|
| 1 | +from datetime import datetime, timedelta, timezone |
| 2 | +from typing import Any |
| 3 | + |
| 4 | +import boto3 |
| 5 | +import fire |
| 6 | + |
| 7 | +from nrlf.consumer.fhir.r4.model import DocumentReference |
| 8 | +from nrlf.core.logger import logger |
| 9 | +from nrlf.core.validators import DocumentReferenceValidator |
| 10 | + |
| 11 | +dynamodb = boto3.client("dynamodb") |
| 12 | +paginator = dynamodb.get_paginator("scan") |
| 13 | +resource = boto3.resource("dynamodb") |
| 14 | + |
| 15 | +logger.setLevel("ERROR") |
| 16 | + |
| 17 | + |
| 18 | +def _validate_document(document: str): |
| 19 | + docref = DocumentReference.model_validate_json(document) |
| 20 | + |
| 21 | + validator = DocumentReferenceValidator() |
| 22 | + result = validator.validate(data=docref) |
| 23 | + |
| 24 | + if not result.is_valid: |
| 25 | + raise RuntimeError("Failed to validate document: " + str(result.issues)) |
| 26 | + |
| 27 | + |
| 28 | +def _find_invalid_pointers(table_name: str) -> dict[str, Any]: |
| 29 | + print(f"Finding invalid pointers to delete in table {table_name}....") |
| 30 | + |
| 31 | + params: dict[str, Any] = { |
| 32 | + "TableName": table_name, |
| 33 | + "PaginationConfig": {"PageSize": 50}, |
| 34 | + } |
| 35 | + |
| 36 | + invalid_pointers = [] |
| 37 | + total_scanned_count = 0 |
| 38 | + |
| 39 | + start_time = datetime.now(tz=timezone.utc) |
| 40 | + |
| 41 | + for page in paginator.paginate(**params): |
| 42 | + for item in page["Items"]: |
| 43 | + pointer_id = item.get("id", {}).get("S") |
| 44 | + document = item.get("document", {}).get("S", "") |
| 45 | + try: |
| 46 | + _validate_document(document) |
| 47 | + except Exception as exc: |
| 48 | + invalid_pointers.append((pointer_id, exc)) |
| 49 | + |
| 50 | + total_scanned_count += page["ScannedCount"] |
| 51 | + |
| 52 | + if total_scanned_count % 1000 == 0: |
| 53 | + print(".", end="", flush=True) |
| 54 | + |
| 55 | + if total_scanned_count % 100000 == 0: |
| 56 | + print(f"scanned={total_scanned_count} invalid={len(invalid_pointers)}") |
| 57 | + |
| 58 | + end_time = datetime.now(tz=timezone.utc) |
| 59 | + |
| 60 | + print(f" Done. Found {len(invalid_pointers)} invalid pointers") |
| 61 | + |
| 62 | + if len(invalid_pointers) > 0: |
| 63 | + print("Writing invalid pointers IDs to file ./invalid_pointers.txt ...") |
| 64 | + with open("invalid_pointers.txt", "w") as f: |
| 65 | + for _id, err in invalid_pointers: |
| 66 | + f.write(f"{_id}: {err}\n") |
| 67 | + |
| 68 | + return { |
| 69 | + "invalid_pointers": invalid_pointers, |
| 70 | + "scanned_count": total_scanned_count, |
| 71 | + "find-took-secs": timedelta.total_seconds(end_time - start_time), |
| 72 | + } |
| 73 | + |
| 74 | + |
| 75 | +def _delete_pointers(table_name: str, pointers_to_delete: list[str]) -> dict[str, Any]: |
| 76 | + """ |
| 77 | + Delete the provided pointers from the given table. |
| 78 | + """ |
| 79 | + start_time = datetime.now(tz=timezone.utc) |
| 80 | + |
| 81 | + print("Deleting invalid pointers...") |
| 82 | + pointers_deleted = 0 |
| 83 | + failed_to_delete = 0 |
| 84 | + |
| 85 | + for _batch_id in range(0, len(pointers_to_delete), 25): |
| 86 | + batch = [ |
| 87 | + { |
| 88 | + "DeleteRequest": { |
| 89 | + "Key": { |
| 90 | + "pk": {"S": f"D#{pointer_id}"}, |
| 91 | + "sk": {"S": f"D#{pointer_id}"}, |
| 92 | + } |
| 93 | + } |
| 94 | + } |
| 95 | + for pointer_id in pointers_to_delete[_batch_id : _batch_id + 25] |
| 96 | + ] |
| 97 | + |
| 98 | + result = dynamodb.batch_write_item(RequestItems={table_name: batch}) |
| 99 | + |
| 100 | + unprocessed_items = len(result.get("UnprocessedItems", [])) |
| 101 | + pointers_deleted += 25 - unprocessed_items |
| 102 | + failed_to_delete += unprocessed_items |
| 103 | + if pointers_deleted % 1000 == 0: |
| 104 | + print(".", end="", flush=True) |
| 105 | + |
| 106 | + end_time = datetime.now(tz=timezone.utc) |
| 107 | + |
| 108 | + print(" Done") |
| 109 | + return { |
| 110 | + "pointers_to_delete": len(pointers_to_delete), |
| 111 | + "deleted_pointers": pointers_deleted, |
| 112 | + "failed_deletes": failed_to_delete, |
| 113 | + "deletes-took-secs": timedelta.total_seconds(end_time - start_time), |
| 114 | + } |
| 115 | + |
| 116 | + |
| 117 | +def _find_and_delete_invalid_pointers(table_name: str) -> dict[str, float | int]: |
| 118 | + """ |
| 119 | + Find and delete any pointers in the given table that are invalid based on the FHIR model and NRLF validators. |
| 120 | + Parameters: |
| 121 | + - table_name: The name of the pointers table to find and delete pointer from. |
| 122 | + """ |
| 123 | + find_result = _find_invalid_pointers(table_name) |
| 124 | + |
| 125 | + if len(find_result["invalid_pointers"]) == 0: |
| 126 | + return { |
| 127 | + "invalid_pointers": 0, |
| 128 | + "scanned_count": find_result["scanned_count"], |
| 129 | + "find-took-secs": find_result["find-took-secs"], |
| 130 | + } |
| 131 | + |
| 132 | + confirmation_input = input( |
| 133 | + "Would you like to delete all the invalid pointers? (yes/no): " |
| 134 | + ) |
| 135 | + if confirmation_input != "yes": |
| 136 | + print("Invalid pointers NOT deleted.") |
| 137 | + find_result.pop("invalid_pointers") |
| 138 | + return find_result |
| 139 | + |
| 140 | + pointers_to_delete = [_id for _id, _ in find_result["invalid_pointers"]] |
| 141 | + |
| 142 | + delete_result = _delete_pointers(table_name, pointers_to_delete) |
| 143 | + |
| 144 | + find_result.pop("invalid_pointers") |
| 145 | + |
| 146 | + return {**find_result, **delete_result} |
| 147 | + |
| 148 | + |
| 149 | +if __name__ == "__main__": |
| 150 | + fire.Fire(_find_and_delete_invalid_pointers) |
0 commit comments