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INTRODUCTION_MD = """
<h1 style="text-align: center;">
🐢Giskard Evaluator - Text Classification
</h1>
Welcome to the Giskard Evaluator Space! Get a model vulnerability report immediately by simply sharing your model and dataset id below.
"""
CONFIRM_MAPPING_DETAILS_MD = """
<h1 style="text-align: center;">
Confirm Pre-processing Details
</h1>
Make sure the output variable's labels and the input variable's name are accurately mapped across both the dataset and the model.
"""
CONFIRM_MAPPING_DETAILS_FAIL_MD = """
<h1 style="text-align: center;">
Confirm Pre-processing Details
</h1>
We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
"""
CONFIRM_MAPPING_DETAILS_FAIL_RAW = """
We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
"""
CHECK_CONFIG_OR_SPLIT_RAW = """
We're unanle to extract labels or features from your dataset. Please check your dataset config or split selection.
"""
CHECK_LOG_SECTION_RAW = """
Your have successfully submitted a Giskard evaluation. Further details are available in the Logs tab. You can find your report will be posted to your model's community discussion.
"""
PREDICTION_SAMPLE_MD = """
<h1 style="text-align: center;">
Model Prediction Sample
</h1>
Here's a sample of your model's prediction on an example from the dataset.
"""
MAPPING_STYLED_ERROR_WARNING = """
<h3 style="text-align: center;color: orange; background-color: #fff0f3; border-radius: 8px; padding: 10px; ">
⚠️ We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
</h3>
"""
UNMATCHED_MODEL_DATASET_STYLED_ERROR = """
<h3 style="text-align: center;color: #fa5f5f; background-color: #fbe2e2; border-radius: 8px; padding: 10px; ">
❌ Your model and dataset have different numbers of labels. Please double check your model and dataset.
</h3>
"""
NOT_TEXT_CLASSIFICATION_MODEL_RAW = """
Your model does not fall under the category of text classification. This page is specifically designated for the evaluation of text classification models.
"""
USE_INFERENCE_API_TIP = """
To speed up the evaluation, we recommend using the
<a href="https://huggingface.co/docs/api-inference/detailed_parameters#text-classification-task">
Hugging Face Inference API
</a>
. Please input your <a href="https://huggingface.co/settings/tokens">Hugging Face token</a> to do so.
"""
HF_TOKEN_INVALID_STYLED= """
<p style="text-align: left;color: red; ">
Your Hugging Face token is invalid. Please double check your token.
</p>
"""
def get_dataset_fetch_error_raw(error):
return f"""Sorry you cannot use this dataset because {error}. Contact HF team to support this dataset."""
def get_styled_input(input):
return f"""<h3 style="text-align: center;color: #4ca154; background-color: #e2fbe8; border-radius: 8px; padding: 10px; ">
Your model and dataset have been validated! <br /> Sample input: {input}
</h3>"""
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