diff --git a/README.md b/README.md index 96011919..14f5dde8 100644 --- a/README.md +++ b/README.md @@ -86,6 +86,20 @@ By default, there is a `GenericProvider` that support a `SimpleProcessor` using > Note: Because these providers do not support the BCOP standard natively, maybe there are some gaps on the implemented parser that will be refined with new test cases. We encourage you to report related **issues**! +#### LLM-powered Parsers + +The library supports an optional parser option leveraging Large Language Model (LLM) to provide a best-effort parsing when the specific parsers have not been successful. + +These LLM parsers are automatically appended as a processor option after the already available for all the Providers when the integration environmental variable is set (check the below integrations). + +> These integrations may involve some costs for API usage. Use it carefully! As an order of magnitude, a parsing of an email with OpenAI GPT gpt-3.5-turbo model costs $0.004. + +These are the current supported LLM integrations: + +- [OpenAI](https://openai.com/product), these are the supported ENVs: + - `OPENAI_TOKEN` (Required): OpenAI token. + - `OPENAI_MODEL` (Optional): Model to use, it defaults to "gpt-3.5-turbo". + ## Installation The library is available as a Python package in pypi and can be installed with pip: @@ -319,6 +333,7 @@ The project is following Network to Code software development guidelines and is ...omitted debug logs... ====================================================== 99 passed, 174 deselected, 17 warnings in 10.35s ====================================================== ``` + 7. Run some final CI tests locally to ensure that there is no linting/formatting issues with your changes. You should look to get a code score of 10/10. See the example below: `invoke tests --local` ``` diff --git a/circuit_maintenance_parser/parser.py b/circuit_maintenance_parser/parser.py index 170af547..0acf5d4f 100644 --- a/circuit_maintenance_parser/parser.py +++ b/circuit_maintenance_parser/parser.py @@ -6,11 +6,12 @@ import quopri from typing import Dict, List from email.utils import parsedate_tz, mktime_tz +import hashlib import bs4 # type: ignore from bs4.element import ResultSet # type: ignore -from pydantic import BaseModel, Extra +from pydantic import BaseModel from icalendar import Calendar # type: ignore from circuit_maintenance_parser.errors import ParserError @@ -23,7 +24,7 @@ logger = logging.getLogger(__name__) -class Parser(BaseModel, extra=Extra.forbid): +class Parser(BaseModel): """Parser class. A Parser handles one or more specific data type(s) (specified in `data_types`). @@ -34,6 +35,7 @@ class Parser(BaseModel, extra=Extra.forbid): # _data_types are used to match the Parser to to each type of DataPart _data_types = ["text/plain", "plain"] + # TODO: move it to where it is used, Cogent parser _geolocator = Geolocator() @classmethod @@ -41,7 +43,7 @@ def get_data_types(cls) -> List[str]: """Return the expected data type.""" return cls._data_types - def parser_hook(self, raw: bytes) -> List[Dict]: + def parser_hook(self, raw: bytes, content_type: str) -> List[Dict]: """Custom parser logic. This method is used by the main `Parser` classes (such as `ICal` or `Html` parser) to define a shared @@ -53,14 +55,14 @@ def parser_hook(self, raw: bytes) -> List[Dict]: """ raise NotImplementedError - def parse(self, raw: bytes) -> List[Dict]: + def parse(self, raw: bytes, content_type: str) -> List[Dict]: """Execute parsing. Do not override this method! Instead, each main `Parser` class should implement its own custom logic within the `parser_hook` method. """ try: - result = self.parser_hook(raw) + result = self.parser_hook(raw, content_type) except Exception as exc: raise ParserError from exc if any(not partial_result for partial_result in result): @@ -86,7 +88,7 @@ class ICal(Parser): _data_types = ["text/calendar", "ical", "icalendar"] - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" # iCalendar data sometimes comes encoded with base64 # TODO: