does not contain district info", ind) + return False + + @property + def contains_district_info(self): + """bool: Flag indicating whether text contains district info""" + return bool(self._district_chunks) + + @property + def permitted_use_district_text(self): + """str: Combined permitted use districts text from the chunks""" + logger.debug( + "Grabbing %d permitted use chunk(s) from original text at " + "these indices: %s", + len(self._district_chunks), + list(self._district_chunks), + ) + + text = [ + self._district_chunks[ind] for ind in sorted(self._district_chunks) + ] + return merge_overlapping_texts(text) + + +class DistributedWindOrdinanceTextExtractor(BaseTextExtractor): + """Extract succinct ordinance text from input + + Purpose: + Extract relevant ordinance text from document. + Responsibilities: + 1. Extract portions from chunked document text relevant to + particular ordinance type (e.g. wind zoning for accessory + systems). + Key Relationships: + Uses a StructuredLLMCaller for LLM queries. + """ + + WIND_ENERGY_SYSTEM_FILTER_PROMPT = ( + "# CONTEXT #\n" + "We want to reduce the provided excerpt to only contain information " + "about **wind energy systems**. The extracted text will be used for " + "structured data extraction, so it must be both **comprehensive** " + "(retaining all relevant details) and **focused** (excluding " + "unrelated content), with **zero rewriting or paraphrasing**. " + "Ensure that all retained information is " + "**directly applicable to wind energy systems** while preserving " + "full context and accuracy.\n" + "\n# OBJECTIVE #\n" + "Extract all text **pertaining to wind energy systems** from the " + "provided excerpt.\n" + "\n# RESPONSE #\n" + "Follow these guidelines carefully:\n" + "\n1. ## Scope of Extraction ##:\n" + "- Include all text that pertains to **wind energy systems**.\n" + "- Explicitly include any text related to **bans or prohibitions** " + "on wind energy systems.\n" + "- Explicitly include any text related to the adoption or enactment " + "date of the ordinance (if any).\n" + "\n2. ## Exclusions ##:\n" + "- Do **not** include text that does not pertain to wind energy " + "systems.\n" + "\n3. ## Formatting & Structure ##:\n" + "- **Preserve _all_ section titles, headers, and numberings** for " + "reference.\n" + "- **Maintain the original wording, formatting, and structure** to " + "ensure accuracy.\n" + "\n4. ## Output Handling ##:\n" + "- This is a strict extraction task — act like a text filter, **not** " + "a summarizer or writer.\n" + "- Do not add, explain, reword, or summarize anything.\n" + "- The output must be a **copy-paste** of the original excerpt.\n" + "**Absolutely no paraphrasing or rewriting.**\n" + "- The output must consist **only** of contiguous or discontiguous " + "verbatim blocks copied from the input.\n" + "- If **no relevant text** is found, return the response: " + "'No relevant text.'" + ) + """Prompt to extract ordinance text for WECS""" + + ACCESSORY_WIND_ENERGY_SYSTEM_SECTION_FILTER_PROMPT = ( + "# CONTEXT #\n" + "We want to reduce the provided excerpt to only contain information " + "about **accessory wind energy systems**. The extracted text will be " + "used for structured data extraction, so it must be both " + "**comprehensive** (retaining all relevant details) and **focused** " + "(excluding unrelated content), with **zero rewriting or " + "paraphrasing**. Ensure that all retained information " + "is **directly applicable** to accessory wind energy systems while " + "preserving full context and accuracy.\n" + "\n# OBJECTIVE #\n" + "Extract all text **pertaining to accessory wind energy systems** " + "from the provided excerpt.\n" + "\n# RESPONSE #\n" + "Follow these guidelines carefully:\n" + "\n1. ## Scope of Extraction ##:\n" + "- Include all text that pertains to **accessory wind energy " + "systems**, even if they are referred to by different names such as:\n" + f"\t{_ACCESSORY_WES_SYNONYMS.capitalize()}.\n" + "- Explicitly include any text related to **bans or prohibitions** " + "on accessory wind energy systems.\n" + "- Explicitly include any text related to the adoption or enactment " + "date of the ordinance (if any).\n" + "- **Retain all relevant technical, design, operational, safety, " + "environmental, and infrastructure-related provisions** that apply " + "to the topic, such as (but not limited to):\n" + "\t- Compliance with legal or regulatory standards.\n" + "\t- Site, structural, or design specifications.\n" + "\t- Environmental impact considerations.\n" + "\t- Safety and risk mitigation measures.\n" + "\t- Infrastructure, implementation, operation, and maintenance " + "details.\n" + "\t- All other **closely related provisions**.\n" + "\n2. ## Exclusions ##:\n" + "- Do **not** include text that explicitly applies **only** to " + f"{_IGNORE_TYPES} wind energy systems.\n" + f"- Do **not** include text that does not pertain at all to wind " + "energy systems.\n" + "\n3. ## Formatting & Structure ##:\n" + "- **Preserve _all_ section titles, headers, and numberings** for " + "reference.\n" + "- **Maintain the original wording, formatting, and structure** to " + "ensure accuracy.\n" + "\n4. ## Output Handling ##:\n" + "- This is a strict extraction task — act like a text filter, **not** " + "a summarizer or writer.\n" + "- Do not add, explain, reword, or summarize anything.\n" + "- The output must be a **copy-paste** of the original excerpt.\n" + "**Absolutely no paraphrasing or rewriting.**\n" + "- The output must consist **only** of contiguous or discontiguous " + "verbatim blocks copied from the input.\n" + "- If **no relevant text** is found, return the response: " + "'No relevant text.'" + ) + """Prompt to extract ordinance text for accessory WECS""" + + async def extract_wind_energy_system_section(self, text_chunks): + """Extract ordinance text from input text chunks for WES + + Parameters + ---------- + text_chunks : list of str + List of strings, each of which represent a chunk of text. + The order of the strings should be the order of the text + chunks. + + Returns + ------- + str + Ordinance text extracted from text chunks. + """ + return await self._process( + text_chunks=text_chunks, + instructions=self.WIND_ENERGY_SYSTEM_FILTER_PROMPT, + is_valid_chunk=_valid_chunk, + ) + + async def extract_accessory_wind_energy_system_section(self, text_chunks): + """Extract accessory WES ordinance text from input text chunks + + Parameters + ---------- + text_chunks : list of str + List of strings, each of which represent a chunk of text. + The order of the strings should be the order of the text + chunks. + + Returns + ------- + str + Ordinance text extracted from text chunks. + """ + return await self._process( + text_chunks=text_chunks, + instructions=( + self.ACCESSORY_WIND_ENERGY_SYSTEM_SECTION_FILTER_PROMPT + ), + is_valid_chunk=_valid_chunk, + ) + + @property + def parsers(self): + """Iterable of parsers provided by this extractor + + Yields + ------ + name : str + Name describing the type of text output by the parser. + parser : callable + Async function that takes a ``text_chunks`` input and + outputs parsed text. + """ + yield ( + "wind_energy_systems_text", + self.extract_wind_energy_system_section, + ) + yield ( + "cleaned_ordinance_text", + self.extract_accessory_wind_energy_system_section, + ) + + +class DistributedWindPermittedUseDistrictsTextExtractor(BaseTextExtractor): + """Extract succinct ordinance text from input + + Purpose: + Extract relevant ordinance text from document. + Responsibilities: + 1. Extract portions from chunked document text relevant to + particular ordinance type (e.g. wind zoning for accessory + systems). + Key Relationships: + Uses a StructuredLLMCaller for LLM queries. + """ + + _USAGE_LABEL = LLMUsageCategory.DOCUMENT_PERMITTED_USE_DISTRICTS_SUMMARY + + PERMITTED_USES_FILTER_PROMPT = ( + "# CONTEXT #\n" + "We want to reduce the provided excerpt to only contain information " + "detailing permitted use(s) for a district. The extracted text will " + "be used for structured data extraction, so it must be both " + "**comprehensive** (retaining all relevant details) and **focused** " + "(excluding unrelated content), with **zero rewriting or " + "paraphrasing**. Ensure that all retained information " + "is **directly applicable** to permitted use(s) for one or more " + "districts while preserving full context and accuracy.\n" + "\n# OBJECTIVE #\n" + "Remove all text **not directly pertinent** to permitted use(s) for " + "a district.\n" + "\n# RESPONSE #\n" + "Follow these guidelines carefully:\n" + "\n1. ## Scope of Extraction ##:\n" + "- Retain all text defining permitted use(s) for a district, " + "including:\n" + "\t- **Primary, Special, Conditional, Accessory, Prohibited, and " + "any other use types.**\n" + "\t- **District names and zoning classifications.**\n" + "- Pay extra attention to any references to **wind energy " + "facilities** or related terms.\n" + "- Ensure that **tables, lists, and structured elements** are " + "preserved as they may contain relevant details.\n" + "\n2. ## Exclusions ##:\n" + "- Do **not** include unrelated regulations, procedural details, " + "or non-use-based restrictions.\n" + "\n3. ## Formatting & Structure ##:\n" + "- **Preserve _all_ section titles, headers, and numberings** for " + "reference, **especially if they contain the district name**.\n" + "- **Maintain the original wording, formatting, and structure** to " + "ensure accuracy.\n" + "\n4. ## Output Handling ##:\n" + "- This is a strict extraction task — act like a text filter, **not** " + "a summarizer or writer.\n" + "- Do not add, explain, reword, or summarize anything.\n" + "- The output must be a **copy-paste** of the original excerpt.\n" + "**Absolutely no paraphrasing or rewriting.**\n" + "- The output must consist **only** of contiguous or discontiguous " + "verbatim blocks copied from the input.\n" + "- If **no relevant text** is found, return the response: " + "'No relevant text.'" + ) + """Prompt to extract ordinance text for permitted uses""" + + WES_PERMITTED_USES_FILTER_PROMPT = ( + "# CONTEXT #\n" + "We want to reduce the provided excerpt to only contain information " + "detailing **wind energy system** permitted use(s) for a district. " + "The extracted text will be used for structured data extraction, so " + "it must be both **comprehensive** (retaining all relevant details) " + "and **focused** (excluding unrelated content), with **zero rewriting " + "or paraphrasing**. Ensure that all " + "retained information is **directly applicable** to permitted use(s) " + "for wind energy systems in one or more districts while " + "preserving full context and accuracy.\n" + "\n# OBJECTIVE #\n" + "Remove all text **not directly pertinent** to wind energy conversion " + "system permitted use(s) for a district.\n" + "\n# RESPONSE #\n" + "Follow these guidelines carefully:\n" + "\n1. ## Scope of Extraction ##:\n" + "- Retain all text defining permitted use(s) for a district, " + "including:\n" + "\t- **Primary, Special, Conditional, Accessory, Prohibited, and " + "any other use types.**\n" + "\t- **District names and zoning classifications.**\n" + "- Ensure that **tables, lists, and structured elements** are " + "preserved as they may contain relevant details.\n" + "\n2. ## Exclusions ##:\n" + "- Do not include text that does not pertain at all to wind " + "energy systems.\n" + "\n3. ## Formatting & Structure ##:\n" + "- **Preserve _all_ section titles, headers, and numberings** for " + "reference, **especially if they contain the district name**.\n" + "- **Maintain the original wording, formatting, and structure** to " + "ensure accuracy.\n" + "\n4. ## Output Handling ##:\n" + "- This is a strict extraction task — act like a text filter, **not** " + "a summarizer or writer.\n" + "- Do not add, explain, reword, or summarize anything.\n" + "- The output must be a **copy-paste** of the original excerpt.\n" + "**Absolutely no paraphrasing or rewriting.**\n" + "- The output must consist **only** of contiguous or discontiguous " + "verbatim blocks copied from the input.\n" + "- If **no relevant text** is found, return the response: " + "'No relevant text.'" + ) + """Prompt to extract ordinance text for permitted uses for WECS""" + + async def extract_permitted_uses(self, text_chunks): + """Extract permitted uses text from input text chunks + + Parameters + ---------- + text_chunks : list of str + List of strings, each of which represent a chunk of text. + The order of the strings should be the order of the text + chunks. + + Returns + ------- + str + Ordinance text extracted from text chunks. + """ + return await self._process( + text_chunks=text_chunks, + instructions=self.PERMITTED_USES_FILTER_PROMPT, + is_valid_chunk=_valid_chunk, + ) + + async def extract_wes_permitted_uses(self, text_chunks): + """Extract permitted uses text for accessory WES from input text + + Parameters + ---------- + text_chunks : list of str + List of strings, each of which represent a chunk of text. + The order of the strings should be the order of the text + chunks. + + Returns + ------- + str + Ordinance text extracted from text chunks. + """ + return await self._process( + text_chunks=text_chunks, + instructions=self.WES_PERMITTED_USES_FILTER_PROMPT, + is_valid_chunk=_valid_chunk, + ) + + @property + def parsers(self): + """Iterable of parsers provided by this extractor + + Yields + ------ + name : str + Name describing the type of text output by the parser. + parser : callable + Async function that takes a ``text_chunks`` input and + outputs parsed text. + """ + yield "permitted_use_only_text", self.extract_permitted_uses + yield "districts_text", self.extract_wes_permitted_uses + + +def _valid_chunk(chunk): + """True if chunk has content""" + return chunk and "no relevant text" not in chunk.lower() + + +def _store_chunk(parser, chunk_ind, store): + """Store chunk and its neighbors if it is not already stored""" + for offset in range(1 - parser.num_to_recall, 2): + ind_to_grab = chunk_ind + offset + if ind_to_grab < 0 or ind_to_grab >= len(parser.text_chunks): + continue + + store.setdefault(ind_to_grab, parser.text_chunks[ind_to_grab]) From 5333682c27356250ee9837aa3b3f15fbfc3e7bdf Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 11:25:42 -0600 Subject: [PATCH 03/31] Add `__init__.py` --- .../extraction/distributed_wind/__init__.py | 45 +++++++++++++++++++ 1 file changed, 45 insertions(+) create mode 100644 compass/extraction/distributed_wind/__init__.py diff --git a/compass/extraction/distributed_wind/__init__.py b/compass/extraction/distributed_wind/__init__.py new file mode 100644 index 000000000..bbaacc336 --- /dev/null +++ b/compass/extraction/distributed_wind/__init__.py @@ -0,0 +1,45 @@ +"""Distributed wind ordinance extraction utilities""" + +from .ordinance import ( + DistributedWindHeuristic, + DistributedWindOrdinanceTextCollector, + DistributedWindOrdinanceTextExtractor, + DistributedWindPermittedUseDistrictsTextCollector, + DistributedWindPermittedUseDistrictsTextExtractor, +) + + +DISTRIBUTED_WIND_QUESTION_TEMPLATES = [ + "filetype:pdf {jurisdiction} wind energy conversion system ordinances", + "wind energy conversion system ordinances {jurisdiction}", + "{jurisdiction} wind WECS ordinance", + "Where can I find the legal text for accessory wind energy " + "turbine zoning ordinances in {jurisdiction}?", + "What is the specific legal information regarding zoning " + "ordinances for accessory wind turbines in {jurisdiction}?", +] + +BEST_DISTRIBUTED_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS = { + "pdf": 92160, + "wecs": 46080, + "wind": 23040, + "zoning": 11520, + "ordinance": 5760, + r"renewable%20energy": 1440, + r"renewable+energy": 1440, + "renewable energy": 1440, + "planning": 720, + "plan": 360, + "government": 180, + "code": 60, + "area": 60, + r"land%20development": 15, + r"land+development": 15, + "land development": 15, + "land": 3, + "environment": 3, + "energy": 3, + "renewable": 3, + "municipal": 1, + "department": 1, +} From a91582e385b81c7a77687eb744aa1eae4ffbee20 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 12:00:45 -0600 Subject: [PATCH 04/31] Add first pass of graphs for d wind --- compass/extraction/distributed_wind/graphs.py | 508 ++++++++++++++++++ 1 file changed, 508 insertions(+) create mode 100644 compass/extraction/distributed_wind/graphs.py diff --git a/compass/extraction/distributed_wind/graphs.py b/compass/extraction/distributed_wind/graphs.py new file mode 100644 index 000000000..8f17a67c1 --- /dev/null +++ b/compass/extraction/distributed_wind/graphs.py @@ -0,0 +1,508 @@ +"""Ordinance Decision Tree Graph setup functions""" + +from compass.common import ( + setup_graph_no_nodes, + llm_response_starts_with_yes, + llm_response_starts_with_no, +) + + +def setup_graph_wes_types(**kwargs): + """Setup graph to get the accessory turbine size in the text + + Parameters + ---------- + **kwargs + Keyword-value pairs to add to graph. + + Returns + ------- + networkx.DiGraph + Graph instance that can be used to initialize an + `elm.tree.DecisionTree`. + """ + G = setup_graph_no_nodes( # noqa: N806 + d_tree_name="Wind Energy Farm types", **kwargs + ) + + G.add_node( + "init", + prompt=( + "Does the following text distinguish between multiple wind energy " + "system sizes? Distinctions are often made as 'small', " + "'personal', or 'private' vs 'large', 'commercial', or 'utility'. " + "Sometimes the distinction uses actual MW values. " + "Please start your response with either 'Yes' or 'No' and briefly " + "explain your answer." + '\n\n"""\n{text}\n"""' + ), + ) + + G.add_edge("init", "get_text", condition=llm_response_starts_with_yes) + G.add_node( + "get_text", + prompt=( + "What are the different wind energy system sizes **regulated by " + "this ordinance**? List them in order of increasing size. " + "Include any relevant numerical qualifiers in the name, if " + "appropriate. Only list wind energy system types; do not " + "include generic types or other energy system types." + ), + ) + G.add_edge("get_text", "get_accessory") + G.add_node( + "get_accessory", + prompt=( + "Based on your list, what is the wind energy system size that is " + "**closest to the definition of accessory wind energy systems** " + "that is also **regulated by this ordinance**?" + ), + ) + + G.add_edge("get_accessory", "check_matches_definition") + G.add_node( + "check_matches_definition", + prompt=( + "Does the ordinance explicitly define this system as small, " + "medium, private, accessory, or something akin to that (i.e. " + "**not** large, commercial, or utility-scale)? " + "Please start your response with either 'Yes' or 'No' and briefly " + "explain your answer." + ), + ) + + G.add_edge( + "check_matches_definition", + "final_small", + condition=llm_response_starts_with_yes, + ) + + G.add_edge( + "check_matches_definition", + "check_scale_reason", + condition=llm_response_starts_with_no, + ) + + G.add_node( + "check_scale_reason", + prompt=( + "Would a reasonable person classify this kind of system as a " + "**small, private, medium, accessory, or even residential** wind " + "energy generation system (e.g. with the primary purpose of " + "generating electricity for use on-site, as opposed to large, " + "commercial, utility-scale, or other kinds of 'large' systems)? " + "Please start your response with either 'Yes' or 'No' and briefly " + "explain your answer." + ), + ) + + G.add_edge( + "check_scale_reason", + "final_small", + condition=llm_response_starts_with_yes, + ) + G.add_edge( + "check_scale_reason", + "final_large", + condition=llm_response_starts_with_no, + ) + G.add_node( + "final_small", + prompt=( + "Respond based on our entire conversation so far. Return your " + "answer as a dictionary in JSON format (not markdown). Your JSON " + "file must include exactly three keys. The keys are " + "'wes_type', 'explanation', and 'is_accessory'. The value of " + "the 'wes_type' key should be a string that labels the system " + "size **closest to the definition of accessory wind energy " + "systems** that is also **regulated by this ordinance**. " + "The value of the 'explanation' key should be a " + "string containing a short explanation for your choice. The value " + "of the 'is_accessory' key should be the boolean value `true`, " + "since we determined this is an accessory system." + ), + ) + G.add_node( + "final_large", + prompt=( + "Respond based on our entire conversation so far. Return your " + "answer as a dictionary in JSON format (not markdown). Your JSON " + "file must include exactly three keys. The keys are " + "'wes_type', 'explanation', and 'is_accessory'. The value of " + "the 'wes_type' key should be a string that labels the system " + "size **closest to the definition of accessory wind energy " + "systems** that is also **regulated by this ordinance**. " + "The value of the 'explanation' key should be a " + "string containing a short explanation for your choice. The value " + "of the 'is_accessory' key should be the boolean value `false`, " + "since we determined this is not an accessory system." + ), + ) + return G + + +def setup_multiplier(**kwargs): + """Setup graph to extract a setbacks multiplier values for a feature + + Parameters + ---------- + **kwargs + Keyword-value pairs to add to graph. + + Returns + ------- + networkx.DiGraph + Graph instance that can be used to initialize an + `elm.tree.DecisionTree`. + """ + G = setup_graph_no_nodes( # noqa: N806 + d_tree_name="Setback distance", **kwargs + ) + + G.add_node( + "init", + prompt=( + "Does the text mention a multiplier that should be applied to a " + "turbine dimension (e.g. height, rotor diameter, etc) to compute " + "the setback distance from {feature} for {tech}? " + "Please consider only {feature}; do not respond based on any text " + "related to {ignore_features}. " + "Please also only consider setbacks specifically for " + "{system_size_reminder}" + "Remember that 1 is a valid multiplier, and treat any " + "mention of 'fall zone' as a system height multiplier of 1. " + "Please start your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + G.add_edge("init", "no_multiplier", condition=llm_response_starts_with_no) + G.add_node( + "no_multiplier", + prompt=( + "Does the ordinance give the setback from {feature} as a fixed " + "distance value? " + "Please consider only {feature}; do not respond based on any text " + "related to {ignore_features}. " + "Please also only consider setbacks specifically for " + "{system_size_reminder}" + "Please start your response with either 'Yes' or " + "'No' and briefly explain your answer." + ), + ) + G.add_edge( + "no_multiplier", "units", condition=llm_response_starts_with_yes + ) + G.add_edge( + "no_multiplier", "out_static", condition=llm_response_starts_with_no + ) + G.add_node( + "units", + prompt=( + "What are the units for the setback from {feature}? " + "Ensure that:\n1) You accurately identify the unit value " + "associated with the setback.\n2) The unit is " + "expressed using standard, conventional unit names (e.g., " + "'feet', 'meters', 'miles' etc.)\n3) If multiple " + "values are mentioned, return only the units for the most " + "restrictive value that directly pertains to the setback.\n\n" + "Example Inputs and Outputs:\n" + "Text: 'All wind turbines shall be set back a distance of at " + "least one thousand (1000) feet, from any primary structure'\n" + "Output: 'feet'\n" + ), + ) + G.add_edge("units", "out_static") + G.add_node( + "out_static", + prompt=( + "Please respond based on our entire conversation so far. " + "Return your answer in JSON " + "format (not markdown). Your JSON file must include exactly " + "four keys. The keys are 'value', 'units', 'summary', and " + "'section'. The value of the 'value' key should be a " + "**numerical** value corresponding to the setback distance value " + "from {feature} or `null` if there was no such value. " + "The value of the 'units' key should be a string corresponding to " + "the (standard) units of the setback distance value from " + "{feature} or `null` if there was no such value. " + "As before, focus only on setbacks that would apply for " + "{system_size_reminder}" + "{SUMMARY_PROMPT} {SECTION_PROMPT}" + ), + ) + G.add_edge("init", "m_single", condition=llm_response_starts_with_yes) + + G.add_node( + "m_single", + prompt=( + "Are multiple values given for the multiplier used to compute the " + "setback distance value from {feature} for {tech}? " + "Remember to ignore any text related to {ignore_features}. " + "Please consider only on setbacks specifically for " + "{system_size_reminder}" + "If so, select and state the largest one. Otherwise, " + "repeat the single multiplier value that was given in the text. " + ), + ) + G.add_edge("m_single", "m_type") + G.add_node( + "m_type", + prompt=( + "What kind of multiplier is stated in the text to " + "compute the setback distance from {feature}? " + "Remember to ignore any text related to {ignore_features}. " + "Please consider only setbacks specifically for " + "{system_size_reminder}" + "Select a value from the following list: " + "['tip-height-multiplier', 'hub-height-multiplier', " + "'rotor-diameter-multiplier]. " + "Default to 'tip-height-multiplier' unless the text explicitly " + "explains that the multiplier should be applied to the distance " + "up to the turbine hub or to the diameter of the rotors. " + "Briefly justify your answer." + ), + ) + + G.add_edge("m_type", "adder") + G.add_node( + "adder", + prompt=( + "Does the ordinance for the setback from {feature} include a " + "static distance value that should be added to the result of " + "the multiplication? " + "Please consider only setbacks specifically for " + "{system_size_reminder}" + "Do not confuse this value with static setback requirements. " + "Ignore text with clauses such as " + "'no lesser than', 'no greater than', 'the lesser of', or 'the " + "greater of'. Please start your response with either 'Yes' or " + "'No' and briefly explain your answer, stating the adder value " + "if it exists." + ), + ) + G.add_edge("adder", "out_no_adder", condition=llm_response_starts_with_no) + G.add_edge("adder", "adder_eq", condition=llm_response_starts_with_yes) + + G.add_node( + "adder_eq", + prompt=( + "Does the adder value you identified satisfy the following " + "equation: `multiplier * height + `? Please begin your " + "response with either 'Yes' or 'No' and briefly explain your " + "answer." + ), + ) + G.add_edge( + "adder_eq", "out_no_adder", condition=llm_response_starts_with_no + ) + G.add_edge( + "adder_eq", + "conversion", + condition=llm_response_starts_with_yes, + ) + G.add_node( + "conversion", + prompt=( + "If the adder value is not given in feet, convert " + "it to feet (remember that there are 3.28084 feet in one meter " + "and 5280 feet in one mile). Show your work step-by-step " + "if you had to perform a conversion." + ), + ) + G.add_edge("conversion", "out_m") + G.add_node( + "out_m", + prompt=( + "Please respond based on our entire conversation so far. " + "Return your answer as a single dictionary in JSON " + "format (not markdown). Your JSON file must include exactly five " + "keys. The keys are 'mult_value', 'mult_type', 'adder', " + "'summary', and 'section'. The value of the " + "'mult_value' key should be a **numerical** value corresponding " + "to the multiplier value we determined earlier. The value of the " + "'mult_type' key should be a string corresponding to the " + "dimension that the multiplier should be applied to, as we " + "determined earlier. The value of the 'adder' key should be a " + "**numerical** value corresponding to the static value to be " + "added to the total setback distance after multiplication, as we " + "determined earlier, or `null` if there is no such value. " + "{SUMMARY_PROMPT} {SECTION_PROMPT}" + ), + ) + G.add_node( + "out_no_adder", + prompt=( + "Please respond based on our entire conversation so far. " + "Return your answer as a single dictionary in JSON " + "format (not markdown). Your JSON file must include exactly four " + "keys. The keys are 'mult_value', 'mult_type', " + "'summary', and 'section'. The value of the " + "'mult_value' key should be a **numerical** value corresponding " + "to the multiplier value we determined earlier. The value of the " + "'mult_type' key should be a string corresponding to the " + "dimension that the multiplier should be applied to, as we " + "determined earlier. " + "{SUMMARY_PROMPT} {SECTION_PROMPT}" + ), + ) + + return G + + +def setup_conditional_min(**kwargs): + """Setup graph to extract min setback values for a feature + + Min setback values (after application