From 74c0477f17af5ca1b6d15a189b9494af7cd23b7e Mon Sep 17 00:00:00 2001
From: Vendula Poncova <vponcova@redhat.com>
Date: Mon, 29 May 2023 17:19:13 +0200
Subject: [PATCH 1/3] scripts: Add the cid2civ script

Add a scripts that allows to download metadata about cloud images from Cloud
Image Directory and prepare them for testing via Cloud Image Validation.

* Print the supported arguments of the script:
  poetry run scripts/cid2civ --help

* Download data about Azure images:
  poetry run scripts/cid2civ download azure > cid.json

* Print a summary about the downloaded data:
  poetry run scripts/cid2civ analyze cid.json

* Generate resources for the image validation:
  poetry run scripts/cid2civ convert cid.json > civ.json
---
 .pre-commit-config.yaml |   3 +
 README.md               |  25 ++-
 scripts/cid2civ         | 438 ++++++++++++++++++++++++++++++++++++++++
 3 files changed, 464 insertions(+), 2 deletions(-)
 create mode 100755 scripts/cid2civ

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 504775e7..06a71491 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -74,3 +74,6 @@ repos:
     hooks:
       - id: interrogate
         args: [--fail-under=60, --verbose]
+        # Unable to interrogate scripts without the .py extension:
+        # https://github.com/econchick/interrogate/issues/104
+        files: \.(py)$
diff --git a/README.md b/README.md
index 284dab3b..74387213 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ This repository contains the tool `cloudimagedirectory-transformer`, which is us
 It belongs to three other sub projects:
 
 - [cloud-image-retriever](https://github.com/redhatcloudx/cloud-image-retriever): Used to retrieve unstructured image data from public cloud providers.
-- [infrastructure](https://github.com/redhatcloudx/infrastructure): Defines the public cloud infrastructure [imagedirectory.cloud](https://imagedirectory.cloud/).
+- [infrastructure](https://github.com/redhatcloudx/infrastructure): Defines the public cloud infrastructure [imagedirectory.cloud].
 - [directory-frontend](https://github.com/redhatcloudx/cloud-image-directory-frontend) Used to visualize the dataset.
 
 ### Architecture diagram
@@ -59,10 +59,31 @@ poetry add --group dev bar
 
 Use poetry to run pytest:
 
-```commandline
+```console
 # Run all tests, including end-to-end tests that call out to cloud APIs:
 poetry run pytest
 ```
 
+## Validating images
+
+Use the `cid2civ` script to download image metadata from [imagedirectory.cloud], analyze them
+and generate files for testing via the [cloud image validation tool].
+
+```console
+# Print the supported arguments of the script:
+poetry run scripts/cid2civ --help
+
+# Download data about Azure images:
+poetry run scripts/cid2civ download azure > cid.json
+
+# Print a summary about the downloaded data:
+poetry run scripts/cid2civ analyze cid.json
+
+# Generate resources for the image validation:
+poetry run scripts/cid2civ convert cid.json > civ.json
+```
+
 [Poetry]: https://python-poetry.org/
 [installing poetry]: https://python-poetry.org/docs/#installation
+[cloud image validation tool]: https://github.com/osbuild/cloud-image-val/
+[imagedirectory.cloud]: https://imagedirectory.cloud/
diff --git a/scripts/cid2civ b/scripts/cid2civ
new file mode 100755
index 00000000..80581d4b
--- /dev/null
+++ b/scripts/cid2civ
@@ -0,0 +1,438 @@
+#!/usr/bin/env python3
+"""Download and transform CID data into CIV data.
+
+Download metadata about cloud images from Cloud Image Directory (CID)
+and prepare them for testing via Cloud Image Validation (CIV).
+
+Usage:
+    cid2civ [options] (download PROVIDER | analyze FILE | convert FILE)
+    cid2civ (-h | --help)
+
+Examples:
+    cid2civ download azure > cid.json
+    cid2civ convert cid.json > civ.json
+    cid2civ analyze cid.json
+
+Commands:
+    download  Fetch image data from CID and print them to stdout.
+    analyze   Print a summary about the downloaded image data.
+    convert   Transform CID data to CIV data and print them to stdout.
+
+Arguments:
+    PROVIDER  a cloud provider (aws, azure or google)
+    FILE      a local file with downloaded image data from CID
+
+Options:
+    -h, --help     Show this help message and exit.
+    --verbose      Show debug messages and unlimited data sets.
+    --website=URL  Specify the URL of Cloud Image Directory (CID)
+                   [default: https://imagedirectory.cloud].
+"""
+import collections
+import json
+import logging
+import sys
+import textwrap
+
+import docopt
+import requests
+import requests_file
+
+
+# Cloud providers.
+CLOUD_PROVIDER_AWS = "aws"
+CLOUD_PROVIDER_AZURE = "azure"
+CLOUD_PROVIDER_GOOGLE = "google"
+
+# API endpoints.
+ENDPOINT_IMAGES = "{website}/images/v1/idx/list/sort-by-date-{provider}/{page}"
+ENDPOINT_IMAGE = "{website}/images/v1/{image_ref}"
+
+
+def fetch_data(session: requests.Session, url: str) -> dict:
+    """Fetch JSON data from the specified endpoint.
+
+    Args:
+        session: A session for sending HTTP requests.
+        url: A REST API URL providing the JSON data.
+
+    Returns:
+        A JSON like structure with the fetched data.
+    """
+    logging.debug(f"Fetching {url}")
+    response = session.get(url)
+    logging.debug(response.json())
+    return response.json()
+
+
+def print_data(data):
+    """Print JSON data in a pretty formatting.
+
+    Args:
+        A JSON like structure to print.
+    """
+    print(json.dumps(data, indent=2))
+
+
+def fetch_image_refs(
+    session: requests.Session, website: str, provider: str
+) -> list[str]:
+    """Fetch references to images for a specific cloud provider.
+
+    Args:
+        session: A session for sending HTTP requests.
+        website: A string with a URL of Cloud Image Directory.
+        provider: A specification of the cloud provider (for example, 'aws').
+
+    Returns:
+        A list of references to images in Cloud Image Directory.
+    """
+    # Download info about pages.
+    url = ENDPOINT_IMAGES.format(website=website, provider=provider, page="pages")
+    pages = fetch_data(session, url)
+    first_page = pages["first"]
+    last_page = pages["last"]
+
+    # Download the image references.
+    image_refs = []
+
+    for i in range(first_page, last_page + 1):
+        # Fetch one page of images.
+        url = ENDPOINT_IMAGES.format(website=website, provider=provider, page=str(i))
+        page = fetch_data(session, url)
+
+        # Process entries on the page.
+        for entry in page:
+            image_ref = entry["ref"]
+            image_refs.append(image_ref)
+
+    # Filter out duplicate image references.
+    unique_refs = sorted(set(image_refs))
+    logging.info(f"Downloaded {len(image_refs)} references from {last_page} pages.")
+    logging.warning(
+        f"Skipping {len(image_refs) - len(unique_refs)} non-unique references."
+    )
+
+    return unique_refs
+
+
+def fetch_image_data(
+    session: requests.Session, website: str, image_refs: list[str]
+) -> list[dict]:
+    """Fetch data about referenced images.
+
+    Args:
+        session: A session for sending HTTP requests.
+        website: A string with a URL of Cloud Image Directory.
+        image_refs: A list of references to images in Cloud Image Directory.