add a test case @@ -159,7 +161,7 @@ def remove_hex_characters(string): """Convert any hex characters to standard ascii.""" return string.encode("ascii", errors="ignore").decode("utf-8") - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" result = [] soup = bs4.BeautifulSoup(quopri.decodestring(raw), features="lxml") @@ -191,7 +193,7 @@ class EmailDateParser(Parser): _data_types = [EMAIL_HEADER_DATE] - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" parsed_date = parsedate_tz(raw.decode()) if parsed_date: @@ -204,7 +206,7 @@ class EmailSubjectParser(Parser): _data_types = [EMAIL_HEADER_SUBJECT] - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" result = [] for data in self.parse_subject(self.bytes_to_string(raw).replace("\r", "").replace("\n", "")): @@ -226,7 +228,7 @@ class Csv(Parser): _data_types = ["application/csv", "text/csv", "application/octet-stream"] - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" result = [] for data in self.parse_csv(raw): @@ -245,7 +247,7 @@ class Text(Parser): _data_types = ["text/plain"] - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): """Execute parsing.""" result = [] text = self.get_text_hook(raw) @@ -261,3 +263,123 @@ def get_text_hook(raw: bytes) -> str: def parse_text(self, text) -> List[Dict]: """Custom text parsing.""" raise NotImplementedError + + +class LLM(Parser): + """LLM parser.""" + + _data_types = ["text/html", "html", "text/plain"] + + _llm_question = ( + "Can you extract the maintenance_id, the account_id, the impact, the status " + "(e.g., confirmed, cancelled), the summary, the circuit ids, and the global " + "start_time and end_time as EPOCH timestamps in JSON format with keys in " + "lowercase underscore format? Reply with only the answer in JSON form and " + "include no other commentary" + ) + + def parser_hook(self, raw: bytes, content_type: str): + """Execute parsing.""" + result = [] + if content_type in ["html", "text/html"]: + soup = bs4.BeautifulSoup(quopri.decodestring(raw), features="lxml") + content = soup.text + else: + content = self.get_text_hook(raw) + for data in self.parse_content(content): + result.append(data) + return result + + @staticmethod + def get_text_hook(raw: bytes) -> str: + """Can be overwritten by subclasses.""" + return raw.decode() + + @staticmethod + def get_key_with_string(dictionary: dict, string: str): + """Returns the key in the dictionary that contains the given string.""" + for key in dictionary.keys(): + if string in key: + return key + return None + + def get_llm_response(self, content): + """Method to retrieve the response from the LLM for some content.""" + raise NotImplementedError + + def _get_impact(self, generated_json: dict): + """Method to get a general Impact for all Circuits.""" + impact_key = self.get_key_with_string(generated_json, "impact") + if impact_key: + if "no impact" in generated_json[impact_key].lower(): + return Impact.NO_IMPACT + + return Impact.OUTAGE + + def _get_circuit_ids(self, generated_json: dict, impact: Impact): + """Method to get the Circuit IDs and use a general Impact.""" + circuits = [] + circuits_ids = self.get_key_with_string(generated_json, "circuit") + for circuit_id in generated_json[circuits_ids]: + circuits.append(CircuitImpact(circuit_id=circuit_id, impact=impact)) + return circuits + + def _get_start(self, generated_json: dict): + """Method to get the Start Time.""" + return generated_json[self.get_key_with_string(generated_json, "start_time")] + + def _get_end(self, generated_json: dict): + """Method to get the End Time.""" + return generated_json[self.get_key_with_string(generated_json, "end_time")] + + def _get_summary(self, generated_json: dict): + """Method to get the Summary.""" + return generated_json[self.get_key_with_string(generated_json, "summary")] + + def _get_status(self, generated_json: dict): + """Method to get the Status.""" + status_key = self.get_key_with_string(generated_json, "status") + + if generated_json[status_key] == "confirmed": + return Status.CONFIRMED + + return