diff --git a/cfa/cloudops/_cloudclient.py b/cfa/cloudops/_cloudclient.py index dc633ebf..e62bd9c2 100644 --- a/cfa/cloudops/_cloudclient.py +++ b/cfa/cloudops/_cloudclient.py @@ -4,6 +4,7 @@ import os import warnings from graphlib import CycleError, TopologicalSorter +from pathlib import Path from typing import Literal, Optional import networkx as nx @@ -1762,6 +1763,54 @@ def download_file( blob_helpers.download_file(c_client, src_path, dest_path, do_check, check_size) logger.info(f"Downloaded file '{src_path}' to '{dest_path}'.") + def download_files( + self, + file_paths: str | list[str], + container_name: str, + dest_path: str = ".", + ) -> None: + """Download a list of files from Azure Blob Storage to the local filesystem. + + Downloads a file from a blob storage container to a local destination path. + Supports verification of the download to ensure data integrity. + + Args: + file_paths (list[str]): List of file paths within the blob container to download. + Each path should be the full blob path including any directory structure. + container_name (str): Name of the blob storage container containing the file. + dest_path (str): Local filesystem path where the file should be saved. + Can be relative or absolute. Parent directories will be created if needed. + + Example: + + client = CloudClient() + client.download_files( + file_paths=["data/results_1.csv", "data/results_2.csv"], + container_name="job-outputs" + dest_path="./my_folder", + ) + + Note: + If the destination directory doesn't exist, it will be created automatically. + The download will overwrite any existing file at the destination path. + """ + logger.debug(f"Downloading files from container {container_name}.") + + for file_path in file_paths: + parent_path = Path(file_path).parent + root_path = dest_path if dest_path.endswith("/") else f"{dest_path}/" + Path(f"{root_path}{parent_path}").mkdir(parents=True, exist_ok=True) + blob.download_from_storage_container( + file_paths=file_paths, + blob_storage_container_name=container_name, + blob_service_client=self.blob_service_client, + local_root_dir=dest_path, + remote_root_dir=".", + ) + logger.info( + f"Downloaded files from container '{container_name}' to path {dest_path}." + ) + def download_folder( self, src_path: str, diff --git a/cfa/cloudops/batch_helpers.py b/cfa/cloudops/batch_helpers.py index 0b40a33b..2c632fb2 100644 --- a/cfa/cloudops/batch_helpers.py +++ b/cfa/cloudops/batch_helpers.py @@ -26,6 +26,7 @@ UserIdentity, ) from azure.mgmt.batch import BatchManagementClient +from tqdm.auto import tqdm from cfa.cloudops.task import ( get_container_settings, @@ -395,7 +396,9 @@ def monitor_tasks( def download_job_stats( - job_name: str, batch_service_client: object, file_name: str | None = None + job_name: str, + batch_service_client: object, + file_name: str | None = None, ) -> None: """Download comprehensive statistics for all tasks in a job to a CSV file. @@ -436,18 +439,15 @@ def download_job_stats( The file is created in the current working directory. Tasks that haven't completed may not have all timing information available. """ + logger.debug(f"Downloading job statistics for job: {job_name}") + if file_name is None: file_name = f"{job_name}-stats" - logger.debug(f"Using default filename: {file_name}") - else: - logger.debug(f"Using custom filename: {file_name}") - logger.debug("Retrieving task list from batch service") - r = batch_service_client.list_tasks(job_name) - logger.debug("Task list retrieved successfully") + tasks = batch_service_client.list_tasks(job_name) - fields = [ + headers = [ "task_id", "command", "creation", @@ -458,29 +458,46 @@ def download_job_stats( "pool", "node_id", ] - with open(rf"{file_name}.csv", "w") as f: - logger.debug(f"initializing {file_name}.csv.") + + with open(f"{file_name}.csv", "w", newline="") as f: writer = csv.writer(f, delimiter="|") - writer.writerow(fields) - for item in r: - st = item.execution_info.start_time - et = item.execution_info.end_time - rt = et - st - id = item.id - creation = item.creation_time - start = item.execution_info.start_time.strftime("%Y-%m-%d %H:%M:%S") - end = item.execution_info.end_time.strftime("%Y-%m-%d %H:%M:%S") - exit_code = item.execution_info.exit_code - node_id = item.node_info.node_id - cli = item.command_line.split(" -")[0] - pool = item.node_info.pool_id - fields = [id, cli, creation, start, end, rt, exit_code, pool, node_id] - with open(rf"{file_name}.csv", "a") as f: - writer = csv.writer(f, delimiter="|") - writer.writerow(fields) - logger.debug(f"Wrote task {item.id} statistics to CSV") - - logger.info(f"Job statistics download completed. File saved as: {file_name}.csv") + writer.writerow(headers) + + for item in tqdm(tasks, desc="Writing task statistics", unit="task"): + execution_info = getattr(item, "execution_info", None) + node_info = getattr(item, "node_info", None) + + start_time = ( + execution_info.start_time if execution_info is not None else None + ) + + end_time = execution_info.end_time if execution_info is not None else None + + creation_time = getattr(item, "creation_time", None) + + runtime = ( + end_time - start_time + if start_time is not None and end_time is not None + else None + ) + + row = [ + item.id, + item.command_line.split(" -")[0] if item.command_line else "", + creation_time.strftime("%Y-%m-%d %H:%M:%S") if creation_time else "", + start_time.strftime("%Y-%m-%d %H:%M:%S") if start_time else "", + end_time.strftime("%Y-%m-%d %H:%M:%S") if end_time else "", + runtime, + execution_info.exit_code if execution_info else None, + node_info.pool_id if node_info else "", + node_info.node_id if node_info else "", + ] + + writer.writerow(row) + + logger.debug(f"Wrote task {item.id} statistics") + + logger.info(f"Job statistics written to {file_name}.csv") def check_job_exists(job_name: str, batch_client: object): diff --git a/cfa/cloudops/blob.py b/cfa/cloudops/blob.py index 534ac43f..c588eb96 100644 --- a/cfa/cloudops/blob.py +++ b/cfa/cloudops/blob.py @@ -17,7 +17,7 @@ ImmutabilityPolicy, aio, ) -from tqdm import tqdm +from tqdm.auto import tqdm from .client import get_blob_service_client from .util import ensure_listlike @@ -258,7 +258,9 @@ def download_from_storage_container( blob_service_client = get_blob_service_client(**kwargs) logger.debug("Blob service client created successfully") - for i_file, file_path in enumerate(file_paths): + for i_file, file_path in enumerate( + tqdm(file_paths, desc="Downloading files", unit="file") + ): if i_file % (1 + int(n_total_files / 10)) == 0: logger.debug(f"Download progress: {i_file}/{n_total_files} files completed") @@ -1049,7 +1051,9 @@ def update_blob_protection( logger.debug(f"Processing {n_total_files} files for legal hold toggle") try: - for i_file, file_path in enumerate(files): + for i_file, file_path in enumerate( + tqdm(files, desc="Updating blob protection", unit="file") + ): if i_file % (1 + int(n_total_files / 10)) == 0: logger.debug(f"Progress: {i_file}/{n_total_files} files processed") diff --git a/cfa/cloudops/blob_helpers.py b/cfa/cloudops/blob_helpers.py index b37ffa86..b9414b12 100644 --- a/cfa/cloudops/blob_helpers.py +++ b/cfa/cloudops/blob_helpers.py @@ -12,6 +12,7 @@ StorageStreamDownloader, ) from humanize import naturalsize as ns +from tqdm.auto import tqdm from .blob import format_extensions, upload_to_storage_container @@ -961,7 +962,7 @@ def download_folder( if cont.lower() != "y": print("Download aborted.") return None - for blob in flist: + for blob in tqdm(flist, desc="Downloading files", unit="file"): download_file( c_client, blob, @@ -1062,7 +1063,7 @@ def delete_blob_folder( logger.debug(f"Found {len(_files)} blobs to delete in folder '{folder_path}'") # call delete_blob_snapshots for each file - for i, file in enumerate(_files, 1): + for i, file in enumerate(tqdm(_files, desc="Deleting blobs", unit="blob"), 1): logger.debug(f"Deleting blob {i}/{len(_files)}: '{file}'") delete_blob_snapshots( blob_name=file, diff --git a/changelog.md b/changelog.md index c8dbbc61..6a02a2a2 100644 --- a/changelog.md +++ b/changelog.md @@ -7,11 +7,22 @@ and this project adheres to [Semantic Versioning](https://semver.org/). The versioning pattern is `major.minor.patch`. --- +## 1.1.1 + +- add notebook-friendly progress bars for task-stat writing and blob download, deletion, and protection operations +- add `jupyter` and `ipywidgets` as development dependencies for notebook-friendly progress-bar testing + + ## 1.1.0 - add type hint support for the public `cfa.cloudops` API - include `py.typed` and `__init__.pyi` typing resources in package builds +## 1.0.1 + +- update credential checks to return subscription, Batch account, and Storage account information in a DataFrame, including an empty result with stable columns when credential checks fail +- update the Ruff pre-commit hook to 0.16.7 + ## 1.0.0 - replace `DefaultAzureCredential` with a custom `ChainedTokenCredential` builder (`_build_default_credential`) that exposes `exclude_*` flags for granular control over which credential types are attempted diff --git a/pyproject.toml b/pyproject.toml index b8b5828c..bd080532 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,12 +1,12 @@ [project] name = "cfa.cloudops" -version = "1.1.0" +version = "1.1.1" description = "Cloud storage, batch, functions, MLOps assistance" authors = [ {name = "Ryan Raasch", email = "xng3@cdc.gov"} ] readme = "README.md" -requires-python = ">=3.10, <4.0" +requires-python = ">=3.12, <4.0" dependencies = [ "tqdm>=4.67.1", "pandas>=2.3.2", @@ -29,7 +29,15 @@ dependencies = [ "toml>=0.10.2", "networkx>=3.4.2", "anyio>=4.10.0", - "duckdb>=1.4.4" + "duckdb>=1.4.4", + "numpy>=2.5.3" +] + +[project.optional-dependencies] +notebook = [ + "jupyter>=1.1.1", + "ipywidgets>=8.1.9", + "ipykernel>=7.3.0", ] [build-system] @@ -95,7 +103,7 @@ dev = [ "aiohttp>=3.14.3", "azure-mgmt-authorization>=4.0.0", "coverage-badge>=1.1.2", - "ipykernel>=7.1.0", + "ipykernel>=7.3.0", "mkdocs>=1.6.1", "mkdocs-material>=9.6.16", "mkdocstrings[python]>=0.30.0", @@ -105,6 +113,5 @@ dev = [ "pytest-asyncio>=1.2.0", "pytest-mock>=3.14.0", "pytest-cov>=6.1.1", - "ruff>=0.9.9", - 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