aurora-data-api
v1.0.0-alpha.3
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Aurora Serverless Data API Client that simplifies the request and response payloads.
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Aurora Data API Client
Summary
Aurora Data API Client is an abstraction of the RDSDataService that implements the Data API for Aurora Serverless.
Query requests are simplified; instead of expecting clunky query params it expects only a JSON object:
// using AuroraDataAPI
await auroraDataAPI.query('SELECT * FROM users where id = :id', { id: 42 })
// using RDSDataService
await rdsDataService.executeStatement({
sql: 'SELECT * FROM users where id = :id',
includeResultMetadata: true,
parameters: [{
value: {
longValue: 42
}
}]
}).promise()
Results are also simplified by transforming the records into a ready-to-use JS object:
// response from AuroraDataAPI#query
{
rows: [
{
id: 7,
name: 'Filip J Fry'
},
{
id: 9,
name: 'Bender Bending Rodriguez'
}
],
metadata: {
id: {
tableName: 'users',
name: 'id',
typeName: 'int8',
// ...everything else from columnMetadata
},
name: {
tableName: 'users',
name: 'name',
typeName: 'varchar',
// ...
}
},
// ...includes the original result payload too
}
// response from RDSDataService#executeStatement
{
records: [
[
{
longValue: 7
},
{
stringValue: 'Filip J Fry'
}
],
[
{
longValue: 9
},
{
stringValue: 'Bender Bending Rodriguez'
}
]
],
columnMetadata: [
{
tableName: 'users',
name: 'id',
typeName: 'int8',
// ...everything else from columnMetadata
},
{
tableName: 'users',
name: 'name',
typeName: 'varchar',
// ...
}
]
}
Data API for Aurora Serverless Suite
This library is part of the Data API for Aurora Serverless Suite, a monorepo that includes libraries, Serverless Framework plugins and development tools to simplify and enhance the development, deployment and use of the Data API for Aurora Serverless on Amazon Web Services.
Installation
$ npm install aurora-data-api --save
Usage
import * from AuroraDataAPI
const auroraDataAPI = new AuroraDataAPI({ ...config })
auroraDataAPI.query('SELECT * FROM users').then(console.log)
AuroraDataAPI#constructor
new AuroraDataAPI(
config: AuroraDataAPI.Config
) => AuroraDataAPI
Constructs a new instance of AuroraDataAPI
.
Config
| Name | Description | Required | Default |
| ---- | ----------- | -------- | -------- |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Yes | undefined
|
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Yes | undefined
|
| database
| The name of the database. | No | undefined
|
| schema
| The name of the database schema. | No | undefined
|
| includeResultMetadata
| A value that indicates whether to include metadata in the results. Note: must be true
for the results to be transformed. | No | true
|
| continueAfterTimeout
| A value that indicates whether to continue running the statement after the call times out. By default, the statement stops running when the call times out.For DDL statements, we recommend continuing to run the statement after the call times out. When a DDL statement terminates before it is finished running, it can result in errors and possibly corrupted data structures. | No | undefined
|
| resultSetOptions
| Options that control how the result set is returned. | No | undefined
|
| valueTransformer
| See Value Transformer. | No | undefined
|
| ...rest
| Unspecified properties (i.e. properties from RDSDataService.ClientConfiguration
) will be used to construct the RDSDataService
client. See the AWS SDK docs for more info. | Conditional - see note below. | undefined
|
Note: The RDSDataService
can be constructed without any properties, for instance when the Global Configuration Object is set.
Class Properties
| Name | Description |
| ---- | ----------- |
| client
| Instance of the RDSDataService
. |
| requestConfig
| Object containing properties to send to the RDSDataService
methods. |
AuroraDataAPI
methods
| Name | Description |
| ---- | ----------- |
| query
| Performs an SQL query. |
| batchQuery
| Runs a batch SQL statement over an array of data. |
| beginTransaction
| Starts a SQL transaction. |
| commitTransaction
| Commits and ends a SQL transaction. |
| rollbackTransaction
| Rolls-back and ends a SQL transaction. |
| executeStatement
| Abstraction of the RDSDataService#executeStatement
method. |
| batchExecuteStatement
| Abstraction of the RDSDataService RDSDataService#batchExecuteStatement
method. |
AuroraDataAPI#query
query<T = AuroraDataAPI.UnknownRow>(
sql: string,
params?: AuroraDataAPI.QueryParams,
options?: AuroraDataAPI.QueryOptions
) => Promise<AuroraDataAPI.QueryResult<T>>
Performs an SQL statement.
