Row-level hashing for data integrity by jadudm · Pull Request #5246 · GSA-TTS/FAC

jadudm · 2025-09-12T18:39:11Z

row-level hashing

The team has discussed, on multiple occasions, the addition of row-level hashing. This has many benefits in terms of data integrity and validation. At the least, it provides users (Federal and public) the ability to verify if data has changed from one access to the next; internally, it opens up a number of possible future controls, because we have an algorithmic process for tracking the state of the data.

This draft PR may serve as a starting point, or it may serve as a demonstrator only, to be discarded and implemented better.

It suggests a hashing approach that can be applied to the data at time of dissemination
The hashing approach can easily be applied to the JSON objects returned by the API
It suggests where a hash might be added to the Single Audit Report record (but no implementation provided)
A sketch of a script is provided (in util) to walk the API locally, compute the hash for the JSON objects, and compare those values to the hash stored in the database.
A draft ADR supporting the work is provided

The hashing of internal objects will need more testing; some of our data quality concerns showed up; for example, the "off-by-one" issue with some dates clearly happens... well, somehow, the record hashed in the DB was different than the value returned by the API for one date. It is unclear (the spike was timebound as a demonstrator to two days).

Because this work was discussed over the course of the past 8 months on-and-off, and the work could directly augment/support resubmission (e.g. having hashes would make checking for differences much easier), it seemed right to leave the draft PR for consideration. Further discussion and story work with the product owner would be necessary to bring this in. Initial conversation with potential users (agencies) suggests that they would more-than-welcome this level of data integrity from the Clearinghouse.

PR Checklist: Submitter

PR Checklist: Reviewer

Pull the branch to your local environment and run make docker-clean; make docker-first-run && docker compose up; then run docker compose exec web /bin/bash -c "python manage.py test"
Manually test out the changes locally, or check this box to verify that it wasn’t applicable in this case.
Check that the PR has appropriate tests. Look out for changes in HTML/JS/JSON Schema logic that may need to be captured in Python tests even though the logic isn’t in Python.
Verify that no Git surgery is necessary at any point (such as during a merge party), or, if it was, repeat the testing after it’s finished.

The larger the PR, the stricter we should be about these points.

Pre Merge Checklist: Merger

Ensure that prior to approving, the terraform plan is what we expect it to be. -/+ resource "null_resource" "cors_header" should be destroying and recreating its self and ~ resource "cloudfoundry_app" "clamav_api" might be updating its sha256 for the fac-file-scanner and fac-av-${ENV} by default.
Ensure that the branch is up to date with main.
Ensure that a terraform plan has been recently generated for the pull request.

See ticket in Triage for more information.

See draft PR.

github-actions · 2025-09-12T18:39:58Z

Terraform plan for meta

No changes. Your infrastructure matches the configuration.

No changes. Your infrastructure matches the configuration.

Terraform has compared your real infrastructure against your configuration
and found no differences, so no changes are needed.

📝 Plan generated in Pull Request Checks #179

github-actions · 2025-09-12T18:40:01Z

Terraform plan for dev

Plan: 6 to add, 10 to change, 6 to destroy.

Terraform used the selected providers to generate the following execution
plan. Resource actions are indicated with the following symbols:
!~  update in-place
-/+ destroy and then create replacement
 <= read (data resources)

Terraform will perform the following actions:

  # module.dev.cloudfoundry_network_policy.app-network-policy will be updated in-place
!~  resource "cloudfoundry_network_policy" "app-network-policy" {
!~      policies = [
!~          {
!~              destination_app = "830bfc16-6865-4644-a3f3-5a1a69d6ec5f" -> (known after apply)
#                (3 unchanged attributes hidden)
            },
!~          {
!~              destination_app = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> (known after apply)
#                (3 unchanged attributes hidden)
            },
!~          {
!~              destination_app = "830bfc16-6865-4644-a3f3-5a1a69d6ec5f" -> (known after apply)
#                (3 unchanged attributes hidden)
            },
        ]
    }

