update file to new starting token logic
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@@ -20,6 +20,10 @@ def generate_summaries(lns, out_file, batch_size=8, device=DEFAULT_DEVICE):
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fout = Path(out_file).open("w")
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model = BartForConditionalGeneration.from_pretrained("bart-large-cnn", output_past=True,).to(device)
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tokenizer = BartTokenizer.from_pretrained("bart-large")
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max_length = 140
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min_length = 55
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for batch in tqdm(list(chunks(lns, batch_size))):
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dct = tokenizer.batch_encode_plus(batch, max_length=1024, return_tensors="pt", pad_to_max_length=True)
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summaries = model.generate(
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@@ -27,11 +31,12 @@ def generate_summaries(lns, out_file, batch_size=8, device=DEFAULT_DEVICE):
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attention_mask=dct["attention_mask"].to(device),
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num_beams=4,
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length_penalty=2.0,
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max_length=142, # +2 from original because we start at step=1 and stop before max_length
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min_length=56, # +1 from original because we start at step=1
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max_length=max_length + 2, # +2 from original because we start at step=1 and stop before max_length
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min_length=min_length + 1, # +1 from original because we start at step=1
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no_repeat_ngram_size=3,
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early_stopping=True,
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do_sample=False,
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decoder_start_token_id=model.config.eos_token_ids[0]
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)
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dec = [tokenizer.decode(g, skip_special_tokens=True, clean_up_tokenization_spaces=False) for g in summaries]
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for hypothesis in dec:
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