The response size limit is 1 MB or 1,000 records. If the call returns more than 1 MB of response data or over 1,000 records, the call is terminated.
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| sql
| The SQL query string to perform. | Yes |
| params
| See Query Params. | No |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| includeResultMetadata
| A value that indicates whether to include metadata in the results. Note: must be true
for the results to be transformed. | Defined in constructor. |
| continueAfterTimeout
| A value that indicates whether to continue running the statement after the call times out. By default, the statement stops running when the call times out.For DDL statements, we recommend continuing to run the statement after the call times out. When a DDL statement terminates before it is finished running, it can result in errors and possibly corrupted data structures. | Defined in constructor. |
| database
| The name of the database. | Defined in constructor. |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| resultSetOptions
| Options that control how the result set is returned. | Defined in constructor. |
| schema
| The name of the database schema. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
| transactionId
| The identifier of a transaction that was started by using the BeginTransaction operation. Specify the transaction ID of the transaction that you want to include the SQL statement in. | undefined
|
| valueTransformer
| See Value Transformer. | Defined in constructor. |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#executeStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_ExecuteStatement.html
AuroraDataAPI#batchQuery
batchQuery(
sql: string,
params?: AuroraDataAPI.QueryParams[],
options?: AuroraDataAPI.BatchQueryOptions
) => Promise<AuroraDataAPI.BatchQueryResult>
Runs a batch SQL statement over an array of data.
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| sql
| The SQL query string to perform. | Yes |
| params
| An array of Query Params. Maximum of 1,000. | No |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| database
| The name of the database. | Defined in constructor. |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| schema
| The name of the database schema. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
| transactionId
| The identifier of a transaction that was started by using the BeginTransaction operation. Specify the transaction ID of the transaction that you want to include the SQL statement in. | undefined
|
AuroraDataAPI#beginTransaction
beginTransaction(
options?: AuroraDataAPI.BeginTransactionOptions
) => Promise<AuroraDataAPI.Transaction>
Starts a SQL transaction and resolves an instance of AuroraDataAPI.Transaction
.
From the AWS SDK Docs:
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| database
| The name of the database. | Defined in constructor. |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| schema
| The name of the database schema. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#beginTransaction-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_BeginTransaction.html
AuroraDataAPI#commitTransaction
commitTransaction(
transactionId: string,
options?: AuroraDataAPI.CommitTransactionOptions
) => Promise<AuroraDataAPI.CommitTransactionResult>
Ends a SQL transaction started with the beginTransaction
method and commits the changes.
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| transactionId
| The identifier of the transaction to end and commit. | Yes |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#commitTransaction-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_CommitTransaction.html
AuroraDataAPI#rollbackTransaction
rollbackTransaction(
transactionId: string,
options?: AuroraDataAPI.CommitTransactionOptions
) => Promise<AuroraDataAPI.RollbackTransactionResult>
Ends a SQL transaction started with the beginTransaction
method and rolls-back the changes.
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| transactionId
| The identifier of the transaction to roll back. | Yes |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#rollbackTransaction-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_RollbackTransaction.html
AuroraDataAPI#executeStatement
executeStatement(
options: AuroraDataAPI.ExecuteStatementOptions
) => Promise<RDSDataService.ExecuteStatementResponse>
Abstraction of the AWS SDK RDSDataService executeStatement
operation.
From the SDK Docs:
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| options
| See options below. | Yes |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| sql
(Required) | The SQL statement to run. | undefined
|
| includeResultMetadata
| Includes the column metadata. | undefined
|
| continueAfterTimeout
| A value that indicates whether to continue running the statement after the call times out. By default, the statement stops running when the call times out.For DDL statements, we recommend continuing to run the statement after the call times out. When a DDL statement terminates before it is finished running, it can result in errors and possibly corrupted data structures. | Defined in constructor. |
| database
| The name of the database. | Defined in constructor. |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| resultSetOptions
| Options that control how the result set is returned. | Defined in constructor. |
| schema
| The name of the database schema. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
| transactionId
| The identifier of a transaction that was started by using the BeginTransaction operation. Specify the transaction ID of the transaction that you want to include the SQL statement in. | undefined
|
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#executeStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_ExecuteStatement.html
AuroraDataAPI#batchExecuteStatement
batchExecuteStatement(
options: AuroraDataAPI.BatchExecuteStatementOptions
) => Promise<RDSDataService.BatchExecuteStatementResponse>
Abstraction of the AWS SDK RDSDataService batchExecuteStatement
operation.