  # module.dev.cloudfoundry_network_policy.clamav-network-policy will be updated in-place
!~  resource "cloudfoundry_network_policy" "clamav-network-policy" {
!~      policies = [
!~          {
!~              destination_app = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> (known after apply)
!~              source_app      = "830bfc16-6865-4644-a3f3-5a1a69d6ec5f" -> (known after apply)
#                (2 unchanged attributes hidden)
            },
!~          {
!~              destination_app = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> (known after apply)
!~              source_app      = "d9fa2027-96c9-4f98-bdb8-13809c6f569a" -> (known after apply)
#                (2 unchanged attributes hidden)
            },
        ]
    }

  # module.dev.cloudfoundry_network_policy.logshipper-network-policy will be updated in-place
!~  resource "cloudfoundry_network_policy" "logshipper-network-policy" {
!~      policies = [
!~          {
!~              destination_app = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> (known after apply)
!~              source_app      = "92483ac7-d368-43b0-b429-0170e3e2b2c2" -> (known after apply)
#                (2 unchanged attributes hidden)
            },
        ]
    }

  # module.dev.cloudfoundry_network_policy.scanner-network-policy will be updated in-place
!~  resource "cloudfoundry_network_policy" "scanner-network-policy" {
!~      policies = [
!~          {
!~              destination_app = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> (known after apply)
!~              source_app      = "a0669f56-c5a5-4c35-85bf-5b6201478ad5" -> (known after apply)
#                (2 unchanged attributes hidden)
            },
!~          {
!~              destination_app = "d9fa2027-96c9-4f98-bdb8-13809c6f569a" -> (known after apply)
!~              source_app      = "a0669f56-c5a5-4c35-85bf-5b6201478ad5" -> (known after apply)
#                (2 unchanged attributes hidden)
            },
        ]
    }

  # module.dev.module.cg-logshipper.cloudfoundry_app.logshipper_app will be updated in-place
!~  resource "cloudfoundry_app" "logshipper_app" {
!~      created_at                  = "2025-04-21T18:47:16Z" -> (known after apply)
!~      enable_ssh                  = false -> (known after apply)
!~      id                          = "************************************" -> (known after apply)
!~      log_rate_limit_per_second   = "-1" -> (known after apply)
        name                        = "logshipper"
!~      readiness_health_check_type = "process" -> (known after apply)
!~      routes                      = [
-           {
-               protocol = "http1" -> null
-               route    = "fac-dev-logshipper.app.cloud.gov" -> null
            },
        ] -> (known after apply)
!~      source_code_hash            = "adb965edbd40cfe6e31aa5a6d9dc2a1ab27fc8954f787fefebb9fac9e2f1c9e2" -> "f95cf383ea3d0b14111c608a076adfd3a338a57cdbc7b830b16d2f6155529715"
!~      stack                       = "cflinuxfs4" -> (known after apply)
!~      updated_at                  = "2025-08-22T19:05:14Z" -> (known after apply)
#        (12 unchanged attributes hidden)
    }

  # module.dev.module.cg-logshipper.cloudfoundry_route.logshipper_route will be updated in-place
!~  resource "cloudfoundry_route" "logshipper_route" {
!~      destinations = [
-           {
-               app_id           = "92483ac7-d368-43b0-b429-0170e3e2b2c2" -> null
-               app_process_type = "web" -> null
-               id               = "cb430c0b-be04-428f-b94f-0af6d42d100b" -> null
-               port             = 8080 -> null
-               protocol         = "http1" -> null
            },
+           {
+               app_id           = (known after apply)
+               app_process_type = (known after apply)
+               id               = (known after apply)
+               port             = (known after apply)
+               protocol         = (known after apply)
            },
        ]
        id           = "3aec8f3f-c16b-4528-bc10-021921a7c5c6"
!~      updated_at   = "2025-04-21T18:49:17Z" -> (known after apply)
#        (6 unchanged attributes hidden)
    }