of multiplier) are + typically given within the context of 'the greater of' clauses. + + Parameters + ---------- + **kwargs + Keyword-value pairs to add to graph. + + Returns + ------- + networkx.DiGraph + Graph instance that can be used to initialize an + `elm.tree.DecisionTree`. + """ + G = setup_graph_no_nodes( # noqa: N806 + d_tree_name="Minimum setback distance", **kwargs + ) + + G.add_node( + "init", + prompt=( + "Please consider only setbacks from {feature}; do not base your " + "response off of any setbacks that relate to {ignore_features}. " + "Please also consider only setbacks that apply to " + "{system_size_reminder}\n" + "Does the setback from {feature} for {tech} define a **minimum** " + "setback distance that must be met in all cases, even " + "when a multiplier is used for the calculation? This value acts " + "like a threshold and is often found within phrases like 'the " + "greater of'. " + "Please begin your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + + G.add_edge("init", "min_eq", condition=llm_response_starts_with_yes) + G.add_node( + "min_eq", + prompt=( + "Does the threshold value you identified satisfy the following " + "equation: " + "`setback_distance = max(, multiplier_setback)`? " + "Please begin your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + + G.add_edge( + "min_eq", "conversions_min", condition=llm_response_starts_with_yes + ) + G.add_node( + "conversions_min", + prompt=( + "If the threshold value is not given in feet, convert " + "it to feet (remember that there are 3.28084 feet in one meter " + "and 5280 feet in one mile). Show your work step-by-step " + "if you had to perform a conversion." + ), + ) + G.add_edge("conversions_min", "out") + + G.add_node( + "out", + prompt=( + "Please respond based on our entire conversation so far. " + "Return your answer as a single dictionary in JSON " + "format (not markdown). Your JSON file must include exactly two " + "keys. The keys are 'min_dist' and 'summary'. The value of the " + "'min_dist' key should be a **numerical** value corresponding to " + "the minimum setback value from {feature} that we determined " + "earlier, or `null` if no such value exists. {SUMMARY_PROMPT}" + ), + ) + + return G + + +def setup_conditional_max(**kwargs): + """Setup graph to extract max setback values for a feature + + Max setback values (after application of multiplier) are + typically given within the context of 'the lesser of' clauses. + + Parameters + ---------- + **kwargs + Keyword-value pairs to add to graph. + + Returns + ------- + networkx.DiGraph + Graph instance that can be used to initialize an + `elm.tree.DecisionTree`. + """ + G = setup_graph_no_nodes( # noqa: N806 + d_tree_name="Maximum setback distance", **kwargs + ) + + G.add_node( + "init", + prompt=( + "Please consider only setbacks from {feature}; do not base your " + "response on any setbacks that relate to {ignore_features}. " + "Please also consider only setbacks that apply to" + "{system_size_reminder}\n" + "Does the setback from {feature} for {tech} define a **maximum** " + "setback distance that must be observed in all cases, even when " + "a multiplier is used for the calculation? This value acts like " + "a limit and is often found within phrases like 'the lesser of'. " + "Please begin your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + + G.add_edge("init", "max_eq", condition=llm_response_starts_with_yes) + G.add_node( + "max_eq", + prompt=( + "Does the limit value you identified satisfy the following " + "equation: " + "`setback_distance = min(multiplier_setback, )`? " + "Please begin your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + + G.add_edge( + "max_eq", "conversions_max", condition=llm_response_starts_with_yes + ) + G.add_node( + "conversions_max", + prompt=( + "If the limit value is not given in feet, convert " + "it to feet (remember that there are 3.28084 feet in one meter " + "and 5280 feet in one mile). Show your work step-by-step " + "if you had to perform a conversion." + ), + ) + G.add_edge("conversions_max", "out") + + G.add_node( + "out", + prompt=( + "Please respond based on our entire conversation so far. " + "Return your answer as a single dictionary in JSON " + "format (not markdown). Your JSON file must include exactly two " + "keys. The keys are 'max_dist' and 'summary'. The value of the " + "'max_dist' key should be a **numerical** value corresponding to " + "the maximum setback value from {feature} that we determined " + "earlier, or `null` if no such value exists. {SUMMARY_PROMPT}" + ), + ) + + return G From 9482f25e51dedae2af9d1f97f8879c7443cdd45f Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 12:15:11 -0600 Subject: [PATCH 05/31] Move system size reminder to be technology-specific --- compass/common/__init__.py | 1 - compass/common/base.py | 21 +++++++-------------- compass/extraction/solar/graphs.py | 11 +++++------ compass/extraction/solar/parse.py | 12 +++++++++++- compass/extraction/wind/graphs.py | 26 +++++++++----------------- compass/extraction/wind/parse.py | 19 +++++++++++++++---- 6 files changed, 47 insertions(+), 43 deletions(-) diff --git a/compass/common/__init__.py b/compass/common/__init__.py index fa9dd6631..41896c443 100644 --- a/compass/common/__init__.py +++ b/compass/common/__init__.py @@ -2,7 +2,6 @@ from .base import ( EXTRACT_ORIGINAL_TEXT_PROMPT, - SYSTEM_SIZE_REMINDER, BaseTextExtractor, empty_output, llm_response_starts_with_no, diff --git a/compass/common/base.py b/compass/common/base.py index 81f8cac31..a3b8681ce 100644 --- a/compass/common/base.py +++ b/compass/common/base.py @@ -30,13 +30,6 @@ _UNITS_IN_SUMMARY_PROMPT = ( "Include any clarifications about the units in the summary." ) -SYSTEM_SIZE_REMINDER = ( - "systems that would typically be defined as {tech} based on the text " - "itself — for example, systems intended for offsite electricity " - "generation or sale, or those above thresholds such as height or rated " - "capacity (often 1MW+). Do not consider any text that applies **only** " - "to smaller or clearly non-commercial systems. " -) EXTRACT_ORIGINAL_TEXT_PROMPT = ( "Extract all portions of the text (with original formatting) " "that state how close I can site {tech} to {feature}. " @@ -46,7 +39,7 @@ "The extracted text will be used for structured data extraction, so it " "must be both **comprehensive** (retaining all relevant details) and " "**focused** (excluding unrelated content). Ensure that all retained " - f"information is **directly applicable** to {SYSTEM_SIZE_REMINDER}" + "information is **directly applicable** to {system_size_reminder}" ) @@ -196,7 +189,7 @@ def setup_base_setback_graph(**kwargs): "{feature_clarifications}" # expected to end in space "Please consider only setbacks from {feature}. " "Please also only consider setbacks that would apply for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Don't forget to pay extra attention to clarifying text found " "in parentheses and footnotes. " "Please start your response with either 'Yes' or 'No' and briefly " @@ -273,7 +266,7 @@ def setup_participating_owner(**kwargs): "setbacks from {feature}; do not base your response on any text " "related to {ignore_features}. " "Please only consider setbacks that would apply for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Please start your response with either 'Yes' or 'No' " "and briefly explain your answer." ), @@ -401,7 +394,7 @@ def setup_graph_extra_restriction(is_numerical=True, **kwargs): "2) If the text only provides a definition of what {restriction} " "are without providing specifics, please respond with 'No'.\n" "3) Please focus only on {restriction} that would apply for " - f"{SYSTEM_SIZE_REMINDER}\n" + "{system_size_reminder}\n" "4) Pay close attention to clarifying details in parentheses, " "footnotes, or additional explanatory text.\n" "5) Please start your response with either 'Yes' or 'No' and " @@ -446,7 +439,7 @@ def setup_graph_extra_restriction(is_numerical=True, **kwargs): "below, or `null` if the text does not mention such a " "restriction. " "As before, focus only on {restriction} specifically for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "{SUMMARY_PROMPT} {UNITS_IN_SUMMARY_PROMPT} {SECTION_PROMPT}" ), ) @@ -607,7 +600,7 @@ def _add_value_and_units_clarification_nodes(G): # noqa: N803 G.add_node( "value", prompt=( - "What is the **numerical** value given for the " # noqa: S608 + "What is the **numerical** value given for the " "{restriction} for {tech}? Follow these guidelines:\n" "1) Extract only the explicit numerical value provided for " "the restriction. Do not infer values from related " @@ -616,7 +609,7 @@ def _add_value_and_units_clarification_nodes(G): # noqa: N803 "one (i.e., the smallest allowable limit, the lowest maximum, " "etc.).\n" "3) Please focus only on {restriction} that would apply for " - f"{SYSTEM_SIZE_REMINDER}\n" + "{system_size_reminder}\n" "4) Pay close attention to clarifying details in parentheses, " "footnotes, or additional explanatory text.\n\n" "Example Inputs and Outputs:\n" diff --git a/compass/extraction/solar/graphs.py b/compass/extraction/solar/graphs.py index 15625750c..0a977db07 100644 --- a/compass/extraction/solar/graphs.py +++ b/compass/extraction/solar/graphs.py @@ -4,7 +4,6 @@ setup_graph_no_nodes, llm_response_starts_with_yes, llm_response_starts_with_no, - SYSTEM_SIZE_REMINDER, ) @@ -173,7 +172,7 @@ def setup_multiplier(**kwargs): "Please consider only {feature}; do not respond based on any text " "related to {ignore_features}. " "Please also only consider setbacks specifically for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Please start your response with either 'Yes' or 'No' and briefly " "explain your answer." ), @@ -187,7 +186,7 @@ def setup_multiplier(**kwargs): "Please consider only on {feature}; do not respond based on any " "text related to {ignore_features}. " "Please also only consider setbacks specifically for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Please start your response with either 'Yes' or " "'No' and briefly explain your answer." ), @@ -229,7 +228,7 @@ def setup_multiplier(**kwargs): "(standard) units of the setback distance value from {feature} " "or `null` if there was no such value. " "As before, focus only on setbacks that would apply for" - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "{SUMMARY_PROMPT} {SECTION_PROMPT}" ), ) @@ -242,7 +241,7 @@ def setup_multiplier(**kwargs): "compute the setback distance value from {feature} for {tech}? " "Remember to ignore any text related to {ignore_features}. " "Please only consider setbacks specifically for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "If so, select and state the largest one. Otherwise, repeat the " "single multiplier value that was given in the text. " ), @@ -256,7 +255,7 @@ def setup_multiplier(**kwargs): "the multiplication? " "Remember to ignore any text related to {ignore_features}. " "Please only consider setbacks specifically for " - f"{SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Do not confuse this value with static setback requirements. " "Ignore text with clauses such as 'no lesser than', 'no greater " "than', 'the lesser of', or 'the greater of'. Please start your " diff --git a/compass/extraction/solar/parse.py b/compass/extraction/solar/parse.py index 9c4cd45cb..9e25dfe00 100644 --- a/compass/extraction/solar/parse.py +++ b/compass/extraction/solar/parse.py @@ -12,7 +12,6 @@ from compass.extraction.features import SetbackFeatures from compass.common import ( EXTRACT_ORIGINAL_TEXT_PROMPT, - SYSTEM_SIZE_REMINDER, run_async_tree, run_async_tree_with_bm, empty_output, @@ -36,6 +35,13 @@ "You are a legal scholar informing a solar energy developer about local " "zoning ordinances." ) +SYSTEM_SIZE_REMINDER = ( + "systems that would typically be defined as {tech} based on the text " + "itself — for example, systems intended for offsite electricity " + "generation or sale, or those above thresholds such as height or rated " + "capacity (often 1MW+). Do not consider any text that applies **only** " + "to smaller or clearly non-commercial systems. " +) SETBACKS_SYSTEM_MESSAGE = ( f"{DEFAULT_SYSTEM_MESSAGE} " "For the duration of this conversation, only focus on ordinances" @@ -267,6 +273,7 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -285,6 +292,7 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -320,6 +328,7 @@ async def _parse_extra_restriction( chat_llm_caller=self._init_chat_llm_caller(system_message), unit_clarification=unit_clarification, feature_clarifications=feature_clarifications, + system_size_reminder=SYSTEM_SIZE_REMINDER, ) info = await run_async_tree(tree) info.update({"feature": feature_id, "quantitative": is_numerical}) @@ -425,6 +434,7 @@ async def _parse_p_or_np_text( feature_clarifications=feature_kwargs.get( "feature_clarifications", "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ) base_messages[-1]["content"] = sub_text diff --git a/compass/extraction/wind/graphs.py b/compass/extraction/wind/graphs.py index 580cd9e0d..e89273638 100644 --- a/compass/extraction/wind/graphs.py +++ b/compass/extraction/wind/graphs.py @@ -4,14 +4,6 @@ setup_graph_no_nodes, llm_response_starts_with_yes, llm_response_starts_with_no, - SYSTEM_SIZE_REMINDER, -) - -WES_SYSTEM_SIZE_REMINDER = SYSTEM_SIZE_REMINDER.replace( - "height or rated capacity", "height, rotor diameter, or rated capacity" -).replace( - "smaller or clearly non-commercial systems", - "smaller or clearly non-commercial systems or to meteorological towers", ) @@ -172,7 +164,7 @@ def setup_multiplier(**kwargs): "Please consider only {feature}; do not respond based on any text " "related to {ignore_features}. " "Please also only consider setbacks specifically for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Remember that 1 is a valid multiplier, and treat any " "mention of 'fall zone' as a system height multiplier of 1. " "Please start your response with either 'Yes' or 'No' and " @@ -188,7 +180,7 @@ def setup_multiplier(**kwargs): "Please consider only {feature}; do not respond based on any text " "related to {ignore_features}. " "Please also only consider setbacks specifically for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Please start your response with either 'Yes' or " "'No' and briefly explain your answer." ), @@ -230,7 +222,7 @@ def