From the SDK docs:
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| options
| See options below. | Yes |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| sql
(Required) | The SQL statement to run. | undefined
|
| parameterSets
| The parameter set for the batch operation. The maximum number of parameters in a parameter set is 1,000. | undefined
|
| database
| The name of the database. | Defined in constructor. |
| resourceArn
| The Amazon Resource Name (ARN) of the Aurora Serverless DB cluster. | Defined in constructor. |
| schema
| The name of the database schema. | Defined in constructor. |
| secretArn
| The name or ARN of the secret that enables access to the DB cluster. | Defined in constructor. |
| transactionId
| The identifier of a transaction that was started by using the beginTransaction
method. Specify the transaction ID of the transaction that you want to include the SQL statement in. | undefined
|
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#batchExecuteStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_BatchExecuteStatement.html
AuroraDataAPI.Transaction
methods
AuroraDataAPI#beginTransaction
resolves an instance of AuroraDataAPI.Transaction
that exposes the following methods:
| Name | Description |
| ---- | ----------- |
| query
| Performs an SQL query in the transaction. |
| batchQuery
| Performs an SQL query over an array of data in the transaction. |
| commit
| Commits and ends the transaction. |
| rollback
| Rolls-back and ends the transaction. |
| executeStatement
| Abstraction of the RDSDataService#executeStatement
method in context of the transaction. |
| batchExecuteStatement
| Abstraction of the RDSDataService RDSDataService#batchExecuteStatement
method in context of the transaction. |
AuroraDataAPI.Transaction#query
query<T = AuroraDataAPI.UnknownRow>(
sql: string,
params?: AuroraDataAPI.QueryParams,
options?: AuroraDataAPI.Transaction.TransactionQueryOptions
) => Promise<AuroraDataAPI.QueryResult<T>>
Performs an SQL statement in the transaction.
The response size limit is 1 MB or 1,000 records. If the call returns more than 1 MB of response data or over 1,000 records, the call is terminated.
Arguments
| Name | Description | Required |
| ---- | ----------- | -------- |
| sql
| The SQL statement string to perform. | Yes |
| params
| See Query Params. | No |
| options
| See options below. | No |
Options
| Name | Description | Default |
| ---- | ----------- | ------- |
| includeResultMetadata
| A value that indicates whether to include metadata in the results. Note: must be true
for the results to be transformed. | Defined in #beginTransaction
. |
| continueAfterTimeout
| A value that indicates whether to continue running the statement after the call times out. By default, the statement stops running when the call times out.For DDL statements, we recommend continuing to run the statement after the call times out. When a DDL statement terminates before it is finished running, it can result in errors and possibly corrupted data structures. | Defined in #beginTransaction
. |
| resultSetOptions
| Options that control how the result set is returned. | Defined in #beginTransaction
. |
| valueTransformer
| See Value Transformer. | Defined in #beginTransaction
|
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#executeStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_ExecuteStatement.html
AuroraDataAPI.Transaction#batchQuery
batchQuery(
sql: string,
params?: AuroraDataAPI.QueryParams[]
) => Promise<AuroraDataAPI.QueryResult<T>>
Performs a batch SQL statement over an array of data in the transaction.
Arguments
| Name | Description | Required |
| -------- | ------------------------------------------------------------ | -------- |
| sql
| The SQL query string to perform. | Yes |
| params
| An array of Query Params. Maximum of 1,000. | No |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#batchExecuteStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_BatchExecuteStatement.html
AuroraDataAPI.Transaction#commit
Commits and ends the transaction.
commit() => Promise<AuroraDataAPI.CommitTransactionResult>
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#commitTransaction-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_CommitTransaction.html
AuroraDataAPI.Transaction#rollback
rollback() => Promise<AuroraDataAPI.RollbackTransactionResult>
Rolls-back and ends the transaction.
