Commit 
							
							·
						
						299744f
	
1
								Parent(s):
							
							98ec642
								
fix
Browse files
    	
        multi_omics_transcript_expression.py
    CHANGED
    
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         @@ -29,7 +29,7 @@ Task Specific Handlers: 
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            -------------------------------------------------------------------------------------------
         
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            """
         
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            logger = logging.getLogger(" 
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            logger.setLevel("INFO")
         
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         @@ -123,7 +123,7 @@ class GenomicLRATaskHandler(ABC): 
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            class TranscriptExpressionHandler(GenomicLRATaskHandler):
         
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                """
         
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                Handler for the  
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                """
         
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                DEFAULT_LENGTH = 200000
         
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         @@ -136,7 +136,7 @@ class TranscriptExpressionHandler(GenomicLRATaskHandler): 
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                    **kwargs,
         
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                ):
         
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                    """
         
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                    Creates a new handler for the  
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                    Args:
         
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                        sequence_length: Length of the sequence around the TSS_CAGE start site
         
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                    Instance Vars:
         
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         @@ -160,7 +160,7 @@ class TranscriptExpressionHandler(GenomicLRATaskHandler): 
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                def get_info(self, description: str) -> DatasetInfo:
         
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                    """
         
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                    Returns the DatasetInfor for the  
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                    includes a genomic sequence and a list of label values.
         
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                    """
         
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                    features = datasets.Features(
         
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         @@ -186,7 +186,7 @@ class TranscriptExpressionHandler(GenomicLRATaskHandler): 
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                def split_generators(self, dl_manager, cache_dir_root):
         
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                    """
         
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                    Separates files by split and stores filenames in instance variables.
         
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                    The  
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                    csv file,and label csv file to be saved.
         
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                    """
         
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                    # Manually download the reference genome since there are difficulties when streaming
         
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         @@ -196,11 +196,11 @@ class TranscriptExpressionHandler(GenomicLRATaskHandler): 
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                    self.reference_genome = Fasta(reference_genome_file, one_based_attributes=False)
         
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                    self.coordinate_csv_file = dl_manager.download_and_extract(
         
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                        " 
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                    )
         
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                    self.labels_csv_file = dl_manager.download_and_extract(
         
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                        " 
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                    )
         
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                    return super().split_generators(dl_manager, cache_dir_root)
         
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         @@ -217,9 +217,7 @@ class TranscriptExpressionHandler(GenomicLRATaskHandler): 
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                    key = 0
         
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                    for idx, coordinates_row in coordinates_split_df.iterrows():
         
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                        start =  
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                            coordinates_row["position"] - 1
         
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                        )  # -1 since vcf coords are 1-based
         
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                        chromosome = coordinates_row["chr"]
         
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                        labels_row = coordinates_row.loc[idx].values[2:]
         
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         @@ -257,7 +255,6 @@ Dataset for benchmark of genomic deep learning models. 
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            """
         
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            -
             
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            # define dataset configs
         
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            class GenomicsLRAConfig(datasets.BuilderConfig):
         
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                """
         
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            -------------------------------------------------------------------------------------------
         
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            """
         
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            logger = logging.getLogger("multi_omics_transcript_expression")
         
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            logger.setLevel("INFO")
         
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            class TranscriptExpressionHandler(GenomicLRATaskHandler):
         
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                """
         
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                Handler for the Transcript Expression task.
         
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                """
         
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                DEFAULT_LENGTH = 200000
         
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                    **kwargs,
         
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                ):
         
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                    """
         
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                    Creates a new handler for the Transcrpt Expression Prediction Task.
         
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                    Args:
         
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                        sequence_length: Length of the sequence around the TSS_CAGE start site
         
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                    Instance Vars:
         
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                def get_info(self, description: str) -> DatasetInfo:
         
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                    """
         
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                    Returns the DatasetInfor for the Transcript Expression dataset. Each example
         
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                    includes a genomic sequence and a list of label values.
         
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                    """
         
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                    features = datasets.Features(
         
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                def split_generators(self, dl_manager, cache_dir_root):
         
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                    """
         
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                    Separates files by split and stores filenames in instance variables.
         
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                    The Transcript Expression dataset requires the reference hg19 genome, coordinate
         
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                    csv file,and label csv file to be saved.
         
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                    """
         
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                    # Manually download the reference genome since there are difficulties when streaming
         
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                    self.reference_genome = Fasta(reference_genome_file, one_based_attributes=False)
         
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                    self.coordinate_csv_file = dl_manager.download_and_extract(
         
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                        "transcript_expression/transcript_coordinates.csv"
         
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                    )
         
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                    self.labels_csv_file = dl_manager.download_and_extract(
         
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                        "transcript_expression/rna_expression_values.csv"
         
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                    )
         
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                    return super().split_generators(dl_manager, cache_dir_root)
         
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                    key = 0
         
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                    for idx, coordinates_row in coordinates_split_df.iterrows():
         
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                        start = coordinates_row["position"] - 1  # -1 since vcf coords are 1-based
         
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                        chromosome = coordinates_row["chr"]
         
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                        labels_row = coordinates_row.loc[idx].values[2:]
         
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            """
         
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            # define dataset configs
         
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            class GenomicsLRAConfig(datasets.BuilderConfig):
         
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                """
         
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