|
| 1 | +""" |
| 2 | +CLI tools for managing data operations in the CFA project. |
| 3 | +""" |
| 4 | + |
| 5 | +import os |
| 6 | +from argparse import ArgumentParser |
| 7 | + |
| 8 | +from rich.console import Console |
| 9 | + |
| 10 | +from .catalog import datacat |
| 11 | +from .utils import tree |
| 12 | + |
| 13 | + |
| 14 | +def _get_dataset_namespaces() -> list[str]: |
| 15 | + """ |
| 16 | + Helper function to get a list of dataset namespaces. |
| 17 | + """ |
| 18 | + return datacat.__namespace_list__ |
| 19 | + |
| 20 | + |
| 21 | +def _get_stages_list(dataset_namespace: str) -> list[str]: |
| 22 | + """ |
| 23 | + Helper function to get a list of stages for a given dataset namespace. |
| 24 | + """ |
| 25 | + stages_start_with = ["load", "extract", "stage"] |
| 26 | + if dataset_namespace not in _get_dataset_namespaces(): |
| 27 | + Console().print( |
| 28 | + f"[bold red]Error:[/bold red] Dataset namespace '{dataset_namespace}' not found. Available datasets are:\n" |
| 29 | + + "\n".join(f"- {ds}" for ds in _get_dataset_namespaces()) |
| 30 | + ) |
| 31 | + return |
| 32 | + dataset_dict = eval(f"datacat.{dataset_namespace}.__dict__") |
| 33 | + stages = [ |
| 34 | + key |
| 35 | + for key in dataset_dict.keys() |
| 36 | + if any(key.startswith(prefix) for prefix in stages_start_with) |
| 37 | + ] |
| 38 | + return sorted(stages) |
| 39 | + |
| 40 | + |
| 41 | +def _get_versions_list(dataset_namespace: str, stage: str) -> list[str]: |
| 42 | + """ |
| 43 | + Helper function to get a list of versions for a given dataset namespace and stage. |
| 44 | + """ |
| 45 | + stages = _get_stages_list(dataset_namespace) |
| 46 | + if stage not in stages: |
| 47 | + Console().print( |
| 48 | + f"[bold red]Error:[/bold red] Stage '{stage}' not found for dataset '{dataset_namespace}'. Available stages are:\n" |
| 49 | + + "\n".join(f"- {s}" for s in stages) |
| 50 | + ) |
| 51 | + return |
| 52 | + versions = eval(f"datacat.{dataset_namespace}.{stage}.get_versions()") |
| 53 | + return versions |
| 54 | + |
| 55 | + |
| 56 | +def get_available_data(): |
| 57 | + """ |
| 58 | + Retrieve a list of available datasets for CFA. |
| 59 | + """ |
| 60 | + parser = ArgumentParser(description="Get list of available datasets") |
| 61 | + parser.add_argument( |
| 62 | + "-p", "--prefix", help="optional prefix filter", default=None |
| 63 | + ) |
| 64 | + args = parser.parse_args() |
| 65 | + datasets = datacat.__namespace_list__ |
| 66 | + if args.prefix: |
| 67 | + datasets = [ds for ds in datasets if ds.startswith(args.prefix)] |
| 68 | + formatted_list = "\n".join(f"- {dataset}" for dataset in sorted(datasets)) |
| 69 | + Console().print(f"[bold]Available Datasets:[/bold]\n{formatted_list}") |
| 70 | + |
| 71 | + |
| 72 | +def get_dataset_stages(): |
| 73 | + """ |
| 74 | + Retrieve stages of available datasets for CFA. |
| 75 | + """ |
| 76 | + parser = ArgumentParser(description="Get dataset stages") |
| 77 | + parser.add_argument("dataset", help="full dataset namespace") |
| 78 | + args = parser.parse_args() |
| 79 | + dataset = args.dataset |
| 80 | + stages = _get_stages_list(dataset) |
| 81 | + formatted_stages = "\n".join( |
| 82 | + f"- [red]{stage}[/red]" if stage == stages[-1] else f"- {stage}" |
| 83 | + for stage in stages |
| 84 | + ) |
