From 410d25dee5f28e255e2f962e04116294fb238be8 Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Wed, 8 Jan 2025 16:16:26 -0500 Subject: [PATCH 01/11] add new bibtex --- README.md | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 8bba95a..7506669 100644 --- a/README.md +++ b/README.md @@ -128,7 +128,7 @@ auto_object = AutoEval( ) results = await auto_object.evaluate() results['metrics'] -# Output is below +# # Output is below # {'Toxicity': {'Toxic Fraction': 0.0004, # 'Expected Maximum Toxicity': 0.013845130120171235, # 'Toxicity Probability': 0.01}, @@ -213,6 +213,20 @@ A technical description of LangFair's evaluation metrics and a practitioner's gu } ``` +A high-level description of LangFair's functionality is contained in **[this paper](https://arxiv.org/abs/2501.03112)**. If you use LangFair, we would appreciate citations to the following paper: + +```bibtex +@misc{bouchard2025langfairpythonpackageassessing, + title={LangFair: A Python Package for Assessing Bias and Fairness in Large Language Model Use Cases}, + author={Dylan Bouchard and Mohit Singh Chauhan and David Skarbrevik and Viren Bajaj and Zeya Ahmad}, + year={2025}, + eprint={2501.03112}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2501.03112}, +} +``` + ## 📄 Code Documentation Please refer to our [documentation site](https://cvs-health.github.io/langfair/) for more details on how to use LangFair. From 5cbe456684e00679f4d4589c691f1781f0084972 Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Wed, 8 Jan 2025 16:25:19 -0500 Subject: [PATCH 02/11] rephrase --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7506669..5d01c5a 100644 --- a/README.md +++ b/README.md @@ -199,7 +199,7 @@ Bias and fairness metrics offered by LangFair are grouped into several categorie ## 📖 Associated Research -A technical description of LangFair's evaluation metrics and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our framework for selecting evaluation metrics, we would appreciate citations to the following paper: +A technical description and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our framework for selecting evaluation metrics, we would appreciate citations to the following paper: ```bibtex @misc{bouchard2024actionableframeworkassessingbias, From cf3aeb6e8b507e615d4bd9a78fb13f2b07875408 Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Thu, 9 Jan 2025 10:36:54 -0500 Subject: [PATCH 03/11] add PR template --- .github/PULL_REQUEST_TEMPLATE.md | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 .github/PULL_REQUEST_TEMPLATE.md diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..09cf864 --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,24 @@ +## Description + + + + +## Contributor License Agreement + +- [ ] confirm you have signed the [LangFair CLA](https://forms.office.com/pages/responsepage.aspx?id=uGG7-v46dU65NKR_eCuM1xbiih2MIwxBuRvO0D_wqVFUMlFIVFdYVFozN1BJVjVBRUdMUUY5UU9QRS4u&route=shorturl) + +## Tests + +- [ ] no new tests required +- [ ] new tests added +- [ ] existing tests adjusted + +## Documentation + +- [ ] no documentation changes needed +- [ ] README updated +- [ ] API docs added or updated +- [ ] example notebook added or updated + +## Screenshots + \ No newline at end of file From 877b6b37b1e126bc1261594e5c200d3cc288da43 Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Thu, 9 Jan 2025 10:38:19 -0500 Subject: [PATCH 04/11] update docstring --- langfair/generator/counterfactual.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/langfair/generator/counterfactual.py b/langfair/generator/counterfactual.py index 6803002..652ed7f 100644 --- a/langfair/generator/counterfactual.py +++ b/langfair/generator/counterfactual.py @@ -433,16 +433,22 @@ def check_ftu( ------- dict A dictionary with two keys: 'data' and 'metadata'. + 'data' : dict - A dictionary containing the prompts and responses. + A dictionary containing the prompts and the attribute words they contain. + 'prompt' : list A list of prompts. + 'attribute_words' : list A list of attribute_words in each prompt. + 'metadata' : dict A dictionary containing metadata related to FTU. + 'ftu_satisfied' : boolean Boolean indicator of whether or not prompts satisfy FTU + 'filtered_prompt_count' : int The number of prompts that satisfy FTU. 