  # module.dev.module.clamav.cloudfoundry_app.clamav_api must be replaced
-/+ resource "cloudfoundry_app" "clamav_api" {
+       buildpacks                      = (known after apply)
!~      created_at                      = "2025-08-12T17:37:02Z" -> (known after apply)
!~      docker_image                    = "ghcr.io/gsa-tts/fac/clamav@sha256:f0b490065d736a7c4151744e04683760418fe7a43ba9e14102b162305d94966a" -> "ghcr.io/gsa-tts/fac/clamav@sha256:93ca7fc01bfea357b2e835d285578012465ccb07b4f2ecc0975072e9d1717e94"
!~      enable_ssh                      = false -> (known after apply)
!~      health_check_type               = "port" -> (known after apply)
!~      id                              = "************************************" -> (known after apply)
!~      log_rate_limit_per_second       = "-1" -> (known after apply)
        name                            = "fac-av-dev"
!~      readiness_health_check_type     = "process" -> (known after apply)
!~      routes                          = [
-           {
-               protocol = "http1" -> null
-               route    = "fac-av-dev.apps.internal" -> null
            },
        ] -> (known after apply)
+       service_bindings                = (known after apply) # forces replacement
!~      stack                           = null -> (known after apply)
!~      updated_at                      = "2025-08-12T17:37:09Z" -> (known after apply)
#        (8 unchanged attributes hidden)
    }

  # module.dev.module.cors.null_resource.cors_header must be replaced
-/+ resource "null_resource" "cors_header" {
!~      id       = "*******************" -> (known after apply)
!~      triggers = { # forces replacement
!~          "always_run" = "2025-08-22T18:58:30Z" -> (known after apply)
        }
    }

  # module.dev.module.fac-file-scanner.data.cloudfoundry_domain.internal will be read during apply
  # (depends on a resource or a module with changes pending)
 <= data "cloudfoundry_domain" "internal" {
+       annotations         = (known after apply)
+       created_at          = (known after apply)
+       id                  = (known after apply)
+       internal            = (known after apply)
+       labels              = (known after apply)
+       name                = "apps.internal"
+       org                 = (known after apply)
+       router_group        = (known after apply)
+       shared_orgs         = (known after apply)
+       supported_protocols = (known after apply)
+       updated_at          = (known after apply)
    }

  # module.dev.module.fac-file-scanner.data.external.scannerzip will be read during apply
  # (depends on a resource or a module with changes pending)
 <= data "external" "scannerzip" {
+       id          = (known after apply)
+       program     = [
+           "/bin/sh",
+           "prepare-scanner.sh",
        ]
+       query       = {
+           "gitref" = "refs/heads/main"
        }
+       result      = (known after apply)
+       working_dir = "../shared/modules/scanner"
    }

  # module.dev.module.fac-file-scanner.cloudfoundry_app.scanner_app will be updated in-place
!~  resource "cloudfoundry_app" "scanner_app" {
!~      created_at                  = "2025-04-21T18:53:54Z" -> (known after apply)
!~      enable_ssh                  = false -> (known after apply)
!~      id                          = "************************************" -> (known after apply)
!~      log_rate_limit_per_second   = "-1" -> (known after apply)
        name                        = "fac-file-scanner"
!~      path                        = "../shared/modules/scanner/scanner.zip" -> (known after apply)
!~      readiness_health_check_type = "process" -> (known after apply)
!~      routes                      = [
-           {
-               protocol = "http1" -> null
-               route    = "fac-file-scanner-dev.apps.internal" -> null
            },
        ] -> (known after apply)
!~      source_code_hash            = "ded718cecee8f31a86dc4d7ec55a1f7d04e168bad29fd3aaa337fda8ce3c575d" -> (known after apply)
!~      stack                       = "cflinuxfs4" -> (known after apply)
!~      updated_at                  = "2025-08-12T17:39:09Z" -> (known after apply)
#        (11 unchanged attributes hidden)
    }

  # module.dev.module.fac-file-scanner.cloudfoundry_route.scanner_route must be replaced
-/+ resource "cloudfoundry_route" "scanner_route" {
!~      created_at   = "2025-08-22T18:59:03Z" -> (known after apply)
!~      destinations = [
-           {
-               app_id           = "a0669f56-c5a5-4c35-85bf-5b6201478ad5" -> null
-               app_process_type = "web" -> null
-               id               = "8113b713-dba0-4ad6-aa15-1d3cfb354d37" -> null
-               port             = 8080 -> null
-               protocol         = "http1" -> null
            },
+           {
+               app_id           = (known after apply)
+               app_process_type = (known after apply)
+               id               = (known after apply)
+               port             = (known after apply)
+               protocol         = (known after apply)
            },
        ]
!~      domain       = "26df58ef-0c0d-4997-b68b-8defb7b3998b" -> (known after apply) # forces replacement
!~      id           = "************************************" -> (known after apply)
!~      protocol     = "http" -> (known after apply)
!~      updated_at   = "2025-08-22T18:59:03Z" -> (known after apply)
!~      url          = "fac-file-scanner-dev.apps.internal" -> (known after apply)
#        (2 unchanged attributes hidden)
    }