+
+    Returns:
+        A list of JSON like structures with fetched image data.
+    """
+    image_data = []
+    total = len(image_refs)
+
+    for num, ref in enumerate(image_refs, start=1):
+        url = ENDPOINT_IMAGE.format(
+            website=website,
+            image_ref=ref,
+        )
+        data = fetch_data(session, url)
+        image_data.append(data)
+        logging.info(f"Downloaded {num}/{total} image data.")
+
+    return image_data
+
+
+def download_cid_data(website: str, provider: str) -> dict:
+    """Fetch data about images in Cloud Image Directory.
+
+    Args:
+        website: A string with a URL of Cloud Image Directory.
+        provider: A specification of the cloud provider (for example, 'aws').
+
+    Returns:
+        A JSON like structure with all image data of the specified cloud provider
+        downloaded from the specified Cloud Image Directory website.
+    """
+    providers = {
+        CLOUD_PROVIDER_AWS,
+        CLOUD_PROVIDER_AZURE,
+        CLOUD_PROVIDER_GOOGLE,
+    }
+
+    if provider not in providers:
+        raise ValueError(f"Unsupported provider: {provider}")
+
+    logging.info(f"Using the {provider.upper()} cloud provider.")
+    logging.info(f"Downloading image data from {website}")
+
+    with requests.Session() as session:
+        # Support local files for testing purposes.
+        session.mount("file://", requests_file.FileAdapter())
+
+        # Get references to images.
+        image_refs = fetch_image_refs(
+            session=session,
+            website=website,
+            provider=provider,
+        )
+
+        # Get data about images.
+        image_data = fetch_image_data(
+            session=session, website=website, image_refs=image_refs
+        )
+
+    return {
+        "provider": provider,
+        "images": image_data,
+        "total": len(image_data),
+    }
+
+
+def generate_civ_data(cid_data: dict) -> dict:
+    """Generate data for Cloud Image Validation.
+
+    Args:
+        cid_data: A JSON like structure with data fetched from Cloud Image Directory.
+
+    Returns:
+        A JSON like structure of resources for testing with Cloud Image Validation.
+    """
+    # Define supported generators of CIV resources.
+    generators = {
+        CLOUD_PROVIDER_AWS: _generate_civ_data_for_aws,
+        CLOUD_PROVIDER_AZURE: _generate_civ_data_for_azure,
+        CLOUD_PROVIDER_GOOGLE: _generate_civ_data_for_google,
+    }
+
+    # Process data from CID.
+    provider = cid_data["provider"]
+    images = cid_data["images"]
+
+    if provider not in generators.keys():
+        raise ValueError(f"Unsupported provider: {provider}")
+
+    logging.info(f"Using the {provider.upper()} cloud provider.")
+    logging.info(f"Generating CIV resources for {len(images)} images.")
+
+    generate = generators[provider]
+    civ_data = generate(images)
+    civ_instances = civ_data["instances"]
+
+    logging.info(f"Generated {len(civ_instances)} CIV resources.")
+    return civ_data
+
+
+def _generate_civ_data_for_aws(images: list[dict]) -> dict:
+    """Generate AWS data for Cloud Image Validation.
+
+    Args:
+        images: A list of JSON like structures with data about AWS images.
+
+    Returns:
+        A JSON like structure of resources for testing with Cloud Image Validation.
+    """
+    instances = []
+
+    instance_types = {"x86_64": "t3.micro", "arm64": "t4g.micro"}
+
+    for image in images:
+        # Process the image data.
+        arch = image["arch"]
+        ami = image["imageId"]
+        region = image["region"]
+        name = image["name"].replace(" ", "-")
+        instance_type = instance_types[arch]
+
+        # Generate the instance specification.
+        instances.append(
+            {
+                "name": name,
+                "ami": ami,
+                "region": region,
+                "username": "ec2-user",
+                "instance_type": instance_type,
+                "arch": arch,
+            }
+        )
+
+    return {"provider": "aws", "instances": instances}
+
+
+def _generate_civ_data_for_azure(images: list[dict]) -> dict:
+    """Generate Azure data for Cloud Image Validation.
+
+    Args:
+        images: A list of JSON like structures with data about Azure images.
+
+    Returns:
+        A JSON like structure of resources for testing with Cloud Image Validation.
+    """
+    instances = []
+
+    for image in images:
+        # Process the image data.
+        arch = image["arch"]
+        publisher, offer, sku, version = image["imageId"].split(":")
+        name = image["name"].replace(" ", "-")
+
+        # Generate the instance specification.
+        instances.append(
+            {
+                "name": name,
+                "image_definition": {
+                    "publisher": publisher,
+                    "offer": offer,
+                    "sku": sku,
+                    "version": version,
+                },
+                "arch": arch,
+            }
+        )
+
+    return {"provider": "azure", "instances": instances}
+
+
+def _generate_civ_data_for_google(images: list[dict]) -> dict:
+    """Generate Google data for Cloud Image Validation.
+
+    Args:
+        images: A list of JSON like structures with data about Google images.
+
+    Returns:
+        A JSON like structure of resources for testing with Cloud Image Validation.
+    """
+    instances = []
+
+    instance_types = {"X86_64": "e2-micro", "ARM64": "t2a-standard-1"}
+
+    for image in images:
+        # Process the image data.
+        arch = image["arch"]
+        self_link = image["selflink"]
+        name = image["name"].replace(" ", "-").lower()
+        instance_type = instance_types[arch]
+
+        # This is a temporary workaround of an issue in the CID metadata:
+        # https://github.com/redhatcloudx/cloud-image-directory/issues/547
+
+        if "sap" in name:
+            self_link = self_link.replace("rhel-cloud", "rhel-sap-cloud")
+
+        # Generate the instance specification.
+        instances.append(
+            {
+                "name": name,
+                "image": self_link,
+                "region": "us-central1",
+                "zone": "us-central1-a",
+                "username": "google",
+                "instance_type": instance_type,
+                "arch": arch,
+            }
+        )
+
+    return {"provider": "gcloud", "instances": instances}
+
+
+def analyze_cid_data(cid_data: dict, verbose: bool = False):
+    """Show a summary of data from Cloud Image Directory.
+
+    Args:
+        cid_data: A JSON like structure with data fetched from Cloud Image Directory.
+        verbose: If True, show a summary with complete data sets.
+    """
+    # Process data from CID.
+    provider = cid_data["provider"]
+    images = cid_data["images"]
+
+    # Limit the data sets if requested.
+    limit = None if verbose else 10
+
+    # Collect data about specific attributes.
+    attributes = collections.defaultdict(set)
+
+    for image in images:
+        for name, value in sorted(image.items()):
+            attributes[name].add(value)
+
+    # Print collected data.
+    _print_value(f"Number of {provider.upper()} images", len(images))
+
+    configurations = set(map(str, images))
+    _print_value("Number of unique images (case-sensitive)", len(configurations))
+
+    configurations = set(map(str.lower, configurations))
+    _print_value("Number of unique images (case-insensitive", len(configurations))
+    _print_separator()
+
+    _print_list(f"Names of attributes", attributes.keys())
+
+    for name, values in attributes.items():
+        _print_list(f"Values of the '{name}' attribute", values, limit=limit)
+
+
+def _print_separator():
+    """Print a separator."""
+    print()
+
+
+def _print_value(description, value):
+    """Print one line with a value."""