setup_multiplier(**kwargs): "the (standard) units of the setback distance value from " "{feature} or `null` if there was no such value. " "As before, focus only on setbacks that would apply for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "{SUMMARY_PROMPT} {SECTION_PROMPT}" ), ) @@ -243,7 +235,7 @@ def setup_multiplier(**kwargs): "setback distance value from {feature} for {tech}? " "Remember to ignore any text related to {ignore_features}. " "Please consider only on setbacks specifically for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "If so, select and state the largest one. Otherwise, " "repeat the single multiplier value that was given in the text. " ), @@ -252,11 +244,11 @@ def setup_multiplier(**kwargs): G.add_node( "m_type", prompt=( - "What kind of multiplier is stated in the text to " # noqa: S608 + "What kind of multiplier is stated in the text to " "compute the setback distance from {feature}? " "Remember to ignore any text related to {ignore_features}. " "Please consider only setbacks specifically for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Select a value from the following list: " "['tip-height-multiplier', 'hub-height-multiplier', " "'rotor-diameter-multiplier]. " @@ -275,7 +267,7 @@ def setup_multiplier(**kwargs): "static distance value that should be added to the result of " "the multiplication? " "Please consider only setbacks specifically for " - f"{WES_SYSTEM_SIZE_REMINDER}" + "{system_size_reminder}" "Do not confuse this value with static setback requirements. " "Ignore text with clauses such as " "'no lesser than', 'no greater than', 'the lesser of', or 'the " @@ -380,7 +372,7 @@ def setup_conditional_min(**kwargs): "Please consider only setbacks from {feature}; do not base your " "response off of any setbacks that relate to {ignore_features}. " "Please also consider only setbacks that apply to " - f"{WES_SYSTEM_SIZE_REMINDER}\n" + "{system_size_reminder}\n" "Does the setback from {feature} for {tech} define a **minimum** " "setback distance that must be met in all cases, even " "when a multiplier is used for the calculation? This value acts " @@ -460,7 +452,7 @@ def setup_conditional_max(**kwargs): "Please consider only setbacks from {feature}; do not base your " "response on any setbacks that relate to {ignore_features}. " "Please also consider only setbacks that apply to" - f"{WES_SYSTEM_SIZE_REMINDER}\n" + "{system_size_reminder}\n" "Does the setback from {feature} for {tech} define a **maximum** " "setback distance that must be observed in all cases, even when " "a multiplier is used for the calculation? This value acts like " diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index c339879f8..31c5a410e 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -22,7 +22,6 @@ setup_graph_permitted_use_districts, ) from compass.extraction.wind.graphs import ( - WES_SYSTEM_SIZE_REMINDER, setup_graph_wes_types, setup_multiplier, setup_conditional_min, @@ -38,23 +37,31 @@ "You are a legal scholar informing a wind energy developer about local " "zoning ordinances." ) +SYSTEM_SIZE_REMINDER = ( + "systems that would typically be defined as {tech} based on the text " + "itself — for example, systems intended for offsite electricity " + "generation or sale, or those above thresholds such as height, rotor " + "diameter, or rated capacity (often 1MW+). Do not consider any text " + "that applies **only** to smaller or clearly non-commercial systems or " + "to meteorological towers. " +) SETBACKS_SYSTEM_MESSAGE = ( f"{DEFAULT_SYSTEM_MESSAGE} " "For the duration of this conversation, only focus on ordinances " "relating to setbacks from {feature}; do not respond based on any text " "related to {ignore_features}. " - f"Please only consider ordinances for {WES_SYSTEM_SIZE_REMINDER}" + f"Please only consider ordinances for {SYSTEM_SIZE_REMINDER}" ) RESTRICTIONS_SYSTEM_MESSAGE = ( f"{DEFAULT_SYSTEM_MESSAGE} " "For the duration of this conversation, only focus on " "ordinances relating to {restriction} for " - f"{WES_SYSTEM_SIZE_REMINDER}" + f"{SYSTEM_SIZE_REMINDER}" ) PERMITTED_USE_SYSTEM_MESSAGE = ( f"{DEFAULT_SYSTEM_MESSAGE} " "For the duration of this conversation, only focus on permitted uses for " - f"{WES_SYSTEM_SIZE_REMINDER}" + f"{SYSTEM_SIZE_REMINDER}" ) EXTRA_NUMERICAL_RESTRICTIONS = { "other wecs": ( @@ -251,6 +258,7 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -269,6 +277,7 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -304,6 +313,7 @@ async def _parse_extra_restriction( chat_llm_caller=self._init_chat_llm_caller(system_message), unit_clarification=unit_clarification, feature_clarifications=feature_clarifications, + system_size_reminder=SYSTEM_SIZE_REMINDER, ) info = await run_async_tree(tree) info.update({"feature": feature_id, "quantitative": is_numerical}) @@ -409,6 +419,7 @@ async def _parse_p_or_np_text( feature_clarifications=feature_kwargs.get( "feature_clarifications", "" ), + system_size_reminder=SYSTEM_SIZE_REMINDER, ) base_messages[-1]["content"] = sub_text From 0fbb3136d8f2b4d6141b16a0e637660901bfa252 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 12:18:38 -0600 Subject: [PATCH 06/31] Rename variable --- compass/common/base.py | 4 ++-- compass/extraction/solar/parse.py | 20 +++++++++++--------- compass/extraction/wind/parse.py | 20 +++++++++++--------- 3 files changed, 24 insertions(+), 20 deletions(-) diff --git a/compass/common/base.py b/compass/common/base.py index a3b8681ce..86711bb97 100644 --- a/compass/common/base.py +++ b/compass/common/base.py @@ -30,7 +30,7 @@ _UNITS_IN_SUMMARY_PROMPT = ( "Include any clarifications about the units in the summary." ) -EXTRACT_ORIGINAL_TEXT_PROMPT = ( +EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT = ( "Extract all portions of the text (with original formatting) " "that state how close I can site {tech} to {feature}. " "{feature_clarifications}" @@ -234,7 +234,7 @@ def setup_base_setback_graph(**kwargs): "verify_feature", "get_text", condition=llm_response_starts_with_no ) - G.add_node("get_text", prompt=EXTRACT_ORIGINAL_TEXT_PROMPT) + G.add_node("get_text", prompt=EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT) return G diff --git a/compass/extraction/solar/parse.py b/compass/extraction/solar/parse.py index 9e25dfe00..17dfec295 100644 --- a/compass/extraction/solar/parse.py +++ b/compass/extraction/solar/parse.py @@ -11,7 +11,7 @@ from compass.llm.calling import BaseLLMCaller, ChatLLMCaller from compass.extraction.features import SetbackFeatures from compass.common import ( - EXTRACT_ORIGINAL_TEXT_PROMPT, + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT, run_async_tree, run_async_tree_with_bm, empty_output, @@ -427,14 +427,16 @@ async def _parse_p_or_np_text( feature_kwargs["feature"] = feature base_messages = deepcopy(base_messages) - base_messages[-2]["content"] = EXTRACT_ORIGINAL_TEXT_PROMPT.format( - feature=feature, - tech=feature_kwargs["tech"], - ignore_features=feature_kwargs["ignore_features"], - feature_clarifications=feature_kwargs.get( - "feature_clarifications", "" - ), - system_size_reminder=SYSTEM_SIZE_REMINDER, + base_messages[-2]["content"] = ( + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT.format( + feature=feature, + tech=feature_kwargs["tech"], + ignore_features=feature_kwargs["ignore_features"], + feature_clarifications=feature_kwargs.get( + "feature_clarifications", "" + ), + system_size_reminder=SYSTEM_SIZE_REMINDER, + ) ) base_messages[-1]["content"] = sub_text diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index 31c5a410e..cc8970a1e 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -11,7 +11,7 @@ from compass.llm.calling import BaseLLMCaller, ChatLLMCaller from compass.extraction.features import SetbackFeatures from compass.common import ( - EXTRACT_ORIGINAL_TEXT_PROMPT, + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT, run_async_tree, run_async_tree_with_bm, empty_output, @@ -412,14 +412,16 @@ async def _parse_p_or_np_text( feature_kwargs["feature"] = feature base_messages = deepcopy(base_messages) - base_messages[-2]["content"] = EXTRACT_ORIGINAL_TEXT_PROMPT.format( - feature=feature, - tech=feature_kwargs["tech"], - ignore_features=feature_kwargs["ignore_features"], - feature_clarifications=feature_kwargs.get( - "feature_clarifications", "" - ), - system_size_reminder=SYSTEM_SIZE_REMINDER, + base_messages[-2]["content"] = ( + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT.format( + feature=feature, + tech=feature_kwargs["tech"], + ignore_features=feature_kwargs["ignore_features"], + feature_clarifications=feature_kwargs.get( + "feature_clarifications", "" + ), + system_size_reminder=SYSTEM_SIZE_REMINDER, + ) ) base_messages[-1]["content"] = sub_text From 4b63a56a7a517f2d7eef9e7dd114997bddd3b6cc Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 12:20:07 -0600 Subject: [PATCH 07/31] Update name --- compass/common/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/compass/common/__init__.py b/compass/common/__init__.py index 41896c443..8e26703fb 100644 --- a/compass/common/__init__.py +++ b/compass/common/__init__.py @@ -1,7 +1,7 @@ """COMPASS common extraction utilities and graphs""" from .base import ( - EXTRACT_ORIGINAL_TEXT_PROMPT, + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT, BaseTextExtractor, empty_output, llm_response_starts_with_no, From d699fbb16cc916c3560719b8c688a36a4c33176b Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 13:24:31 -0600 Subject: [PATCH 08/31] Add initial version of parsing for dwind --- .../extraction/distributed_wind/__init__.py | 4 + compass/extraction/distributed_wind/parse.py | 708 ++++++++++++++++++ 2 files changed, 712 insertions(+) create mode 100644 compass/extraction/distributed_wind/parse.py diff --git a/compass/extraction/distributed_wind/__init__.py b/compass/extraction/distributed_wind/__init__.py index bbaacc336..b27f0cdef 100644 --- a/compass/extraction/distributed_wind/__init__.py +++ b/compass/extraction/distributed_wind/__init__.py @@ -7,6 +7,10 @@ DistributedWindPermittedUseDistrictsTextCollector, DistributedWindPermittedUseDistrictsTextExtractor, ) +from .parse import ( + StructuredDistributedWindOrdinanceParser, + StructuredDistributedWindPermittedUseDistrictsParser, +) DISTRIBUTED_WIND_QUESTION_TEMPLATES = [ diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py new file mode 100644 index 000000000..d974aa25a --- /dev/null +++ b/compass/extraction/distributed_wind/parse.py @@ -0,0 +1,708 @@ +"""Distributed wind ordinance structured parsing class""" + +import asyncio +import logging +from copy import deepcopy +from itertools import chain +from warnings import warn + +import pandas as pd + +from compass.llm.calling import BaseLLMCaller, ChatLLMCaller +from compass.extraction.features import SetbackFeatures +from compass.common import ( + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT, + run_async_tree, + run_async_tree_with_bm, + empty_output, + setup_async_decision_tree, + setup_base_setback_graph, + setup_participating_owner, + setup_graph_extra_restriction, + setup_graph_permitted_use_districts, +) +from compass.extraction.wind.graphs import ( + setup_graph_wes_types, + setup_multiplier, + setup_conditional_min, + setup_conditional_max, +) +from compass.utilities.enums import LLMUsageCategory +from compass.warn import COMPASSWarning +from compass.pb import COMPASS_PB + + +logger = logging.getLogger(__name__) +DEFAULT_SYSTEM_MESSAGE = ( + "You are a legal scholar informing a private resident about local " + "zoning ordinances for accessory wind energy systems. " +) +SYSTEM_SIZE_REMINDER = ( + "systems that would typically be defined as {tech} based on the text " + "itself — for example, systems intended for onsite electricity " + "generation or sale, systems that are a secondary or accessory use on " + "a parsel, or systems below defined thresholds such as height or rated " + "capacity (often <1MW). Do not consider any text that applies **only** " + "to larger, utility, or commercial systems. " +) +SETBACKS_SYSTEM_MESSAGE = ( + f"{DEFAULT_SYSTEM_MESSAGE} " + "For the duration of this conversation, only focus on ordinances " + "relating to setbacks from {feature}; do not respond based on any text " + "related to {ignore_features}. " + f"Please only consider ordinances for {SYSTEM_SIZE_REMINDER}" +) +RESTRICTIONS_SYSTEM_MESSAGE = ( + f"{DEFAULT_SYSTEM_MESSAGE} " + "For the duration of this conversation, only focus on " + "ordinances relating to {restriction} for " + f"{SYSTEM_SIZE_REMINDER}" +) +PERMITTED_USE_SYSTEM_MESSAGE = ( + f"{DEFAULT_SYSTEM_MESSAGE} " + "For the duration of this conversation, only focus on permitted uses for " + f"{SYSTEM_SIZE_REMINDER}" +) +EXTRA_NUMERICAL_RESTRICTIONS = { + "capacity": ( + "maximum rated capacity (in kW or MW) allowed for the system (turbine)" + ), + "noise": "maximum noise level allowed", + "maximum height": "maximum turbine height allowed", + "minimum lot size": "**minimum** lot, parcel, or tract size allowed", + "maximum lot size": "**maximum** lot, parcel, or tract size allowed", + "shadow flicker": "maximum shadow flicker allowed", + "blade clearance": "minimum blade clearance allowed", + "permitting fees": "permitting fees", +} +EXTRA_QUALITATIVE_RESTRICTIONS = { + "color": "color or finish requirements", + "decommissioning": "decommissioning requirements", + "lighting": "lighting requirements", + "prohibitions": "prohibitions, moratoria, or bans", + "climbing prevention": "climbing prevention requirements", + "signage": "signage requirements", + "soil": "soil, erosion, and/or sediment control requirements", +} +UNIT_CLARIFICATIONS = { + "noise": ( + "For the purposes of this extraction, assume the standard units " + "for noise are 'dBA'." + ), + "shadow flicker": ( + "For the purposes of this extraction, assume the standard units " + "for shadow flicker are 'hr/year'." + ), + "minimum lot size": ( + "Minimum lot size should **always** be specified as an area value." + ), + "maximum lot size": ( + "Maximum lot size should **always** be specified as an area value." + ), + "permitting fees": ( + "For the purposes of this extraction, assume the standard units " + "for permitting fees are '$'." + ), +} +ER_CLARIFICATIONS = { + "shadow flicker": ( + "If the text prohibits shadow, treat this as a max value of 0 " + "hours per year." + ), +} +_FEATURE_TO_OWNED_TYPE = { + "structures": "structure", + "property