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aitools: classify install errors by standard library error type - #7380

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aitools-error-categories
Nov 9, 2026
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anton-107 merged 2 commits into
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Adds 16 AitoolsErrorCategory values and classifies wrapped standard library errors by type, never by error text.

Summary

 classifyInstallError(err)
   nil                          -> UNSPECIFIED
   *installer.SkillError        -> skillErrorCategory
-  anything else                -> UNCATEGORIZED
+  stdlibErrorCategory(err)
+    huh.ErrUserAborted                     -> USER_ABORTED
+    context.DeadlineExceeded               -> TIMEOUT
+    context.Canceled                       -> COMMAND_INTERRUPTED
+    net.Error (but not a bare syscall.Errno)
+      Timeout()                            -> TIMEOUT
+      otherwise                            -> NETWORK
+    clicompat.ErrNotFound                  -> MANIFEST_NOT_FOUND
+    fs.ErrPermission                       -> PERMISSION_DENIED
+    *fs.PathError / *os.LinkError / *os.SyscallError -> FILESYSTEM
+    JSON decode errors, anything else      -> UNCATEGORIZED

The order matters in two places:

  • syscall.Errno implements net.Error. Without the bare-Errno check, every OS file error would be reported as NETWORK. The check is a direct type assertion because errors.As would also match the Errno inside a *net.OpError.
  • The network check runs before the permission check, so a sandbox-blocked socket (connect: EACCES) is still NETWORK.

JSON decode errors stay UNCATEGORIZED. The manifest, the release payload and .state.json all decode JSON, so the error type alone can't tell MANIFEST_INVALID from STATE_INVALID. A follow-up PR adds typed fetch and state errors that set those.

New values (libs/telemetry/protos/aitools_install.go). Only some are emitted by this PR:

Emitted here Emitted later
NETWORK, TIMEOUT, MANIFEST_NOT_FOUND, PERMISSION_DENIED, FILESYSTEM INVALID_FLAGS, UNKNOWN_AGENT, PROMPT_FAILED, USER_ABORTED (follow-up: install flow telemetry)
RELEASE_LOOKUP_FAILED, RATE_LIMITED, SKILLS_FETCH_FAILED, MANIFEST_INVALID, STATE_INVALID, PLUGIN_CLI_TIMEOUT (follow-up: typed installer errors)
COMMAND_INTERRUPTED (nothing on the install path cancels the context yet)

Changelog fragment: .nextchanges/cli/aitools-install-error-categories.md.

Evidence

TestClassifyInstallErrorGenericCauses: one case per branch, including a refused connection, a sandbox-blocked socket, EBUSY on rename, and a real missing-file error from os.ReadFile.

  • Before (main's categorize.go with this PR's tests):
    --- FAIL: TestClassifyInstallErrorGenericCauses/network
    --- FAIL: .../network_errno, network_permission_denied, network_timeout
    --- FAIL: .../deadline, cancelled, cancelled_request, manifest_missing
    --- FAIL: .../permission, permission_errno, permission_on_rename
    --- FAIL: .../filesystem, filesystem_from_os, filesystem_on_rename, filesystem_syscall
    --- FAIL: .../user_abort
    FAIL  github.com/databricks/cli/cmd/aitools
    
    All 16 resolve to UNCATEGORIZED.
  • After (this branch):
    ok  github.com/databricks/cli/cmd/aitools
    
    TestClassifyInstallErrorCorruptStateIsUncategorized runs the real installer.LoadState on a corrupt file and gets UNCATEGORIZED, not MANIFEST_INVALID.

Full run on the same change before rebasing onto current main: unit tests 8633 passed / 0 failed; acceptance tests (every dir except bundle/) 350 passed / 0 failed; lint, fmt, whitespace, deadcode and .nextchanges checks clean. GOOS=windows go vet ./cmd/aitools/ passes. The tests were not run on Windows.

Merge Danger

Door: Two-way for the code, one-way for the enum names once a CLI release ships them.

Reverting the classifier is trivial. But once released binaries send these strings, the server must keep accepting them. The telemetry backend schema must add these values before or together with the CLI release. If the CLI ships first, the backend records unknown names as a NULL error_category; the event is still recorded.

Blast Radius: Telemetry.

Only the error_category in aitools install telemetry and in aitools install --output json changes. Install behaviour and exit codes don't change. Known gap: a malformed DATABRICKS_SKILLS_BASE_URL is reported as NETWORK.

Open item: add this PR's link to the changelog fragment (task check-changelog requires it).

This pull request and its description were written by Isaac.

Add error categories for aitools install failures and classify wrapped
standard library errors (network, timeout, interrupt, missing manifest,
permission and filesystem errors) by type, without reading error text.
JSON decode errors stay UNCATEGORIZED.

