| |
| import gradio as gr |
| from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline |
| import re |
|
|
| tokenizer = AutoTokenizer.from_pretrained("bert-base-cased") |
| model = AutoModelForSequenceClassification.from_pretrained("Qilex/colorpAI-monocolor") |
|
|
| def round_to_2(num): |
| return round(num, 2) |
|
|
| def format_output(out_list): |
| if len(out_list) == 1: |
| out_list = out_list[0] |
| for dictionary in out_list: |
| if dictionary["label"] =='W': |
| white = round_to_2(dictionary["score"]) |
| for dictionary in out_list: |
| if dictionary["label"] =='U': |
| blue = round_to_2(dictionary["score"]) |
| for dictionary in out_list: |
| if dictionary["label"] =='B': |
| black = round_to_2(dictionary["score"]) |
| for dictionary in out_list: |
| if dictionary["label"] =='R': |
| red = round_to_2(dictionary["score"]) |
| for dictionary in out_list: |
| if dictionary["label"] =='G': |
| green = round_to_2(dictionary["score"]) |
| for dictionary in out_list: |
| if dictionary["label"] =='C': |
| colorless = round_to_2(dictionary["score"]) |
| out= {} |
| out['White'] = white |
| out['Blue'] = blue |
| out['Black'] = black |
| out['Red'] = red |
| out['Green'] = green |
| out['Colorless'] = colorless |
| return out |
|
|
| def predict(card): |
| return predictor_lg(card) |
|
|
| def remove_colored_pips(text): |
| pattern = r'\{[W,U,B,R,G,C]+/*[W,U,B,R,G,C]*\}' |
| return(re.sub(pattern, '{?}', text)) |
|
|
| def preprocess_text(text): |
| return remove_colored_pips(text) |
|
|
| def categorize(Card): |
| text = preprocess_text(Card) |
| prediction = predict(text) |
| print(prediction) |
| return format_output(prediction) |
| |
| title = "Color pAI Version 1.0" |
| description = """ |
| Color pAI is trained on around 18,000 Magic: the Gathering cards. |
| <br> |
| Input a card text using Scryfall syntax, and the model will tell evaluate which color it is most likely to be. |
| <br>Replace any card names with the word CARDNAME, and mana symbols with the uppercase letter encased U in curly brackets {U} |
| <br> |
| <br>This only works on monocolored and colorless cards. |
| <br> |
| """ |
| article = ''' |
| <br> |
| Magic: the Gathering is property of Wizards of the Coast. This project is made possible under their |
| <a href="https://company.wizards.com/en/legal/fancontentpolicy" target = 'blank'>fan content policy</a>. |
| ''' |
| predictor_lg = TextClassificationPipeline(model=model, tokenizer=tokenizer, function_to_apply = 'softmax', top_k = 6) |
|
|
| gr.Interface( |
| fn=categorize, |
| inputs=gr.Textbox(lines=1, placeholder="Type card text here."), |
| outputs=gr.Label(num_top_classes=6), |
| title=title, |
| description=description, |
| article = article, |
| ).launch() |