line": "property", +} + + +class DistributedWindSetbackFeatures(SetbackFeatures): + """Mutually-exclusive feature descriptions for distributed wind""" + + DEFAULT_FEATURE_DESCRIPTIONS = { + "structures": [ + "occupied dwellings", + "occupied buildings", + "residences", + ], + "property line": [ + "property lines", + "lot lines", + "facility perimeters", + "parcels", + "subdivisions", + ], + "unoccupied structures": [ + "unoccupied structures", + "unoccupied buildings", + "non-residential structures", + ], + "roads": ["roads"], # , "rights-of-way"], + "railroads": ["railroads"], + "transmission": [ + "overhead electrical transmission lines", + "overhead utility lines", + "utility easements", + "utility lines", + "power lines", + "electrical lines", + "transmission lines", + ], + "water": ["lakes", "reservoirs", "streams", "rivers", "wetlands"], + } + """Aliases for mutually-exclusive setback features""" + FEATURES_AS_IGNORE = { + "structures": "occupied dwellings", + "property line": "property lines", + "unoccupied structures": "unoccupied structures", + "roads": "roads", + "railroads": "railroads", + "transmission": "transmission lines", + "water": "wetlands", + } + """Features as they should appear in ignore phrases""" + FEATURE_CLARIFICATIONS = { + "property line": ( + "Dwelling units, structures, occupied buildings, residences, and " + "other buildings **are not equivalent** to property lines or " + "parcel boundaries unless the text **explicitly** makes that " + "connection. " + ), + "roads": "Roads may also be labeled as rights-of-way. ", + } + """Clarifications to add to feature prompts""" + + +class StructuredDistributedWindParser(BaseLLMCaller): + """Base class for parsing structured data""" + + def _init_chat_llm_caller(self, system_message): + """Initialize a ChatLLMCaller instance for the DecisionTree""" + return ChatLLMCaller( + self.llm_service, + system_message=system_message, + usage_tracker=self.usage_tracker, + **self.kwargs, + ) + + async def _check_wind_turbine_type(self, text): + """Get the accessory turbine size mentioned in the text""" + logger.info("Checking turbine types...") + tree = setup_async_decision_tree( + setup_graph_wes_types, + text=text, + chat_llm_caller=self._init_chat_llm_caller(DEFAULT_SYSTEM_MESSAGE), + ) + decision_tree_wes_types_out = await run_async_tree(tree) + + accessory_system = ( + decision_tree_wes_types_out.get("wes_type") + or "**accessory** wind energy systems" + ) + if not decision_tree_wes_types_out.get("is_accessory", True): + logger.info( + "Did not find accessory systems in text. Closest " + "system found: %r", + accessory_system, + ) + return None + + logger.info("Accessory WES type found in text: %r", accessory_system) + return accessory_system + + +class StructuredDistributedWindOrdinanceParser( + StructuredDistributedWindParser +): + """LLM ordinance document structured data scraping utility + + Purpose: + Extract structured ordinance data from text. + Responsibilities: + 1. Extract ordinance values into structured format by executing + a decision-tree-based chain-of-thought prompt on the text for + each value to be extracted. + Key Relationships: + Uses a StructuredLLMCaller for LLM queries and multiple + AsyncDecisionTree instances to guide the extraction of + individual values. + """ + + async def parse(self, text): + """Parse text and extract structure ordinance data + + Parameters + ---------- + text : str + Ordinance text which may or may not contain setbacks for one + or more features (property lines, structure, roads, etc.). + Text can also contain other supported regulations (noise, + shadow-flicker, etc,) which will be extracted as well. + + Returns + ------- + pandas.DataFrame or None + DataFrame containing parsed-out ordinance values. Can also + be ``None`` if an accessory wind energy system is not found + in the text. + """ + wes_type = await self._check_wind_turbine_type(text) + if not wes_type: + return None + + outer_task_name = asyncio.current_task().get_name() + num_to_process = ( + len(DistributedWindSetbackFeatures.DEFAULT_FEATURE_DESCRIPTIONS) + + len(EXTRA_NUMERICAL_RESTRICTIONS) + + len(EXTRA_QUALITATIVE_RESTRICTIONS) + ) + with COMPASS_PB.jurisdiction_sub_prog_bar(outer_task_name) as sub_pb: + task_id = sub_pb.add_task( + "Extracting ordinance values...", + total=num_to_process, + just_parsed="", + ) + outputs = await self._parse_all_restrictions_with_pb( + sub_pb, task_id, text, wes_type, outer_task_name + ) + sub_pb.update(task_id, completed=num_to_process) + await asyncio.sleep(1) + sub_pb.remove_task(task_id) + + return pd.DataFrame(chain.from_iterable(outputs)) + + async def _parse_all_restrictions_with_pb( + self, sub_pb, task_id, text, wes_type, outer_task_name + ): + """Parse all ordinance values""" + feature_parsers = [ + asyncio.create_task( + self._parse_setback_feature( + sub_pb, task_id, text, feature_kwargs, wes_type + ), + name=outer_task_name, + ) + for feature_kwargs in DistributedWindSetbackFeatures() + ] + extras_parsers = [ + asyncio.create_task( + self._parse_extra_restriction( + sub_pb, + task_id, + text, + feature_id, + r_text, + wes_type, + is_numerical=True, + unit_clarification=UNIT_CLARIFICATIONS.get(feature_id, ""), + feature_clarifications=ER_CLARIFICATIONS.get( + feature_id, "" + ), + system_size_reminder=SYSTEM_SIZE_REMINDER, + ), + name=outer_task_name, + ) + for feature_id, r_text in EXTRA_NUMERICAL_RESTRICTIONS.items() + ] + extras_parsers += [ + asyncio.create_task( + self._parse_extra_restriction( + sub_pb, + task_id, + text, + feature_id, + r_text, + wes_type, + is_numerical=False, + feature_clarifications=ER_CLARIFICATIONS.get( + feature_id, "" + ), + system_size_reminder=SYSTEM_SIZE_REMINDER, + ), + name=outer_task_name, + ) + for feature_id, r_text in EXTRA_QUALITATIVE_RESTRICTIONS.items() + ] + return await asyncio.gather(*(feature_parsers + extras_parsers)) + + async def _parse_extra_restriction( + self, + sub_pb, + task_id, + text, + feature_id, + restriction_text, + wes_type, + is_numerical, + unit_clarification="", + feature_clarifications="", + ): + """Parse a non-setback restriction from the text""" + logger.debug("Parsing extra feature %r", feature_id) + system_message = RESTRICTIONS_SYSTEM_MESSAGE.format( + restriction=restriction_text, tech=wes_type + ) + tree = setup_async_decision_tree( + setup_graph_extra_restriction, + usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, + is_numerical=is_numerical, + tech=wes_type, + feature_id=feature_id, + restriction=restriction_text, + text=text, + chat_llm_caller=self._init_chat_llm_caller(system_message), + unit_clarification=unit_clarification, + feature_clarifications=feature_clarifications, + system_size_reminder=SYSTEM_SIZE_REMINDER, + ) + info = await run_async_tree(tree) + info.update({"feature": feature_id, "quantitative": is_numerical}) + if is_numerical: + info = _sanitize_output(info) + sub_pb.update(task_id, advance=1, just_parsed=feature_id) + return [info] + + async def _parse_setback_feature( + self, sub_pb, task_id, text, feature_kwargs, wes_type + ): + """Parse values for a setback feature""" + feature_id = feature_kwargs["feature_id"] + feature_kwargs["tech"] = wes_type + logger.debug("Parsing feature %r", feature_id) + + out, base_messages = await self._base_messages(text, **feature_kwargs) + if not out: + logger.debug("Did not find ordinance for feature %r", feature_id) + sub_pb.update(task_id, advance=1, just_parsed=feature_id) + return empty_output(feature_id) + + if feature_id not in {"structures", "property line"}: + output = {"feature": feature_id} + output.update( + await self._extract_setback_values( + text, + base_messages=base_messages, + **feature_kwargs, + ) + ) + sub_pb.update(task_id, advance=1, just_parsed=feature_id) + return [output] + + output = await self._extract_setback_values_for_p_or_np( + text, base_messages, **feature_kwargs + ) + sub_pb.update(task_id, advance=1, just_parsed=feature_id) + return output + + async def _base_messages(self, text, **feature_kwargs): + """Get base messages for setback feature parsing""" + system_message = SETBACKS_SYSTEM_MESSAGE.format(**feature_kwargs) + tree = setup_async_decision_tree( + setup_base_setback_graph, + usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, + text=text, + chat_llm_caller=self._init_chat_llm_caller(system_message), + **feature_kwargs, + ) + out = await run_async_tree(tree, response_as_json=False) + return out, deepcopy(tree.chat_llm_caller.messages) + + async def _extract_setback_values_for_p_or_np( + self, text, base_messages, feature_id, **feature_kwargs + ): + """Extract setback values for participating ordinances""" + logger.debug("Checking participating vs non-participating") + p_np_text = {"participating": "", "non-participating": text} + decision_tree_participating_out = await self._run_setback_graph( + setup_participating_owner, + text, + base_messages=deepcopy(base_messages), + owned_type=_FEATURE_TO_OWNED_TYPE[feature_id], + **feature_kwargs, + ) + p_np_text.update(decision_tree_participating_out) + outer_task_name = asyncio.current_task().get_name() + p_or_np_parsers = [ + asyncio.create_task( + self._parse_p_or_np_text( + key, sub_text, base_messages, feature_id, **feature_kwargs + ), + name=outer_task_name, + ) + for key, sub_text in p_np_text.items() + ] + return await asyncio.gather(*p_or_np_parsers) + + async def _parse_p_or_np_text( + self, p_or_np, sub_text, base_messages, feature_id, **feature_kwargs + ): + """Parse participating sub-text for ord values""" + out_feat_name = f"{feature_id} ({p_or_np})" + output = {"feature": out_feat_name} + if not sub_text: + return output + + feature = feature_kwargs["feature"] + if ( + p_or_np == "participating" + or "non-participating" + in sub_text.casefold().replace("\n", "").replace(" ", "-") + ): + feature = f"**{p_or_np}** {feature}" + feature_kwargs["feature"] = feature + + base_messages = deepcopy(base_messages) + base_messages[-2]["content"] = ( + EXTRACT_ORIGINAL_SETBACK_TEXT_PROMPT.format( + feature=feature, + tech=feature_kwargs["tech"], + ignore_features=feature_kwargs["ignore_features"], + feature_clarifications=feature_kwargs.get( + "feature_clarifications", "" + ), + system_size_reminder=SYSTEM_SIZE_REMINDER, + ) + ) + base_messages[-1]["content"] = sub_text + + values = await self._extract_setback_values( + sub_text, + base_messages=base_messages, + **feature_kwargs, + ) + output.update(values) + return output + + async def _extract_setback_values(self, text, base_messages, **kwargs): + """Extract setback values for a given feature from input text""" + decision_tree_out = await self._run_setback_graph( + setup_multiplier, text, deepcopy(base_messages), **kwargs + ) + decision_tree_out = _update_output_keys(decision_tree_out) + decision_tree_out = _sanitize_output(decision_tree_out) + + if decision_tree_out.get("value") is None: + return decision_tree_out + + decision_tree_conditional_min_out = await self._run_setback_graph( + setup_conditional_min, text, deepcopy(base_messages), **kwargs + ) + decision_tree_out.update(decision_tree_conditional_min_out) + decision_tree_conditional_max_out = await self._run_setback_graph( + setup_conditional_max, text, deepcopy(base_messages), **kwargs + ) + decision_tree_out.update(decision_tree_conditional_max_out) + return decision_tree_out + + async def _run_setback_graph( + self, graphs_setup_func, text, base_messages=None, **kwargs + ): + """Generic function to run async tree""" + system_message = SETBACKS_SYSTEM_MESSAGE.format(**kwargs) + tree = setup_async_decision_tree( + graphs_setup_func, + usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, + text=text, + chat_llm_caller=self._init_chat_llm_caller(system_message), + **kwargs, + ) + if base_messages: + return await run_async_tree_with_bm(tree, base_messages) + return await run_async_tree(tree) + + +class StructuredDistributedWindPermittedUseDistrictsParser( + StructuredDistributedWindParser +): + """LLM permitted use districts scraping utility + + Purpose: + Extract structured ordinance data from text. + Responsibilities: + 1. Extract ordinance values into structured format by executing + a decision-tree-based chain-of-thought prompt on the text for + each value to be extracted. + Key Relationships: + Uses a StructuredLLMCaller for LLM queries and multiple + AsyncDecisionTree instances to guide the extraction of + individual values. + """ + + _ACCESSORY_WES_CLARIFICATION = ( + "Accessory wind energy systems (AWES) may also be referred to as " + "wind turbines, wind energy conversion systems (WECS), wind energy " + "turbines (WET), small wind energy turbines (SWET), private wind " + "energy turbines (PWET), on-site wind energy systems, distributed " + "wind energy systems (DWES), medium wind energy systems (MWES), " + "agricultural wind energy systems (AWES), residential wind energy " + "systems (RWES), personal wind energy systems (PWES), private wind " + "turbines (PWT), micro turbines, small wind turbines (SWT), " + "accessory wind energy conversion systems (AWECS), alternate energy " + "systems (AES), or similar" + ) + _USE_TYPES = [ + { + "feature_id": "primary use districts", + "use_type": ( + "permitted as primary use or similar (e.g., without special " + "conditions or approval)" + ), + "clarifications": ( + "Consider any solar overlay districts as " + "primary use districts. {wes_clarification}" + ), + }, + { + "feature_id": "special use districts", + "use_type": ( + "permitted as special use or similar (e.g., requires approval " + "by the zoning appeals board or meeting certain conditions " + "like completing a permitting process)" + ), + "clarifications": ( + "Consider any solar overlay districts as " + "primary use and **do not include** them in the output. " + "{wes_clarification}" + ), + }, + { + "feature_id": "accessory use districts", + "use_type": ( + "permitted as accessory use or similar (e.g., when integrated " + "with an existing structure or secondary to another use)" + ), + "clarifications": ( + "Consider any solar overlay districts as " + "primary use and **do not include** them in the output. " + "{wes_clarification}" + ), + }, + { + "feature_id": "prohibited use districts", + "use_type": ( + "prohibited or similar (e.g., where wind energy " + "systems are not allowed or banned)" + ), + "clarifications": ( + "Only