## Changes
This makes mlops-stacks more discoverable and makes the UX of
initialising the mlops-stack template better.
## Tests
Manually
Dropdown UI:
```
shreyas.goenka@THW32HFW6T projects % cli bundle init
Template to use:
▸ default-python
mlops-stacks
```
Help message:
```
shreyas.goenka@THW32HFW6T bricks % cli bundle init -h
Initialize using a bundle template.
TEMPLATE_PATH optionally specifies which template to use. It can be one of the following:
- default-python: The default Python template
- mlops-stacks: The Databricks MLOps Stacks template. More information can be found at: https://github.com/databricks/mlops-stacks
```
## Changes
This PR makes changes required to automatically update the bundle docs
during the CLI release process. We rely on `post_generate` scripts that
are executed after code generation with CWD as the CLI repo root.
The new `output-file` flag is introduced because stdout redirect does
not work here and would otherwise require changes to our release
automation CLI (deco CLI)
## Tests
Manually. Regenerated the CLI and the descriptions were indeed generated
for the CLI from the provided openapi spec.
## Changes
If a struct has a field of type `config.Value`, then we set it to the
source value while converting a `config.Value` instance to a struct as
part of a call to `convert.ToTyped`.
This is convenient when dealing with deeply nested structs where
functions on inner structs need access to the metadata provided by their
corresponding `config.Value` (e.g. where they were defined).
## Tests
Added unit tests pass.
## Changes
A bug in the code that pulls the remote state could cause the local
state to be empty instead of a copy of the remote state. This happened
only if the local state was present and stale when compared to the
remote version.
We correctly checked for the state serial to see if the local state had
to be replaced but didn't seek back on the remote state before writing
it out. Because the staleness check would read the remote state in full,
copying from the same reader would immediately yield an EOF.
## Tests
* Unit tests for state pull and push mutators that rely on a mocked
filer.
* An integration test that deploys the same bundle from multiple paths,
triggering the staleness logic.
Both failed prior to the fix and now pass.
## Changes
This breaks out the flags into a separate struct to make it easier to
pass around.
If specified, the flag calls into the `cfgpicker` to prompt for a
cluster to associated with the profile.
## Tests
Existing tests pass; added one for host validation.
---------
Co-authored-by: Miles Yucht <miles@databricks.com>
## Changes
`databricks configure` creates a new .databrickscfg if one doesn't
already exist, but `databricks auth login` fails in this case. Because
`databricks auth login` anyways writes out the config file, we
gracefully handle this error and continue.
## Tests
Unit test.
```
$ ls ~/.databrickscfg*
/Users/miles/.databrickscfg.bak
$ ./cli auth login
Databricks Profile Name: test
Databricks Host: https://<HOST>
Profile test was successfully saved
$ ls ~/.databrickscfg*
/Users/miles/.databrickscfg /Users/miles/.databrickscfg.bak
$ cat ~/.databrickscfg
; The profile defined in the DEFAULT section is to be used as a fallback when no profile is explicitly specified.
[DEFAULT]
[test]
host = https://<HOST>
auth_type = databricks-cli
```
Adds better error message when input path is not a bundle template
before:
```
shreyas.goenka@THW32HFW6T bricks % cli bundle init ~/bricks
Error: open /Users/shreyas.goenka/bricks/databricks_template_schema.json: no such file or directory
```
after:
```
shreyas.goenka@THW32HFW6T bricks % cli bundle init ~/bricks
Error: expected to find a template schema file at /Users/shreyas.goenka/bricks/databricks_template_schema.json
```
## Changes
It appears that `USERPROFILE` env variable indicates where Azure CLI
stores configuration data (aka `.azure` folder).
https://learn.microsoft.com/en-us/cli/azure/azure-cli-configuration#cli-configuration-file
Passing it to terraform executable allows it to correctly authenticate
using Azure CLI.
Fixes#983
## Tests
Ran deployment on Window VM before and after the fix.
