Make the limitations sections consistent (#245)

spiceaidocs/docs/data-accelerators/duckdb.md

@@ -34,7 +34,7 @@ datasets:
         duckdb_file: /my/chosen/location/duckdb.db
 ```
 
-## Limitations
+:::warning[Limitations]
 
 - The DuckDB accelerator does not support schemas with [field types](https://duckdb.org/docs/sql/data_types/overview): nested arrays/lists, UTF8/string arrays/lists, structs or map fields. For example:
   - Supported:
@@ -45,3 +45,4 @@ datasets:
     - `SELECT {'x': 1, 'y': 2, 'z': 3}`
     - `SELECT MAP(['key1', 'key2', 'key3'], [10, 20, 30])`
     - `SELECT ['duck', 'goose', 'heron'];`
+:::

spiceaidocs/docs/data-connectors/s3.md

@@ -156,6 +156,6 @@ Create a dataset named `taxi_trips` from a public S3 folder.
   name: taxi_trips
 ```
 
-## Limitations
-
+:::warning[Limitations]
 - Only S3 authentication using `aws_access_key_id` and `aws_secret_access_key` is currently supported. Please [submit an issue](https://github.com/spiceai/spiceai/issues/new?template=feature_request.md) if you would like to see support for other authentication methods.
+:::

spiceaidocs/docs/data-connectors/snowflake.md

@@ -148,6 +148,7 @@ datasets:
       snowflake_role: accountadmin
 ```
 
-## Limitations
+:::warning[Limitations]
 1. Account identifier does not support the [Legacy account locator in a region format](https://docs.snowflake.com/en/user-guide/admin-account-identifier#format-2-legacy-account-locator-in-a-region). Use [Snowflake preferred name in organization format](https://docs.snowflake.com/en/user-guide/admin-account-identifier#format-1-preferred-account-name-in-your-organization).
 1. The connector supports password-based and [key-pair](https://docs.snowflake.com/en/user-guide/key-pair-auth) authentication.
+:::

spiceaidocs/docs/data-connectors/spiceai.md

@@ -34,10 +34,11 @@ Secrets will be automatically conifgured by using the `spice login` command and
     refresh_mode: append
 ```
 
-## Limitations
+:::warning[Limitations]
 `refresh_mode: append` is supported for the following datasets: 
 * eth.recent_blocks
 * eth.recent_transactions
 * eth.recent_traces
 
-All other datasets need to be configured with `refresh_mode: full`.
+All other datasets need to be configured with `refresh_mode: full`.
+:::

spiceaidocs/docs/features/data-ingestion/index.md

@@ -57,6 +57,6 @@ datasets:
 
 SMART data will be available in the `smart_attribute_raw_value` dataset in Spice.ai OSS and replicated to the `coolorg.smart.drive_stats` dataset in Spice.ai Cloud.
 
-## Limitations
-
+:::warning[Limitations]
 - Only Spice.ai replication is supported for now.
+:::

spiceaidocs/docs/features/federated-queries/index.md

@@ -180,8 +180,8 @@ While the query in step 8 successfully returned results from federated remote da
 
 To improve query performance, step 9 demonstrates the same query executed against locally materialized and accelerated datasets using [Data Accelerators](/data-accelerators/index.md), resulting in significant performance gains.
 
-### Limitations
-
+:::warning[Limitations]
 - **Query Optimization:** Filter/Join/Aggregation pushdown is not supported, potentially leading to suboptimal query plan.
 - **Query Performance:** Without acceleration, federated queries will be slower than local queries due to network latency and data transfer.
 - **Query Capabilities:** Not all SQL features and data types are supported across all data sources. More complex data type queries may not work as expected.
+:::

spiceaidocs/docs/machine-learning/inference/index.md

@@ -99,8 +99,9 @@ Where:
 }
 ```
 
-## Limitations
+:::warning[Limitations]
 - Univariate predictions only
 - Multiple covariates 
 - Covariate and output variate must have a fixed time frequency.
-- No support for discrete or exogenous variables.
+- No support for discrete or exogenous variables.
+:::

spiceaidocs/docs/machine-learning/model-deployment/huggingface.md

@@ -34,5 +34,6 @@ The `from` key follows the following regex format:
 5. **Revision (Optional):** A colon (`:`) followed by the git-like revision identifier (`revision`).
 
 
-### Limitations
-- ONNX format support only
+:::warning[Limitations]
+- ONNX format support only
+:::

spiceaidocs/docs/reference/spicepod/datasets.md

@@ -106,7 +106,7 @@ Optional. The format of the `time_column`. The following values are supported:
 - `unix_millis` - Unix timestamp in milliseconds.
 - `ISO8601` - [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) format.
 
-:::warning[Current Limitations]
+:::warning[Limitations]
 - String-based columns are assumed to be ISO8601 format.
 :::
 
@@ -155,7 +155,7 @@ Optional. Filters the data fetched from the source to be stored in the accelerat
 
 Must be of the form `SELECT * FROM {name} WHERE {refresh_filter}`. `{name}` is the dataset name declared above, `{refresh_filter}` is any SQL expression that can be used to filter the data, i.e. `WHERE city = 'Seattle'` to reduce the working set of data that is accelerated within Spice from the data source.
 
-:::warning[Current Limitations]
+:::warning[Limitations]
 - The refresh SQL only supports filtering data from the current dataset - joining across other datasets is not supported.
 - Selecting a subset of columns isn't supported - the refresh SQL needs to start with `SELECT * FROM {name}`.
 - Queries for data that have been filtered out will not fall back to querying against the federated table.