Update multi_sp.py
Browse files- multi_sp.py +42 -39
multi_sp.py
CHANGED
@@ -171,42 +171,45 @@ class MultiSpeciesGenomes(datasets.GeneratorBasedBuilder):
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for file in files:
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with open(file, 'rt') as f:
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fasta_sequences = SeqIO.parse(f, 'fasta')
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for file in files:
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with open(file, 'rt') as f:
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fasta_sequences = SeqIO.parse(f, 'fasta')
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try:
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for record in fasta_sequences:
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# parse descriptions in the fasta file
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sequence, description = str(record.seq), record.description
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# clean chromosome sequence
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sequence = clean_sequence(sequence)
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seq_length = len(sequence)
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# split into chunks
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num_chunks = (seq_length - 2 * self.config.overlap) // chunk_length
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if num_chunks < 1:
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continue
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sequence = sequence[:(chunk_length * num_chunks + 2 * self.config.overlap)]
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seq_length = len(sequence)
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num_chunks = list(range(num_chunks))
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if split == 'validation':
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random.seed(42)
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random.shuffle(num_chunks)
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n_samples = int(len(num_chunks)*0.2)
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num_chunks = num_chunks[:n_samples]
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for i in num_chunks:
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# get chunk
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start_pos = i * chunk_length
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end_pos = min(seq_length, (i+1) * chunk_length + 2 * self.config.overlap)
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chunk_sequence = sequence[start_pos:end_pos]
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# yield chunk
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yield key, {
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'sequence': chunk_sequence,
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'description': description,
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'start_pos': start_pos,
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'end_pos': end_pos,
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'fasta_url': file.split('::')[-1]
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}
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key += 1
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except Exception as e:
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print(f"Error while processing {file}: {e}")
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continue
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