Status.CONFIRMED + + def _get_account(self, generated_json: dict): + """Method to get the Account.""" + return generated_json[self.get_key_with_string(generated_json, "account")] + + def _get_maintenance_id(self, generated_json: dict, start, end, circuits): + """Method to get the Maintenance ID.""" + maintenance_key = self.get_key_with_string(generated_json, "maintenance") + if maintenance_key and generated_json["maintenance_id"] != "N/A": + return generated_json["maintenance_id"] + + maintenace_id = str(start) + str(end) + "".join(list(circuits)) + return hashlib.md5(maintenace_id.encode("utf-8")).hexdigest() # nosec + + def parse_content(self, content): + """Parse content via LLM.""" + generated_json = self.get_llm_response(content) + if not generated_json: + return [] + + impact = self._get_impact(generated_json) + + data = { + "circuits": self._get_circuit_ids(generated_json, impact), + "start": self._get_start(generated_json), + "end": self._get_end(generated_json), + "summary": self._get_summary(generated_json), + "status": self._get_status(generated_json), + "account": self._get_account(generated_json), + } + + data["maintenance_id"] = self._get_maintenance_id( + generated_json, + data["start"], + data["end"], + data["circuits"], + ) + + return [data] diff --git a/circuit_maintenance_parser/parsers/openai.py b/circuit_maintenance_parser/parsers/openai.py new file mode 100644 index 00000000..0785910f --- /dev/null +++ b/circuit_maintenance_parser/parsers/openai.py @@ -0,0 +1,48 @@ +"""OpenAI Parser.""" +import os +import logging +import json +from typing import List, Optional + +import openai + +from circuit_maintenance_parser.parser import LLM + +logger = logging.getLogger(__name__) + + +class OpenAIParser(LLM): + """Notifications Parser powered by OpenAI ChatGPT.""" + + def get_llm_response(self, content) -> Optional[List]: + """Get LLM processing from OpenAI.""" + openai.api_key = os.getenv("OPENAI_TOKEN") + openai_model = os.getenv("OPENAI_MODEL", "gpt-3.5-turbo") + try: + response = openai.ChatCompletion.create( + model=openai_model, + messages=[ + { + "role": "system", + "content": content, + }, + { + "role": "user", + "content": self._llm_question, + }, + ], + ) + except openai.error.InvalidRequestError as err: + logger.error(err) + return None + + logger.info("Used OpenAI tokens: %s", response["usage"]) + generated_text = response.choices[0].message["content"] + logger.info("Response from LLM: %s", generated_text) + try: + return json.loads(generated_text) + except ValueError as err: + logger.error(err) + return None + + return None diff --git a/circuit_maintenance_parser/processor.py b/circuit_maintenance_parser/processor.py index 6018f875..ee91ff1f 100644 --- a/circuit_maintenance_parser/processor.py +++ b/circuit_maintenance_parser/processor.py @@ -38,9 +38,9 @@ def process(self, data: NotificationData, extended_data: Dict) -> Iterable[Maint notification data may have in order to create the `Maintenance` object. There are 2 hooks available, to be implemented by custom `Processors`: - process_hook: Method that recieves the parsed output and manipulates the extracted data. It could create + process_hook: Method that receives the parsed output and manipulates the extracted data. It could create the final `Maintenances` or just accumulate them. - post_process_hook (optional): Used to be able to do a final action on the extracted data before returing + post_process_hook (optional): Used to be able to do a final action on the extracted data before returning the final `Maintenances`. Attributes: @@ -54,13 +54,13 @@ def process(self, data: NotificationData, extended_data: Dict) -> Iterable[Maint self.extended_data = extended_data maintenances_data: List = [] - # First, we generate a list of tuples with a `DataPart` and `Parser` if the data type from the first is - # supported by the second. - data_part_and_parser_combinations = [ - (data_part, data_parser) + # First, we generate a set with the key `Parser` and `DataPart` if the data type from the first is + # supported by the second. This avoids reusing the same Parser for different data types if supported. + data_part_and_parser_combinations = { + data_parser: data_part for (data_part, data_parser) in itertools.product(data.data_parts, self.data_parsers) if data_part.type in data_parser.get_data_types() - ] + } if not data_part_and_parser_combinations: error_message = ( @@ -72,9 +72,9 @@ def process(self, data: NotificationData, extended_data: Dict) -> Iterable[Maint logger.debug(error_message) raise ProcessorError(error_message) - for data_part, data_parser in data_part_and_parser_combinations: + for data_parser, data_part in data_part_and_parser_combinations.items(): try: - self.process_hook(data_parser().parse(data_part.content), maintenances_data) + self.process_hook(data_parser().parse(data_part.content, data_part.type), maintenances_data) except (ParserError, ValidationError) as exc: error_message = "Parser class %s from %s was not successful.\n%s" diff --git a/circuit_maintenance_parser/provider.py b/circuit_maintenance_parser/provider.py index 738431ad..70e92817 100644 --- a/circuit_maintenance_parser/provider.py +++ b/circuit_maintenance_parser/provider.py @@ -1,5 +1,6 @@ """Definition of Provider class as the entry point to the library.""" import logging +import os import re import traceback @@ -39,7 +40,7 @@ from circuit_maintenance_parser.parsers.turkcell import HtmlParserTurkcell1 from circuit_maintenance_parser.parsers.verizon import HtmlParserVerizon1 from circuit_maintenance_parser.parsers.zayo import HtmlParserZayo1, SubjectParserZayo1 - +from circuit_maintenance_parser.parsers.openai import OpenAIParser logger = logging.getLogger(__name__) @@ -122,6 +123,9 @@ def get_maintenances(self, data: NotificationData) -> Iterable[Maintenance]: logger.debug("Skipping notification %s due filtering policy for %s.", data, self.__class__.__name__) return [] + if os.getenv("OPENAI_TOKEN"): + self._processors.append(CombinedProcessor(data_parsers=[EmailDateParser, OpenAIParser])) + 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[tool.poetry.dev-dependencies] pytest = "^7.0.0" diff --git a/tasks.py b/tasks.py index feb812d9..1a3b17e7 100644 --- a/tasks.py +++ b/tasks.py @@ -262,13 +262,20 @@ def tests(context, local=INVOKE_LOCAL): context (obj): Used to run specific commands local (bool): Define as `True` to execute locally """ + token_openai = os.getenv("OPENAI_TOKEN") + if token_openai: + del os.environ["OPENAI_TOKEN"] + black(context, local) flake8(context, local) pylint(context, local) yamllint(context, local) pydocstyle(context, local) bandit(context, local) - pytest(context, local) mypy(context, local) + pytest(context, local) + + if token_openai: + os.environ["OPENAI_TOKEN"] = token_openai print("All tests have passed!") diff --git a/tests/unit/test_parsers.py b/tests/unit/test_parsers.py index b2a2a900..8b5b67a9 100644 --- a/tests/unit/test_parsers.py +++ b/tests/unit/test_parsers.py @@ -544,7 +544,9 @@ def test_parsers(parser_class, raw_file, results_file): with open(raw_file, "rb") as file_obj: raw_data = file_obj.read() - parsed_notifications = parser_class().parse(raw_data) + parsed_notifications = parser_class().parse( + raw_data, parser_class._data_types[0] # pylint: disable=protected-access + ) with open(results_file, encoding="utf-8") as res_file: expected_result = json.load(res_file) @@ -559,4 +561,4 @@ def test_parsers(parser_class, raw_file, results_file): def test_parser_no_data(parser_class): """Test parser with no data.""" with pytest.raises(ParserError): - parser_class().parse(b"") + parser_class().parse(b"", parser_class._data_types[0]) # pylint: disable=protected-access diff --git a/tests/unit/test_processors.py b/tests/unit/test_processors.py index 174c59ac..30d51697 100644 --- a/tests/unit/test_processors.py +++ b/tests/unit/test_processors.py @@ -13,6 +13,7 @@ from circuit_maintenance_parser.parser import Parser +# pylint: disable=global-variable-undefined PARSED_DATA = [{"a": "b"}, {"c": "d"}] EXTENDED_DATA = {"y": "z"} @@ -21,31 +22,38 @@ class FakeParser(Parser): "Fake class to simulate a Parser." _parsed_data = PARSED_DATA - _data_type = "fake_type" - - @classmethod - def get_data_types(cls): - return [cls._data_type] + _data_types = ["fake_type"] def parse(self, *args, **kwargs): # pylint: disable=unused-argument return copy.deepcopy(self._parsed_data) - def parser_hook(self, raw: bytes): + def parser_hook(self, raw: bytes, content_type: str): pass class FakeParser0(FakeParser): "Fake class to simulate another Parser." - _data_type = "fake_type_0" + _data_types = ["fake_type_0"] _parsed_data = copy.deepcopy([PARSED_DATA[0]]) class FakeParser1(FakeParser): "Fake class to simulate yet another Parser." - _data_type = "fake_type_1" + _data_types = ["fake_type_1"] _parsed_data = copy.deepcopy([PARSED_DATA[1]]) +class FakeParserMultiDataType(FakeParser): + "Fake class to simulate yet another Parser." + _data_types = ["fake_type_0", "fake_type_1"] + _parsed_data = copy.deepcopy([PARSED_DATA[1]]) + + def parse(self, *args, **kwargs): # pylint: disable=unused-argument + global parser_runs + parser_runs += 1 # pylint: disable=undefined-variable + return copy.deepcopy(self._parsed_data) + + # Fake data used for SimpleProcessor fake_data = NotificationData.init_from_raw("fake_type", b"fake data") # Fake data used for CombinedProcessor @@ -123,3 +131,15 @@ def test_combinedprocessor_bleed(): processor.process(fake_data_type_0, EXTENDED_DATA) assert mock_maintenance.call_count == 1 mock_maintenance.assert_called_with(**{**PARSED_DATA[0], **EXTENDED_DATA}) + + +def test_combinedprocessor_multidatatype(): + """Tests CombinedProcessor.""" + processor = CombinedProcessor(data_parsers=[FakeParserMultiDataType]) + global parser_runs + parser_runs = 0 + with patch("circuit_maintenance_parser.processor.Maintenance") as mock_maintenance: + processor.process(fake_data_for_combined, EXTENDED_DATA) + assert mock_maintenance.call_count == 1 + mock_maintenance.assert_any_call(**{**PARSED_DATA[1], **EXTENDED_DATA}) + assert parser_runs == 1 diff --git a/tests/unit/test_providers.py b/tests/unit/test_providers.py index 1624d5cf..139bb6e6 100644 --- a/tests/unit/test_providers.py +++ b/tests/unit/test_providers.py @@ -1,13 +1,15 @@ """Tests for Providers.""" +import os from unittest.mock import patch import pytest from circuit_maintenance_parser.data import NotificationData from circuit_maintenance_parser.errors import ProcessorError, ProviderError -from circuit_maintenance_parser.processor import SimpleProcessor -from circuit_maintenance_parser.provider import GenericProvider -from circuit_maintenance_parser.parser import Parser +from circuit_maintenance_parser.processor import SimpleProcessor, CombinedProcessor +from circuit_maintenance_parser.provider import GenericProvider, AquaComms +from circuit_maintenance_parser.parser import Parser, EmailDateParser +from circuit_maintenance_parser.parsers.openai import OpenAIParser # pylint: disable=use-implicit-booleaness-not-comparison fake_data = NotificationData.init_from_raw("fake_type", b"fake data") @@ -107,3 +109,24 @@ class ProviderWithIncludeFilter(GenericProvider): # Because the exclude filter and the include filter are matching, we expect the exclude to take # precedence assert ProviderWithIncludeFilter().get_maintenances(data) == [] + + +@pytest.mark.parametrize( + "provider_class", + [GenericProvider, AquaComms], +) +def test_provider_gets_mlparser(provider_class): + """Test to check the any provider gets a default ML parser when ENV is activated.""" + os.environ["OPENAI_TOKEN"] = "some_token" + data = NotificationData.init_from_raw("text/plain", b"fake data") + data.add_data_part("text/html", b"other data") + + provider = provider_class() + + with patch("circuit_maintenance_parser.processor.GenericProcessor.process") as mock_processor: + mock_processor.return_value = [{"a": "b"}] + provider.get_maintenances(data) + + assert provider._processors[-1] == CombinedProcessor( # pylint: disable=protected-access + data_parsers=[EmailDateParser, OpenAIParser] + )