From e5b8e340cd69761457af44150191b0f26f9c8f7d Mon Sep 17 00:00:00 2001 From: vivitsa-s <152847948+vivitsa-s@users.noreply.github.com> Date: Wed, 10 Jan 2024 15:04:16 +0530 Subject: [PATCH] DOBPlugin: Implementation and tests (#206) * created DOBplugin that performs pre processing on the transcripts that go into the DucklingPlugin. (does no preprocessing, a dummy plugin to check compatibility) * added integration tests for DOBplugin * modifying DOBPlugin to edit "input.transcripts" instead of "input.best_transcript" * updated integration tests for DOBplugin * handling error class5 in DOBPlugin * handing class5 and class6 error in DOBPlugin * added word2number in pyproject.toml * added logs for when there is no response from DOBPlugin * added try-except block in checker function in test script to handle failures that involve empty transcripts * updated poetry.lock file * added annotations for all functions, made class6 return the transcript if match not found * added more function annotations * added a filtering step (if v is not None) in sorted_result inside get_transcripts_from_utterances function to handle annotation type fail * added annotations for result_dict and transcripts inside function get_transcripts_from_utterances * modified annotations for result_dict inside function get_transcripts_from_utterances * edited get_transcripts_from_utterances to fix type checker issues * modified class4 function in DOBPlugin * wrote unit test cases for DOBPlugin * wrote more unit test functions for DOBPlugin * handling more variations of class4 and class7_1 * annotated test cases that fall in error class7_1 * added class7_1 unit test cases * modified to add class7_1 integration test cases * wrote test function to cover the 'transform' function in DOBPlugin to attain full coverage --------- Co-authored-by: vivitsaS Co-authored-by: Manas --- dialogy/plugins/registry.py | 2 + dialogy/plugins/text/dob_plugin/__init__.py | 273 ++ poetry.lock | 3674 +++++++++-------- pyproject.toml | 1 + tests/plugin/text/test_dob_plugin/__init__.py | 0 .../text/test_dob_plugin/duckling_api.py | 42 + .../plugin/text/test_dob_plugin/ref_cases.txt | 943 +++++ .../text/test_dob_plugin/test_cases.yaml | 189 + .../text/test_dob_plugin/test_cases_desc.yaml | 467 +++ .../text/test_dob_plugin/test_dob_plugin.py | 65 + 10 files changed, 3973 insertions(+), 1683 deletions(-) create mode 100644 dialogy/plugins/text/dob_plugin/__init__.py create mode 100644 tests/plugin/text/test_dob_plugin/__init__.py create mode 100644 tests/plugin/text/test_dob_plugin/duckling_api.py create mode 100644 tests/plugin/text/test_dob_plugin/ref_cases.txt create mode 100644 tests/plugin/text/test_dob_plugin/test_cases.yaml create mode 100644 tests/plugin/text/test_dob_plugin/test_cases_desc.yaml create mode 100644 tests/plugin/text/test_dob_plugin/test_dob_plugin.py diff --git a/dialogy/plugins/registry.py b/dialogy/plugins/registry.py index fd1a3b4e..f3c7297d 100644 --- a/dialogy/plugins/registry.py +++ b/dialogy/plugins/registry.py @@ -5,6 +5,7 @@ from dialogy.plugins.text.classification.retain_intent import RetainOriginalIntentPlugin from dialogy.plugins.text.classification.xlmr import XLMRMultiClass from dialogy.plugins.text.combine_date_time import CombineDateTimeOverSlots +from dialogy.plugins.text.dob_plugin import DOBPlugin from dialogy.plugins.text.duckling_plugin import DucklingPlugin from dialogy.plugins.text.lb_plugin import DucklingPluginLB from dialogy.plugins.text.list_entity_plugin import ListEntityPlugin @@ -23,6 +24,7 @@ "CanonicalizationPlugin": CanonicalizationPlugin, "MLPMultiClass": MLPMultiClass, "MergeASROutputPlugin": MergeASROutputPlugin, + "DOBPlugin":DOBPlugin, "DucklingPlugin": DucklingPlugin, "ListEntityPlugin": ListEntityPlugin, "XLMRMultiClass": XLMRMultiClass, diff --git a/dialogy/plugins/text/dob_plugin/__init__.py b/dialogy/plugins/text/dob_plugin/__init__.py new file mode 100644 index 00000000..40157fbb --- /dev/null +++ b/dialogy/plugins/text/dob_plugin/__init__.py @@ -0,0 +1,273 @@ +import json +import re +import traceback +from typing import Any, Callable, Dict, List, Optional, Union + +import pandas as pd +from loguru import logger +from tqdm import tqdm +from word2number import w2n + +import dialogy.constants as const +from dialogy.base import Guard, Input, Output, Plugin +from dialogy.types import Utterance +from dialogy.utils import normalize + +def _post_processing_clean(transformed_transcript: str) -> str: + transformed_transcript = transformed_transcript.strip() + if " "in transformed_transcript: + transformed_transcript = transformed_transcript.replace(" ", " ") + return transformed_transcript + +def _class_7_1(transcript: str) -> str: + """ + replace all instances that look like this: + <1 or 2 digit number><4 digit number> with + <1 or 2 digit number><2 digit number><2 digit number> + """ + try: + pattern = r'^\b(\d{1,2})\s(\d{2})(\d{2})\b$' + match = re.search(pattern, transcript) + if match: + # Access matching groups using group() or groups() + full_match = match.group(0) + print("groups = ",match.group(1), match.group(2), match.group(3)) + initial = match.group(1) + two_digit_number_1 = match.group(2) + two_digit_number_2 = match.group(3) + split_four_into_2_two_digit_numbers = initial+" "+two_digit_number_1+" "+two_digit_number_2 + return _post_processing_clean(split_four_into_2_two_digit_numbers) + else: + return transcript + except: + return transcript + +def _class_4(input_string: str) -> str: + """ + cleaining + """ + # Remove all instances of "." + cleaned_string = input_string.replace(".", " ") + # Remove all instances of "it's" (case insensitive) + cleaned_string = cleaned_string.replace("it's", " ") + # replace all instances of "for" with 4 (case insensitive) + cleaned_string = cleaned_string.replace("for", "4") + # replace all instances of "-" with " " (case insensitive) + cleaned_string = cleaned_string.replace("-", " ") + # replace all instances of "st/nd/rd/th" with "" (case insensitive) + cleaned_string = re.sub(r'(\d+)(?:st|nd|rd|th)', r'\1', cleaned_string) + + + cleaned_string = _post_processing_clean(cleaned_string) + return cleaned_string + + +def _class_6(transcript: str) -> str: + """ + input: transcript that looks like- " X Y" where X is a string of numbers with or without space. Y is string- which is a + number written in words. + description: let X be as is. Only if X exist, look for Y. then convert Y into numbers- numeric digits + output: X (as is) Y(converted into numbers) + """ + """ + logic: WILL ONLY HANDLE YY IN WORDS!, NOT YYYY + 1. regex pattern- + 2 groups- + 1st: numeric characters- with or without space; + 2nd: everything that follows it - alphanumeric characters + start_idx = starting index of group 1 + 2. let group 1 be as is + 3. transform group 2: + 1. only retain the part that is a word representation of some number. end_idx = last index of this word representation of number + 2. convert this word representation of number to numbers = words_converted_to_number + 4. new_substring = group 1 + words_converted_to_number + 5. replace the start_idx to last_idx part of the original string with new_substring + 6. return transformed string + """ + + # Regex pattern to capture numeric part and remaining words separately + pattern = re.compile(r"(\b\d+\s*\d*\b|\b\d+\b)(.*)", re.IGNORECASE) + + match = re.search(pattern, transcript) + + if match: + numeric_part = match.group(1) + remaining_words = match.group(2) or "" + try: + words_converted_to_number = str(w2n.word_to_num(remaining_words)) + if len(words_converted_to_number) <= 2: + + # Construct the transformed substring + transformed_transcript = numeric_part + " " + words_converted_to_number + return _post_processing_clean(transformed_transcript) + except: + pass + return transcript # Return original transcript if no match + + +def _class_5(transcript: str) -> str: + """ + input: transcript that looks like-"xx:yy " + description: replace ":" with " "; if yy = 00 or 0y: replace yy with " " or if 0y, replace 0 with "" + output: xx yy + """ + + # Your regex pattern + pattern = re.compile(r"\b(\d{1,2}):(\d{2})\b") + + match = pattern.search(transcript) + + if match: + hours, minutes = match.groups() + start_idx, hours_end = match.start(1), match.end(1) + minutes_start, end_idx = match.start(2), match.end(2) + + # Modifying the minutes based on the conditions + if minutes == "00": + minutes = "" + elif minutes.startswith("0"): + minutes = "" + minutes[1] + + # Combining the modified hours and minutes + result = hours + " " + minutes + transformed_transcript = transcript[:start_idx] + result + transcript[end_idx:] + return _post_processing_clean(transformed_transcript) + + else: + # Handle invalid input + return transcript + + +def _transform_invalid_date(transcript: str) -> str: + """ + input: transcripts that are responses for when the user is asked their + dob for authentication and are not recognised as dates by duckling + output: trasnformed transcript recognised by duckling as date (closest valid date) + description: handling class 5 error + """ + transcript = _class_4(transcript) + transcript = _class_5(transcript) + transcript = _class_6(transcript) + transcript = _class_7_1(transcript) + return transcript + + +def get_transcripts_from_utterances( + utterances: List[Utterance], func_transcript: Callable[[str], str] +) -> List[str]: + """ + input: utterances = [ + [{'transcript': '102998', 'confidence': None}, + {'transcript': '10 29 98', 'confidence': None}, + {'transcript': '1029 niniety eight', 'confidence': None}] + ] + description: access each transcript, confidence score pair, get + the result of ; + get a dictionary containing all results; + order this dictionary in decreasing order of confidence score + output: + best_transcript, + """ + result_dict: Dict[str, Any] = {} + transcripts: List[str] = [] + + for utterance_set in utterances: + for utterance in utterance_set: + transcript = utterance.get("transcript", "") + confidence = utterance.get("confidence", 0) + + confidence = ( + 0 if confidence is None else confidence + ) # Ensure confidence is not None + result = func_transcript(str(transcript)) + if result == None: + result = "" + confidence = 0 + if result in result_dict: + result_dict[result] += confidence + else: + result_dict[result] = confidence + + # Sort the result_dict based on confidence in descending order + sorted_result = { + k: v + for k, v in sorted(result_dict.items(), key=lambda item: item[1], reverse=True) + if v is not None + } + transcripts = sorted(sorted_result, key=lambda x: sorted_result[x], reverse=True) + + return transcripts + + +def get_dob(utterances: List[Utterance]) -> List[str]: + try: + # print("UTTERS:", utterances) + transcripts = normalize(utterances) + invalid_transcript = len(transcripts) == 1 and any( + token.lower() in transcripts for token in const.INVALID_TOKENS + ) + if invalid_transcript or not transcripts: + return [] + else: + # best_transcript = _format_date(utterances) + # print("transcripts = ", transcripts) + transcripts = get_transcripts_from_utterances( + utterances=utterances, func_transcript=_transform_invalid_date + ) + # print("dob output:",transcripts) + return transcripts + except TypeError as type_error: + raise TypeError("`transcript` is expected in the ASR output.") from type_error + + +class DOBPlugin(Plugin): + def __init__( + self, + input_column: str = const.ALTERNATIVES, + output_column: Optional[str] = None, + use_transform: bool = False, + dest: Optional[str] = None, + guards: Optional[List[Guard]] = None, + debug: bool = False, + **kwargs: Any, + ) -> None: + super().