|
| 1 | +# - Query the openedx api to get course structures and course blocks data |
| 2 | +# - Model the different asset objects according to their type |
| 3 | + |
| 4 | +import hashlib |
| 5 | +import json |
| 6 | +from datetime import UTC, datetime |
| 7 | +from pathlib import Path |
| 8 | + |
| 9 | +import jsonlines |
| 10 | +from dagster import ( |
| 11 | + AssetExecutionContext, |
| 12 | + AssetIn, |
| 13 | + AssetKey, |
| 14 | + AssetOut, |
| 15 | + AutoMaterializePolicy, |
| 16 | + Config, |
| 17 | + DagsterEventType, |
| 18 | + DataVersion, |
| 19 | + EventRecordsFilter, |
| 20 | + Output, |
| 21 | + asset, |
| 22 | + multi_asset, |
| 23 | +) |
| 24 | +from flatten_dict import flatten |
| 25 | +from flatten_dict.reducers import make_reducer |
| 26 | +from pydantic import Field |
| 27 | +from upath import UPath |
| 28 | + |
| 29 | +from ol_orchestrate.lib.openedx import un_nest_course_structure |
| 30 | + |
| 31 | + |
| 32 | +@asset( |
| 33 | + key=AssetKey(("openedx", "raw_data", "course_list_config")), |
| 34 | + # partitions_def=, |
| 35 | + group_name="openedx", |
| 36 | +) |
| 37 | +class CourseListConfig(Config): |
| 38 | + edx_course_api_page_size: int = Field( |
| 39 | + default=100, |
| 40 | + description="The number of records to return per API request. This can be " |
| 41 | + "modified to address issues with rate limiting.", |
| 42 | + ) |
| 43 | + |
| 44 | + |
| 45 | +@asset( |
| 46 | + # partitions_def=, |
| 47 | + key=AssetKey(("openedx", "raw_data", "course_list")), |
| 48 | + group_name="openedx", |
| 49 | + io_manager_key="s3file_io_manager", |
| 50 | + # todo: best practice for passing in the config for page_size? |
| 51 | + ins={ |
| 52 | + "course_list_config": AssetIn( |
| 53 | + key=AssetKey(("openedx", "raw_data", "course_list_config")) |
| 54 | + ) |
| 55 | + }, |
| 56 | + auto_materialize_policy=AutoMaterializePolicy.eager( |
| 57 | + max_materializations_per_minute=None |
| 58 | + ), |
| 59 | +) |
| 60 | +def course_list( |
| 61 | + context: AssetExecutionContext, config: Config |
| 62 | +): |
| 63 | + course_ids = [] |
| 64 | + course_id_generator = context.resources.openedx.get_edx_course_ids( |
| 65 | + page_size=config.edx_course_api_page_size, |
| 66 | + ) |
| 67 | + for result_set in course_id_generator: |
| 68 | + course_ids.extend([course["id"] for course in result_set]) |
| 69 | + yield Output(course_ids) |
| 70 | + |
| 71 | +@multi_asset( |
| 72 | + outs={ |
| 73 | + "course_structure": AssetOut( |
| 74 | + key=AssetKey(("openedx", "raw_data", "course_structure")), |
| 75 | + io_manager_key="s3file_io_manager", |
| 76 | + description=( |
| 77 | + "A json file with the course structure information." |
| 78 | + ), |
| 79 | + auto_materialize_policy=AutoMaterializePolicy.eager( |
| 80 | + max_materializations_per_minute=None |
| 81 | + ), |
| 82 | + ), |
| 83 | + "course_blocks": AssetOut( |
| 84 | + key=AssetKey(("openedx", "raw_data", "course_blocks")), |
| 85 | + io_manager_key="s3file_io_manager", |
| 86 | + description=( |
| 87 | + "A json file containing the hierarchical representation" |
| 88 | + "of the course structure information with course blocks." |
| 89 | + ), |
| 90 | + auto_materialize_policy=AutoMaterializePolicy.eager( |
| 91 | + max_materializations_per_minute=None |
| 92 | + ), |
| 93 | + ), |
| 94 | + }, |
| 95 | + ins={ |
| 96 | + "course_list": AssetIn( |