+    print(f"{description}: {value}")
+
+
+def _print_list(description, values, limit=None, indent=2):
+    """Print multiples lines with a list of values."""
+    limit = len(values) if limit is None else limit
+    reduced = sorted(values)[: min(limit, len(values))]
+    indented = textwrap.indent("\n".join(reduced), prefix=" " * indent)
+    print(f"{description} ({len(reduced)} out of {len(values)}):\n{indented}\n")
+
+
+def main():
+    """Run the cid2civ script."""
+    # Process the cmdline options.
+    options = docopt.docopt(__doc__)
+    website = options["--website"]
+    verbose = options["--verbose"]
+
+    # Set up logging to stderr.
+    level = logging.DEBUG if verbose else logging.INFO
+    logging.basicConfig(stream=sys.stderr, level=level)
+
+    # Process the requested command.
+    if options["download"]:
+        # Only fetch the CID data.
+        provider = options["PROVIDER"]
+        out_data = download_cid_data(
+            website=website,
+            provider=provider,
+        )
+        print_data(out_data)
+
+    elif options["convert"]:
+        # Read the CID data from a file.
+        with open(options["FILE"]) as f:
+            in_data = json.load(f)
+
+        # Generate the CIV data.
+        out_data = generate_civ_data(cid_data=in_data)
+        print_data(out_data)
+
+    elif options["analyze"]:
+        # Read the CID data from a file.
+        with open(options["FILE"]) as f:
+            in_data = json.load(f)
+
+        # Analyze the CID data and quit.
+        analyze_cid_data(
+            cid_data=in_data,
+            verbose=verbose,
+        )
+
+
+if __name__ == "__main__":
+    # Run the cid2civ script.
+    main()

From d2435c1ce8fa421d6e7eedcdb59bff14ecf9eaeb Mon Sep 17 00:00:00 2001
From: Vendula Poncova <vponcova@redhat.com>
Date: Tue, 27 Jun 2023 17:07:01 +0200
Subject: [PATCH 2/3] tests: Add tests for the cid2civ script

Use local testdata using `--website file://$PWD/tests/scripts/testdata/website`.
---
 tests/scripts/test_cid2civ.py                 | 62 +++++++++++++++++++
 tests/scripts/testdata/cid2civ/aws.cid        | 16 +++++
 tests/scripts/testdata/cid2civ/aws.civ        | 13 ++++
 tests/scripts/testdata/cid2civ/aws.txt        | 37 +++++++++++
 tests/scripts/testdata/cid2civ/azure.cid      | 14 +++++
 tests/scripts/testdata/cid2civ/azure.civ      | 15 +++++
 tests/scripts/testdata/cid2civ/azure.txt      | 29 +++++++++
 tests/scripts/testdata/cid2civ/google.cid     | 14 +++++
 tests/scripts/testdata/cid2civ/google.civ     | 14 +++++
 tests/scripts/testdata/cid2civ/google.txt     | 29 +++++++++
 .../af-south-1/rhel_6.10_hvm_x86_64_hourly2   |  1 +
 .../images/v1/azure/global/osa_osa_311_x64    |  1 +
 .../images/v1/google/global/rhel_7_x86_64     |  1 +
 .../website/images/v1/idx/list/image-names    |  1 +
 .../images/v1/idx/list/sort-by-date-aws/0     |  1 +
 .../images/v1/idx/list/sort-by-date-aws/pages |  1 +
 .../images/v1/idx/list/sort-by-date-azure/0   |  1 +
 .../v1/idx/list/sort-by-date-azure/pages      |  1 +
 .../images/v1/idx/list/sort-by-date-google/0  |  1 +
 .../v1/idx/list/sort-by-date-google/pages     |  1 +
 .../website/images/v1/idx/list/sort-by-date/0 |  1 +
 .../images/v1/idx/list/sort-by-date/pages     |  1 +
 22 files changed, 255 insertions(+)
 create mode 100644 tests/scripts/test_cid2civ.py
 create mode 100644 tests/scripts/testdata/cid2civ/aws.cid
 create mode 100644 tests/scripts/testdata/cid2civ/aws.civ
 create mode 100644 tests/scripts/testdata/cid2civ/aws.txt
 create mode 100644 tests/scripts/testdata/cid2civ/azure.cid
 create mode 100644 tests/scripts/testdata/cid2civ/azure.civ
 create mode 100644 tests/scripts/testdata/cid2civ/azure.txt
 create mode 100644 tests/scripts/testdata/cid2civ/google.cid
 create mode 100644 tests/scripts/testdata/cid2civ/google.civ
 create mode 100644 tests/scripts/testdata/cid2civ/google.txt
 create mode 100644 tests/scripts/testdata/website/images/v1/aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2
 create mode 100644 tests/scripts/testdata/website/images/v1/azure/global/osa_osa_311_x64
 create mode 100644 tests/scripts/testdata/website/images/v1/google/global/rhel_7_x86_64
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/image-names
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/0
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/pages
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/0
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/pages
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/0
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/pages
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/0
 create mode 100644 tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/pages

diff --git a/tests/scripts/test_cid2civ.py b/tests/scripts/test_cid2civ.py
new file mode 100644
index 00000000..618e89ee
--- /dev/null
+++ b/tests/scripts/test_cid2civ.py
@@ -0,0 +1,62 @@
+"""Tests for the cid2civ script."""
+import os
+import subprocess
+import sys
+
+
+def cid2civ(*args, in_file=None, out_file=None):
+    """Run the cid2civ script and check its output."""
+    pwd = os.getcwd()
+
+    script = f"{pwd}/scripts/cid2civ"
+    data = f"{pwd}/tests/scripts/testdata/cid2civ"
+    website = f"{pwd}/tests/scripts/testdata/website"
+
+    if in_file:
+        args += (f"{data}/{in_file}",)
+
+    if "download" in args:
+        args += ("--website", f"file://{website}")
+
+    result = subprocess.run(
+        [script, "--verbose", *args], capture_output=True, text=True
+    )
+
+    print(result.stderr, file=sys.stderr)
+    print(result.stdout, file=sys.stdout)
+    result.check_returncode()
+
+    if out_file:
+        with open(f"{data}/{out_file}") as f:
+            assert result.stdout.strip() == f.read().strip()
+
+    return result
+
+
+def test_cid2civ_help():
+    """Test the --help option of the cid2civ script."""
+    result = cid2civ("--help")
+    assert "Usage:" in result.stdout
+    assert "Commands:" in result.stdout
+    assert "Arguments:" in result.stdout
+
+
+def test_cid2civ_download():
+    """Test the download command of the cid2civ script."""
+    cid2civ("download", "aws", out_file="aws.cid")
+    cid2civ("download", "azure", out_file="azure.cid")
+    cid2civ("download", "google", out_file="google.cid")
+
+
+def test_cid2civ_analyze():
+    """Test the analyze command of the cid2civ script."""
+    cid2civ("analyze", in_file="aws.cid", out_file="aws.txt")
+    cid2civ("analyze", in_file="azure.cid", out_file="azure.txt")
+    cid2civ("analyze", in_file="google.cid", out_file="google.txt")
+
+
+def test_cid2civ_convert():
+    """Test the convert command of the cid2civ script."""