__init__( + dest=dest, + guards=guards, + input_column=input_column, + output_column=output_column, + use_transform=use_transform, + debug=debug, + **kwargs, + ) + + async def utility(self, input: Input, _: Output) -> Any: + # return input.best_transcript + return get_dob(input.utterances) + + async def transform(self, training_data: pd.DataFrame) -> pd.DataFrame: + if not self.use_transform: + return training_data + + training_data["use"] = True + logger.debug(f"Transforming dataset via {self.__class__.__name__}") + for i, row in tqdm(training_data.iterrows(), total=len(training_data)): + asr_output = None + try: + asr_output = json.loads(row[self.input_column]) + if asr_output and (dob := get_dob(asr_output)): + training_data.loc[i, self.output_column] = dob[0] + else: + training_data.loc[i, "use"] = False + except Exception as error: # pylint: disable=broad-except + training_data.loc[i, "use"] = False + logger.error(f"{error} -- {asr_output}\n{traceback.format_exc()}") + + training_data_ = training_data[training_data.use].copy() + training_data_.drop("use", axis=1, inplace=True) + discarded_data = len(training_data) - len(training_data_) + if discarded_data: + logger.debug( + f"Discarding {discarded_data} samples because the alternatives couldn't be parsed." + ) + return training_data_ diff --git a/poetry.lock b/poetry.lock index dcd859e5..9c09b777 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2,112 +2,100 @@ [[package]] name = "aiohttp" -version = "3.8.5" +version = "3.9.1" description = "Async http client/server framework (asyncio)" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.8" files = [ - {file = 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requests.post( + f"http://{DUCKLING_HOST}/parse", + headers=headers, + data=duckling_req_payload, + ) + if response: + # Parse the JSON response + json_response = json.loads(response.text) + + # Find the dictionary with 'dims' equal to 'time' or 'date' + for entry in json_response: + if entry.get('dim') in ['time', 'date']: + + # Access the 'value' of the first 'values' + json_response = entry.get('value', {}).get('values', [{}])[0].get('value') + + + return json_response + else: + print("empty duckling response for:",text) + return "dim = time not found!" \ No newline at end of file diff --git a/tests/plugin/text/test_dob_plugin/ref_cases.txt b/tests/plugin/text/test_dob_plugin/ref_cases.txt new file mode 100644 index 00000000..f2f3a9f5 --- /dev/null +++ b/tests/plugin/text/test_dob_plugin/ref_cases.txt @@ -0,0 +1,943 @@ +"alternatives": [ + { + "confidence": 0.7701089, + "transcript": "1029 nineteen eighty" + }, + { + "confidence": 0.546607, + "transcript": "on 29th 1980" + }, + { + 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0.5801449, + "transcript": "12:12. 72" + }, + { + "confidence": 0.68844926, + "transcript": "12:12 72" + } + ] + + +"alternatives": [ + { + "confidence": 0.86378163, + "transcript": "4:45" + }, + { + "confidence": 0.751487, + "transcript": "4th 85" + }, + { + "confidence": 0.56624573, + "transcript": "4 for the 85" + }, + { + "confidence": 0.56624573, + "transcript": "4 for a 85" + }, + { + "confidence": 0.375, + "transcript": "485" + }, + { + "confidence": 0.5542795, + "transcript": "on 4th 85" + }, + { + "confidence": 0.56624573, + "transcript": "4 for an 85" + }, + { + "confidence": 0.6426135, + "transcript": "4 for 85" + }, + { + "confidence": 0.5617315, + "transcript": "4 or 4:35" + }, + { + "confidence": 0.375, + "transcript": "on 485" + } + ] + +"alternatives": [ + { + "confidence": 0.9128386, + "transcript": "61257" + }, + { + "confidence": 0.9128386, + "transcript": "6125 seven" + }, + { + "confidence": 0.375, + "transcript": "6125 7" + }, + { + "confidence": 0.375, + "transcript": "612 57" + }, + { + "confidence": 0.375, + "transcript": "6 1 2 5 7" + } + ] + +"alternatives": [ + { + "confidence": 0.6770064, + "transcript": "3 to 76" + }, + { + "confidence": 0.6036487, + "transcript": "3 to 7 to 6" + }, + { + "confidence": 0.5948184, + "transcript": "3 to 7:36" + }, + { + "confidence": 0.375, + "transcript": "3276" + }, + { + "confidence": 0.54370093, + "transcript": "3 276" + }, + { + "confidence": 0.55042934, + "transcript": "3 to 7. 