| 97 | + key=AssetKey(("openedx", "raw_data", "course_list")) |
| 98 | + ) |
| 99 | + }, |
| 100 | + # partitions_def=, |
| 101 | + group_name="openedx", |
| 102 | +) |
| 103 | +def course_structure( |
| 104 | + context: AssetExecutionContext, course_list: list[str], |
| 105 | +): |
| 106 | + dagster_instance = context.instance |
| 107 | + ## TODO: Is this correctly iterating over the list of course_ids? |
| 108 | + input_asset_materialization_event = dagster_instance.get_event_records( |
| 109 | + event_records_filter=EventRecordsFilter( |
| 110 | + asset_key=context.asset_key_for_input("course_list"), |
| 111 | + event_type=DagsterEventType.ASSET_MATERIALIZATION, |
| 112 | + asset_partitions=[context.partiton_key], |
| 113 | + ), |
| 114 | + limit=1, |
| 115 | + )[0] |
| 116 | + course_id = input_asset_materialization_event.asset_materialization.metadata[ |
| 117 | + "course_id" |
| 118 | + ] |
| 119 | + course_structure = context.resources.openedx.get_course_structure_document( |
| 120 | + course_id |
| 121 | + ) |
| 122 | + course_structure_document = json.load(course_structure.open()) |
| 123 | + data_version = hashlib.sha256( |
| 124 | + json.dumps(course_structure_document).encode("utf-8") |
| 125 | + ).hexdigest() |
| 126 | + structures_file = Path(f"course_structures_{data_version}.json") |
| 127 | + blocks_file = Path(f"course_blocks_{data_version}.json") |
| 128 | + data_retrieval_timestamp = datetime.now(tz=UTC).isoformat() |
| 129 | + with ( |
| 130 | + jsonlines.open(structures_file, mode="w") as structures, |
| 131 | + jsonlines.open(blocks_file, mode="w") as blocks, |
| 132 | + ): |
| 133 | + table_row = { |
| 134 | + "content_hash": hashlib.sha256( |
| 135 | + json.dumps(course_structure_document).encode("utf-8") |
| 136 | + ).hexdigest(), |
| 137 | + "course_id": context.partition_key, |
| 138 | + "course_structure": course_structure_document, |
| 139 | + "course_structure_flattened": flatten( |
| 140 | + course_structure_document, |
| 141 | + reducer=make_reducer("__"), |
| 142 | + ), |
| 143 | + "retrieved_at": data_retrieval_timestamp, |
| 144 | + } |
| 145 | + structures.write(table_row) |
| 146 | + for block in un_nest_course_structure( |
| 147 | + course_id, course_structure_document, data_retrieval_timestamp |
| 148 | + ): |
| 149 | + blocks.write(block) |
| 150 | + # todo: How do i get the open_edx_deployment from the context? instance? |
| 151 | + structure_object_key = f"{context.open_edx_deployment}_openedx_extracts/course_structure/{context.partition_key}/course_structures_{data_version}.json" # noqa: E501 |
| 152 | + blocks_object_key = f"{context.open_edx_deployment}_openedx_extracts/course_blocks/{context.partition_key}/course_blocks_{data_version}.json" # noqa: E501 |
| 153 | + yield Output( |
| 154 | + (structures_file, structure_object_key), |
| 155 | + output_name="flattened_course_structure", |
| 156 | + data_version=DataVersion(data_version), |
| 157 | + metadata={"course_id": course_id, "object_key": structure_object_key}, |
| 158 | + ) |
| 159 | + yield Output( |
| 160 | + (blocks_file, blocks_object_key), |
| 161 | + output_name="course_blocks", |
| 162 | + data_version=DataVersion(data_version), |
| 163 | + metadata={ |
| 164 | + "course_id": course_id, "object_key": blocks_object_key, |
| 165 | + }, |
| 166 | + ) |
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