  # module.dev.module.file_scanner_clamav.cloudfoundry_app.clamav_api must be replaced
-/+ resource "cloudfoundry_app" "clamav_api" {
+       buildpacks                      = (known after apply)
!~      created_at                      = "2025-08-12T17:39:11Z" -> (known after apply)
!~      docker_image                    = "ghcr.io/gsa-tts/fac/clamav@sha256:f0b490065d736a7c4151744e04683760418fe7a43ba9e14102b162305d94966a" -> "ghcr.io/gsa-tts/fac/clamav@sha256:93ca7fc01bfea357b2e835d285578012465ccb07b4f2ecc0975072e9d1717e94"
!~      enable_ssh                      = false -> (known after apply)
!~      health_check_type               = "port" -> (known after apply)
!~      id                              = "************************************" -> (known after apply)
!~      log_rate_limit_per_second       = "-1" -> (known after apply)
        name                            = "fac-av-dev-fs"
!~      readiness_health_check_type     = "process" -> (known after apply)
!~      routes                          = [
-           {
-               protocol = "http1" -> null
-               route    = "fac-av-dev-fs.apps.internal" -> null
            },
        ] -> (known after apply)
+       service_bindings                = (known after apply) # forces replacement
!~      stack                           = null -> (known after apply)
!~      updated_at                      = "2025-08-12T17:39:17Z" -> (known after apply)
#        (8 unchanged attributes hidden)
    }

  # module.dev.module.https-proxy.cloudfoundry_app.egress_app must be replaced
-/+ resource "cloudfoundry_app" "egress_app" {
!~      created_at                  = "2025-08-22T18:58:42Z" -> (known after apply)
!~      disk_quota                  = "2048M" -> (known after apply)
!~      enable_ssh                  = false -> (known after apply)
!~      health_check_type           = "port" -> (known after apply)
!~      id                          = "************************************" -> (known after apply)
!~      log_rate_limit_per_second   = "-1" -> (known after apply)
        name                        = "https-proxy"
!~      readiness_health_check_type = "process" -> (known after apply)
!~      routes                      = [
-           {
-               protocol = "http1" -> null
-               route    = "gsa-tts-oros-fac-dev-egress-https-proxy.apps.internal" -> null
            },
        ] -> (known after apply)
+       service_bindings            = (known after apply) # forces replacement
!~      source_code_hash            = "9f9625544eba6b73c600173bd2a2a380d2f756ad82014fe70f55454c2b14a1c0" -> "799f6e01c7f9c3c69ed59f53762d9d37057ed24cc8f2711f5ea39e4ce0832c07"
!~      stack                       = "cflinuxfs4" -> (known after apply)
!~      updated_at                  = "2025-08-22T19:05:06Z" -> (known after apply)
#        (9 unchanged attributes hidden)
    }

  # module.dev.module.https-proxy.cloudfoundry_route.egress_route will be updated in-place
!~  resource "cloudfoundry_route" "egress_route" {
!~      destinations = [
-           {
-               app_id           = "8a7aac9b-d5ba-4321-a947-adfa18a42bfa" -> null
-               app_process_type = "web" -> null
-               id               = "8cbf00c3-bd49-4418-add5-e87b40a18577" -> null
-               port             = 8080 -> null
-               protocol         = "http1" -> null
            },
+           {
+               app_id           = (known after apply)
+               app_process_type = (known after apply)
+               id               = (known after apply)
+               port             = (known after apply)
+               protocol         = (known after apply)
            },
        ]
        id           = "13dc80b5-4d3b-4181-b7c1-b6dc8d5a0e65"
!~      updated_at   = "2025-08-22T18:59:02Z" -> (known after apply)
#        (6 unchanged attributes hidden)
    }

