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| from transformers import BlenderbotTokenizer, BlenderbotForConditionalGeneration | |
| import torch | |
| import gradio as gr | |
| mname = "facebook/blenderbot-400M-distill" | |
| model = BlenderbotForConditionalGeneration.from_pretrained(mname) | |
| tokenizer = BlenderbotTokenizer.from_pretrained(mname) | |
| def take_last_tokens(inputs, note_history, history): | |
| """Filter the last 128 tokens""" | |
| if inputs['input_ids'].shape[1] > 128: | |
| inputs['input_ids'] = torch.tensor([inputs['input_ids'][0][-128:].tolist()]) | |
| inputs['attention_mask'] = torch.tensor([inputs['attention_mask'][0][-128:].tolist()]) | |
| note_history = ['</s> <s>'.join(note_history[0].split('</s> <s>')[2:])] | |
| history = history[1:] | |
| return inputs, note_history, history | |
| def add_note_to_history(note, note_history): | |
| """Add a note to the historical information""" | |
| note_history.append(note) | |
| note_history = '</s> <s>'.join(note_history) | |
| return [note_history] | |
| title = "Blenderbot Tokenizer with Conditional Generation State of the Art" | |
| description = """Blenderbot""" | |
| def chat(message, history): | |
| history = history or [] | |
| if history: | |
| history_useful = ['</s> <s>'.join([str(a[0])+'</s> <s>'+str(a[1]) for a in history])] | |
| else: | |
| history_useful = [] | |
| history_useful = add_note_to_history(message, history_useful) | |
| inputs = tokenizer(history_useful, return_tensors="pt") | |
| inputs, history_useful, history = take_last_tokens(inputs, history_useful, history) | |
| reply_ids = model.generate(**inputs) | |
| response = tokenizer.batch_decode(reply_ids, skip_special_tokens=True)[0] | |
| history_useful = add_note_to_history(response, history_useful) | |
| list_history = history_useful[0].split('</s> <s>') | |
| history.append((list_history[-2], list_history[-1])) | |
| return history, history | |
| gr.Interface( | |
| fn=chat, | |
| theme="huggingface", | |
| css=".footer {display:none !important}", | |
| inputs=["text", "state"], | |
| outputs=["chatbot", "state"], | |
| title=title, | |
| description=description, | |
| allow_flagging="never", | |
| ).launch() |