## Changes
Previously local JAR paths were transformed to remote path during
initialisation and thus artifact building logic did not recognise such
libraries as local to be handled and uploaded.
Now it's possible to use spark_jar_tasks with local JAR libraries on
14.1+ DBR clusters
Example configuration
```
bundle:
name: spark-jar
workspace:
host: ***
artifacts:
my_java_code:
path: ./sample-java
build: "javac PrintArgs.java && jar cvfm PrintArgs.jar META-INF/MANIFEST.MF PrintArgs.class"
files:
- source: "/Users/andrew.nester/dabs/wheel/sample-java/PrintArgs.jar"
resources:
jobs:
print_args:
name: "Print Args"
tasks:
- task_key: Print
new_cluster:
num_workers: 0
spark_version: 14.2.x-scala2.12
node_type_id: i3.xlarge
spark_conf:
"spark.databricks.cluster.profile": "singleNode"
"spark.master": "local[*]"
custom_tags:
ResourceClass: "SingleNode"
spark_jar_task:
main_class_name: PrintArgs
libraries:
- jar: ./sample-java/PrintArgs.jar
```
## Tests
Manually running `bundle deploy and bundle run`
## Changes
DLT currently doesn't always set `$PYTHONPATH` correctly (ES-947370).
This restores the original workaround to make new pipelines work while
that issue is being addressed. The workaround was removed in #832.
Manually tested.
## Changes
Some test call sites called directly into the mutator's `Apply` function
instead of `bundle.Apply`. Calling into `bundle.Apply` is preferred
because that's where we can run pre/post logic common across all
mutators.
## Tests
Pass.
## Changes
All calls to apply a mutator must go through `bundle.Apply`. This
conflicts with the existing use of the variable `bundle`. This change
un-aliases the variable from the package name by renaming all variables
to `b`.
## Tests
Pass.
## Changes
This PR:
1. Renames `FilesPath` -> `FilePath` and `ArtifactsPath` ->
`ArtifactPath` in the bundle and metadata configuration to make them
consistant with the json tags.
2. Fixes development / production mode error messages to point to
`file_path` and `artifact_path`
## Tests
Existing unit tests. This is a strightforward renaming of the fields.
## Changes
This PR is the counterpart to #904. With this change, we are able to
convert a `config.Value` into a Go struct, make modifications to the Go
struct, and reflect those changes in a new `config.Value`.
This functionality allows us to incrementally introduce this
configuration representation to existing bundle mutators. Bundle
mutators expect a `*bundle.Bundle` argument and mutate its configuration
directly. These mutations are not reflected in the corresponding
`config.Value` (once introduced), which means we cannot use the
`config.Value` as source of truth until we update _all_ mutators. To
address this, we can run `convert.ToTyped` and `convert.FromTyped` at
the mutator boundary (from `bundle.Apply`) and capture changes made to
the Go struct. Then we can incrementally make mutators aware of the
`config.Value` configuration and have them mutate that structure
directly.
## Tests
New unit tests pass.
Manual spot checks against the bundle configuration type.
## Changes
If args[0] == "." was provided to bundle init command, it would try to
resolve it as a built in template and error out.
## Tests
Manually
before:
```
shreyas.goenka@THW32HFW6T mlops-stack % cli bundle init .
Error: open /var/folders/lg/njll3hjx7pjcgxs6n7b290bw0000gp/T/templates3934264356/templates/databricks_template_schema.json: no such file or directory
```
after:
```
shreyas.goenka@THW32HFW6T mlops-stack % cli bundle init .
Welcome to MLOps Stacks. For detailed information on project generation, see the README at https://github.com/databricks/mlops-stacks/blob/main/README.md.
Project Name [my-mlops-project]: ^C
```
## Changes
The Jobs service expects these fields to always be present in the
metadata in their validation logic, which is reasonable. This PR removes
the omit empty tags so these fields are always uploaded to the workspace
`metadata.json` file.
