|
8 | 8 |
|
9 | 9 | import datetime
|
10 | 10 | from warnings import warn
|
| 11 | +import requests |
| 12 | +from requests.exceptions import HTTPError |
| 13 | +import urllib |
11 | 14 |
|
12 |
| -from ..core import HTTPError, current_session, delete, get, sasctl_command |
| 15 | +# import traceback |
| 16 | +# import sys |
| 17 | + |
| 18 | +from ..core import current_session, delete, get, sasctl_command, RestObj |
13 | 19 | from .service import Service
|
14 | 20 |
|
| 21 | + |
15 | 22 | FUNCTIONS = {
|
16 | 23 | "Analytical",
|
17 | 24 | "Classification",
|
@@ -615,11 +622,222 @@ def list_model_versions(cls, model):
|
615 | 622 | list
|
616 | 623 |
|
617 | 624 | """
|
618 |
| - model = cls.get_model(model) |
619 |
| - if cls.get_model_link(model, "modelVersions") is None: |
620 |
| - raise ValueError("Unable to retrieve versions for model '%s'" % model) |
621 | 625 |
|
622 |
| - return cls.request_link(model, "modelVersions") |
| 626 | + if current_session().version_info() < 4: |
| 627 | + model = cls.get_model(model) |
| 628 | + if cls.get_model_link(model, "modelVersions") is None: |
| 629 | + raise ValueError("Unable to retrieve versions for model '%s'" % model) |
| 630 | + |
| 631 | + return cls.request_link(model, "modelVersions") |
| 632 | + else: |
| 633 | + link = cls.get_model_link(model, "modelHistory") |
| 634 | + if link is None: |
| 635 | + raise ValueError( |
| 636 | + "Cannot find link for version history for model '%s'" % model |
| 637 | + ) |
| 638 | + |
| 639 | + modelHistory = cls.request_link( |
| 640 | + link, |
| 641 | + "modelHistory", |
| 642 | + headers={"Accept": "application/vnd.sas.collection+json"}, |
| 643 | + ) |
| 644 | + |
| 645 | + if isinstance(modelHistory, RestObj): |
| 646 | + return [modelHistory] |
| 647 | + return modelHistory |
| 648 | + |
| 649 | + @classmethod |
| 650 | + def get_model_version(cls, model, version_id): |
| 651 | + """Get a specific version of a model. |
| 652 | +
|
| 653 | + Parameters |
| 654 | + ---------- |
| 655 | + model : str or dict |
| 656 | + The name, id, or dictionary representation of a model. |
| 657 | + version_id: str |
| 658 | + The id of a model version. |
| 659 | +
|
| 660 | + Returns |
| 661 | + ------- |
| 662 | + RestObj |
| 663 | +
|
| 664 | + """ |
| 665 | + |
| 666 | + model_history = cls.list_model_versions(model) |
| 667 | + |
| 668 | + for item in model_history: |
| 669 | + if item["id"] == version_id: |
| 670 | + return cls.request_link( |
| 671 | + item, |
| 672 | + "self", |
| 673 | + headers={"Accept": "application/vnd.sas.models.model.version+json"}, |
| 674 | + ) |
| 675 | + |
| 676 | + raise ValueError("The version id specified could not be found.") |
| 677 | + |
| 678 | + @classmethod |
| 679 | + def get_model_with_versions(cls, model): |
| 680 | + """Get the current model with its version history. |
| 681 | +
|
| 682 | + Parameters |
| 683 | + ---------- |
| 684 | + model : str or dict |
| 685 | + The name, id, or dictionary representation of a model. |
| 686 | +
|
| 687 | + Returns |
| 688 | + ------- |
| 689 | + list |
| 690 | +
|
| 691 | + """ |
| 692 | + |
| 693 | + if cls.is_uuid(model): |
| 694 | + model_id = model |
| 695 | + elif isinstance(model, dict) and "id" in model: |
| 696 | + model_id = model["id"] |
| 697 | + else: |
| 698 | + model = cls.get_model(model) |
| 699 | + if not model: |
| 700 | + raise HTTPError( |
| 701 | + "This model may not exist in a project or the model may not exist at all." |
| 702 | + ) |
| 703 | + model_id = model["id"] |
| 704 | + |
| 705 | + versions_uri = f"/models/{model_id}/versions" |
| 706 | + try: |
| 707 | + version_history = cls.request( |
| 708 | + "GET", |
| 709 | + versions_uri, |
| 710 | + headers={"Accept": "application/vnd.sas.collection+json"}, |
| 711 | + ) |
| 712 | + except urllib.error.HTTPError as e: |
| 713 | + raise HTTPError( |
| 714 | + f"Request failed: Model id may be referencing a non-existing model." |
| 715 | + ) from None |
| 716 | + |
| 717 | + if isinstance(version_history, RestObj): |
| 718 | + return [version_history] |
| 719 | + |
| 720 | + return version_history |
| 721 | + |
| 722 | + @classmethod |
| 723 | + def get_model_or_version(cls, model, version_id): |