Co-authored-by: Isaac <no-reply@databricks.com>
Co-authored-by: Isaac <no-reply@databricks.com>
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✅ Integration test report

Commit: a6fd339

Run: 42052103731

Env ✅​pass 🙈​skip Time
✅​ aws linux-2core-8gb 271 15 4:35
✅​ aws-windows-latest-4core-16gb 273 13 3:28
✅​ azure linux-2core-8gb 270 15 4:54
✅​ azure-windows-latest-4core-16gb 272 13 3:23
✅​ gcp linux-2core-8gb 271 15 4:43
✅​ gcp-windows-latest-4core-16gb 273 13 3:21
Top 3 slowest tests (at least 2 minutes):
duration env testname
3:14 gcp-windows-latest-4core-16gb TestAccept
3:12 aws-windows-latest-4core-16gb TestAccept
2:54 azure-windows-latest-4core-16gb TestAccept

Comment on lines +50 to +52
AitoolsErrorCategoryInvalidFlags AitoolsErrorCategory = "INVALID_FLAGS"
AitoolsErrorCategoryUnknownAgent AitoolsErrorCategory = "UNKNOWN_AGENT"
AitoolsErrorCategoryPromptFailed AitoolsErrorCategory = "PROMPT_FAILED"

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Do you already have the PRs that emit these created? Why add them here if they aren't emitted?

@anton-107
anton-107 added this pull request to the merge queue Nov 9, 2026
Merged via the queue into main with commit 39f6b8d Nov 9, 2026
29 checks passed
@anton-107
anton-107 deleted the aitools-error-categories branch November 9, 2026 12:24
deco-sdk-tagging Bot added a commit that referenced this pull request Nov 9, 2026
## Release v1.25.0

### CLI

 * `databricks aitools install --output json` now reports a more specific `error_category` (`MANIFEST_NOT_FOUND`, `PERMISSION_DENIED`, `FILESYSTEM`) for some failures it reported as `UNCATEGORIZED`. ([#7380](#7380))
 * Suggest `databricks auth logout --profile <profile-name> --delete` when multiple profiles match the same workspace in `databricks auth docker` commands. ([#7363](#7363))
 * Fix `%pip` in Jupyter notebooks opened over `databricks ssh connect` on serverless environment versions 5 and 6 and on dedicated clusters running recent Databricks Runtime versions, which fell back to the stock IPython magic instead of the Databricks one. ([#7263](#7263))

### AI Runtime

 * `databricks air run` now validates the config server-side while it uploads the run artifacts, instead of before, which shortens submission. ([#7368](#7368))
 * Remove `CRITICAL` as a valid `compute.priority_class` value; the AI Runtime API no longer accepts it. ([#7371](#7371))

### Bundles

 * Built-in templates add the workspace ID to `workspace.host` (`?w=<id>`) when the profile or an environment variable sets it, so generated bundles select the right workspace on hosts shared by several workspaces. Welcome messages show the same URL, and `dbt-sql` also adds `?o=<id>` to the HTTP path it suggests for `dbt init`. ([#7350](#7350))
 * Fix grants of a renamed or recreated catalog, schema, volume or other UC resource staying recorded under the old name, which made the next `bundle plan` propose to apply them again. ([#7345](#7345))
 * Fix permissions of a recreated pipeline, app, dashboard, model serving endpoint or other resource staying recorded under the old ID, which made every later `bundle plan` propose to apply them again. ([#7361](#7361))
 * Add the `postgres_data_apis` resource (Private Preview) for enabling and configuring the Data API of a Lakebase Postgres database. ([#7160](#7160))
 * Fixes [#4012](#4012): registered model `aliases` are now set in Unity Catalog on deploy instead of being silently ignored. A model without an `aliases` section keeps the aliases set outside the bundle (for example by MLflow), and `aliases: []` removes them. ([#7163](#7163))
 * Include variable declarations and the source of each resolved value in the `--include-locations` output of `bundle validate` and `bundle summary`. ([#7351](#7351))
 * Add `.workspace.URLID` to bundle templates: the workspace ID that `.workspace.URL` adds, or empty, so templates can use it without failing when the ID is unknown. ([#7388](#7388))
 * Expose the workspace of the selected profile to bundle templates as `.workspace`, with `Hostname`, `ID`, and `URL`, so templates can address a workspace on a host shared by several workspaces. A template input named `workspace` takes precedence. ([#7349](#7349))

### Dependency Updates

 * Bump dependencies with known vulnerabilities. ([#7394](#7394))
 * Upgrade `github.com/mattn/go-runewidth` to v0.0.31, which removes ~30ms of startup time from every command. ([#7391](#7391))
 * Update the Go SDK to [v0.194.0](https://github.com/databricks/databricks-sdk-go/releases/tag/v0.194.0). ([#7371](#7371))
 * Update the Go SDK to [v0.195.0](https://github.com/databricks/databricks-sdk-go/releases/tag/v0.195.0). ([#7384](#7384))
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❌ Integration test report

