From 20cac622a1f596ffb20cc6272696e7ec8f90f3c6 Mon Sep 17 00:00:00 2001 From: Jamie Broomall <88007022+jamie256@users.noreply.github.com> Date: Mon, 22 Jan 2024 16:20:28 -0600 Subject: [PATCH] Add vader_sentiment support (#218) --- langkit/tests/test_vader_sentiment.py | 64 + langkit/vader_sentiment.py | 37 + poetry.lock | 3026 ++++++++++++------------- pyproject.toml | 2 + 4 files changed, 1578 insertions(+), 1551 deletions(-) create mode 100644 langkit/tests/test_vader_sentiment.py create mode 100644 langkit/vader_sentiment.py diff --git a/langkit/tests/test_vader_sentiment.py b/langkit/tests/test_vader_sentiment.py new file mode 100644 index 00000000..c070353c --- /dev/null +++ b/langkit/tests/test_vader_sentiment.py @@ -0,0 +1,64 @@ +from logging import getLogger +import pandas as pd +import whylogs as why +from whylogs.experimental.core.udf_schema import udf_schema + +TEST_LOGGER = getLogger(__name__) + + +def test_vader_sentiment(): + from langkit import vader_sentiment + + vader_sentiment.init() + df = pd.DataFrame( + { + "prompt": [ + "timely text propagated prolifically", + "articulate artichokes aggravated allergically", + "So amazing!! ABSOLUTELY fantastic :-) Da BOMB!!", + ], + "response": [ + "I neither approve or disapprove.", + "strawberries are not true fruits, and they smell", + "this is not my response", + ], + } + ) + schema = udf_schema() + view = why.log(df, schema=schema).view() + print(view.get_columns().keys()) + for column in ["prompt", "response"]: + dist = view.get_column(f"{column}.vader_sentiment").get_metric("distribution") + assert "mean" in dist.to_summary_dict() + TEST_LOGGER.debug(f"{column}.vader_sentiment has {dist.to_summary_dict()}") + assert dist.avg > -0.4 + assert dist.min < 0 + assert dist.max >= 0 + + +def test_vader_sentiment_with_llm_metrics(): + from langkit import llm_metrics + from langkit import vader_sentiment + + vader_sentiment.init() + schema = llm_metrics.init() + df = pd.DataFrame( + { + "prompt": [ + "timely text propagated prolifically", + "articulate artichokes aggravated allergically", + "So amazing!! ABSOLUTELY fantastic :-) Da BOMB!!", + ], + "response": [ + "I neither approve or disapprove.", + "strawberries are not true fruits, and they smell", + "this is not my response", + ], + } + ) + view = why.log(df, schema=schema).view() + TEST_LOGGER.debug(view.get_columns().keys()) + for column in ["prompt", "response"]: + dist = view.get_column(f"{column}.vader_sentiment").get_metric("distribution") + assert "mean" in dist.to_summary_dict() + assert dist.min < 0 diff --git a/langkit/vader_sentiment.py b/langkit/vader_sentiment.py new file mode 100644 index 00000000..27887859 --- /dev/null +++ b/langkit/vader_sentiment.py @@ -0,0 +1,37 @@ +from logging import getLogger +from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer + +from whylogs.experimental.core.udf_schema import register_dataset_udf +from langkit import prompt_column, response_column + + +_prompt = prompt_column +_response = response_column +_vader_sentiment_analyzer = None +diagnostic_logger = getLogger(__name__) + + +def vader_sentiment(text: str) -> float: + global _vader_sentiment_analyzer + if _vader_sentiment_analyzer is None: + diagnostic_logger.info( + "vader_sentiment called before init, using default initialization." + ) + _vader_sentiment_analyzer = init() + return _vader_sentiment_analyzer.polarity_scores(text)["compound"] + + +@register_dataset_udf([_prompt], udf_name=f"{_prompt}.vader_sentiment") +def prompt_sentiment(text): + return [vader_sentiment(t) for t in text[_prompt]] + + +@register_dataset_udf([_response], udf_name=f"{_response}.vader_sentiment") +def response_sentiment(text): + return [vader_sentiment(t) for t in text[_response]] + + +def init() -> SentimentIntensityAnalyzer: + global _vader_sentiment_analyzer + _vader_sentiment_analyzer = SentimentIntensityAnalyzer() + return _vader_sentiment_analyzer diff --git a/poetry.lock b/poetry.lock index b9e89588..da7340cd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,119 +1,105 @@ -# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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