output specific districts where wind energy systems " + "are prohibited **unconditionally**. " + "{wes_clarification}" + ), + }, + ] + + async def parse(self, text): + """Parse text and extract permitted use districts data + + Parameters + ---------- + text : str + Permitted use districts text which may or may not contain + information about allowed uses in one or more districts. + + Returns + ------- + pandas.DataFrame or None + DataFrame containing parsed-out allowed-use district names. + Can also be ``None`` if an accessory wind energy system is + not found in the text. + """ + wes_type = await self._check_wind_turbine_type(text) + if not wes_type: + return None + + outer_task_name = asyncio.current_task().get_name() + with COMPASS_PB.jurisdiction_sub_prog_bar(outer_task_name) as sub_pb: + task_id = sub_pb.add_task( + "Extracting permitted uses...", + total=len(self._USE_TYPES), + just_parsed="", + ) + feature_parsers = [ + asyncio.create_task( + self._parse_permitted_use_districts( + sub_pb, + task_id, + text, + wes_type, + **use_type_kwargs, + ), + name=outer_task_name, + ) + for use_type_kwargs in self._USE_TYPES + ] + outputs = await asyncio.gather(*(feature_parsers)) + sub_pb.update(task_id, completed=len(self._USE_TYPES)) + await asyncio.sleep(1) + sub_pb.remove_task(task_id) + + return pd.DataFrame(chain.from_iterable(outputs)) + + async def _parse_permitted_use_districts( + self, + sub_pb, + task_id, + text, + wes_type, + feature_id, + use_type, + clarifications, + ): + """Parse a non-setback restriction from the text""" + logger.debug("Parsing use type: %r", feature_id) + system_message = PERMITTED_USE_SYSTEM_MESSAGE.format(tech=wes_type) + tree = setup_async_decision_tree( + setup_graph_permitted_use_districts, + usage_sub_label=LLMUsageCategory.PERMITTED_USE_VALUE_EXTRACTION, + feature_id=feature_id, + tech=wes_type, + clarifications=clarifications.format( + wes_clarification=self._ACCESSORY_WES_CLARIFICATION + ), + text=text, + use_type=use_type, + chat_llm_caller=self._init_chat_llm_caller(system_message), + ) + info = await run_async_tree(tree) + sub_pb.update(task_id, advance=1, just_parsed=feature_id) + info.update({"feature": feature_id, "quantitative": True}) + return [info] + + +def _update_output_keys(output): + """Standardize output keys + + We could standardize output keys by modifying the LLM prompts, but + have found that it's more accurate to instruct the LLM to use + descriptive keys (e.g. "mult_value" instead of "value" or + "mult_type" instead of "units") + """ + + if "mult_value" not in output: + return output + + output["value"] = output.pop("mult_value") + + if units := output.get("units"): + msg = f"Found non-null units value for multiplier: {units}" + warn(msg, COMPASSWarning) + output["units"] = output.pop("mult_type", None) + + return output + + +def _sanitize_output(output): + """Perform some sanitization on outputs""" + output = _remove_key_for_empty_value(output, key="units") + return _remove_key_for_empty_value(output, key="summary") + + +def _remove_key_for_empty_value(output, key): + """Remove any output in "key" if no ordinance value found""" + if output.get("value") is not None or not output.get(key): + return output + + # at this point, we have some value in "key" but no actual ordinance + # value, so remove the "key" entry + output[key] = None + return output From 2c53e3b9ebf096d6e14c80d0a99eab6d60d21910 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 13:24:42 -0600 Subject: [PATCH 09/31] Remove unused keys --- compass/extraction/features.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/compass/extraction/features.py b/compass/extraction/features.py index b3e479e71..8761f8ef2 100644 --- a/compass/extraction/features.py +++ b/compass/extraction/features.py @@ -44,7 +44,6 @@ class SetbackFeatures: } """Features as they should appear in ignore phrases""" FEATURE_CLARIFICATIONS = { - "structures": "", "property line": ( "Dwelling units, structures, occupied buildings, residences, and " "other buildings **are not equivalent** to property lines or " @@ -52,9 +51,6 @@ class SetbackFeatures: "connection. " ), "roads": "Roads may also be labeled as rights-of-way. ", - "railroads": "", - "transmission": "", - "water": "", } """Clarifications to add to feature prompts""" From 60216948656227a5b107ce3949f2e24e17d0d073 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 15:06:35 -0600 Subject: [PATCH 10/31] Fix system size prompt --- compass/extraction/distributed_wind/parse.py | 12 ++++++++---- compass/extraction/solar/parse.py | 13 ++++++++----- compass/extraction/wind/parse.py | 11 ++++++++--- 3 files changed, 24 insertions(+), 12 deletions(-) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index d974aa25a..d3150b9a8 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -298,7 +298,6 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -317,7 +316,6 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -382,6 +380,7 @@ async def _parse_setback_feature( await self._extract_setback_values( text, base_messages=base_messages, + system_size_reminder=SYSTEM_SIZE_REMINDER, **feature_kwargs, ) ) @@ -389,7 +388,10 @@ async def _parse_setback_feature( return [output] output = await self._extract_setback_values_for_p_or_np( - text, base_messages, **feature_kwargs + text, + base_messages, + system_size_reminder=SYSTEM_SIZE_REMINDER, + **feature_kwargs, ) sub_pb.update(task_id, advance=1, just_parsed=feature_id) return output @@ -460,7 +462,9 @@ async def _parse_p_or_np_text( feature_clarifications=feature_kwargs.get( "feature_clarifications", "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, + system_size_reminder=feature_kwargs.get( + "system_size_reminder", SYSTEM_SIZE_REMINDER + ), ) ) base_messages[-1]["content"] = sub_text diff --git a/compass/extraction/solar/parse.py b/compass/extraction/solar/parse.py index 17dfec295..5196c4517 100644 --- a/compass/extraction/solar/parse.py +++ b/compass/extraction/solar/parse.py @@ -273,7 +273,6 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -292,7 +291,6 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -357,14 +355,17 @@ async def _parse_setback_feature( await self._extract_setback_values( text=text, base_messages=base_messages, - **feature_kwargs, + system_size_reminder=SYSTEM_SIZE_REMINDER**feature_kwargs, ) ) sub_pb.update(task_id, advance=1, just_parsed=feature_id) return [output] output = await self._extract_setback_values_for_p_or_np( - text, base_messages, **feature_kwargs + text, + base_messages, + system_size_reminder=SYSTEM_SIZE_REMINDER, + **feature_kwargs, ) sub_pb.update(task_id, advance=1, just_parsed=feature_id) return output @@ -435,7 +436,9 @@ async def _parse_p_or_np_text( feature_clarifications=feature_kwargs.get( "feature_clarifications", "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, + system_size_reminder=feature_kwargs.get( + "system_size_reminder", SYSTEM_SIZE_REMINDER + ), ) ) base_messages[-1]["content"] = sub_text diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index cc8970a1e..8c99a6ffc 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -276,7 +276,6 @@ async def _parse_all_restrictions_with_pb( is_numerical=False, feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" - ), system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, @@ -342,6 +341,7 @@ async def _parse_setback_feature( await self._extract_setback_values( text, base_messages=base_messages, + system_size_reminder=SYSTEM_SIZE_REMINDER, **feature_kwargs, ) ) @@ -349,7 +349,10 @@ async def _parse_setback_feature( return [output] output = await self._extract_setback_values_for_p_or_np( - text, base_messages, **feature_kwargs + text, + base_messages, + system_size_reminder=SYSTEM_SIZE_REMINDER, + **feature_kwargs, ) sub_pb.update(task_id, advance=1, just_parsed=feature_id) return output @@ -420,7 +423,9 @@ async def _parse_p_or_np_text( feature_clarifications=feature_kwargs.get( "feature_clarifications", "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, + system_size_reminder=feature_kwargs.get( + "system_size_reminder", SYSTEM_SIZE_REMINDER + ), ) ) base_messages[-1]["content"] = sub_text From 62ee37641a302eea47ed056242077feb82a47864 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 15:51:04 -0600 Subject: [PATCH 11/31] ANother fix for system size --- compass/extraction/distributed_wind/parse.py | 1 + compass/extraction/solar/parse.py | 1 + compass/extraction/wind/parse.py | 1 + 3 files changed, 3 insertions(+) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index d3150b9a8..ce7ac071e 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -404,6 +404,7 @@ async def _base_messages(self, text, **feature_kwargs): usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, text=text, chat_llm_caller=self._init_chat_llm_caller(system_message), + system_size_reminder=SYSTEM_SIZE_REMINDER, **feature_kwargs, ) out = await run_async_tree(tree, response_as_json=False) diff --git a/compass/extraction/solar/parse.py b/compass/extraction/solar/parse.py index 5196c4517..2be75e731 100644 --- a/compass/extraction/solar/parse.py +++ b/compass/extraction/solar/parse.py @@ -378,6 +378,7 @@ async def _base_messages(self, text, **feature_kwargs): usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, text=text, chat_llm_caller=self._init_chat_llm_caller(system_message), + system_size_reminder=SYSTEM_SIZE_REMINDER, **feature_kwargs, ) out = await run_async_tree(tree, response_as_json=False) diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index 8c99a6ffc..257686499 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -365,6 +365,7 @@ async def _base_messages(self, text, **feature_kwargs): usage_sub_label=LLMUsageCategory.ORDINANCE_VALUE_EXTRACTION, text=text, chat_llm_caller=self._init_chat_llm_caller(system_message), + system_size_reminder=SYSTEM_SIZE_REMINDER, **feature_kwargs, ) out = await run_async_tree(tree, response_as_json=False) From cb30ef0b6dad4cb25299727a44e6f5f7cb09112b Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 15:56:40 -0600 Subject: [PATCH 12/31] Fix import --- compass/extraction/distributed_wind/parse.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index ce7ac071e..1dd80e19c 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -21,7 +21,7 @@ setup_graph_extra_restriction, setup_graph_permitted_use_districts, ) -from compass.extraction.wind.graphs import ( +from compass.extraction.distributed_wind.graphs import ( setup_graph_wes_types, setup_multiplier, setup_conditional_min, From 82fbfa1126d2e2bf4b898bcf4cb8f491f3c94113 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 17:21:32 -0600 Subject: [PATCH 13/31] Update example --- examples/parse_existing_docs/parse_pdf.py | 67 +++++++++++++++++++---- 1 file changed, 56 insertions(+), 11 deletions(-) diff --git a/examples/parse_existing_docs/parse_pdf.py b/examples/parse_existing_docs/parse_pdf.py index 46d0b2fe3..4943d335b 100644 --- a/examples/parse_existing_docs/parse_pdf.py +++ b/examples/parse_existing_docs/parse_pdf.py @@ -19,13 +19,14 @@ SolarOrdinanceTextCollector, StructuredSolarOrdinanceParser, ) -from compass.extraction.apply import extract_ordinance_values from compass.services.provider import RunningAsyncServices from compass.extraction.apply import ( + extract_ordinance_values, check_for_ordinance_info, extract_ordinance_text_with_llm, ) from compass.utilities.logs import AddLocationFilter +from compass.utilities.enums import LLMTasks logger = logging.getLogger("compass") @@ -52,14 +53,19 @@ def _setup_logging(log_level="INFO"): logger.setLevel(log_level) -async def _extract_ordinances(doc, llm_config): +async def _extract_ordinances(doc, model_configs): """Run ordinance extraction pipeline""" - async with RunningAsyncServices([llm_config.llm_service]): + services = [model.llm_service for model in set(model_configs.values())] + async with RunningAsyncServices(services): logger.info("Checking for ordinances in document...") + model_config = model_configs.get( + LLMTasks.DOCUMENT_CONTENT_VALIDATION, + model_configs[LLMTasks.DEFAULT], + ) doc = await check_for_ordinance_info( doc, - model_config=llm_config, + model_config=model_config, heuristic=SolarHeuristic(), tech="solar", ordinance_text_collector_class=SolarOrdinanceTextCollector, @@ -67,11 +73,15 @@ async def _extract_ordinances(doc, llm_config): ) logger.info("Extracting ordinance text from document...") + model_config = model_configs.get( + LLMTasks.ORDINANCE_TEXT_EXTRACTION, + model_configs[LLMTasks.DEFAULT], + ) doc, ord_text_key = await extract_ordinance_text_with_llm( doc, - llm_config.text_splitter, + model_config.text_splitter, extractor=SolarOrdinanceTextExtractor( - LLMCaller(llm_service=llm_config.llm_service) + LLMCaller(llm_service=model_config.llm_service) ), original_text_key="ordinance_text", ) @@ -79,10 +89,14 @@ async def _extract_ordinances(doc, llm_config): logger.info( "Extracting structured ordinance values from ordinance text..." ) + model_config = model_configs.get( + LLMTasks.ORDINANCE_VALUE_EXTRACTION, + model_configs[LLMTasks.DEFAULT], + ) return await extract_ordinance_values( doc, parser=StructuredSolarOrdinanceParser( - llm_service=llm_config.llm_service + llm_service=model_config.llm_service ), text_key=ord_text_key, out_key="ordinance_values", @@ -100,9 +114,9 @@ async def _extract_ordinances(doc, llm_config): # setup LLM calling parameters azure_api_key, azure_version, azure_endpoint = validate_azure_api_params() - llm_config = OpenAIConfig( + gpt_4o_mini_config = OpenAIConfig( name="gpt-4o-mini", - llm_call_kwargs={"temperature": 0}, + llm_call_kwargs={"temperature": 0, "seed": 42, "timeout": 300}, llm_service_rate_limit=500_000, text_splitter_chunk_size=10_000, text_splitter_chunk_overlap=500, @@ -113,8 +127,39 @@ async def _extract_ordinances(doc, llm_config): "azure_endpoint": azure_endpoint, }, ) - - doc = asyncio.run(_extract_ordinances(doc, llm_config)) + gpt_41_mini_config = OpenAIConfig( + name="wetosa-gpt-4.1-mini", + llm_call_kwargs={"temperature": 0, "seed": 42, "timeout": 300}, + llm_service_rate_limit=500_000, + text_splitter_chunk_size=10_000, + text_splitter_chunk_overlap=500, + client_type="azure", + client_kwargs={ + "api_key": azure_api_key, + "api_version": azure_version, + "azure_endpoint": azure_endpoint, + }, + ) + gpt_41_config = OpenAIConfig( + name="wetosa-gpt-4.1", + llm_call_kwargs={"temperature": 0, "seed": 42, "timeout": 300}, + llm_service_rate_limit=500_000, + text_splitter_chunk_size=10_000, + text_splitter_chunk_overlap=500, + client_type="azure", + client_kwargs={ + "api_key": azure_api_key, + "api_version": azure_version, + "azure_endpoint": azure_endpoint, + }, + ) + model_configs = { + LLMTasks.DEFAULT: gpt_4o_mini_config, + LLMTasks.DOCUMENT_CONTENT_VALIDATION: gpt_41_mini_config, + LLMTasks.ORDINANCE_VALUE_EXTRACTION: gpt_41_mini_config, + LLMTasks.ORDINANCE_TEXT_EXTRACTION: gpt_41_config, + } + doc = asyncio.run(_extract_ordinances(doc, model_configs)) # save outputs ( From 100d508f535ae4cdef417e7888eb8f0affc72210 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 17:21:55 -0600 Subject: [PATCH 14/31] System size fix --- compass/extraction/wind/parse.