mirror of
https://github.com/prowler-cloud/prowler.git
synced 2026-07-04 19:21:51 +00:00
feat(findings): Add Django management command to populate database with dummy data (#7049)
This commit is contained in:
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GitHub
parent
669ec74e67
commit
00ef037e45
@@ -269,3 +269,66 @@ poetry shell
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cd src/backend
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pytest
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```
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# Custom commands
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Django provides a way to create custom commands that can be run from the command line.
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> These commands can be found in: ```prowler/api/src/backend/api/management/commands```
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To run a custom command, you need to be in the `prowler/api/src/backend` directory and run:
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```console
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poetry shell
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python manage.py <command_name>
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```
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## Generate dummy data
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```console
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python manage.py findings --tenant
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<TENANT_ID> --findings <NUM_FINDINGS> --re
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sources <NUM_RESOURCES> --batch <TRANSACTION_BATCH_SIZE> --alias <ALIAS>
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```
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This command creates, for a given tenant, a provider, scan and a set of findings and resources related altogether.
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> Scan progress and state are updated in real time.
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> - 0-33%: Create resources.
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> - 33-66%: Create findings.
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> - 66%: Create resource-finding mapping.
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>
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> The last step is required to access the findings details, since the UI needs that to print all the information.
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### Example
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```console
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~/backend $ poetry run python manage.py findings --tenant
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fffb1893-3fc7-4623-a5d9-fae47da1c528 --findings 25000 --re
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sources 1000 --batch 5000 --alias test-script
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Starting data population
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Tenant: fffb1893-3fc7-4623-a5d9-fae47da1c528
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Alias: test-script
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Resources: 1000
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Findings: 25000
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Batch size: 5000
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Creating resources...
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100%|███████████████████████| 1/1 [00:00<00:00, 7.72it/s]
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Resources created successfully.
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Creating findings...
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100%|███████████████████████| 5/5 [00:05<00:00, 1.09s/it]
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Findings created successfully.
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Creating resource-finding mappings...
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100%|███████████████████████| 5/5 [00:02<00:00, 1.81it/s]
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Resource-finding mappings created successfully.
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Successfully populated test data.
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```
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Generated
+23
-7
@@ -1,4 +1,4 @@
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# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
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# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
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[[package]]
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name = "about-time"
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@@ -4400,7 +4400,6 @@ files = [
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f66efbc1caa63c088dead1c4170d148eabc9b80d95fb75b6c92ac0aad2437d76"},
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:22353049ba4181685023b25b5b51a574bce33e7f51c759371a7422dcae5402a6"},
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:932205970b9f9991b34f55136be327501903f7c66830e9760a8ffb15b07f05cd"},
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a52d48f4e7bf9005e8f0a89209bf9a73f7190ddf0489eee5eb51377385f59f2a"},
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-win32.whl", hash = "sha256:3eac5a91891ceb88138c113f9db04f3cebdae277f5d44eaa3651a4f573e6a5da"},
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{file = "ruamel.yaml.clib-0.2.12-cp310-cp310-win_amd64.whl", hash = "sha256:ab007f2f5a87bd08ab1499bdf96f3d5c6ad4dcfa364884cb4549aa0154b13a28"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-macosx_13_0_arm64.whl", hash = "sha256:4a6679521a58256a90b0d89e03992c15144c5f3858f40d7c18886023d7943db6"},
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@@ -4409,7 +4408,6 @@ files = [
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:811ea1594b8a0fb466172c384267a4e5e367298af6b228931f273b111f17ef52"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:cf12567a7b565cbf65d438dec6cfbe2917d3c1bdddfce84a9930b7d35ea59642"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:7dd5adc8b930b12c8fc5b99e2d535a09889941aa0d0bd06f4749e9a9397c71d2"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1492a6051dab8d912fc2adeef0e8c72216b24d57bd896ea607cb90bb0c4981d3"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-win32.whl", hash = "sha256:bd0a08f0bab19093c54e18a14a10b4322e1eacc5217056f3c063bd2f59853ce4"},
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{file = "ruamel.yaml.clib-0.2.12-cp311-cp311-win_amd64.whl", hash = "sha256:a274fb2cb086c7a3dea4322ec27f4cb5cc4b6298adb583ab0e211a4682f241eb"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:20b0f8dc160ba83b6dcc0e256846e1a02d044e13f7ea74a3d1d56ede4e48c632"},
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@@ -4418,7 +4416,6 @@ files = [