+    cid2civ("convert", in_file="aws.cid", out_file="aws.civ")
+    cid2civ("convert", in_file="azure.cid", out_file="azure.civ")
+    cid2civ("convert", in_file="google.cid", out_file="google.civ")
diff --git a/tests/scripts/testdata/cid2civ/aws.cid b/tests/scripts/testdata/cid2civ/aws.cid
new file mode 100644
index 00000000..75411084
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/aws.cid
@@ -0,0 +1,16 @@
+{
+  "provider": "aws",
+  "images": [
+    {
+      "name": "RHEL 6.10 hvm x86_64 Hourly2",
+      "arch": "x86_64",
+      "version": "6.10",
+      "imageId": "ami-0c22ca1423e1721e7",
+      "date": "2021-03-18T15:22:40.000Z",
+      "virt": "hvm",
+      "selflink": "https://console.aws.amazon.com/ec2/home?region=af-south-1#launchAmi=ami-0c22ca1423e1721e7",
+      "region": "af-south-1"
+    }
+  ],
+  "total": 1
+}
diff --git a/tests/scripts/testdata/cid2civ/aws.civ b/tests/scripts/testdata/cid2civ/aws.civ
new file mode 100644
index 00000000..aed06f43
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/aws.civ
@@ -0,0 +1,13 @@
+{
+  "provider": "aws",
+  "instances": [
+    {
+      "name": "RHEL-6.10-hvm-x86_64-Hourly2",
+      "ami": "ami-0c22ca1423e1721e7",
+      "region": "af-south-1",
+      "username": "ec2-user",
+      "instance_type": "t3.micro",
+      "arch": "x86_64"
+    }
+  ]
+}
diff --git a/tests/scripts/testdata/cid2civ/aws.txt b/tests/scripts/testdata/cid2civ/aws.txt
new file mode 100644
index 00000000..13846e32
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/aws.txt
@@ -0,0 +1,37 @@
+Number of AWS images: 1
+Number of unique images (case-sensitive): 1
+Number of unique images (case-insensitive: 1
+
+Names of attributes (8 out of 8):
+  arch
+  date
+  imageId
+  name
+  region
+  selflink
+  version
+  virt
+
+Values of the 'arch' attribute (1 out of 1):
+  x86_64
+
+Values of the 'date' attribute (1 out of 1):
+  2021-03-18T15:22:40.000Z
+
+Values of the 'imageId' attribute (1 out of 1):
+  ami-0c22ca1423e1721e7
+
+Values of the 'name' attribute (1 out of 1):
+  RHEL 6.10 hvm x86_64 Hourly2
+
+Values of the 'region' attribute (1 out of 1):
+  af-south-1
+
+Values of the 'selflink' attribute (1 out of 1):
+  https://console.aws.amazon.com/ec2/home?region=af-south-1#launchAmi=ami-0c22ca1423e1721e7
+
+Values of the 'version' attribute (1 out of 1):
+  6.10
+
+Values of the 'virt' attribute (1 out of 1):
+  hvm
diff --git a/tests/scripts/testdata/cid2civ/azure.cid b/tests/scripts/testdata/cid2civ/azure.cid
new file mode 100644
index 00000000..25a3a55a
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/azure.cid
@@ -0,0 +1,14 @@
+{
+  "provider": "azure",
+  "images": [
+    {
+      "name": "osa osa_311 x64",
+      "arch": "x64",
+      "version": "311.161",
+      "imageId": "RedHat:osa:osa_311:311.161.20200115",
+      "date": "2020-01-15",
+      "virt": "unknown"
+    }
+  ],
+  "total": 1
+}
diff --git a/tests/scripts/testdata/cid2civ/azure.civ b/tests/scripts/testdata/cid2civ/azure.civ
new file mode 100644
index 00000000..1908cc70
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/azure.civ
@@ -0,0 +1,15 @@
+{
+  "provider": "azure",
+  "instances": [
+    {
+      "name": "osa-osa_311-x64",
+      "image_definition": {
+        "publisher": "RedHat",
+        "offer": "osa",
+        "sku": "osa_311",
+        "version": "311.161.20200115"
+      },
+      "arch": "x64"
+    }
+  ]
+}
diff --git a/tests/scripts/testdata/cid2civ/azure.txt b/tests/scripts/testdata/cid2civ/azure.txt
new file mode 100644
index 00000000..2532f4c4
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/azure.txt
@@ -0,0 +1,29 @@
+Number of AZURE images: 1
+Number of unique images (case-sensitive): 1
+Number of unique images (case-insensitive: 1
+
+Names of attributes (6 out of 6):
+  arch
+  date
+  imageId
+  name
+  version
+  virt
+
+Values of the 'arch' attribute (1 out of 1):
+  x64
+
+Values of the 'date' attribute (1 out of 1):
+  2020-01-15
+
+Values of the 'imageId' attribute (1 out of 1):
+  RedHat:osa:osa_311:311.161.20200115
+
+Values of the 'name' attribute (1 out of 1):
+  osa osa_311 x64
+
+Values of the 'version' attribute (1 out of 1):
+  311.161
+
+Values of the 'virt' attribute (1 out of 1):
+  unknown
diff --git a/tests/scripts/testdata/cid2civ/google.cid b/tests/scripts/testdata/cid2civ/google.cid
new file mode 100644
index 00000000..f916cd0f
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/google.cid
@@ -0,0 +1,14 @@
+{
+  "provider": "google",
+  "images": [
+    {
+      "name": "RHEL 7 X86_64",
+      "arch": "X86_64",
+      "version": "7",
+      "imageId": "rhel-7-v20230306",
+      "date": "2023-03-06T12:57:17.210-08:00",
+      "selflink": "https://console.cloud.google.com/compute/imagesDetail/projects/rhel-cloud/global/images/rhel-7-v20230306"
+    }
+  ],
+  "total": 1
+}
diff --git a/tests/scripts/testdata/cid2civ/google.civ b/tests/scripts/testdata/cid2civ/google.civ
new file mode 100644
index 00000000..ed8924da
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/google.civ
@@ -0,0 +1,14 @@
+{
+  "provider": "gcloud",
+  "instances": [
+    {
+      "name": "rhel-7-x86_64",
+      "image": "https://console.cloud.google.com/compute/imagesDetail/projects/rhel-cloud/global/images/rhel-7-v20230306",
+      "region": "us-central1",
+      "zone": "us-central1-a",
+      "username": "google",
+      "instance_type": "e2-micro",
+      "arch": "X86_64"
+    }
+  ]
+}
diff --git a/tests/scripts/testdata/cid2civ/google.txt b/tests/scripts/testdata/cid2civ/google.txt
new file mode 100644
index 00000000..433c3722
--- /dev/null
+++ b/tests/scripts/testdata/cid2civ/google.txt
@@ -0,0 +1,29 @@
+Number of GOOGLE images: 1
+Number of unique images (case-sensitive): 1
+Number of unique images (case-insensitive: 1
+
+Names of attributes (6 out of 6):
+  arch
+  date
+  imageId
+  name
+  selflink
+  version
+
+Values of the 'arch' attribute (1 out of 1):
+  X86_64
+
+Values of the 'date' attribute (1 out of 1):
+  2023-03-06T12:57:17.210-08:00
+
+Values of the 'imageId' attribute (1 out of 1):
+  rhel-7-v20230306
+
+Values of the 'name' attribute (1 out of 1):
+  RHEL 7 X86_64
+
+Values of the 'selflink' attribute (1 out of 1):
+  https://console.cloud.google.com/compute/imagesDetail/projects/rhel-cloud/global/images/rhel-7-v20230306
+
+Values of the 'version' attribute (1 out of 1):
+  7
diff --git a/tests/scripts/testdata/website/images/v1/aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2 b/tests/scripts/testdata/website/images/v1/aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2
new file mode 100644
index 00000000..cdc2c7b0
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2
@@ -0,0 +1 @@
+{"name": "RHEL 6.10 hvm x86_64 Hourly2", "arch": "x86_64", "version": "6.10", "imageId": "ami-0c22ca1423e1721e7", "date": "2021-03-18T15:22:40.000Z", "virt": "hvm", "selflink": "https://console.aws.amazon.com/ec2/home?region=af-south-1#launchAmi=ami-0c22ca1423e1721e7", "region": "af-south-1"}
diff --git a/tests/scripts/testdata/website/images/v1/azure/global/osa_osa_311_x64 b/tests/scripts/testdata/website/images/v1/azure/global/osa_osa_311_x64
new file mode 100644
index 00000000..27ab9921
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/azure/global/osa_osa_311_x64