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index 257686499..a81419dcf 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -258,7 +258,6 @@ async def _parse_all_restrictions_with_pb( feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" ), - system_size_reminder=SYSTEM_SIZE_REMINDER, ), name=outer_task_name, ) @@ -276,7 +275,7 @@ async def _parse_all_restrictions_with_pb( is_numerical=False, feature_clarifications=ER_CLARIFICATIONS.get( feature_id, "" - system_size_reminder=SYSTEM_SIZE_REMINDER, + ), ), name=outer_task_name, ) From 1067ff34eaeae6e2715e6cebfd3b7c75a64a6270 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Wed, 22 Oct 2025 17:22:40 -0600 Subject: [PATCH 15/31] No need for primary or special use districts for dwind --- compass/extraction/distributed_wind/parse.py | 24 -------------------- 1 file changed, 24 deletions(-) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index 1dd80e19c..33d982679 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -546,30 +546,6 @@ class StructuredDistributedWindPermittedUseDistrictsParser( "systems (AES), or similar" ) _USE_TYPES = [ - { - "feature_id": "primary use districts", - "use_type": ( - "permitted as primary use or similar (e.g., without special " - "conditions or approval)" - ), - "clarifications": ( - "Consider any solar overlay districts as " - "primary use districts. {wes_clarification}" - ), - }, - { - "feature_id": "special use districts", - "use_type": ( - "permitted as special use or similar (e.g., requires approval " - "by the zoning appeals board or meeting certain conditions " - "like completing a permitting process)" - ), - "clarifications": ( - "Consider any solar overlay districts as " - "primary use and **do not include** them in the output. " - "{wes_clarification}" - ), - }, { "feature_id": "accessory use districts", "use_type": ( From 583c6c34bfe80f5ea83749a6f92e457892d3b591 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:05:15 -0600 Subject: [PATCH 16/31] Add max turbine height clarifications --- compass/common/base.py | 39 ++++++++++++++++++++ compass/extraction/distributed_wind/parse.py | 7 +++- compass/extraction/wind/parse.py | 7 +++- 3 files changed, 51 insertions(+), 2 deletions(-) diff --git a/compass/common/base.py b/compass/common/base.py index 86711bb97..fcb3a1273 100644 --- a/compass/common/base.py +++ b/compass/common/base.py @@ -416,6 +416,8 @@ def setup_graph_extra_restriction(is_numerical=True, **kwargs): _add_maximum_lot_size_clarification_nodes(G) elif "maximum project size" in feature_id: _add_maximum_project_size_clarification_nodes(G) + elif "maximum turbine height" in feature_id: + _add_maximum_turbine_height_clarification_nodes(G) else: G.add_edge("init", "value", condition=llm_response_starts_with_yes) @@ -594,6 +596,43 @@ def _add_maximum_project_size_clarification_nodes(G): # noqa: N803 return G +def _add_maximum_turbine_height_clarification_nodes(G): # noqa: N803 + """Add nodes and edges to clarify max turbine height extraction""" + G.add_edge("init", "has_relative", condition=llm_response_starts_with_yes) + G.add_node( + "has_relative", + prompt=( + "Are any of the turbine height restrictions measured from a point " + "other than the ground (e.g. a building height or an airspace " + "level, etc.)? " + "Please start your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + G.add_edge( + "has_relative", + "has_non_relative", + condition=llm_response_starts_with_yes, + ) + G.add_edge("has_relative", "value", condition=llm_response_starts_with_no) + + G.add_node( + "has_non_relative", + prompt=( + "We are not interested in restrictions that are relative to some " + "level. Does the legal text enact any turbine height restrictions " + "measured from the ground? " + "Please start your response with either 'Yes' or 'No' and " + "briefly explain your answer." + ), + ) + + G.add_edge( + "has_non_relative", "value", condition=llm_response_starts_with_yes + ) + return G + + def _add_value_and_units_clarification_nodes(G): # noqa: N803 """Add nodes and edges to clarify value and units extraction""" diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index 33d982679..db3a052ff 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -68,7 +68,7 @@ "maximum rated capacity (in kW or MW) allowed for the system (turbine)" ), "noise": "maximum noise level allowed", - "maximum height": "maximum turbine height allowed", + "maximum turbine height": "maximum turbine height allowed", "minimum lot size": "**minimum** lot, parcel, or tract size allowed", "maximum lot size": "**maximum** lot, parcel, or tract size allowed", "shadow flicker": "maximum shadow flicker allowed", @@ -109,6 +109,11 @@ "If the text prohibits shadow, treat this as a max value of 0 " "hours per year." ), + "maximum turbine height": ( + "Maximum turbine height should be given in total feet or meters " + "from the ground and **should not be relative to some other " + "feature like structure height, airspace level, etc." + ), } _FEATURE_TO_OWNED_TYPE = { "structures": "structure", diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py index a81419dcf..62e590b93 100644 --- a/compass/extraction/wind/parse.py +++ b/compass/extraction/wind/parse.py @@ -69,7 +69,7 @@ "planned wind energy conversion systems" ), "noise": "maximum noise level allowed", - "maximum height": "maximum turbine height allowed", + "maximum turbine height": "maximum turbine height allowed", "maximum project size": ( "maximum project size or total installation allowed" ), @@ -128,6 +128,11 @@ "restrictions such as setbacks from facility perimeters, property " "lines, etc." ), + "maximum turbine height": ( + "Maximum turbine height should be given in total feet or meters " + "from the ground and **should not be relative to some other " + "feature like structure height, airspace level, etc." + ), } _FEATURE_TO_OWNED_TYPE = { "structures": "structure", From ac94034c216ca5ca0ef981648eb81ab7e1670488 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:05:43 -0600 Subject: [PATCH 17/31] Add clarification about participating owners --- compass/common/base.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/compass/common/base.py b/compass/common/base.py index fcb3a1273..e779fd669 100644 --- a/compass/common/base.py +++ b/compass/common/base.py @@ -262,7 +262,10 @@ def setup_participating_owner(**kwargs): prompt=( "Does the ordinance for {feature} setbacks explicitly distinguish " "between **participating** and **non-participating** {owned_type} " - "owners? {feature_clarifications} We are only interested in " + "owners? Participating may, for example, be able to sign a waiver " + "or enter some sort of agreement to reduce or completely " + "eliminate the setback requirement. " + "{feature_clarifications} We are only interested in " "setbacks from {feature}; do not base your response on any text " "related to {ignore_features}. " "Please only consider setbacks that would apply for " From de61b4518376500b47db7fab63357ce631b1dc4a Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:05:59 -0600 Subject: [PATCH 18/31] Add clarification about costs --- compass/extraction/distributed_wind/parse.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index db3a052ff..d97aea248 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -101,7 +101,7 @@ ), "permitting fees": ( "For the purposes of this extraction, assume the standard units " - "for permitting fees are '$'." + "for permitting fees are USD or USD per system size." ), } ER_CLARIFICATIONS = { From e93ae1ac1fe89034ea03ddcfd6fa0b05019d4485 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:06:12 -0600 Subject: [PATCH 19/31] Add tower density for DWind --- compass/extraction/distributed_wind/parse.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index d97aea248..57e7d5629 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -72,6 +72,7 @@ "minimum lot size": "**minimum** lot, parcel, or tract size allowed", "maximum lot size": "**maximum** lot, parcel, or tract size allowed", "shadow flicker": "maximum shadow flicker allowed", + "tower density": "**minimum** allowed spacing between individual turbines", "blade clearance": "minimum blade clearance allowed", "permitting fees": "permitting fees", } @@ -93,6 +94,12 @@ "For the purposes of this extraction, assume the standard units " "for shadow flicker are 'hr/year'." ), + "tower density": ( + "For the purposes of this extraction, assume the standard units " + "for spacing between individual turbines are one of the following: " + "'tip-height-multiplier', 'hub-height-multiplier', " + "'rotor-diameter-multiplier', 'feet', or 'meters'." + ), "minimum lot size": ( "Minimum lot size should **always** be specified as an area value." ), @@ -109,6 +116,11 @@ "If the text prohibits shadow, treat this as a max value of 0 " "hours per year." ), + "tower density": ( + "Do **not** try to infer the spacing requirement based on other " + "restrictions such as setbacks from facility perimeters, property " + "lines, etc." + ), "maximum turbine height": ( "Maximum turbine height should be given in total feet or meters " "from the ground and **should not be relative to some other " From 6a231d68e09ecad7abd82d5b2a0cff6304af387d Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:09:24 -0600 Subject: [PATCH 20/31] Rename classes --- .../extraction/distributed_wind/__init__.py | 18 ++++++++--------- .../extraction/distributed_wind/ordinance.py | 14 ++++++------- compass/extraction/distributed_wind/parse.py | 20 +++++++++---------- 3 files changed, 25 insertions(+), 27 deletions(-) diff --git a/compass/extraction/distributed_wind/__init__.py b/compass/extraction/distributed_wind/__init__.py index b27f0cdef..0b8369971 100644 --- a/compass/extraction/distributed_wind/__init__.py +++ b/compass/extraction/distributed_wind/__init__.py @@ -1,19 +1,19 @@ -"""Distributed wind ordinance extraction utilities""" +"""Accessory wind ordinance extraction utilities""" from .ordinance import ( - DistributedWindHeuristic, - DistributedWindOrdinanceTextCollector, - DistributedWindOrdinanceTextExtractor, - DistributedWindPermittedUseDistrictsTextCollector, - DistributedWindPermittedUseDistrictsTextExtractor, + AccessoryWindHeuristic, + AccessoryWindOrdinanceTextCollector, + AccessoryWindOrdinanceTextExtractor, + AccessoryWindPermittedUseDistrictsTextCollector, + AccessoryWindPermittedUseDistrictsTextExtractor, ) from .parse import ( - StructuredDistributedWindOrdinanceParser, - StructuredDistributedWindPermittedUseDistrictsParser, + StructuredAccessoryWindOrdinanceParser, + StructuredAccessoryWindPermittedUseDistrictsParser, ) -DISTRIBUTED_WIND_QUESTION_TEMPLATES = [ +ACCESSORY_WIND_QUESTION_TEMPLATES = [ "filetype:pdf {jurisdiction} wind energy conversion system ordinances", "wind energy conversion system ordinances {jurisdiction}", "{jurisdiction} wind WECS ordinance", diff --git a/compass/extraction/distributed_wind/ordinance.py b/compass/extraction/distributed_wind/ordinance.py index 13e3b7a9c..c88389597 100644 --- a/compass/extraction/distributed_wind/ordinance.py +++ b/compass/extraction/distributed_wind/ordinance.py @@ -1,7 +1,7 @@ -"""Distributed wind ordinance document content collection and extraction +"""Accessory wind ordinance document content collection and extraction These methods help filter down the document text to only the portions -relevant to distributed wind ordinances. +relevant to accessory wind ordinances. """ import logging @@ -34,7 +34,7 @@ _IGNORE_TYPES = "large, utility-scale, for-sale, or commercial" -class DistributedWindHeuristic(Heuristic): +class AccessoryWindHeuristic(Heuristic): """Perform a heuristic check for mention of wind turbines in text""" NOT_TECH_WORDS = [ @@ -131,7 +131,7 @@ class DistributedWindHeuristic(Heuristic): """Phrases that indicate text is about WECS""" -class DistributedWindOrdinanceTextCollector(StructuredLLMCaller): +class AccessoryWindOrdinanceTextCollector(StructuredLLMCaller): """Check text chunks for ordinances and collect them if they do""" CONTAINS_ORD_PROMPT = ( @@ -264,7 +264,7 @@ async def _check_chunk_is_for_accessory_scale(self, key, text_chunk): return content.get(key, False) -class DistributedWindPermittedUseDistrictsTextCollector(StructuredLLMCaller): +class AccessoryWindPermittedUseDistrictsTextCollector(StructuredLLMCaller): """Check text chunks for permitted wind districts; collect them""" DISTRICT_PROMPT = ( @@ -351,7 +351,7 @@ def permitted_use_district_text(self): return merge_overlapping_texts(text) -class DistributedWindOrdinanceTextExtractor(BaseTextExtractor): +class AccessoryWindOrdinanceTextExtractor(BaseTextExtractor): """Extract succinct ordinance text from input Purpose: @@ -528,7 +528,7 @@ def parsers(self): ) -class DistributedWindPermittedUseDistrictsTextExtractor(BaseTextExtractor): +class AccessoryWindPermittedUseDistrictsTextExtractor(BaseTextExtractor): """Extract succinct ordinance text from input Purpose: diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/distributed_wind/parse.py index 57e7d5629..dba995d3b 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/distributed_wind/parse.py @@ -1,4 +1,4 @@ -"""Distributed wind ordinance structured parsing class""" +"""Accessory wind ordinance structured parsing class""" import asyncio import logging @@ -133,8 +133,8 @@ } -class DistributedWindSetbackFeatures(SetbackFeatures): - """Mutually-exclusive feature descriptions for distributed wind""" +class AccessoryWindSetbackFeatures(SetbackFeatures): + """Mutually-exclusive feature descriptions for accessory wind""" DEFAULT_FEATURE_DESCRIPTIONS = { "structures": [ @@ -190,7 +190,7 @@ class DistributedWindSetbackFeatures(SetbackFeatures): """Clarifications to add to feature prompts""" -class StructuredDistributedWindParser(BaseLLMCaller): +class StructuredAccessoryWindParser(BaseLLMCaller): """Base class for parsing structured data""" def _init_chat_llm_caller(self, system_message): @@ -228,9 +228,7 @@ async def _check_wind_turbine_type(self, text): return accessory_system -class StructuredDistributedWindOrdinanceParser( - StructuredDistributedWindParser -): +class StructuredAccessoryWindOrdinanceParser(StructuredAccessoryWindParser): """LLM ordinance document structured data scraping utility Purpose: @@ -269,7 +267,7 @@ async def parse(self, text): outer_task_name = asyncio.current_task().get_name() num_to_process = ( - len(DistributedWindSetbackFeatures.DEFAULT_FEATURE_DESCRIPTIONS) + len(AccessoryWindSetbackFeatures.DEFAULT_FEATURE_DESCRIPTIONS) + len(EXTRA_NUMERICAL_RESTRICTIONS) + len(EXTRA_QUALITATIVE_RESTRICTIONS) ) @@ -299,7 +297,7 @@ async def _parse_all_restrictions_with_pb( ), name=outer_task_name, ) - for feature_kwargs in DistributedWindSetbackFeatures() + for feature_kwargs in AccessoryWindSetbackFeatures() ] extras_parsers = [ asyncio.create_task( @@ -533,8 +531,8 @@ async def _run_setback_graph( return await run_async_tree(tree) -class StructuredDistributedWindPermittedUseDistrictsParser( - StructuredDistributedWindParser +class StructuredAccessoryWindPermittedUseDistrictsParser( + StructuredAccessoryWindParser ): """LLM permitted use districts scraping utility From c754840858f61bc4108c705de7417f45e183c0b8 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:10:40 -0600 Subject: [PATCH 21/31] Rename module --- .../extraction/{distributed_wind => accessory_wind}/__init__.py | 2 +- .../extraction/{distributed_wind => accessory_wind}/graphs.py | 0 .../{distributed_wind => accessory_wind}/ordinance.py | 0 .../extraction/{distributed_wind => accessory_wind}/parse.py | 2 +- 4 files changed, 2 insertions(+), 2 deletions(-) rename compass/extraction/{distributed_wind => accessory_wind}/__init__.py (96%) rename compass/extraction/{distributed_wind => accessory_wind}/graphs.py (100%) rename compass/extraction/{distributed_wind => accessory_wind}/ordinance.py (100%) rename compass/extraction/{distributed_wind => accessory_wind}/parse.py (99%) diff --git a/compass/extraction/distributed_wind/__init__.py b/compass/extraction/accessory_wind/__init__.py similarity index 96% rename from compass/extraction/distributed_wind/__init__.py rename to compass/extraction/accessory_wind/__init__.py index 0b8369971..90d16a535 100644 --- a/compass/extraction/distributed_wind/__init__.py +++ b/compass/extraction/accessory_wind/__init__.py @@ -23,7 +23,7 @@ "ordinances for accessory wind turbines in {jurisdiction}?", ] -BEST_DISTRIBUTED_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS = { +BEST_ACCESSORY_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS = { "pdf": 92160, "wecs": 46080, "wind": 23040, diff --git a/compass/extraction/distributed_wind/graphs.py b/compass/extraction/accessory_wind/graphs.py similarity index 100% rename from compass/extraction/distributed_wind/graphs.py rename to compass/extraction/accessory_wind/graphs.py diff --git a/compass/extraction/distributed_wind/ordinance.py b/compass/extraction/accessory_wind/ordinance.py similarity index 100% rename from compass/extraction/distributed_wind/ordinance.py rename to compass/extraction/accessory_wind/ordinance.py diff --git a/compass/extraction/distributed_wind/parse.py b/compass/extraction/accessory_wind/parse.py similarity index 99% rename from compass/extraction/distributed_wind/parse.py rename to compass/extraction/accessory_wind/parse.py index dba995d3b..e9eba7530 100644 --- a/compass/extraction/distributed_wind/parse.py +++ b/compass/extraction/accessory_wind/parse.py @@ -21,7 +21,7 @@ setup_graph_extra_restriction, setup_graph_permitted_use_districts, ) -from compass.extraction.distributed_wind.graphs import ( +from compass.extraction.accessory_wind.graphs import ( setup_graph_wes_types, setup_multiplier, setup_conditional_min, From 3f2210564fdbe87fd06375b5afb2192098aab6b6 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:17:29 -0600 Subject: [PATCH 22/31] Add "accessory wind" as tech --- compass/scripts/process.py | 26 +++++++++++++++++++++++++- compass/utilities/finalize.py | 2 +- 2 files changed, 26 insertions(+), 2 deletions(-) diff --git a/compass/scripts/process.py b/compass/scripts/process.py index 7dafb1058..e138dee83 100644 --- a/compass/scripts/process.py +++ b/compass/scripts/process.py @@ -47,6 +47,17 @@ WIND_QUESTION_TEMPLATES, BEST_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS, ) +from compass.extraction.accessory_wind import ( + AccessoryWindHeuristic, + AccessoryWindOrdinanceTextCollector, + AccessoryWindOrdinanceTextExtractor, + AccessoryWindPermittedUseDistrictsTextCollector, + AccessoryWindPermittedUseDistrictsTextExtractor, + StructuredAccessoryWindOrdinanceParser, + StructuredAccessoryWindPermittedUseDistrictsParser, + ACCESSORY_WIND_QUESTION_TEMPLATES, + BEST_ACCESSORY_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS, +) from compass.validation.location import JurisdictionWebsiteValidator from compass.llm import LLMCaller, OpenAIConfig from compass.services.cpu import ( @@ -172,7 +183,7 @@ async def process_jurisdictions_with_openai( # noqa: PLR0917, PLR0913 CSV file, all downloaded ordinance documents (PDFs and HTML), usage metadata, and default subdirectories for logs and intermediate outputs (unless otherwise specified). - tech : {"wind", "solar"} + tech : {"wind", "solar", "accessory wind"} Label indicating which technology type is being processed. jurisdiction_fp : path-like Path to a CSV file specifying the jurisdictions to process. @@ -1176,6 +1187,19 @@ def _compile_tech_specs(tech): StructuredSolarPermittedUseDistrictsParser, BEST_SOLAR_ORDINANCE_WEBSITE_URL_KEYWORDS, ) + if tech.casefold() == "accessory wind": + return TechSpec( + "accessory wind", + ACCESSORY_WIND_QUESTION_TEMPLATES, + AccessoryWindHeuristic(), + AccessoryWindOrdinanceTextCollector, + AccessoryWindOrdinanceTextExtractor, + AccessoryWindPermittedUseDistrictsTextCollector, + AccessoryWindPermittedUseDistrictsTextExtractor, + StructuredAccessoryWindOrdinanceParser, + StructuredAccessoryWindPermittedUseDistrictsParser, + BEST_ACCESSORY_WIND_ORDINANCE_WEBSITE_URL_KEYWORDS, + ) msg = f"Unknown tech input: {tech}" raise COMPASSValueError(msg) diff --git a/compass/utilities/finalize.py b/compass/utilities/finalize.py index 5eaafe099..3729d21d0 100644 --- a/compass/utilities/finalize.py +++ b/compass/utilities/finalize.py @@ -59,7 +59,7 @@ def save_run_meta( dirs : :class:`~compass.utilities.base.Directories` Directories instance containing information about the output directories used for the run. - tech : {"wind", "solar"} + tech : {"wind", "solar", "accessory wind"} Technology that was the target of the run. start_date, end_date : datetime.datetime Instances representing the start and end dates, respectively. From 4e577c20c0d751ae47e031f7cc38616eafad2c58 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 11:55:30 -0600 Subject: [PATCH 23/31] Try to fix tests --- .github/workflows/ci-python.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml index 8d755d084..ab40ad57d 100644 --- a/.github/workflows/ci-python.yml +++ b/.github/workflows/ci-python.yml @@ -47,7 +47,6 @@ jobs: - name: Checkout Repo uses: actions/checkout@v5 with: - fetch-depth: 0 fetch-tags: true - uses: prefix-dev/setup-pixi@v0.9.2 @@ -75,7 +74,6 @@ jobs: - name: Checkout Repo uses: actions/checkout@v5 with: - fetch-depth: 0 fetch-tags: true - uses: prefix-dev/setup-pixi@v0.9.2 From e3c5a1a2297226b84c8a28431d923676f19fc421 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 12:03:16 -0600 Subject: [PATCH 24/31] Cache only on main branch --- .github/workflows/ci-python.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml index ab40ad57d..fd50c7c77 100644 --- a/.github/workflows/ci-python.yml +++ b/.github/workflows/ci-python.yml @@ -108,7 +108,7 @@ jobs: uses: actions/setup-python@v6 with: python-version: ${{ matrix.python-version }} - cache: 'pip' + cache: ${{ github.ref == 'refs/heads/main' && 'pip' || false }} - name: Install Poppler Reqs (Linux) if: ${{ runner.os == 'Linux' }} From a2afdf60ca9aaade81f8d41ee9fd64de05502e6f Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 12:10:15 -0600 Subject: [PATCH 25/31] Don't cache on branch --- .github/workflows/ci-python.yml | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml index fd50c7c77..d142f1468 100644 --- a/.github/workflows/ci-python.yml +++ b/.github/workflows/ci-python.yml @@ -104,11 +104,18 @@ jobs: fetch-depth: 0 fetch-tags: true - - name: Set up Python ${{ matrix.python-version }} + - name: Set up Python ${{ matrix.python-version }} (with cache) + if: github.ref == 'refs/heads/main' + uses: actions/setup-python@v6 + with: + python-version: ${{ matrix.python-version }} + cache: 'pip' + + - name: Set up Python ${{ matrix.python-version }} (no cache) + if: github.ref != 'refs/heads/main' uses: actions/setup-python@v6 with: python-version: ${{ matrix.python-version }} - cache: ${{ github.ref == 'refs/heads/main' && 'pip' || false }} - name: Install Poppler Reqs (Linux) if: ${{ runner.os == 'Linux' }} From 9ba5becb872c32c071cacae62de5c7c48e3c534e Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 12:36:48 -0600 Subject: [PATCH 26/31] Update lockfile --- pixi.lock | 16932 ++++++++++++++++++++++++++-------------------------- 1 file changed, 8556 insertions(+), 8376 deletions(-) diff --git a/pixi.lock b/pixi.lock index af3f7f56c..5f4cae54c 100644 --- a/pixi.lock +++ b/pixi.lock @@ -13,25 +13,25 @@ environments: - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2 - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2 - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda - - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.12.15-py312h8a5da7c_0.conda + - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.1-py313h301e4d9_0.conda - 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name: Checkout Repo + uses: actions/checkout@v5 + with: + fetch-tags: true + + - uses: prefix-dev/setup-pixi@v0.9.2 + with: + pixi-version: v0.50.2 + locked: true + cache: true + cache-write: ${{ github.ref == 'refs/heads/main' }} + environments: pdev + + - run: | + pixi run -e pdev --locked tests-u + unit-tests: needs: lint name: Python Unit Tests (Pixi) @@ -58,7 +83,7 @@ jobs: environments: pdev - run: | - pixi run -e pdev --locked tests-u + pixi run -e pdev tests-u integration-tests: needs: lint @@ -85,7 +110,7 @@ jobs: environments: pdev - run: | - pixi run -e pdev --locked tests-i + pixi run -e pdev tests-i tox-tests: needs: lint diff --git a/.github/workflows/ci-rust.yml b/.github/workflows/ci-rust.yml index 2fdbbf2c7..396397e1a 100644 --- a/.github/workflows/ci-rust.yml +++ b/.github/workflows/ci-rust.yml @@ -100,7 +100,7 @@ jobs: shared-key: "gha" save-if: ${{ github.ref == 'refs/heads/main' }} - - run: pixi run -e rdev --locked tests-r + - run: pixi run -e rdev tests-r publish-dry: name: Rust - Publish (dry-run) From 5bc1fcb4c0bbc2a6f39dd6ca40ac711c69cdbf2f Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 13:58:46 -0600 Subject: [PATCH 29/31] Add release instructions --- docs/source/dev/README.rst | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/docs/source/dev/README.rst b/docs/source/dev/README.rst index 6def65ac9..ee5e992be 100644 --- a/docs/source/dev/README.rst +++ b/docs/source/dev/README.rst @@ -363,3 +363,24 @@ variable, then you are good to go. Similarly, you can test the camoufox browser Again, if you don't get any critical errors (poppler errors are ok) and you see some output in the ``docs`` variable, then you are good to go. + + +Releases +^^^^^^^^ + +When you are ready to release a new version of COMPASS, please follow these steps: + +1) Ensure that all tests on the main branch are passing +2) Wait until the "Release Drafter" GitHub Action has completed successfully +3) Click on "Releases" on the bottom right of the main page of the GitHub repository +4) You should see a draft release at the top of the page. Click on the pencil icon in the top left to edit +5) Click on the "Select Tag" dropdown and type in a **new** tag. Be sure to follow `Semantic Versioning `_. You may be prompted to create the new tag - make sure to do so +6) Proofread the release notes and make any necessary adjustments +7) Click "Publish Release" +8) Once the release is published and the tag has been created, verify that a PR has been opened to update the pixi lockfile (you may have to wait some time for the GHA to run) +9) Fill out any missing details in the PR (set yourself as the assignee, add any relevant project and milestone details, etc.) +10) Request a review from another core COMPASS developer and merge the PR once approved + +Congratulations, you have just released a new version of COMPASS! +You may want to verify that the release has been published to `PyPi `_ +(if not, check the "Upload to PyPi" GitHub Action). From 524e3f9b753f38b14f60dc4536b8188dfc0b6e8e Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 22:05:52 -0600 Subject: [PATCH 30/31] Add install command to GHA --- .github/workflows/ci-python.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml index 6a01cd6da..b8a3e4d10 100644 --- a/.github/workflows/ci-python.yml +++ b/.github/workflows/ci-python.yml @@ -56,6 +56,7 @@ jobs: environments: pdev - run: | + pixi install -e pdev --locked pixi run -e pdev --locked tests-u unit-tests: @@ -83,6 +84,7 @@ jobs: environments: pdev - run: | + pixi install -e pdev pixi run -e pdev tests-u integration-tests: @@ -110,6 +112,7 @@ jobs: environments: pdev - run: | + pixi install -e pdev pixi run -e pdev tests-i tox-tests: From a0a930b28324688d9d0c4f0bbb29f71d647435d4 Mon Sep 17 00:00:00 2001 From: ppinchuk Date: Mon, 27 Oct 2025 22:13:11 -0600 Subject: [PATCH 31/31] Bump elm dep --- pixi.lock | 72 ++++++++++----------- pyproject.toml | 2 +- tests/python/integration/test_integrated.py | 2 +- 3 files changed, 38 insertions(+), 38 deletions(-) diff --git a/pixi.lock b/pixi.lock index b26be761b..07d81099c 100644 --- a/pixi.lock +++ b/pixi.lock @@ -259,7 +259,7 @@ environments: - 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