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:749c16fcc4a2b09f28843cda5a193e0283e47454b63ec4b81eaa2242f50e4ccd"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:bf165fef1f223beae7333275156ab2022cffe255dcc51c27f066b4370da81e31"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:32621c177bbf782ca5a18ba4d7af0f1082a3f6e517ac2a18b3974d4edf349680"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:b82a7c94a498853aa0b272fd5bc67f29008da798d4f93a2f9f289feb8426a58d"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-win32.whl", hash = "sha256:e8c4ebfcfd57177b572e2040777b8abc537cdef58a2120e830124946aa9b42c5"},
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{file = "ruamel.yaml.clib-0.2.12-cp312-cp312-win_amd64.whl", hash = "sha256:0467c5965282c62203273b838ae77c0d29d7638c8a4e3a1c8bdd3602c10904e4"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:4c8c5d82f50bb53986a5e02d1b3092b03622c02c2eb78e29bec33fd9593bae1a"},
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@@ -4427,7 +4424,6 @@ files = [
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:96777d473c05ee3e5e3c3e999f5d23c6f4ec5b0c38c098b3a5229085f74236c6"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-musllinux_1_1_i686.whl", hash = "sha256:3bc2a80e6420ca8b7d3590791e2dfc709c88ab9152c00eeb511c9875ce5778bf"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:e188d2699864c11c36cdfdada94d781fd5d6b0071cd9c427bceb08ad3d7c70e1"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4f6f3eac23941b32afccc23081e1f50612bdbe4e982012ef4f5797986828cd01"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-win32.whl", hash = "sha256:6442cb36270b3afb1b4951f060eccca1ce49f3d087ca1ca4563a6eb479cb3de6"},
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{file = "ruamel.yaml.clib-0.2.12-cp313-cp313-win_amd64.whl", hash = "sha256:e5b8daf27af0b90da7bb903a876477a9e6d7270be6146906b276605997c7e9a3"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:fc4b630cd3fa2cf7fce38afa91d7cfe844a9f75d7f0f36393fa98815e911d987"},
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@@ -4436,7 +4432,6 @@ files = [
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e2f1c3765db32be59d18ab3953f43ab62a761327aafc1594a2a1fbe038b8b8a7"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:d85252669dc32f98ebcd5d36768f5d4faeaeaa2d655ac0473be490ecdae3c285"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:e143ada795c341b56de9418c58d028989093ee611aa27ffb9b7f609c00d813ed"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:2c59aa6170b990d8d2719323e628aaf36f3bfbc1c26279c0eeeb24d05d2d11c7"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-win32.whl", hash = "sha256:beffaed67936fbbeffd10966a4eb53c402fafd3d6833770516bf7314bc6ffa12"},
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{file = "ruamel.yaml.clib-0.2.12-cp39-cp39-win_amd64.whl", hash = "sha256:040ae85536960525ea62868b642bdb0c2cc6021c9f9d507810c0c604e66f5a7b"},
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{file = "ruamel.yaml.clib-0.2.12.tar.gz", hash = "sha256:6c8fbb13ec503f99a91901ab46e0b07ae7941cd527393187039aec586fdfd36f"},
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@@ -4792,6 +4787,27 @@ files = [
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{file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
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]
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[[package]]
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name = "tqdm"
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version = "4.67.1"
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description = "Fast, Extensible Progress Meter"
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optional = false
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python-versions = ">=3.7"
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files = [
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{file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
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{file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
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]
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[package.dependencies]
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colorama = {version = "*", markers = "platform_system == \"Windows\""}
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[package.extras]
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dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
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discord = ["requests"]
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notebook = ["ipywidgets (>=6)"]
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slack = ["slack-sdk"]
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telegram = ["requests"]
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[[package]]
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name = "typer"
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version = "0.15.1"
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@@ -5170,4 +5186,4 @@ type = ["pytest-mypy"]
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[metadata]
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lock-version = "2.0"
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python-versions = ">=3.11,<3.13"
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content-hash = "a8927a21c9e3006f5378b4bdf72108e0d45c2d803d59733f9824b3eaf12ff5e1"
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content-hash = "3360123df5b0ad1fb39f186b801c3554fbaeea06f32765b8a32a2bb7eb87b41b"
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@@ -52,6 +52,7 @@ pytest-randomly = "3.15.0"
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pytest-xdist = "3.6.1"
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ruff = "0.5.0"
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safety = "3.2.9"
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tqdm = "4.67.1"
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vulture = "2.14"
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[tool.poetry.scripts]
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@@ -0,0 +1,237 @@
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import random
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from datetime import datetime, timezone
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from math import ceil
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from uuid import uuid4
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from django.core.management.base import BaseCommand
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from tqdm import tqdm
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from api.db_utils import rls_transaction
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from api.models import (
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Finding,
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Provider,
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Resource,
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ResourceFindingMapping,
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Scan,
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StatusChoices,
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)
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from prowler.lib.check.models import CheckMetadata
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class Command(BaseCommand):
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help = "Populates the database with test data for performance testing."