@@ -0,0 +1 @@
+{"name": "osa osa_311 x64", "arch": "x64", "version": "311.161", "imageId": "RedHat:osa:osa_311:311.161.20200115", "date": "2020-01-15", "virt": "unknown"}
diff --git a/tests/scripts/testdata/website/images/v1/google/global/rhel_7_x86_64 b/tests/scripts/testdata/website/images/v1/google/global/rhel_7_x86_64
new file mode 100644
index 00000000..aa97aec0
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/google/global/rhel_7_x86_64
@@ -0,0 +1 @@
+{"name": "RHEL 7 X86_64", "arch": "X86_64", "version": "7", "imageId": "rhel-7-v20230306", "date": "2023-03-06T12:57:17.210-08:00", "selflink": "https://console.cloud.google.com/compute/imagesDetail/projects/rhel-cloud/global/images/rhel-7-v20230306"}
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/image-names b/tests/scripts/testdata/website/images/v1/idx/list/image-names
new file mode 100644
index 00000000..8d7b658c
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/image-names
@@ -0,0 +1 @@
+["aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2", "azure/global/osa_osa_311_x64", "google/global/rhel_7_x86_64"]
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/0 b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/0
new file mode 100644
index 00000000..117e21e8
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/0
@@ -0,0 +1 @@
+[{"name": "RHEL 6.10 hvm x86_64 Hourly2", "date": "2021-03-18", "provider": "aws", "ref": "aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2", "arch": "x86_64", "region": "af-south-1"}]
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/pages b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/pages
new file mode 100644
index 00000000..24018cc9
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-aws/pages
@@ -0,0 +1 @@
+{"first": 0, "last": 0, "entries": 50}
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/0 b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/0
new file mode 100644
index 00000000..960286f5
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/0
@@ -0,0 +1 @@
+[{"name": "osa osa_311 x64", "date": "2020-01-15", "provider": "azure", "ref": "azure/global/osa_osa_311_x64", "arch": "x64", "region": "global"}]
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/pages b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/pages
new file mode 100644
index 00000000..24018cc9
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-azure/pages
@@ -0,0 +1 @@
+{"first": 0, "last": 0, "entries": 50}
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/0 b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/0
new file mode 100644
index 00000000..98cf519e
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/0
@@ -0,0 +1 @@
+[{"name": "RHEL 7 X86_64", "date": "2023-03-06", "provider": "google", "ref": "google/global/rhel_7_x86_64", "arch": "X86_64", "region": "global"}]
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/pages b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/pages
new file mode 100644
index 00000000..24018cc9
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date-google/pages
@@ -0,0 +1 @@
+{"first": 0, "last": 0, "entries": 50}
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/0 b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/0
new file mode 100644
index 00000000..8277a429
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/0
@@ -0,0 +1 @@
+[{"name": "RHEL 7 X86_64", "date": "2023-03-06", "provider": "google", "ref": "google/global/rhel_7_x86_64", "arch": "X86_64", "region": "global"}, {"name": "RHEL 6.10 hvm x86_64 Hourly2", "date": "2021-03-18", "provider": "aws", "ref": "aws/af-south-1/rhel_6.10_hvm_x86_64_hourly2", "arch": "x86_64", "region": "af-south-1"}, {"name": "osa osa_311 x64", "date": "2020-01-15", "provider": "azure", "ref": "azure/global/osa_osa_311_x64", "arch": "x64", "region": "global"}]
diff --git a/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/pages b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/pages
new file mode 100644
index 00000000..24018cc9
--- /dev/null
+++ b/tests/scripts/testdata/website/images/v1/idx/list/sort-by-date/pages
@@ -0,0 +1 @@
+{"first": 0, "last": 0, "entries": 50}

From 3bd4ac9604d2d40f3ab8e7cf12c527d807487fc8 Mon Sep 17 00:00:00 2001
From: Vendula Poncova <vponcova@redhat.com>
Date: Tue, 27 Jun 2023 17:42:54 +0200
Subject: [PATCH 3/3] deps: Add dependencies for the cid2civ script

Install docopt and requests-file as devel dependencies.
---
 poetry.lock    | 1581 ++++++++++++++++++++++++------------------------
 pyproject.toml |    2 +
 2 files changed, 806 insertions(+), 777 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index bf11598e..1ffab739 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
 [[package]]
 name = "appnope"
 version = "0.1.3"
@@ -5,6 +7,10 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "asttokens"
@@ -13,6 +19,10 @@ description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
+    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
+]
 
 [package.dependencies]
 six = "*"
@@ -27,6 +37,10 @@ description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
@@ -42,6 +56,10 @@ description = "Specifications for callback functions passed in to an API"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 
 [[package]]
 name = "blinker"
@@ -50,6 +68,10 @@ description = "Fast, simple object-to-object and broadcast signaling"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "blinker-1.6.2-py3-none-any.whl", hash = "sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0"},
+    {file = "blinker-1.6.2.tar.gz", hash = "sha256:4afd3de66ef3a9f8067559fb7a1cbe555c17dcbe15971b05d1b625c3e7abe213"},
+]
 
 [[package]]
 name = "boto3"
@@ -58,6 +80,10 @@ description = "The AWS SDK for Python"
 category = "main"
 optional = false
 python-versions = ">= 3.7"
+files = [
+    {file = "boto3-1.26.161-py3-none-any.whl", hash = "sha256:f66e5c9dbe7f34383bcf64fa6070771355c11a44dd75c7f1279f2f37e1c89183"},
+    {file = "boto3-1.26.161.tar.gz", hash = "sha256:662731e464d14af1035f44fc6a46b0e3112ee011ac0a5ed416d205daa3e15f25"},
+]
 
 [package.dependencies]
 botocore = ">=1.29.161,<1.30.0"
@@ -74,6 +100,10 @@ description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = false
 python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.29.161-py3-none-any.whl", hash = "sha256:b906999dd53dda2ef0ef6f7f55fcc81a4b06b9f1c8a9f65c546e0b981f959f5f"},
+    {file = "botocore-1.29.161.tar.gz", hash = "sha256:a50edd715eb510343e27849f36483804aae4b871590db4d4996aa53368dcac40"},
+]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
@@ -90,6 +120,10 @@ description = "Extensible memoizing collections and decorators"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.1-py3-none-any.whl", hash = "sha256:95ef631eeaea14ba2e36f06437f36463aac3a096799e876ee55e5cdccb102590"},
+    {file = "cachetools-5.3.1.tar.gz", hash = "sha256:dce83f2d9b4e1f732a8cd44af8e8fab2dbe46201467fc98b3ef8f269092bf62b"},
+]
 
 [[package]]
 name = "certifi"
@@ -98,6 +132,10 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
+    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
+]
 
 [[package]]
 name = "cfgv"
@@ -106,6 +144,10 @@ description = "Validate configuration and produce human readable error messages.
