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| from dataclasses import dataclass | |
| from enum import Enum | |
| class Task: | |
| phenotype: str | |
| metric: str | |
| # Select your tasks here | |
| # --------------------------------------------------- | |
| class Tasks(Enum): | |
| task0 = Task("Asthma", "auroc") | |
| task1 = Task("Cataract", "auroc") | |
| task2 = Task("Diabetes", "auroc") | |
| task3 = Task("GERD", "auroc") | |
| task4 = Task("Hay-fever & Eczema", "auroc") | |
| task5 = Task("Major depression", "auroc") | |
| task6 = Task("Myocardial infarction", "auroc") | |
| task7 = Task("Osteoarthritis", "auroc") | |
| task8 = Task("Pneumonia", "auroc") | |
| task9 = Task("Stroke", "auroc") | |
| task10 = Task("Asthma", "auprc") | |
| task11 = Task("Cataract", "auprc") | |
| task12 = Task("Diabetes", "auprc") | |
| task13 = Task("GERD", "auprc") | |
| task14 = Task("Hay-fever & Eczema", "auprc") | |
| task15 = Task("Major depression", "auprc") | |
| task16 = Task("Myocardial infarction", "auprc") | |
| task17 = Task("Osteoarthritis", "auprc") | |
| task18 = Task("Pneumonia", "auprc") | |
| task19 = Task("Stroke", "auprc") | |
| # --------------------------------------------------- | |
| # Your leaderboard name | |
| TITLE = """<h1 align="center" id="space-title">LLMs Disease Risk Prediction Leaderboard</h1>""" | |
| # What does your leaderboard evaluate? | |
| # INTRODUCTION_TEXT = """ | |
| # TODO: | |
| # - Add a description of the leaderboard | |
| # - Add class distribution for each phenotype | |
| # - Potentially a warning when we should not rely on AUROC | |
| # - Plot of AUROC and AUPRC for each phenotype | |
| # - Edit about section | |
| # - Edit submit section (AutoModelForCausalLM) | |
| # """ | |
| INTRODUCTION_TEXT = """ | |
| """ | |
| # Which evaluations are you running? how can people reproduce what you have? | |
| LLM_BENCHMARKS_TEXT = f""" | |
| ## How it works | |
| ## Reproducibility | |
| To reproduce our results, here is the commands you can run: | |
| """ | |
| EVALUATION_QUEUE_TEXT = """ | |
| ## Some good practices before submitting a model | |
| ### 1) Make sure you can load your model and tokenizer using AutoClasses: | |
| ```python | |
| from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer | |
| config = AutoConfig.from_pretrained("your model name", revision=revision) | |
| model = AutoModelForCausalLM.from_pretrained("your model name", revision=revision) | |
| tokenizer = AutoTokenizer.from_pretrained("your model name", revision=revision) | |
| ``` | |
| If this step fails, follow the error messages to debug your model before submitting it. It's likely your model has been improperly uploaded. | |
| Note: make sure your model is public! | |
| Note: if your model needs `use_remote_code=True`, we do not support this option yet but we are working on adding it, stay posted! | |
| ### 2) Convert your model weights to [safetensors](https://huggingface.co/docs/safetensors/index) | |
| It's a new format for storing weights which is safer and faster to load and use. It will also allow us to add the number of parameters of your model to the `Extended Viewer`! | |
| ### 3) Make sure your model has an open license! | |
| We'd love for as many people as possible to know they can use your model 🤗 | |
| ### 4) Fill up your model card | |
| When we add extra information about models to the leaderboard, it will be automatically taken from the model card | |
| ## In case of model failure | |
| If your model is displayed in the `FAILED` category, its execution stopped. | |
| Make sure you have followed the above steps first. | |
| If everything is done, feel free to open a new discussion on the Hugging Face space. | |
| """ | |
| CITATION_BUTTON_LABEL = "Copy the following snippet to cite these results" | |
| CITATION_BUTTON_TEXT = r""" | |
| @misc{ | |
| TemryL/LLM-Disease-Risk-Leaderboard, | |
| author = {Tom Mery, Chirag Patel}, | |
| title = {TemryL/LLM-Disease-Risk-Leaderboard}, | |
| year = {2024}, | |
| publisher = {Hugging Face}, | |
| howpublished = "\url{https://huggingface.co/spaces/TemryL/LLM-Disease-Risk-Leaderboard}" | |
| } | |
| """ | |