  # module.dev.module.clamav.module.route.cloudfoundry_route.app_route will be updated in-place
!~  resource "cloudfoundry_route" "app_route" {
!~      destinations = [
-           {
-               app_id           = "830bfc16-6865-4644-a3f3-5a1a69d6ec5f" -> null
-               app_process_type = "web" -> null
-               id               = "e72b846c-1652-4ba8-ab3e-03ed29621a63" -> null
-               port             = 8080 -> null
-               protocol         = "http1" -> null
            },
+           {
+               app_id           = (known after apply)
+               app_process_type = (known after apply)
+               id               = (known after apply)
+               port             = (known after apply)
+               protocol         = (known after apply)
            },
        ]
        id           = "877bbc1f-e036-4a96-b7a3-70cff8c35c3c"
!~      updated_at   = "2025-08-12T17:37:10Z" -> (known after apply)
#        (6 unchanged attributes hidden)
    }

  # module.dev.module.fac-file-scanner.module.quarantine.data.cloudfoundry_service_plans.s3 will be read during apply
  # (depends on a resource or a module with changes pending)
 <= data "cloudfoundry_service_plans" "s3" {
+       name                  = "basic"
+       service_offering_name = "s3"
+       service_plans         = (known after apply)
    }

  # module.dev.module.fac-file-scanner.module.quarantine.cloudfoundry_service_instance.bucket will be updated in-place
!~  resource "cloudfoundry_service_instance" "bucket" {
+       dashboard_url     = (known after apply)
        id                = "c435cb9c-32a7-4a31-828b-48c8c6f3bf37"
!~      last_operation    = {
!~          created_at  = "2025-03-14T14:22:42Z" -> (known after apply)
+           description = (known after apply)
!~          state       = "succeeded" -> (known after apply)
!~          type        = "update" -> (known after apply)
!~          updated_at  = "2025-03-14T14:22:42Z" -> (known after apply)
        } -> (known after apply)
!~      maintenance_info  = {
+           description = (known after apply)
+           version     = (known after apply)
        } -> (known after apply)
        name              = "fac-file-scanner-quarantine"
!~      service_plan      = "021bb2a3-7e11-4fc2-b06b-d9f5938cd806" -> (known after apply)
        tags              = [
            "s3",
            "terraform-cloudgov-managed",
        ]
!~      updated_at        = "2025-03-14T14:22:42Z" -> (known after apply)
!~      upgrade_available = false -> (known after apply)
#        (3 unchanged attributes hidden)
    }

  # module.dev.module.file_scanner_clamav.module.route.data.cloudfoundry_domain.domain will be read during apply
  # (depends on a resource or a module with changes pending)
 <= data "cloudfoundry_domain" "domain" {
+       annotations         = (known after apply)
+       created_at          = (known after apply)
+       id                  = (known after apply)
+       internal            = (known after apply)
+       labels              = (known after apply)
+       name                = "apps.internal"
+       org                 = (known after apply)
+       router_group        = (known after apply)
+       shared_orgs         = (known after apply)
+       supported_protocols = (known after apply)
+       updated_at          = (known after apply)
    }

  # module.dev.module.file_scanner_clamav.module.route.data.cloudfoundry_org.org will be read during apply
  # (depends on a resource or a module with changes pending)
 <= data "cloudfoundry_org" "org" {
+       annotations = (known after apply)
+       created_at  = (known after apply)
+       id          = (known after apply)
+       labels      = (known after apply)
+       name        = "gsa-tts-oros-fac"
+       quota       = (known after apply)
+       suspended   = (known after apply)
+       updated_at  = (known after apply)
    }

  # module.dev.module.file_scanner_clamav.module.route.data.cloudfoundry_space.space will be read during apply
  # (config refers to values not yet known)
 <= data "cloudfoundry_space" "space" {
+       allow_ssh         = (known after apply)
+       annotations       = (known after apply)
+       created_at        = (known after apply)
+       id                = (known after apply)
+       isolation_segment = (known after apply)
+       labels            = (known after apply)
+       name              = "dev"
+       org               = (known after apply)
+       quota             = (known after apply)
+       updated_at        = (known after apply)
    }