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
+files = [
+    {file = "cfgv-3.3.1-py2.py3-none-any.whl", hash = "sha256:c6a0883f3917a037485059700b9e75da2464e6c27051014ad85ba6aaa5884426"},
+    {file = "cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"},
+]
 
 [[package]]
 name = "charset-normalizer"
@@ -114,6 +156,83 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.1.0.tar.gz", hash = "sha256:34e0a2f9c370eb95597aae63bf85eb5e96826d81e3dcf88b8886012906f509b5"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e0ac8959c929593fee38da1c2b64ee9778733cdf03c482c9ff1d508b6b593b2b"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d7fc3fca01da18fbabe4625d64bb612b533533ed10045a2ac3dd194bfa656b60"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:04eefcee095f58eaabe6dc3cc2262f3bcd776d2c67005880894f447b3f2cb9c1"},
+    {file = "charset_normalizer-3.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:20064ead0717cf9a73a6d1e779b23d149b53daf971169289ed2ed43a71e8d3b0"},
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+]
 
 [[package]]
 name = "click"
@@ -122,6 +241,10 @@ description = "Composable command line interface toolkit"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -133,6 +256,10 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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+]
 
 [[package]]
 name = "coverage"
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 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+    {file = "coverage-7.2.7.tar.gz", hash = "sha256:924d94291ca674905fe9481f12294eb11f2d3d3fd1adb20314ba89e94f44ed59"},
+]
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
@@ -155,6 +344,10 @@ description = "Decorators for Humans"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "distlib"
@@ -163,6 +356,21 @@ description = "Distribution utilities"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "distlib-0.3.6-py2.py3-none-any.whl", hash = "sha256:f35c4b692542ca110de7ef0bea44d73981caeb34ca0b9b6b2e6d7790dda8f80e"},
+    {file = "distlib-0.3.6.tar.gz", hash = "sha256:14bad2d9b04d3a36127ac97f30b12a19268f211063d8f8ee4f47108896e11b46"},
+]
+
+[[package]]
+name = "docopt"
+version = "0.6.2"
+description = "Pythonic argument parser, that will make you smile"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
+]
 
 [[package]]
 name = "exceptiongroup"
@@ -171,6 +379,10 @@ description = "Backport of PEP 654 (exception groups)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
+    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+]
 
 [package.extras]
 test = ["pytest (>=6)"]
@@ -182,6 +394,10 @@ description = "execnet: rapid multi-Python deployment"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "execnet-1.9.0-py2.py3-none-any.whl", hash = "sha256:a295f7cc774947aac58dde7fdc85f4aa00c42adf5d8f5468fc630c1acf30a142"},
+    {file = "execnet-1.9.0.tar.gz", hash = "sha256:8f694f3ba9cc92cab508b152dcfe322153975c29bda272e2fd7f3f00f36e47c5"},
+]
 
 [package.extras]
 testing = ["pre-commit"]
@@ -193,6 +409,10 @@ description = "Get the currently executing AST node of a frame, and other inform
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "executing-1.2.0-py2.py3-none-any.whl", hash = "sha256:0314a69e37426e3608aada02473b4161d4caf5a4b244d1d0c48072b8fee7bacc"},
+    {file = "executing-1.2.0.tar.gz", hash = "sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107"},
+]
 
 [package.extras]
 tests = ["asttokens", "littleutils", "pytest", "rich"]
@@ -204,6 +424,10 @@ description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "filelock-3.12.2-py3-none-any.whl", hash = "sha256:cbb791cdea2a72f23da6ac5b5269ab0a0d161e9ef0100e653b69049a7706d1ec"},
+    {file = "filelock-3.12.2.tar.gz", hash = "sha256:002740518d8aa59a26b0c76e10fb8c6e15eae825d34b6fdf670333fd7b938d81"},
+]
 
 [package.extras]
 docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
@@ -216,6 +440,9 @@ description = "Extract swagger specs from your flask project"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "flasgger-0.9.7.1.tar.gz", hash = "sha256:ca098e10bfbb12f047acc6299cc70a33851943a746e550d86e65e60d4df245fb"},
+]
 
 [package.dependencies]
 Flask = ">=0.10"
@@ -232,6 +459,10 @@ description = "A simple framework for building complex web applications."
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "Flask-2.3.2-py3-none-any.whl", hash = "sha256:77fd4e1249d8c9923de34907236b747ced06e5467ecac1a7bb7115ae0e9670b0"},
+    {file = "Flask-2.3.2.tar.gz", hash = "sha256:8c2f9abd47a9e8df7f0c3f091ce9497d011dc3b31effcf4c85a6e2b50f4114ef"},
+]
 
 [package.dependencies]
 blinker = ">=1.6.2"
@@ -252,6 +483,10 @@ description = "A Flask extension adding a decorator for CORS support"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "Flask-Cors-3.0.10.tar.gz", hash = "sha256:b60839393f3b84a0f3746f6cdca56c1ad7426aa738b70d6c61375857823181de"},
+    {file = "Flask_Cors-3.0.10-py2.py3-none-any.whl", hash = "sha256:74efc975af1194fc7891ff5cd85b0f7478be4f7f59fe158102e91abb72bb4438"},
+]
 
 [package.dependencies]
 Flask = ">=0.9"
@@ -264,17 +499,21 @@ description = "Google API client core library"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "google-api-core-2.11.1.tar.gz", hash = "sha256:25d29e05a0058ed5f19c61c0a78b1b53adea4d9364b464d014fbda941f6d1c9a"},
+    {file = "google_api_core-2.11.1-py3-none-any.whl", hash = "sha256:d92a5a92dc36dd4f4b9ee4e55528a90e432b059f93aee6ad857f9de8cc7ae94a"},
+]
 
 [package.dependencies]
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
     {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""},
-    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\""},
+    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
     {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""},
-    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\""},
+    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
 ]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
@@ -286,11 +525,15 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.20.0"
+version = "2.21.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "google-auth-2.21.0.tar.gz", hash = "sha256:b28e8048e57727e7cf0e5bd8e7276b212aef476654a09511354aa82753b45c66"},
+    {file = "google_auth-2.21.0-py2.py3-none-any.whl", hash = "sha256:da3f18d074fa0f5a7061d99b9af8cee3aa6189c987af7c1b07d94566b6b11268"},
+]
 
 [package.dependencies]
 cachetools = ">=2.0.0,<6.0"
@@ -313,6 +556,10 @@ description = "Google Cloud Compute API client library"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "google-cloud-compute-1.11.0.tar.gz", hash = "sha256:d1d05a4b3ec6f830bbdcc779a740e963a80d324a4fd6ef41a7c248a07cf96489"},
+    {file = "google_cloud_compute-1.11.0-py2.py3-none-any.whl", hash = "sha256:fafe7024d8992537cea8533ffc1e478375f1cbc8de39fa00e75b98730bc65ff9"},
+]
 
 [package.dependencies]
 google-api-core = {version = ">=1.34.0,<2.0.0 || >=2.11.0,<3.0.0dev", extras = ["grpc"]}
@@ -329,6 +576,10 @@ description = "Common protobufs used in Google APIs"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "googleapis-common-protos-1.59.1.tar.gz", hash = "sha256:b35d530fe825fb4227857bc47ad84c33c809ac96f312e13182bdeaa2abe1178a"},
+    {file = "googleapis_common_protos-1.59.1-py2.py3-none-any.whl", hash = "sha256:0cbedb6fb68f1c07e18eb4c48256320777707e7d0c55063ae56c15db3224a61e"},
+]
 
 [package.dependencies]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
@@ -343,49 +594,112 @@ description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
 python-versions = ">=3.7"
-
-[package.extras]
-protobuf = ["grpcio-tools (>=1.56.0)"]
-
-[[package]]
-name = "grpcio-status"
-version = "1.56.0"
-description = "Status proto mapping for gRPC"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.56.0"
-protobuf = ">=4.21.6"
-
-[[package]]
-name = "identify"
-version = "2.5.24"
-description = "File identification library for Python"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.extras]
-license = ["ukkonen"]
-
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+
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+
+[[package]]