| 85 | + disclaimer = "[italic yellow]Note: Stages in [red]red[/red] indicate the default stage for loading the dataset.[/italic yellow]" |
| 86 | + Console().print( |
| 87 | + f"[bold]Stages for {dataset}:[/bold]\n{formatted_stages}\n{disclaimer}" |
| 88 | + ) |
| 89 | + |
| 90 | + |
| 91 | +def get_dataset_versions(): |
| 92 | + """ |
| 93 | + Retrieve versions of available datasets for CFA. |
| 94 | + """ |
| 95 | + parser = ArgumentParser(description="Get dataset versions") |
| 96 | + parser.add_argument("dataset", help="full dataset namespace") |
| 97 | + parser.add_argument( |
| 98 | + "--stage", "-s", help="specific stage to get version for", default=None |
| 99 | + ) |
| 100 | + args = parser.parse_args() |
| 101 | + dataset = args.dataset |
| 102 | + available_stages = _get_stages_list(dataset) |
| 103 | + if args.stage is None: |
| 104 | + stage = available_stages[-1] |
| 105 | + else: |
| 106 | + stage = args.stage |
| 107 | + versions = _get_versions_list(dataset, stage) |
| 108 | + formatted_versions = "\n".join( |
| 109 | + f"- [red]{version}[/red]" if version == versions[0] else f"- {version}" |
| 110 | + for version in versions |
| 111 | + ) |
| 112 | + Console().print(f"[bold]{dataset}[/bold]:\n{formatted_versions}") |
| 113 | + |
| 114 | + |
| 115 | +def save_data_locally(): |
| 116 | + """ |
| 117 | + Save a datasets to the local cache. |
| 118 | + """ |
| 119 | + parser = ArgumentParser(description="Download a dataset locally") |
| 120 | + parser.add_argument("dataset", help="full dataset namespace") |
| 121 | + parser.add_argument( |
| 122 | + "location", |
| 123 | + help="local location (directory) to save dataset to. If it does not exist, it will be created.", |
| 124 | + ) |
| 125 | + parser.add_argument( |
| 126 | + "--stage", "-s", help="specific stage to get version for", default=None |
| 127 | + ) |
| 128 | + parser.add_argument( |
| 129 | + "--version", "-v", help="specific version to get", default=None |
| 130 | + ) |
| 131 | + parser.add_argument( |
| 132 | + "--force", "-f", help="force re-download of data", action="store_true" |
| 133 | + ) |
| 134 | + args = parser.parse_args() |
| 135 | + dataset = args.dataset |
| 136 | + stage = args.stage |
| 137 | + version = args.version |
| 138 | + if stage is None: |
| 139 | + stages = _get_stages_list(dataset) |
| 140 | + stage = stages[-1] |
| 141 | + if version is None: |
| 142 | + versions = _get_versions_list(dataset, stage) |
| 143 | + version = versions[0] |
| 144 | + local_path = os.path.abspath(args.location) |
| 145 | + written = eval( |
| 146 | + f"datacat.{dataset}.{stage}.download_version_to_local('{local_path}', version='{version}', force={args.force})" |
| 147 | + ) |
| 148 | + if not written: |
| 149 | + Console().print( |
| 150 | + f"[bold yellow]Dataset '{dataset}' version '{version}' at stage '{stage}' is already present at location '{local_path}'. Use --force to re-download.[/bold yellow]" |
| 151 | + ) |
| 152 | + return |
| 153 | + else: |
| 154 | + tree_output = tree(local_path, show_hidden=False) |
| 155 | + Console().print( |
| 156 | + f"[bold green]Dataset '{dataset}' version '{version}' at stage '{stage}' has been saved locally.[/bold green]\n\n{local_path}\n{tree_output}" |
| 157 | + ) |
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