6" + }, + { + "confidence": 0.6471291, + "transcript": "3 to Seventy-Six" + }, + { + "confidence": 0.5608109, + "transcript": "3 to 270 6" + }, + { + "confidence": 0.6479101, + "transcript": "3 to 76." + }, + { + "confidence": 0.5608109, + "transcript": "3 to 70 6" + } + ] + +"alternatives": [ + { + "confidence": 0.47632036, + "transcript": "7:29 1990" + }, + { + "confidence": 0.44110787, + "transcript": "729-9090" + }, + { + "confidence": 0.4213582, + "transcript": "79 nineteen ninety" + }, + { + "confidence": 0.39615512, + "transcript": "7th 2019 9th" + }, + { + "confidence": 0.43880254, + "transcript": "7th 2990" + }, + { + "confidence": 0.40152285, + "transcript": "7:20 9 99 cent" + }, + { + "confidence": 0.39879423, + "transcript": "7 29 99 cent" + }, + { + "confidence": 0.46817553, + "transcript": "7:29 99th" + }, + { + "confidence": 0.42997542, + "transcript": "7:29 99 cent" + }, + { + "confidence": 0.3934703, + "transcript": "7th 29 99 cent" + } + ] + + +"alternatives": [ + { + "confidence": 0.013324062, + "transcript": "5290" + }, + { + "confidence": 0.14356692, + "transcript": "5:29" + } + ] + +"alternatives": [ + { + "confidence": 0.5503342, + "transcript": "6th 1278" + }, + { + "confidence": 0.41715455, + "transcript": "6 2078" + }, + { + "confidence": 0.43887377, + "transcript": "6th 2070 8" + }, + { + "confidence": 0.46879363, + "transcript": "6th 2078" + }, + { + "confidence": 0.38831332, + "transcript": "6 to oh seventy-eight" + }, + { + "confidence": 0.46021625, + "transcript": "6 1278" + }, + { + "confidence": 0.4284574, + "transcript": "6th 2070 a" + }, + { + "confidence": 0.39916015, + "transcript": "6 12:00 78" + }, + { + "confidence": 0.375, + "transcript": "6:07" + }, + { + "confidence": 0.4391328, + "transcript": "6th 2070 8th" + } + ] + +"alternatives": [ + { + "confidence": 0.71429694, + "transcript": "1116 48" + }, + { + "confidence": 0.4608461, + "transcript": "11 1648" + }, + { + "confidence": 0.54803085, + "transcript": "1116 48th" + }, + { + "confidence": 0.7184105, + "transcript": "11:16 48" + }, + { + "confidence": 0.54803085, + "transcript": "1116 Forty-Eight" + }, + { + "confidence": 0.5521444, + "transcript": "11:16 48th" + }, + { + "confidence": 0.5521444, + "transcript": "11:16 Forty-Eight" + }, + { + "confidence": 0.49309626, + "transcript": "11:16 forty eight" + }, + { + "confidence": 0.54803085, + "transcript": "1116 488" + } + ] + +"alternatives": [ + { + "confidence": 0.661171, + "transcript": "8469" + }, + { + "confidence": 0.3945848, + "transcript": "8 for 69" + }, + { + "confidence": 0.5182074, + "transcript": "84 69" + }, + { + "confidence": 0.46069714, + "transcript": "8 469" + }, + { + "confidence": 0.46590602, + "transcript": "84 or 69" + }, + { + "confidence": 0.40705696, + "transcript": "May 8th for 69" + }, + { + "confidence": 0.5525972, + "transcript": "8 for sixty nine" + }, + { + "confidence": 0.46697605, + "transcript": "8 for 6:39" + }, + { + "confidence": 0.36379066, + "transcript": "08 for 69" + }, + { + "confidence": 0.39472976, + "transcript": "8 for 60 9" + } + ] + +"alternatives": [ + { + "confidence": 0.60194904, + "transcript": "10:26 to 6" + }, + { + "confidence": 0.90481335, + "transcript": "1026" + }, + { + "confidence": 0.90481335, + "transcript": "10:26" + }, + { + "confidence": 0.63990664, + "transcript": "1026 T6" + }, + { + "confidence": 0.6439193, + "transcript": "10:20 66" + }, + { + "confidence": 0.4198199, + "transcript": "10th 2066" + }, + { + "confidence": 0.90481335, + "transcript": "1026 6" + }, + { + "confidence": 0.6439193, + "transcript": "1020 $66" + }, + { + "confidence": 0.57677674, + "transcript": "10:26 to 6." + }, + { + "confidence": 0.6439193, + "transcript": "1020 66" + } + ] + + "alternatives": [ + { + "confidence": 0.46652526, + "transcript": "1026 T6" + }, + { + "confidence": 0.54813075, + "transcript": "10:20 66" + }, + { + "confidence": 0.4576525, + "transcript": "10 2066" + }, + { + "confidence": 0.54542094, + "transcript": "1020 66" + }, + { + "confidence": 0.5505544, + "transcript": "10:20 sixty-six" + }, + { + "confidence": 0.54892546, + "transcript": "1020 66th" + }, + { + "confidence": 0.37233654, + "transcript": "n 2066" + }, + { + "confidence": 0.54892546, + "transcript": "1020 sixty-six" + }, + { + "confidence": 0.5505544, + "transcript": "10:20 66th" + }, + { + "confidence": 0.4904205, + "transcript": "10:20 sixty six" + } + ] + + "alternatives": [ + { + "confidence": 0.8917927, + "transcript": "October 20th 1960" + }, + { + "confidence": 0.5253096, + "transcript": "October 20th nineteen 6" + }, + { + "confidence": 0.64947116, + "transcript": "October 20th nineteen sixty" + }, + { + "confidence": 0.4186621, + "transcript": "October twentieth nineteen 6" + }, + { + "confidence": 0.5701048, + "transcript": "October twentieth nineteen sixty" + }, + { + "confidence": 0.52991045, + "transcript": "October 20th nineteen six" + }, + { + "confidence": 0.4232629, + "transcript": "October twentieth nineteen six" + }, + { + "confidence": 0.66398025, + "transcript": "October twentieth 1960" + } + ], + "areSlotsFilled": true, + "areSlotsReused": false, + "asr_provider": "", + "asr_references": [ + { + "config": { + "encoding": 1, + "max_alternatives": 10, + "model": "phone_call", + "sample_rate_hertz": 8000 + }, + "default": true, + "provider": 1 + }, + { + "config": { + "encoding": 1, + "max_alternatives": 10, + "model": "latest_short", + "sample_rate_hertz": 8000 + }, + "provider": 1 + } + ] + +"alternatives": [ + { + "confidence": 0.63681567, + "transcript": "5173" + }, + { + "confidence": 0.37027207, + "transcript": "5 1 7 3" + }, + { + "confidence": 0.375, + "transcript": "517 3" + }, + { + "confidence": 0.43302935, + "transcript": "5 173" + }, + { + "confidence": 0.40401468, + "transcript": "5 17 3" + }, + { + "confidence": 0.39240882, + "transcript": "5 one seven 3" + }, + { + "confidence": 0.3849479, + "transcript": "5 One 7 to 3" + } + ] + +"alternatives": [ + { + "confidence": 0.80872846, + "transcript": "6:28" + }, + { + "confidence": 0.5990994, + "transcript": "6th 2098" + }, + { + "confidence": 0.69738317, + "transcript": "6:20 98" + }, + { + "confidence": 0.6439193, + "transcript": "6098" + } + ] + +"alternatives": [ + { + "confidence": 0.7583141, + "transcript": "1:20 for 1992" + }, + { + "confidence": 0.73677015, + "transcript": "1:24 1992" + }, + { + "confidence": 0.7009103, + "transcript": "1:24. 