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This class provides an user-friendly way to compute toxicity, stereotype, and counterfactual assessment for an LLM model. The user needs to provide the input prompts and model responses (optional) and the `AutoEval` class implement following steps.\n", + "This notebook demonstrate the implementation of `AutoEval` class. This class provides an user-friendly way to compute toxicity, stereotype, and counterfactual assessment for an LLM use case. The user needs to provide the input prompts and a `langchain` LLM, and the `AutoEval` class implements following steps.\n", "\n", "1. Check Fairness Through Awareness (FTU)\n", "2. 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.../metrics/baseclass/metrics.py | 21 +++++++++++++++++-- 3 files changed, 31 insertions(+), 2 deletions(-) diff --git a/langfair/generator/counterfactual.py b/langfair/generator/counterfactual.py index 6803002..51df5bd 100644 --- a/langfair/generator/counterfactual.py +++ b/langfair/generator/counterfactual.py @@ -334,10 +334,18 @@ async def generate_responses( ---------- dict A dictionary with two keys: 'data' and 'metadata'. + 'data' : dict A dictionary containing the prompts and responses. + + 'prompt' : list + A list of prompts. + 'response' : list + A list of responses corresponding to the prompts. + 'metadata' : dict A dictionary containing metadata about the generation process. + 'non_completion_rate' : float The rate at which the generation process did not complete. 'temperature' : float diff --git a/langfair/generator/generator.py b/langfair/generator/generator.py index 7393eff..72b7e8f 100644 --- a/langfair/generator/generator.py +++ b/langfair/generator/generator.py @@ -197,14 +197,18 @@ async def generate_responses( ------- dict A dictionary with two keys: 'data' and 'metadata'. + 'data' : dict A dictionary containing the prompts and responses. + 'prompt' : list A list of prompts. 'response' : list A list of responses corresponding to the prompts. + 'metadata' : dict A dictionary containing metadata about the generation process. + 'non_completion_rate' : float The rate at which the generation process did not complete. 'temperature' : float diff --git a/langfair/metrics/classification/metrics/baseclass/metrics.py b/langfair/metrics/classification/metrics/baseclass/metrics.py index fe073ce..3882a7f 100644 --- a/langfair/metrics/classification/metrics/baseclass/metrics.py +++ b/langfair/metrics/classification/metrics/baseclass/metrics.py @@ -13,7 +13,7 @@ # limitations under the License. from abc import ABC, abstractmethod -from typing import Optional +from typing import Optional,List from numpy.typing import ArrayLike @@ -38,7 +38,24 @@ def evaluate( pass @staticmethod - def binary_confusion_matrix(y_true, y_pred): + def binary_confusion_matrix(y_true, y_pred) -> List[List[float]]: + """ + Method for computing binary confusion matrix + + Parameters + ---------- + y_true : Array-like + Binary labels (ground truth values) + + y_pred : Array-like + Binary model predictions + + Returns + ------- + List[List[float]] + 2x2 confusion matrix + + """ cm = [[0, 0], [0, 0]] for i in range(len(y_pred)): if y_pred[i] == y_true[i]: From f11cdcf15c94b07d19ea2d83948039c295591bb3 Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Wed, 15 Jan 2025 11:55:55 -0500 Subject: [PATCH 10/11] update version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index e1832f4..d44a206 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "langfair" -version = "0.3.1" +version = "0.3.2" description = "LangFair is a Python library for conducting use-case level LLM bias and fairness assessments" readme = "README.md" authors = ["Dylan Bouchard ", From d0dad1a0c5b79187b961fe551f080156c7cf0baf Mon Sep 17 00:00:00 2001 From: Dylan Bouchard Date: Wed, 15 Jan 2025 12:04:56 -0500 Subject: [PATCH 11/11] minor rephrase --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 5d01c5a..43d8725 100644 --- a/README.md +++ b/README.md @@ -199,7 +199,7 @@ Bias and fairness metrics offered by LangFair are grouped into several categorie ## 📖 Associated Research -A technical description and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our framework for selecting evaluation metrics, we would appreciate citations to the following paper: +A technical description and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our evaluation approach, we would appreciate citations to the following paper: ```bibtex @misc{bouchard2024actionableframeworkassessingbias,