Commit: 39f6b8d

Run: 42616843204

Env ❌​FAIL ✅​pass 🙈​skip Time
❌​ aws linux-2core-8gb 35 1495 1263 178:09
❌​ aws-windows-latest-4core-16gb 35 1414 1290 193:07
❌​ azure linux-2core-8gb 37 1473 1271 167:19
❌​ azure-windows-latest-4core-16gb 35 1394 1298 185:27
❌​ gcp linux-2core-8gb 37 1480 1269 202:10
❌​ gcp-windows-latest-4core-16gb 35 1401 1296 209:41
39 interesting tests: 39 FAIL
Test Name aws linux-2core-8gb aws-windows-latest-4core-16gb azure linux-2core-8gb azure-windows-latest-4core-16gb gcp linux-2core-8gb gcp-windows-latest-4core-16gb
❌​ TestAccept ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/resources/apps/lifecycle-started-omitted ✅​p ✅​p ✅​p ✅​p ❌​F ✅​p
❌​ TestAccept/bundle/resources/apps/lifecycle-started-omitted/DMS= ✅​p ✅​p ✅​p ✅​p ❌​F ✅​p
❌​ TestAccept/bundle/resources/postgres_synced_tables/recreate ✅​p ✅​p ❌​F ✅​p ✅​p ✅​p
❌​ TestAccept/bundle/resources/postgres_synced_tables/recreate/DMS=true ✅​p ✅​p ❌​F ✅​p ✅​p ✅​p
❌​ TestAccept/bundle/templates/default-python/combinations/classic ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=no/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=no/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=no/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=no/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=yes/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=yes/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=yes/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=no/DMS=/NBOOK=yes/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=no/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=no/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=no/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=no/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=yes/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=yes/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=yes/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/classic/DLT=yes/DMS=/NBOOK=yes/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=no/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=no/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=no/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=no/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=yes/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=yes/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=yes/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=no/DMS=/NBOOK=yes/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=no/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=no/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=no/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=no/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=yes/PY=no/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=yes/PY=no/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=yes/PY=yes/READPLAN= ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
❌​ TestAccept/bundle/templates/default-python/combinations/serverless/DLT=yes/DMS=/NBOOK=yes/PY=yes/READPLAN=1 ❌​F ❌​F ❌​F ❌​F ❌​F ❌​F
Top 50 slowest tests (at least 2 minutes):
duration env testname
16:04 gcp linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
14:20 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
13:11 gcp linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
11:30 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
11:12 aws linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
9:41 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/deploy/local_ssd_count/DMS=true
9:18 aws-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
8:57 azure-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
8:55 azure-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
8:53 azure linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
8:51 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
8:49 aws-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
8:48 aws linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=true
8:20 azure linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started/DMS=
7:58 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
7:55 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
7:44 aws-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
7:43 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/deploy/local_ssd_count/DMS=
7:29 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
7:20 aws-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
6:51 gcp linux-2core-8gb TestAccept/bundle/config-remote-sync/multiple_resources/DMS=
6:43 aws linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
6:29 gcp linux-2core-8gb TestAccept/bundle/config-remote-sync/multiple_resources/DMS=true
6:24 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started-omitted/DMS=true
6:20 azure linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
6:13 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=true
6:04 aws linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
5:59 gcp linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started-toggle/DMS=
5:43 gcp linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=
5:42 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started-toggle/DMS=true
5:41 azure linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
5:39 aws linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=true
5:35 azure-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=true
5:33 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=true
5:32 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=
5:30 gcp linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started-toggle/DMS=true
5:23 gcp linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started-omitted/DMS=true
5:19 azure-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started/DMS=
5:16 aws-windows-latest-4core-16gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=
5:11 aws linux-2core-8gb TestAccept/bundle/resources/apps/lifecycle-started-toggle/DMS=
5:10 azure linux-2core-8gb TestAccept/bundle/config-remote-sync/multiple_resources/DMS=
5:10 azure linux-2core-8gb TestAccept/bundle/config-remote-sync/multiple_resources/DMS=true
5:09 gcp-windows-latest-4core-16gb TestAccept/bundle/resources/apps/lifecycle-started-toggle/DMS=
5:05 gcp-windows-latest-4core-16gb TestAccept/bundle/deploy/spark-jar-task/DMS=true
5:05 azure linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=
5:00 aws-windows-latest-4core-16gb TestAccept/bundle/deploy/spark-jar-task/DMS=
4:59 azure linux-2core-8gb TestAccept/bundle/resources/clusters/lifecycle-started-toggle/DMS=true
4:53 gcp linux-2core-8gb TestAccept/bundle/deploy/spark-jar-task/DMS=true
4:38 azure linux-2core-8gb TestAccept/bundle/deploy/spark-jar-task/DMS=
4:38 gcp linux-2core-8gb TestAccept/bundle/resources/apps/inline_config/DMS=true

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