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+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
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+
+[[package]]
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+version = "6.7.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 zipp = ">=0.5"
@@ -402,6 +716,10 @@ description = "brain-dead simple config-ini parsing"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 name = "ipython"
@@ -410,6 +728,10 @@ description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.9"
+files = [
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+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -446,6 +768,10 @@ description = "Safely pass data to untrusted environments and back."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 name = "jedi"
@@ -454,6 +780,10 @@ description = "An autocompletion tool for Python that can be used for text edito
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 parso = ">=0.8.0,<0.9.0"
@@ -470,6 +800,10 @@ description = "A very fast and expressive template engine."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 MarkupSafe = ">=2.0"
@@ -484,6 +818,10 @@ description = "JSON Matching Expressions"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 name = "jsonschema"
@@ -492,6 +830,10 @@ description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 attrs = ">=17.4.0"
@@ -508,6 +850,10 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
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+]
 
 [package.dependencies]
 mdurl = ">=0.1,<1.0"
@@ -529,6 +875,58 @@ description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
 python-versions = ">=3.7"
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@@ -537,6 +935,10 @@ description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
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 traitlets = "*"
@@ -548,6 +950,10 @@ description = "Markdown URL utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 name = "mistune"
@@ -556,6 +962,10 @@ description = "A sane and fast Markdown parser with useful plugins and renderers
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 name = "nodeenv"
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 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
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 [package.dependencies]
 setuptools = "*"
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 optional = false
 python-versions = ">=3.9"
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+]
 
 [[package]]
 name = "packaging"
@@ -583,6 +1024,10 @@ description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 optional = false
 python-versions = ">=3.8"
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+    {file = "pandas-2.0.2.tar.gz", hash = "sha256:dd5476b6c3fe410ee95926873f377b856dbc4e81a9c605a0dc05aaccc6a7c6c6"},
+]
 
 [package.dependencies]
 numpy = [
@@ -632,6 +1104,10 @@ description = "A Python Parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"},
+    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+]
 
 [package.extras]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
@@ -644,6 +1120,10 @@ description = "Pexpect allows easy control of interactive console applications."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pexpect-4.8.0-py2.py3-none-any.whl", hash = "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937"},
+    {file = "pexpect-4.8.0.tar.gz", hash = "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"},
+]
 
 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -655,6 +1135,10 @@ description = "Tiny 'shelve'-like database with concurrency support"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "platformdirs"
@@ -663,6 +1147,10 @@ description = "A small Python package for determining appropriate platform-speci
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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@@ -675,6 +1163,10 @@ description = "plugin and hook calling mechanisms for python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
@@ -687,8 +1179,12 @@ description = "A framework for managing and maintaining multi-language pre-commi
 category = "dev"
 optional = false
 python-versions = ">=3.8"
-
-[package.dependencies]
+files = [
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+
+[package.dependencies]
 cfgv = ">=2.0.0"
 identify = ">=1.0.0"
 nodeenv = ">=0.11.1"
@@ -702,6 +1198,10 @@ description = "Library for building powerful interactive command lines in Python
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+]
 
 [package.dependencies]
 wcwidth = "*"
@@ -713,6 +1213,10 @@ description = "Beautiful, Pythonic protocol buffers."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
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 protobuf = ">=3.19.0,<5.0.0dev"
@@ -727,6 +1231,21 @@ description = ""
 category = "main"
 optional = false
 python-versions = ">=3.7"
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+]
 
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 name = "psutil"
@@ -735,6 +1254,22 @@ description = "Cross-platform lib for process and system monitoring in Python."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+]
 
 [package.extras]
 test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
@@ -746,6 +1281,10 @@ description = "Run a subprocess in a pseudo terminal"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pure-eval"
@@ -754,6 +1293,10 @@ description = "Safely evaluate AST nodes without side effects"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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 [package.extras]
 tests = ["pytest"]
@@ -765,6 +1308,10 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [[package]]
 name = "pyasn1-modules"
@@ -773,6 +1320,10 @@ description = "A collection of ASN.1-based protocols modules"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [package.dependencies]
 pyasn1 = ">=0.4.6,<0.6.0"
@@ -784,6 +1335,10 @@ description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 plugins = ["importlib-metadata"]
@@ -795,6 +1350,35 @@ description = "Persistent/Functional/Immutable data structures"
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 python-versions = ">=3.7"
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+    {file = "pyrsistent-0.19.3.tar.gz", hash = "sha256:1a2994773706bbb4995c31a97bc94f1418314923bd1048c6d964837040376440"},
+]
 
 [[package]]
 name = "pytest"
@@ -803,6 +1387,10 @@ description = "pytest: simple powerful testing with Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
+    {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
@@ -822,6 +1410,10 @@ description = "Pytest plugin for measuring coverage."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"},
+    {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"},
+]
 
 [package.dependencies]
 coverage = {version = ">=5.2.1", extras = ["toml"]}
@@ -837,6 +1429,10 @@ description = "Thin-wrapper around the mock package for easier use with pytest"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-mock-3.11.1.tar.gz", hash = "sha256:7f6b125602ac6d743e523ae0bfa71e1a697a2f5534064528c6ff84c2f7c2fc7f"},
+    {file = "pytest_mock-3.11.1-py3-none-any.whl", hash = "sha256:21c279fff83d70763b05f8874cc9cfb3fcacd6d354247a976f9529d19f9acf39"},
+]
 
 [package.dependencies]
 pytest = ">=5.0"
@@ -851,6 +1447,10 @@ description = "Pytest plugin to randomly order tests and control random.seed."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-randomly-3.12.0.tar.gz", hash = "sha256:d60c2db71ac319aee0fc6c4110a7597d611a8b94a5590918bfa8583f00caccb2"},
+    {file = "pytest_randomly-3.12.0-py3-none-any.whl", hash = "sha256:f4f2e803daf5d1ba036cc22bf4fe9dbbf99389ec56b00e5cba732fb5c1d07fdd"},
+]
 
 [package.dependencies]
 importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
@@ -863,6 +1463,10 @@ description = "pytest-sugar is a plugin for pytest that changes the default look
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pytest-sugar-0.9.7.tar.gz", hash = "sha256:f1e74c1abfa55f7241cf7088032b6e378566f16b938f3f08905e2cf4494edd46"},