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def add_arguments(self, parser):
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parser.add_argument(
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"--tenant",
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type=str,
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required=True,
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help="Tenant id for which the data will be populated.",
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)
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parser.add_argument(
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"--resources",
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type=int,
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required=True,
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help="The number of resources to create.",
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)
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parser.add_argument(
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"--findings",
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type=int,
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required=True,
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help="The number of findings to create.",
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)
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parser.add_argument(
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"--batch", type=int, required=True, help="The batch size for bulk creation."
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)
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parser.add_argument(
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"--alias",
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type=str,
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required=False,
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help="Optional alias for the provider and scan",
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)
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def handle(self, *args, **options):
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tenant_id = options["tenant"]
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num_resources = options["resources"]
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num_findings = options["findings"]
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batch_size = options["batch"]
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alias = options["alias"] or "Testing"
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uid_token = str(uuid4())
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self.stdout.write(self.style.NOTICE("Starting data population"))
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self.stdout.write(self.style.NOTICE(f"\tTenant: {tenant_id}"))
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self.stdout.write(self.style.NOTICE(f"\tAlias: {alias}"))
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self.stdout.write(self.style.NOTICE(f"\tResources: {num_resources}"))
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self.stdout.write(self.style.NOTICE(f"\tFindings: {num_findings}"))
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self.stdout.write(self.style.NOTICE(f"\tBatch size: {batch_size}\n\n"))
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# Resource metadata
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possible_regions = [
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"us-east-1",
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"us-east-2",
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"us-west-1",
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"us-west-2",
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"ca-central-1",
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"eu-central-1",
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"eu-west-1",
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"eu-west-2",
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"eu-west-3",
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"ap-southeast-1",
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"ap-southeast-2",
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"ap-northeast-1",
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"ap-northeast-2",
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"ap-south-1",
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"sa-east-1",
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]
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possible_services = []
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possible_types = []
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bulk_check_metadata = CheckMetadata.get_bulk(provider="aws")
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for check_metadata in bulk_check_metadata.values():
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if check_metadata.ServiceName not in possible_services:
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possible_services.append(check_metadata.ServiceName)
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if (
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check_metadata.ResourceType
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and check_metadata.ResourceType not in possible_types
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):
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possible_types.append(check_metadata.ResourceType)
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with rls_transaction(tenant_id):
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provider, _ = Provider.all_objects.get_or_create(
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tenant_id=tenant_id,
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provider="aws",
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connected=True,
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uid=str(random.randint(100000000000, 999999999999)),
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defaults={
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"alias": alias,
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},
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)
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with rls_transaction(tenant_id):
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scan = Scan.all_objects.create(
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tenant_id=tenant_id,
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provider=provider,
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name=alias,
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trigger="manual",
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state="executing",
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progress=0,
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started_at=datetime.now(timezone.utc),
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)
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scan_state = "completed"
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try:
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# Create resources
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resources = []
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for i in range(num_resources):
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resources.append(
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Resource(
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tenant_id=tenant_id,
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provider_id=provider.id,
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uid=f"testing-{uid_token}-{i}",
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name=f"Testing {uid_token}-{i}",
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region=random.choice(possible_regions),
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service=random.choice(possible_services),
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type=random.choice(possible_types),
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)
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)
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num_batches = ceil(len(resources) / batch_size)
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self.stdout.write(self.style.WARNING("Creating resources..."))