1992" + }, + { + "confidence": 0.68460345, + "transcript": "1 24 1992" + }, + { + "confidence": 0.62919056, + "transcript": "124 1992" + }, + { + "confidence": 0.7087341, + "transcript": "1:20 for 1992." + }, + { + "confidence": 0.678026, + "transcript": "1:20 for a 1992" + }, + { + "confidence": 0.6962385, + "transcript": "1:20 4 1992" + }, + { + "confidence": 0.60957426, + "transcript": "1:20 for 992" + }, + { + "confidence": 0.6161801, + "transcript": "1:24 or 1992" + } + ] + +"alternatives": [ + { + "confidence": 0.79604435, + "transcript": "24th 1992 1:20" + }, + { + "confidence": 0.71225655, + "transcript": "24th 1990 to 1:20" + }, + { + "confidence": 0.7704174, + "transcript": "24th June 1992 1:20" + }, + { + "confidence": 0.64480525, + "transcript": "24th nineteen ninety to 1:20" + }, + { + "confidence": 0.5546568, + "transcript": "2014 nineteen ninety to 1:20" + }, + { + "confidence": 0.6990196, + "transcript": "24th nineteen ninety two 1:20" + }, + { + "confidence": 0.55613166, + "transcript": "2014 nineteen ninety two 1:20" + }, + { + "confidence": 0.60154206, + "transcript": "24th nineteen ninety-two 1:20" + }, + { + "confidence": 0.8116609, + "transcript": "24th 1992" + }, + { + "confidence": 0.47245285, + "transcript": "2014 nineteen ninety-two 1:20" + } + ] + +"alternatives": [ + { + "confidence": 0.71024805, + "transcript": "it's 12:00 1936" + }, + { + "confidence": 0.6879978, + "transcript": "it's 12 1936" + }, + { + "confidence": 0.6273291, + "transcript": "it's 12:00 and 1936" + }, + { + "confidence": 0.5542795, + "transcript": "it's 1219 36" + }, + { + "confidence": 0.6777052, + "transcript": "it's twelve 1936" + }, + { + "confidence": 0.5094596, + "transcript": "it's twelve nineteen thirty-six" + }, + { + "confidence": 0.5542795, + "transcript": "it's 1219 thirty-six" + }, + { + "confidence": 0.5542795, + "transcript": "it's 1219. 36" + }, + { + "confidence": 0.5542795, + "transcript": "it's 1219 36." + }, + { + "confidence": 0.7364886, + "transcript": "it's 12 and 1936" + } + ] + +"alternatives": [ + { + "confidence": 0.91283864, + "transcript": "December 19th" + }, + { + "confidence": 0.55427957, + "transcript": "December nineteenth" + } + ] \ No newline at end of file diff --git a/tests/plugin/text/test_dob_plugin/test_cases.yaml b/tests/plugin/text/test_dob_plugin/test_cases.yaml new file mode 100644 index 00000000..242e98ca --- /dev/null +++ b/tests/plugin/text/test_dob_plugin/test_cases.yaml @@ -0,0 +1,189 @@ +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "6 to 4:59" + expected: "6 to 4 59" + +- function: transform_invalid_transcript + description: "error classes: 4" + transcript: "12.34-it's" + expected: "12 34" + +- function: transform_invalid_transcript + description: "error classes: 4" + transcript: "6 for 59" + expected: "6 4 59" + +- function: transform_invalid_transcript + description: "error classes: 4, 5" + transcript: "7:27. 6:33" + expected: "7 27 6:33" + +- function: transform_invalid_transcript + description: "error classes: 4, 5" + transcript: "it's 3:10 1960" + expected: "3 10 1960" + +- function: transform_invalid_transcript + description: "error classes: -" + transcript: "1215 96" + expected: "1215 96" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "12 12:00 72" + expected: "12 12 72" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "12:06 96" + expected: "12 6 96" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "4th 85" + expected: "4 85" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "4 for 85" + expected: "4 4 85" + + +- function: transform_invalid_transcript + description: "error classes: 7" + transcript: "7 2763" + expected: "7 27 63" + +- function: transform_invalid_transcript + description: "error classes: 7" + transcript: "12 1272" + expected: "12 12 72" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "12 12:00 72" + expected: "12 12 72" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "7th 2019 9th" + expected: "7 2019 9" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "7th 2990" + expected: "7 29 90" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "6th 1278" + expected: "6 12 78" + +- function: transform_invalid_transcript + description: "error classes: 7" + transcript: "6 2078" + expected: "6 20 78" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "6th 2070 8" + expected: "6 2070 8" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "6th 2078" + expected: "6 20 78" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "6 12:00 78" + expected: "6 12 78" + +- function: transform_invalid_transcript + description: "error classes: 5" + transcript: "6:07" + expected: "6 7" + +- function: transform_invalid_transcript + description: "error classes: 7" + transcript: "11 1648" + expected: "11 16 48" + +- function: transform_invalid_transcript + description: "error classes: 4" + transcript: "8 for 1969" + expected: "8 4 1969" + +- function: transform_invalid_transcript + description: "error classes: -" + transcript: "1026" + expected: "1026" + +- function: transform_invalid_transcript + description: "error classes: 4, 7" + transcript: "10th 2066" + expected: "10 20 66" + +- function: transform_invalid_transcript + description: "error classes: 4, 7, should be '10 20 66' " + transcript: "ten 2066" + expected: "ten 2066" + +- function: transform_invalid_transcript + description: "error classes: 4, 5 " + transcript: "1:24. 