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Duplicate from Aaaaaaaabdualh/topic2poem
Browse filesCo-authored-by: Taieeeeee <[email protected]>
- .gitattributes +31 -0
- README.md +14 -0
- app.py +48 -0
- requirements.txt +2 -0
.gitattributes
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README.md
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---
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title: Topic2poem
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emoji: 💻
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colorFrom: pink
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colorTo: purple
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sdk: gradio
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sdk_version: 3.2
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app_file: app.py
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pinned: false
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license: afl-3.0
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duplicated_from: Aaaaaaaabdualh/topic2poem
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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from transformers import BertTokenizer, EncoderDecoderModel
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import gradio as gr
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tokenizerM = BertTokenizer.from_pretrained("mareloraby/BERTShared-PoetryGen-arV01")
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bertSharedM = EncoderDecoderModel.from_pretrained("mareloraby/BERTShared-PoetryGen-arV01")
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# bertSharedM.cuda()
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def generate_response(text, k = 70, p = 0.9, nb = 4):
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prompt = f"{text}"
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encoded_prompt = tokenizerM.encode_plus(prompt, return_tensors = 'pt')#.to(device)
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gneration = bertSharedM.generate(
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input_ids = encoded_prompt.input_ids,
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attention_mask = encoded_prompt.attention_mask,
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do_sample = True,
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top_k= k,
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top_p = p,
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num_beams= nb,
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max_length =130,
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repetition_penalty = 2.0,
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no_repeat_ngram_size = 2,
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early_stopping=True)
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generated_text = tokenizerM.decode(gneration[0], skip_special_tokens=True)
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bayts = generated_text.split("[BSEP]")
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while("FSEP" not in bayts[-1]):
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bayts = bayts[:-1]
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bayts = bayts[:-1]
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temp_poem = ''
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for b in range(len(bayts)):
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temp_line = bayts[b].split('[FSEP]')
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temp_poem = temp_poem + temp_line[1] + ' - ' + temp_line[0] +'\n'
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return temp_poem
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iface = gr.Interface(fn=generate_response,
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title = 'BERTShared - topic based generation',
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inputs=[
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gr.inputs.Radio(['حزينه','هجاء','عتاب','غزل','مدح','رومنسيه','دينية'],label='Choose Topic'),
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gr.inputs.Slider(10, 200, step=10,default = 70, label='Top-K'),
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gr.inputs.Slider(0.10, 0.99, step=0.02, default = 0.90, label='Top-P'),
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#gr.inputs.Slider(1, 20, step=1, default = 4, label='Beams'),
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],
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outputs="text")
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iface.launch()
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requirements.txt
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transformers
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torch
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