File size: 4,153 Bytes
3573a39
9e4233f
91be13d
9e4233f
1bcc148
3573a39
 
be473e6
 
 
1bcc148
3573a39
 
9e4233f
 
 
3b0cadf
3573a39
9e4233f
3573a39
3b0cadf
3573a39
4a85196
1c00552
 
 
 
0607989
 
 
 
4a85196
 
 
 
1bcc148
4a85196
1c00552
 
0607989
1bcc148
1c00552
58c39e0
5704515
0607989
 
44e6352
0607989
 
 
5f9a95f
 
 
 
35be7f4
1bcc148
35be7f4
 
 
1bcc148
35be7f4
 
0607989
 
 
 
 
 
 
6040976
0607989
5704515
35be7f4
0607989
5704515
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
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. Please manually check the mapping below.
                            """

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. Please manually check the mapping below.
                            """

CHECK_CONFIG_OR_SPLIT_RAW = """
                            Please check your dataset config or split.
                            """

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>"""