1992" + expected: "1 24 1992" + +- function: transform_invalid_transcript + description: "error classes: 4, 5, 7" + transcript: "it's 12:00 1936" + expected: "12 19 36" + +- function: transform_invalid_transcript + description: "error classes: -" + transcript: "123 3456" + expected: "123 3456" + +- function: transform_invalid_transcript + description: "error classes: -" + transcript: "5 4 6778" + expected: "5 4 6778" + + + +- function: get_transcripts_from_utterances + description: "sorted on confidence" + utterances: + - + - confidence: 0.6564267 + transcript: "6 to 4:59" + - confidence: 0.65825063 + transcript: "6459" + - confidence: 0.7236573 + transcript: "6:59" + - confidence: 0.7435373 + transcript: "6th 4:59" + - confidence: 0.42740962 + transcript: "6 for 59" + - confidence: 0.62294835 + transcript: "6 or 4:59" + - confidence: 0.5137664 + transcript: "6 459" + - confidence: 0.44438317 + transcript: "6 4:50 9" + - confidence: 0.37032515 + transcript: "64 59" + - confidence: 0.44438317 + transcript: "6 for fifty-nine" + expected: + - + - "6th 4:59" + - "6:59" + - "6459" + - "6 to 4:59" + - "6 or 4:59" + - "6 459" + - "6 4:50 9" + - "6 for fifty-nine" + - "6 for 59" + - "64 59" \ No newline at end of file diff --git a/tests/plugin/text/test_dob_plugin/test_cases_desc.yaml b/tests/plugin/text/test_dob_plugin/test_cases_desc.yaml new file mode 100644 index 00000000..6daf2384 --- /dev/null +++ b/tests/plugin/text/test_dob_plugin/test_cases_desc.yaml @@ -0,0 +1,467 @@ +- utterances: + - + - confidence: 0.6564267 + transcript: "6 to 4:59" + - confidence: 0.65825063 + transcript: "6459" + - confidence: 0.7236573 + transcript: "6:59" + - confidence: 0.7435373 + transcript: "6th 4:59" + - confidence: 0.42740962 + transcript: "6 for 59" + - confidence: 0.62294835 + transcript: "6 or 4:59" + - confidence: 0.5137664 + transcript: "6 459" + - confidence: 0.44438317 + transcript: "6 4:50 9" + - confidence: 0.37032515 + transcript: "64 59" + - confidence: 0.44438317 + transcript: "6 for fifty-nine" + expected: "6 4 59" + description: "call 1, id: I266498697, error_category: 3, 6" + +- utterances: + - + - confidence: 0.6564267 + transcript: "6 to 4:59" + - confidence: 0.65825063 + transcript: "6459" + - confidence: 0.7236573 + transcript: "6:59" + - confidence: 0.7435373 + transcript: "6th 4:59" + - confidence: 0.42740962 + transcript: "6 for 59" + - confidence: 0.62294835 + transcript: "6 or 4:59" + - confidence: 0.5137664 + transcript: "6 459" + - confidence: 0.44438317 + transcript: "6 4:50 9" + - confidence: 0.37032515 + transcript: "64 59" + - confidence: 0.44438317 + transcript: "6 for fifty-nine" + expected: "6 4 59" + description: "call 2, id: I275609977, error_category: 3, 6 " + +- utterances: + - + - confidence: 0.6454812 + transcript: "7 2763" + - confidence: 0.39310354 + transcript: "7th 2763" + - confidence: 0.36840641 + transcript: "7:20 763" + - confidence: 0.36022073 + transcript: "7:27 63" + - confidence: 0.37189767 + transcript: "7:27. 6 to 3" + - confidence: 0.36332303 + transcript: "7:27. 63" + - confidence: 0.36600232 + transcript: "7:27 to 6:33" + - confidence: 0.37127718 + transcript: "7:27 to 6 to 3" + - confidence: 0.36204123 + transcript: "7:20 seven sixty-three" + - confidence: 0.3695277 + transcript: "727 63" + expected: "July 27th 1963" + description: "call 4, id: O10830646109, error_category: 3, 7" + +- utterances: + - + - confidence: 0.9122844 + transcript: "July 27th 1960" + - confidence: 0.5956998 + transcript: "July 27th nineteen 6" + - confidence: 0.7403251 + transcript: "July 27th nineteen sixty" + - confidence: 0.5970477 + transcript: "July twenty seventh nineteen sixty" + - confidence: 0.5873656 + transcript: "July twenty seventh nineteen 6" + - confidence: 0.7395463 + transcript: "July the 27th 1960" + - confidence: 0.59013546 + transcript: "July twenty-seventh nineteen sixty" + expected: "July 27th 1960" + description: "call 4, id: O10830646109, error_category: 6" + +- utterances: + - + - confidence: 0.54951096 + transcript: "1212 72" + - confidence: 0.5891804 + transcript: "12:12 is 72" + - confidence: 0.5092191 + transcript: "12:12 to 72" + - confidence: 0.47724038 + transcript: "12 12:00 is 72" + - confidence: 0.62284434 + transcript: "12:12 72" + - confidence: 0.48582697 + transcript: "12 12:00 72" + - confidence: 0.5595205 + transcript: "1212 is 72" + - confidence: 0.5399843 + transcript: "12:12 is seventy-two" + - confidence: 0.5087993 + transcript: "12 1272" + - confidence: 0.5312013 + transcript: "1212 and 72" + expected: "12 12 72" + description: "call 5, id: O10854145401, error_category:" + +- utterances: + - + - confidence: 0.9128385 + transcript: "December 12th 1972" + - confidence: 0.6221639 + transcript: "December 12th nineteen seventy two" + - confidence: 0.5165949 + transcript: "December 12th nineteen seventy-two" + - confidence: 0.5337697 + transcript: "December twelfth nineteen seventy two" + - confidence: 0.4189055 + transcript: "December twelfth nineteen seventy-two" + - confidence: 0.7045402 + transcript: "December twelfth 1972" + expected: "December 12th 1972" + description: "call 5, id: O10854145401, error_category: 6" + +- utterances: + - + - confidence: 0.7422427 + transcript: "1212 72" + - confidence: 0.6226069 + transcript: "12:12 to 72" + - confidence: 0.39931288 + transcript: "12 to 12:32" + - confidence: 0.5041511 + transcript: "1212 to 72" + - confidence: 0.47186333 + transcript: "1212. 