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Update app.py
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app.py
CHANGED
@@ -30,7 +30,7 @@ class VirusClassifier(nn.Module):
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def forward(self, x):
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return self.network(x)
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def sequence_to_kmer_vector(sequence: str, k: int =
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"""Convert sequence to k-mer frequency vector"""
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try:
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kmers = [''.join(p) for p in product("ACGT", repeat=k)]
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@@ -46,11 +46,9 @@ def sequence_to_kmer_vector(sequence: str, k: int = 4) -> np.ndarray:
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logger.error(f"Error in sequence_to_kmer_vector: {str(e)}")
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raise
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def parse_fasta(
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"""Parse FASTA format from
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try:
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# Read the content from the file object
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content = file_obj.decode('utf-8')
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logger.info(f"Received file content length: {len(content)}")
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sequences = []
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@@ -86,6 +84,9 @@ def predict_sequence(file_obj) -> str:
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if file_obj is None:
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return "Please upload a FASTA file"
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device = 'cuda' if torch.cuda.is_available() else 'cpu'
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logger.info(f"Using device: {device}")
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k = 4
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@@ -103,7 +104,7 @@ def predict_sequence(file_obj) -> str:
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# Process sequences
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try:
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sequences = parse_fasta(
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except Exception as e:
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logger.error(f"Error parsing FASTA file: {str(e)}")
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return f"Error parsing FASTA file: {str(e)}"
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def forward(self, x):
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return self.network(x)
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def sequence_to_kmer_vector(sequence: str, k: int = 6) -> np.ndarray:
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"""Convert sequence to k-mer frequency vector"""
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try:
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kmers = [''.join(p) for p in product("ACGT", repeat=k)]
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logger.error(f"Error in sequence_to_kmer_vector: {str(e)}")
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raise
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def parse_fasta(content: str) -> list:
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"""Parse FASTA format from string content"""
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try:
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logger.info(f"Received file content length: {len(content)}")
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sequences = []
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if file_obj is None:
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return "Please upload a FASTA file"
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# Read the file content
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content = file_obj.read().decode('utf-8')
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device = 'cuda' if torch.cuda.is_available() else 'cpu'
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logger.info(f"Using device: {device}")
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k = 4
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# Process sequences
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try:
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sequences = parse_fasta(content)
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except Exception as e:
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logger.error(f"Error parsing FASTA file: {str(e)}")
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return f"Error parsing FASTA file: {str(e)}"
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