Partly mitigates #859. It's still not clear to me if there is an actual
use case or if users are trying to use "development" mode jobs for
production, but making this overridable is reasonable.
Beyond this fix I think we could do something in the Jobs schedule UI,
but it would help to better understand the use case (or actual reason of
confusion). I expect we should hint customers to move away from dev mode
rather than unpause.
Bumps [golang.org/x/oauth2](https://github.com/golang/oauth2) from
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## Changes
Now it's possible to define top level `permissions` section in bundle
configuration and permissions defined there will be applied to all
resources defined in the bundle.
Supported top-level permission levels: CAN_MANAGE, CAN_VIEW, CAN_RUN.
Permissions are applied to: Jobs, DLT Pipelines, ML Models, ML
Experiments and Model Service Endpoints
```
bundle:
name: permissions
workspace:
host: ***
permissions:
- level: CAN_VIEW
group_name: test-group
- level: CAN_MANAGE
user_name: user@company.com
- level: CAN_RUN
service_principal_name: 123456-abcdef
```
## Tests
Added corresponding unit tests + ran `bundle validate` and `bundle
deploy` manually
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## Changes
Save only explicit fields to the config file
This applies to two commands: `configure` and `auth login`.
The latter only pulls env vars in the case of the `--configure-cluster`
flag
## Tests
Manual, plus additional unit test for the `configure` command
## Changes
We rely on the descriptions to render the prompts to a user. Thus we
should not allow empty descriptions here. Note, both mlops stacks and
the default-python template have descriptions for all their properties
so this should not be an issue.
## Tests
Unit test
## Changes
Improve error message when --json input is provided
## Tests
```
cli % databricks model-registry create-model mymodel --json @./input.json
Error: when --json flag is specified, no positional arguments are required. Provide NAME in your JSON input
```
## Changes
`os.Getenv(..)` is not friendly with `libs/env`. This PR makes the
relevant changes to places where we need to read user home directory.
## Tests
Mainly done in https://github.com/databricks/cli/pull/914
## Changes
We can debate whether or not variable definitions without properties are
valid, but in no case should this panic the CLI.
Fixes#934.
## Tests
Unit.
## Changes
This will help differentiate multiple cli commands that write to the
same log file.
Noticed that the root module wasn't using the common log utilities,
refactored it to avoid missing log arguments.
Relevant PR on the databricks vscode extension side:
https://github.com/databricks/databricks-vscode/pull/923
## Tests
Tested manually for sdk and cli loggers
## Changes
Support path rewrites for Dbt and SQL file job taks.
<!-- Summary of your changes that are easy to understand -->
## Tests
* Added unit test
<!-- How is this tested? -->
## Changes
This PR removes validation for default value against the regex pattern
specified in a JSON schema at schema load time. This is required because
https://github.com/databricks/cli/pull/795 introduces parameterising the
default value as a Go text template impling that the default value now
does not necessarily have to match the pattern at schema load time.
This will also unblock:
https://github.com/databricks/mlops-stacks/pull/108
Note, this does not remove runtime validation for input parameters right
before template initialization, which happens here:
fb32e78c9b/libs/template/materialize.go (L76)
## Tests
Changes to existing test.
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## Changes
This PR makes a few methods private, exposing cleaner interfaces to get
the string representations for enums and default values of a JSON
Schema.
## Tests
Manually, template initialization for the `default-python` template
still works as expected.
## Changes
Semantics for merging two instances of `config.Value`:
* Merging x with nil or nil with x always yields x
* Merging maps a and b means entries from map b take precedence
* Merging sequences a and b means concatenating them
These are the same semantics that we use today when calling into mergo
in `bundle/config`.
## Tests
Unit tests pass.
shreyas-goenka
Pieter Noordhuis
Miles Yucht
Andrew Nester
Lennart Kats (databricks)
Serge Smertin
dependabot[bot]
Ilia Babanov
Michał Szafrański