+    {file = "pytest_sugar-0.9.7-py2.py3-none-any.whl", hash = "sha256:8cb5a4e5f8bbcd834622b0235db9e50432f4cbd71fef55b467fe44e43701e062"},
+]
 
 [package.dependencies]
 packaging = ">=21.3"
@@ -879,6 +1483,10 @@ description = "pytest xdist plugin for distributed testing, most importantly acr
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-xdist-3.3.1.tar.gz", hash = "sha256:d5ee0520eb1b7bcca50a60a518ab7a7707992812c578198f8b44fdfac78e8c93"},
+    {file = "pytest_xdist-3.3.1-py3-none-any.whl", hash = "sha256:ff9daa7793569e6a68544850fd3927cd257cc03a7ef76c95e86915355e82b5f2"},
+]
 
 [package.dependencies]
 execnet = ">=1.1"
@@ -897,6 +1505,10 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
 
 [package.dependencies]
 six = ">=1.5"
@@ -908,6 +1520,10 @@ description = "Read key-value pairs from a .env file and set them as environment
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "python-dotenv-1.0.0.tar.gz", hash = "sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba"},
+    {file = "python_dotenv-1.0.0-py3-none-any.whl", hash = "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"},
+]
 
 [package.extras]
 cli = ["click (>=5.0)"]
@@ -919,6 +1535,10 @@ description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
+    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
+]
 
 [[package]]
 name = "pyyaml"
@@ -927,6 +1547,48 @@ description = "YAML parser and emitter for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "PyYAML-6.0.tar.gz", hash = "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2"},
+]
 
 [[package]]
 name = "requests"
@@ -935,6 +1597,10 @@ description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
+    {file = "requests-2.31.0.tar.gz", hash = "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"},
+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -946,6 +1612,22 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-file"
+version = "1.5.1"
+description = "File transport adapter for Requests"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "requests-file-1.5.1.tar.gz", hash = "sha256:07d74208d3389d01c38ab89ef403af0cfec63957d53a0081d8eca738d0247d8e"},
+    {file = "requests_file-1.5.1-py2.py3-none-any.whl", hash = "sha256:dfe5dae75c12481f68ba353183c53a65e6044c923e64c24b2209f6c7570ca953"},
+]
+
+[package.dependencies]
+requests = ">=1.0.0"
+six = "*"
+
 [[package]]
 name = "rich"
 version = "13.4.2"
@@ -953,6 +1635,10 @@ description = "Render rich text, tables, progress bars, syntax highlighting, mar
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
+    {file = "rich-13.4.2-py3-none-any.whl", hash = "sha256:8f87bc7ee54675732fa66a05ebfe489e27264caeeff3728c945d25971b6485ec"},
+    {file = "rich-13.4.2.tar.gz", hash = "sha256:d653d6bccede5844304c605d5aac802c7cf9621efd700b46c7ec2b51ea914898"},
+]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
@@ -968,6 +1654,10 @@ description = "Pure-Python RSA implementation"
 category = "main"
 optional = false
 python-versions = ">=3.6,<4"
+files = [
+    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
+    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
+]
 
 [package.dependencies]
 pyasn1 = ">=0.1.3"
@@ -979,6 +1669,10 @@ description = "An Amazon S3 Transfer Manager"
 category = "main"
 optional = false
 python-versions = ">= 3.7"
+files = [
+    {file = "s3transfer-0.6.1-py3-none-any.whl", hash = "sha256:3c0da2d074bf35d6870ef157158641178a4204a6e689e82546083e31e0311346"},
+    {file = "s3transfer-0.6.1.tar.gz", hash = "sha256:640bb492711f4c0c0905e1f62b6aaeb771881935ad27884852411f8e9cacbca9"},
+]
 
 [package.dependencies]
 botocore = ">=1.12.36,<2.0a.0"
@@ -993,6 +1687,10 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "setuptools-68.0.0-py3-none-any.whl", hash = "sha256:11e52c67415a381d10d6b462ced9cfb97066179f0e871399e006c4ab101fc85f"},
+    {file = "setuptools-68.0.0.tar.gz", hash = "sha256:baf1fdb41c6da4cd2eae722e135500da913332ab3f2f5c7d33af9b492acb5235"},
+]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
@@ -1006,6 +1704,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "stack-data"
@@ -1014,6 +1716,10 @@ description = "Extract data from python stack frames and tracebacks for informat
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "stack_data-0.6.2-py3-none-any.whl", hash = "sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8"},
+    {file = "stack_data-0.6.2.tar.gz", hash = "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815"},
+]
 
 [package.dependencies]
 asttokens = ">=2.1.0"
@@ -1030,6 +1736,10 @@ description = "Structured Logging for Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 dev = ["structlog[docs,tests,typing]"]
@@ -1044,6 +1754,10 @@ description = "ANSI color formatting for output in terminal"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 tests = ["pytest", "pytest-cov"]
@@ -1055,6 +1769,10 @@ description = "A lil' TOML parser"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 name = "traitlets"
@@ -1063,6 +1781,10 @@ description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
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 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
@@ -1075,6 +1797,10 @@ description = "Typing stubs for pytz"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
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 name = "typing-extensions"
@@ -1083,6 +1809,10 @@ description = "Backported and Experimental Type Hints for Python 3.7+"
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 python-versions = ">=3.7"
+files = [
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+]
 
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 name = "tzdata"
@@ -1091,6 +1821,10 @@ description = "Provider of IANA time zone data"
 category = "main"
 optional = false
 python-versions = ">=2"
+files = [
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+    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+]
 
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@@ -1099,6 +1833,10 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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@@ -1112,6 +1850,10 @@ description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+]
 
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 distlib = ">=0.3.6,<1"
@@ -1129,6 +1871,10 @@ description = "Waitress WSGI server"
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
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@@ -1141,6 +1887,10 @@ description = "Measures the displayed width of unicode strings in a terminal"
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 optional = false
 python-versions = "*"
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 name = "werkzeug"
@@ -1149,6 +1899,10 @@ description = "The comprehensive WSGI web application library."
 category = "main"
 optional = false
 python-versions = ">=3.8"
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@@ -1163,743 +1917,16 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
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 python-versions = ">=3.7"
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-    {file = "wcwidth-0.2.6-py2.py3-none-any.whl", hash = "sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e"},
-    {file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"},
-]
-werkzeug = [
-    {file = "Werkzeug-2.3.6-py3-none-any.whl", hash = "sha256:935539fa1413afbb9195b24880778422ed620c0fc09670945185cce4d91a8890"},
-    {file = "Werkzeug-2.3.6.tar.gz", hash = "sha256:98c774df2f91b05550078891dee5f0eb0cb797a522c757a2452b9cee5b202330"},
-]
-zipp = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
-]
+content-hash = "32f8c556ad73fc95808e43e859e0e48c492458970eb62e522a6812b8dce3d76c"
diff --git a/pyproject.toml b/pyproject.toml
index 3c94b8bc..15d872c7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -49,6 +49,8 @@ pre-commit = "^3.3.3"
 ipython = "^8.14.0"
 pytest-sugar = "^0.9.7"
 rich = "^13.4.2"
+docopt = "^0.6.2"
+requests-file = "^1.5.1"
 
 [tool.poetry.scripts]
 cloudimagedirectory-transformer = "cloudimagedirectory.transformer:run"