  # module.dev.module.file_scanner_clamav.module.route.cloudfoundry_route.app_route must be replaced
-/+ resource "cloudfoundry_route" "app_route" {
!~      created_at   = "2025-08-22T18:59:03Z" -> (known after apply)
!~      destinations = [
-           {
-               app_id           = "d9fa2027-96c9-4f98-bdb8-13809c6f569a" -> null
-               app_process_type = "web" -> null
-               id               = "ca09f24f-42c2-4f01-b2ce-d9dcec58286d" -> null
-               port             = 8080 -> null
-               protocol         = "http1" -> null
            },
+           {
+               app_id           = (known after apply)
+               app_process_type = (known after apply)
+               id               = (known after apply)
+               port             = (known after apply)
+               protocol         = (known after apply)
            },
        ]
!~      domain       = "26df58ef-0c0d-4997-b68b-8defb7b3998b" -> (known after apply) # forces replacement
!~      id           = "************************************" -> (known after apply)
!~      protocol     = "http" -> (known after apply)
!~      space        = "06525ba3-19c2-451b-96e9-ea4a9134e8b9" -> (known after apply) # forces replacement
!~      updated_at   = "2025-08-22T18:59:03Z" -> (known after apply)
!~      url          = "fac-av-dev-fs.apps.internal" -> (known after apply)
#        (1 unchanged attribute hidden)
    }

Plan: 6 to add, 10 to change, 6 to destroy.

📝 Plan generated in Pull Request Checks #179

github-actions · 2025-09-12T18:50:31Z

Package	Line Rate	Branch Rate	Health
.	100%	100%	✔
api	98%	86%	✔
api.serializers	97%	88%	✔
api.views	91%	100%	➖
audit	95%	81%	✔
audit.cross_validation	97%	86%	✔
audit.fixtures	84%	50%	❌
audit.formlib	36%	0%	❌
audit.intakelib	89%	83%	➖
audit.intakelib.checks	92%	85%	➖
audit.intakelib.common	98%	82%	✔
audit.intakelib.transforms	100%	95%	✔
audit.management.commands	78%	17%	❌
audit.migrations	100%	100%	✔
audit.models	91%	68%	➖
audit.templatetags	100%	100%	✔
audit.views	71%	49%	❌
census_historical_migration	96%	65%	✔
census_historical_migration.migrations	100%	100%	✔
census_historical_migration.sac_general_lib	92%	84%	➖
census_historical_migration.transforms	95%	90%	✔
census_historical_migration.workbooklib	68%	69%	❌
config	78%	37%	❌
curation	98%	100%	✔
curation.curationlib	88%	72%	➖
curation.migrations	100%	100%	✔
dissemination	89%	69%	➖
dissemination.analytics	27%	0%	❌
dissemination.forms	80%	30%	❌
dissemination.migrations	97%	25%	✔
dissemination.models	100%	100%	✔
dissemination.report_generation	21%	0%	❌
dissemination.report_generation.excel	32%	0%	❌
dissemination.searchlib	61%	44%	❌
dissemination.templatetags	48%	0%	❌
dissemination.views	67%	44%	❌
djangooidc	53%	38%	❌
djangooidc.tests	100%	94%	✔
report_submission	100%	96%	✔
report_submission.migrations	100%	100%	✔
report_submission.templatetags	74%	100%	❌
report_submission.views	78%	61%	❌
support	94%	75%	➖
support.migrations	100%	100%	✔
support.models	90%	50%	➖
tools	98%	50%	✔
users	95%	86%	✔
users.fixtures	100%	83%	✔
users.management	100%	100%	✔
users.management.commands	100%	100%	✔
users.migrations	100%	100%	✔
Summary	88% (21832 / 24714)	69% (2669 / 3886)	➖

Matt Jadud added 2 commits September 11, 2025 12:55

Adding in a rudimentary spike for row-level hashing

d8bc7e8

See ticket in Triage for more information.

Additional hashing implementation

ad4e46a

See draft PR.

jadudm temporarily deployed to meta September 12, 2025 18:39 — with GitHub Actions Inactive

jadudm temporarily deployed to dev September 12, 2025 18:39 — with GitHub Actions Inactive

jadudm temporarily deployed to testing September 12, 2025 18:39 — with GitHub Actions Inactive

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Row-level hashing for data integrity#5246

Row-level hashing for data integrity#5246
jadudm wants to merge 2 commits intomainfrom
hashing

jadudm commented Sep 12, 2025

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jadudm commented Sep 12, 2025