| 724 | + """Get a specific version of a model but if model id and version id are the same, the current model is returned. |
| 725 | +
|
| 726 | + Parameters |
| 727 | + ---------- |
| 728 | + model : str or dict |
| 729 | + The name, id, or dictionary representation of a model. |
| 730 | + version_id: str |
| 731 | + The id of a model version. |
| 732 | +
|
| 733 | + Returns |
| 734 | + ------- |
| 735 | + RestObj |
| 736 | +
|
| 737 | + """ |
| 738 | + |
| 739 | + version_history = cls.get_model_with_versions(model) |
| 740 | + |
| 741 | + for item in version_history: |
| 742 | + if item["id"] == version_id: |
| 743 | + return cls.request_link( |
| 744 | + item, |
| 745 | + "self", |
| 746 | + headers={ |
| 747 | + "Accept": "application/vnd.sas.models.model.version+json, application/vnd.sas.models.model+json" |
| 748 | + }, |
| 749 | + ) |
| 750 | + |
| 751 | + raise ValueError("The version id specified could not be found.") |
| 752 | + |
| 753 | + @classmethod |
| 754 | + def get_model_version_contents(cls, model, version_id): |
| 755 | + """Get the contents of a model version. |
| 756 | +
|
| 757 | + Parameters |
| 758 | + ---------- |
| 759 | + model : str or dict |
| 760 | + The name, id, or dictionary representation of a model. |
| 761 | + version_id: str |
| 762 | + The id of a model version. |
| 763 | +
|
| 764 | + Returns |
| 765 | + ------- |
| 766 | + list |
| 767 | +
|
| 768 | + """ |
| 769 | + model_version = cls.get_model_version(model, version_id) |
| 770 | + version_contents = cls.request_link( |
| 771 | + model_version, |
| 772 | + "contents", |
| 773 | + headers={"Accept": "application/vnd.sas.collection+json"}, |
| 774 | + ) |
| 775 | + |
| 776 | + if isinstance(version_contents, RestObj): |
| 777 | + return [version_contents] |
| 778 | + |
| 779 | + return version_contents |
| 780 | + |
| 781 | + @classmethod |
| 782 | + def get_model_version_content_metadata(cls, model, version_id, content_id): |
| 783 | + """Get the content metadata header information for a model version. |
| 784 | +
|
| 785 | + Parameters |
| 786 | + ---------- |
| 787 | + model : str or dict |
| 788 | + The name, id, or dictionary representation of a model. |
| 789 | + version_id: str |
| 790 | + The id of a model version. |
| 791 | + content_id: str |
| 792 | + The id of the content file. |
| 793 | +
|
| 794 | + Returns |
| 795 | + ------- |
| 796 | + RestObj |
| 797 | +
|
| 798 | + """ |
| 799 | + model_version_contents = cls.get_model_version_contents(model, version_id) |
| 800 | + |
| 801 | + for item in model_version_contents: |
| 802 | + if item["id"] == content_id: |
| 803 | + return cls.request_link( |
| 804 | + item, |
| 805 | + "self", |
| 806 | + headers={"Accept": "application/vnd.sas.models.model.content+json"}, |
| 807 | + ) |
| 808 | + |
| 809 | + raise ValueError("The content id specified could not be found.") |
| 810 | + |
| 811 | + @classmethod |
| 812 | + def get_model_version_content(cls, model, version_id, content_id): |
| 813 | + """Get the specific content inside the content file for a model version. |
| 814 | +
|
| 815 | + Parameters |
| 816 | + ---------- |
| 817 | + model : str or dict |
| 818 | + The name, id, or dictionary representation of a model. |
| 819 | + version_id: str |
| 820 | + The id of a model version. |
| 821 | + content_id: str |
| 822 | + The id of the specific content file. |
| 823 | +
|
| 824 | + Returns |
| 825 | + ------- |
| 826 | + list |
| 827 | +
|
| 828 | + """ |
| 829 | + |
| 830 | + metadata = cls.get_model_version_content_metadata(model, version_id, content_id) |
| 831 | + version_content_file = cls.request_link( |
| 832 | + metadata, "content", headers={"Accept": "text/plain"} |
| 833 | + ) |
| 834 | + |
| 835 | + if version_content_file is None: |
| 836 | + raise HTTPError("Something went wrong while accessing the metadata file.") |
| 837 | + |
| 838 | + if isinstance(version_content_file, RestObj): |
| 839 | + return [version_content_file] |
| 840 | + return version_content_file |
623 | 841 |
|
624 | 842 | @classmethod
|
625 | 843 | def copy_analytic_store(cls, model):
|
|
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