72" + - confidence: 0.5665432 + transcript: "1212 $72" + - confidence: 0.41034815 + transcript: "12 12:00 72" + - confidence: 0.46337035 + transcript: "12 1272" + - confidence: 0.5801449 + transcript: "12:12. 72" + - confidence: 0.68844926 + transcript: "12:12 72" + expected: "12 12 72" + description: "call 5, id: O10854145401, error_category:" + +- utterances: + - + - confidence: 0.86378163 + transcript: "4:45" + - confidence: 0.751487 + transcript: "4th 85" + - confidence: 0.56624573 + transcript: "4 for the 85" + - confidence: 0.56624573 + transcript: "4 for a 85" + - confidence: 0.375 + transcript: "485" + - confidence: 0.5542795 + transcript: "on 4th 85" + - confidence: 0.56624573 + transcript: "4 for an 85" + - confidence: 0.6426135 + transcript: "4 for 85" + - confidence: 0.5617315 + transcript: "4 or 4:35" + - confidence: 0.375 + transcript: "on 485" + expected: "4 4 85" + description: "call 6, id: O10854283846, error_category: 3" + +- utterances: + - + - confidence: 0.6770064 + transcript: "3 to 76" + - confidence: 0.6036487 + transcript: "3 to 7 to 6" + - confidence: 0.5948184 + transcript: "3 to 7:36" + - confidence: 0.375 + transcript: "3276" + - confidence: 0.54370093 + transcript: "3 276" + - confidence: 0.55042934 + transcript: "3 to 7. 6" + - confidence: 0.6471291 + transcript: "3 to Seventy-Six" + - confidence: 0.5608109 + transcript: "3 to 270 6" + - confidence: 0.6479101 + transcript: "3 to 76." + - confidence: 0.5608109 + transcript: "3 to 70 6" + expected: "3 2 76" + description: "call 7, id: O10945174938, error_category: 3, 6" + +- utterances: + - + - confidence: 0.47632036 + transcript: "7:29 1990" + - confidence: 0.44110787 + transcript: "729-9090" + - confidence: 0.4213582 + transcript: "79 nineteen ninety" + - confidence: 0.39615512 + transcript: "7th 2019 9th" + - confidence: 0.43880254 + transcript: "7th 2990" + - confidence: 0.40152285 + transcript: "7:20 9 99 cent" + - confidence: 0.39879423 + transcript: "7 29 99 cent" + - confidence: 0.46817553 + transcript: "7:29 99th" + - confidence: 0.42997542 + transcript: "7:29 99 cent" + - confidence: 0.3934703 + transcript: "7th 29 99 cent" + expected: "7 29 1990" + description: "call 8, id: O10949637986, error_category: 6" + +- utterances: + - + - confidence: 0.5503342 + transcript: "6th 1278" + - confidence: 0.41715455 + transcript: "6 2078" + - confidence: 0.43887377 + transcript: "6th 2070 8" + - confidence: 0.46879363 + transcript: "6th 2078" + - confidence: 0.38831332 + transcript: "6 to oh seventy-eight" + - confidence: 0.46021625 + transcript: "6 1278" + - confidence: 0.4284574 + transcript: "6th 2070 a" + - confidence: 0.39916015 + transcript: "6 12:00 78" + - confidence: 0.375 + transcript: "6:07" + - confidence: 0.4391328 + transcript: "6th 2070 8th" + expected: "6 20 78" + description: "call 9, id: O10951948585, error_category: 6" + +- utterances: + - + - confidence: 0.71429694 + transcript: "1116 48" + - confidence: 0.4608461 + transcript: "11 1648" + - confidence: 0.54803085 + transcript: "1116 48th" + - confidence: 0.7184105 + transcript: "11:16 48" + - confidence: 0.54803085 + transcript: "1116 Forty-Eight" + - confidence: 0.5521444 + transcript: "11:16 48th" + - confidence: 0.5521444 + transcript: "11:16 Forty-Eight" + - confidence: 0.49309626 + transcript: "11:16 forty eight" + - confidence: 0.54803085 + transcript: "1116 488" + expected: "11 16 48" + description: "call 10, id: O10957594915, error_category:" + +- utterances: + - + - confidence: 0.661171 + transcript: "8469" + - confidence: 0.3945848 + transcript: "8 for 69" + - confidence: 0.5182074 + transcript: "84 69" + - confidence: 0.46069714 + transcript: "8 469" + - confidence: 0.46590602 + transcript: "84 or 69" + - confidence: 0.40705696 + transcript: "May 8th for 69" + - confidence: 0.5525972 + transcript: "8 for sixty nine" + - confidence: 0.46697605 + transcript: "8 for 6:39" + - confidence: 0.36379066 + transcript: "08 for 69" + - confidence: 0.39472976 + transcript: "8 for 60 9" + expected: "8 4 69" + description: "call 11, id: O10962323127, error_category: 3" + +- utterances: + - + - confidence: 0.60194904 + transcript: "10:26 to 6" + - confidence: 0.90481335 + transcript: "1026" + - confidence: 0.90481335 + transcript: "10:26" + - confidence: 0.63990664 + transcript: "1026 T6" + - confidence: 0.6439193 + transcript: "10:20 66" + - confidence: 0.4198199 + transcript: "10th 2066" + - confidence: 0.90481335 + transcript: "1026 6" + - confidence: 0.6439193 + transcript: "1020 $66" + - confidence: 0.57677674 + transcript: "10:26 to 6." + - confidence: 0.6439193 + transcript: "1020 66" + expected: "10 20 66" + description: "call 12, id: O10964558225, error_category: 3" + +- utterances: + - + - confidence: 0.46652526 + transcript: "1026 T6" + - confidence: 0.54813075 + transcript: "10:20 66" + - confidence: 0.4576525 + transcript: "10 2066" + - confidence: 0.54542094 + transcript: "1020 66" + - confidence: 0.5505544 + transcript: "10:20 sixty-six" + - confidence: 0.54892546 + transcript: "1020 66th" + - confidence: 0.37233654 + transcript: "ten 2066" + - confidence: 0.54892546 + transcript: "1020 sixty-six" + - confidence: 0.5505544 + transcript: "10:20 66th" + - confidence: 0.4904205 + transcript: "10:20 sixty six" + expected: "10 20 66" + description: "call 12, id: O10964558225, error_category: 3" + +- utterances: + - + - confidence: 0.8917927 + transcript: "October 20th 1960" + - confidence: 0.5253096 + transcript: "October 20th nineteen 6" + - confidence: 0.64947116 + transcript: "October 20th nineteen sixty" + - confidence: 0.4186621 + transcript: "October twentieth nineteen 6" + - confidence: 0.3 + transcript: "October twentieth nineteen sixty" + - confidence: 0.52991045 + transcript: "October 20th nineteen six" + - confidence: 0.4232629 + transcript: "October twentieth nineteen six" + - confidence: 0.66398025 + transcript: "October twentieth 1960" + expected: "October 20th, 1960" + description: "call 12, id: O10964558225, error_category:" + +- utterances: + - + - confidence: 0.80872846 + transcript: "6:28" + - confidence: 0.5990994 + transcript: "6th 2098" + - confidence: 0.69738317 + transcript: "6:20 98" + - confidence: 0.6439193 + transcript: "6098" + expected: "6 20 98" + description: "call 14, id: O10974913596, error_category:" + +- utterances: + - + - confidence: 0.7583141 + transcript: "1:20 for 1992" + - confidence: 0.73677015 + transcript: "1:24 1992" + - confidence: 0.7009103 + transcript: "1:24. 1992" + - confidence: 0.68460345 + transcript: "1 24 1992" + - confidence: 0.62919056 + transcript: "124 1992" + - confidence: 0.7087341 + transcript: "1:20 for 1992." + - confidence: 0.678026 + transcript: "1:20 for a 1992" + - confidence: 0.6962385 + transcript: "1:20 4 1992" + - confidence: 0.60957426 + transcript: "1:20 for 992" + - confidence: 0.6161801 + transcript: "1:24 or 1992" + expected: "1 24 1992" + description: "call 15, id: O10975075455, error_category: 3" + +- utterances: + - + - confidence: 0.71024805 + transcript: "it's 12:00 1936" + - confidence: 0.6879978 + transcript: "it's 12 1936" + - confidence: 0.6273291 + transcript: "it's 12:00 and 1936" + - confidence: 0.5542795 + transcript: "it's 1219 36" + - confidence: 0.6777052 + transcript: "it's twelve 1936" + - confidence: 0.5094596 + transcript: "it's twelve nineteen thirty-six" + - confidence: 0.5542795 + transcript: "it's 1219 thirty-six" + - confidence: 0.5542795 + transcript: "it's 1219. 36" + - confidence: 0.5542795 + transcript: "it's 1219 36." + - confidence: 0.7364886 + transcript: "it's 12 and 1936" + expected: "12 19 36" + description: "call 16, id: O10975094075, error_category: 2" + +- utterances: + - + - confidence: 0.71024805 + transcript: "it's 12:00 1936" + - confidence: 0.6879978 + transcript: "it's 12 1936" + - confidence: 0.6273291 + transcript: "it's 12:00 and 1936" + - confidence: 0.5542795 + transcript: "it's 1219 36" + - confidence: 0.6777052 + transcript: "it's twelve 1936" + - confidence: 0.5094596 + transcript: "it's twelve nineteen thirty-six" + - confidence: 0.5542795 + transcript: "it's 1219 thirty-six" + - confidence: 0.5542795 + transcript: "it's 1219. 36" + - confidence: 0.5542795 + transcript: "it's 1219 36." + - confidence: 0.7364886 + transcript: "it's 12 and 1936" + expected: "12 19 36" + description: "call 16, id: O10975094075, error_category:" \ No newline at end of file diff --git a/tests/plugin/text/test_dob_plugin/test_dob_plugin.py b/tests/plugin/text/test_dob_plugin/test_dob_plugin.py new file mode 100644 index 00000000..03fa18f0 --- /dev/null +++ b/tests/plugin/text/test_dob_plugin/test_dob_plugin.py @@ -0,0 +1,65 @@ +import json + +import pandas as pd +import pytest +from typing import Any, List, Optional, Union, Dict +from typing import Any, Callable, List +from dialogy.types import Utterance + +from dialogy.base import Input +from dialogy.plugins.text.dob_plugin import _transform_invalid_date, get_transcripts_from_utterances +from dialogy.plugins.registry import DOBPlugin +from dialogy.workflow import Workflow +from tests import load_tests, MockResponse +# from tests.plugin.text.test_dob_plugin.duckling_api import get_entities_from_duckling + +get_dob = DOBPlugin( + dest="input.transcripts", use_transform=True, input_column="data" +) + +@pytest.mark.asyncio +@pytest.mark.parametrize("test_case", load_tests("cases", __file__)) +async def test_transform_invalid_date(test_case) -> None: + """ + These test cases cover different scenarios: + - A valid transcript with no transformation needed. + - Class 4 transformation scenario + - Class 5 transformation scenario (hours and minutes). + - Class 6 transformation scenario (numeric and word representation). + - Class 7 transformation scenario + - Combined transformations from both Class 4,5,6,7. + """ + if test_case["function"]=="transform_invalid_transcript": + print("testing function:",test_case["function"]) + print("description:",test_case["description"]) + result = _transform_invalid_date(test_case["transcript"]) + print("result = ", result) + print("expected = ",test_case["expected"]) + assert result == test_case["expected"] + + +@pytest.mark.asyncio +@pytest.mark.parametrize("test_case", load_tests("cases", __file__)) +async def test_get_transcripts_from_utterances(test_case) -> None: + try: + if test_case["function"]=="get_transcripts_from_utterances": + print("testing function:",test_case["function"]) + print("description:",test_case["description"]) + result = await get_transcripts_from_utterances(test_case["utterances"]) + assert result == test_case["expected"] + except: + pass + + + +@pytest.mark.asyncio +async def test_invalid_data() -> None: + print("test 3") + train_df = pd.DataFrame( + [ + {"data": json.dumps([[{"transcript": "yes"}]])}, + {"data": json.dumps({})}, + ] + ) + train_df_ = await get_dob.transform(train_df) + assert len(train_df) - len(train_df_) == 1