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for i in tqdm(range(0, len(resources), batch_size), total=num_batches):
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with rls_transaction(tenant_id):
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Resource.all_objects.bulk_create(resources[i : i + batch_size])
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self.stdout.write(self.style.SUCCESS("Resources created successfully.\n\n"))
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with rls_transaction(tenant_id):
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scan.progress = 33
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scan.save()
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# Create Findings
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findings = []
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possible_deltas = ["new", "changed", None]
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possible_severities = ["critical", "high", "medium", "low"]
|
||||
findings_resources_mapping = []
|
||||
|
||||
for i in range(num_findings):
|
||||
severity = random.choice(possible_severities)
|
||||
check_id = random.randint(1, 1000)
|
||||
assigned_resource_num = random.randint(0, len(resources) - 1)
|
||||
assigned_resource = resources[assigned_resource_num]
|
||||
findings_resources_mapping.append(assigned_resource_num)
|
||||
|
||||
findings.append(
|
||||
Finding(
|
||||
tenant_id=tenant_id,
|
||||
scan=scan,
|
||||
uid=f"testing-{uid_token}-{i}",
|
||||
delta=random.choice(possible_deltas),
|
||||
check_id=f"check-{check_id}",
|
||||
status=random.choice(list(StatusChoices)),
|
||||
severity=severity,
|
||||
impact=severity,
|
||||
raw_result={},
|
||||
check_metadata={
|
||||
"checktitle": f"Test title for check {check_id}",
|
||||
"risk": f"Testing risk {uid_token}-{i}",
|
||||
"provider": "aws",
|
||||
"severity": severity,
|
||||
"categories": ["category1", "category2", "category3"],
|
||||
"description": "This is a random description that should not matter for testing purposes.",
|
||||
"servicename": assigned_resource.service,
|
||||
"resourcetype": assigned_resource.type,
|
||||
},
|
||||
)
|
||||
)
|
||||
|
||||
num_batches = ceil(len(findings) / batch_size)
|
||||
self.stdout.write(self.style.WARNING("Creating findings..."))
|
||||
for i in tqdm(range(0, len(findings), batch_size), total=num_batches):
|
||||
with rls_transaction(tenant_id):
|
||||
Finding.all_objects.bulk_create(findings[i : i + batch_size])
|
||||
self.stdout.write(self.style.SUCCESS("Findings created successfully.\n\n"))
|
||||
|
||||
with rls_transaction(tenant_id):
|
||||
scan.progress = 66
|
||||
scan.save()
|
||||
|
||||
# Create ResourceFindingMapping
|
||||
mappings = []
|
||||
for index, f in enumerate(findings):
|
||||
mappings.append(
|
||||
ResourceFindingMapping(
|
||||
tenant_id=tenant_id,
|
||||
resource=resources[findings_resources_mapping[index]],
|
||||
finding=f,
|
||||
)
|
||||
)
|
||||
|
||||
num_batches = ceil(len(mappings) / batch_size)
|
||||
self.stdout.write(
|
||||
self.style.WARNING("Creating resource-finding mappings...")
|
||||
)
|
||||
for i in tqdm(range(0, len(mappings), batch_size), total=num_batches):
|
||||
with rls_transaction(tenant_id):
|
||||
ResourceFindingMapping.objects.bulk_create(
|
||||
mappings[i : i + batch_size]
|
||||
)
|
||||
self.stdout.write(
|
||||
self.style.SUCCESS(
|
||||
"Resource-finding mappings created successfully.\n\n"
|
||||
)
|
||||
)
|
||||
except Exception as e:
|
||||
self.stdout.write(self.style.ERROR(f"Failed to populate test data: {e}"))
|
||||
scan_state = "failed"
|
||||
finally:
|
||||
scan.completed_at = datetime.now(timezone.utc)
|
||||
scan.duration = int(
|
||||
(datetime.now(timezone.utc) - scan.started_at).total_seconds()
|
||||
)
|
||||
scan.progress = 100
|
||||
scan.state = scan_state
|
||||
scan.unique_resource_count = num_resources
|
||||
with rls_transaction(tenant_id):
|
||||
scan.save()
|
||||
|
||||
self.stdout.write(self.style.NOTICE("Successfully populated test data."))
|
||||
Reference in New Issue
Block a user