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#rollbackTransaction-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_RollbackTransaction.html
AuroraDataAPI.Transaction#executeStatement
executeStatement(
options: AuroraDataAPI.Transaction.ExecuteStatementOptions
) => Promise<RDSDataService.ExecuteStatementResponse>
Abstraction of the RDSDataService#executeStatement
method in context of the transaction.
Arguments
| Name | Description | Required |
| --------- | ------------------ | -------- |
| options
| See options below. | Yes |
Options
| Name | Description | Default |
| ----------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| sql
(Required) | The SQL statement to run. | undefined
|
| includeResultMetadata
| A value that indicates whether to include metadata in the results. | Defined in #beginTransaction
. |
| continueAfterTimeout
| A value that indicates whether to continue running the statement after the call times out. By default, the statement stops running when the call times out.For DDL statements, we recommend continuing to run the statement after the call times out. When a DDL statement terminates before it is finished running, it can result in errors and possibly corrupted data structures. | Defined in #beginTransaction
. |
| resultSetOptions
| Options that control how the result set is returned. | Defined in #beginTransaction
. |
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#executeStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_ExecuteStatement.html
AuroraDataAPI.Transaction#batchExecuteStatement
batchExecuteStatement(
options: AuroraDataAPI.Transaction.BatchExecuteStatementOptions
) => Promise<RDSDataService.BatchExecuteStatementResponse>
Abstraction of the RDSDataService RDSDataService#batchExecuteStatement
method in context of the transaction.
Arguments
| Name | Description | Required |
| --------- | ------------------ | -------- |
| options
| See options below. | Yes |
Options
| Name | Description | Default |
| ---------------- | ------------------------------------------------------------ | ----------- |
| sql
(Required) | The SQL statement to run. | undefined
|
| parameterSets
| The parameter set for the batch operation. The maximum number of parameters in a parameter set is 1,000. | undefined
|
Further reading
- https://docs.aws.amazon.com/AWSJavaScriptSDK/latest/AWS/RDSDataService.html#batchExecuteStatement-property
- https://docs.aws.amazon.com/rdsdataservice/latest/APIReference/API_BatchExecuteStatement.html
Query Params
Query params are, to put simply, just a JS object of names and values. The name is attributed to the placeholder in your SQL statement, for instance:
query('SELECT * FROM users WHERE id = :id', { id: 99 })
The SQL statement with the placeholder :id
will be interpreted as SELECT * FROM users WHERE id = 99
.
The Data API for Aurora Serverless however, expects parameters
to be defined like so:
[
{
name: 'id',
value: {
longValue: 99
}
}
]
AuroraDataAPI
transforms your query params by inspecting the type of the value. If you need more control, for instance, when inserting JSON, you can define your params using AWS's structure, for example:
query('UPDATE users SET json_data = :jsonData WHERE id = :id', {
id: 99,
jsonData: {
typehint: 'json',
value: {
stringValue: JSON.stringify({ foo: 'bar' })
}
}
})
Note that name
is omitted from the object because it is defined by the key.
See The docs on RDSDataService#executeStatement and the SqlParameter documentation for more information on how to structure your parameter in the "RDSDataService way".
How values are transformed
| Value Type | Transformed Field |
| ---- | ----- |
| string
| { stringValue: value }
|
| boolean
| { booleanValue: value }
|
| number
(integer) | { longValue: value }
|
| number
(float) | { doubleValue: value }
|
| string[]
| { arrayValue: { stringValues: values } }
|
| boolean[]
| { arrayValue: { booleanValues: values } }
|
| number[]
(integer) | { arrayValue: { longValues: values } }
|
| number[]
(float) | { arrayValue: { doubleValues: values } }
|
| instanceof Buffer
| { blobValue: value }
|
| instanceof Uint8Array
| { blobValue: value }
|
Multidimensional arrays are also transformed recursively:
// these AuroraDataAPI Query parms...
{
threeDimensions: [
[
['1.1.1', '1.1.2'],
['1.2.1', '1.2.2']
],
['2.1.1', '2.1.2'],
['2.2.1', '2.2.2']
]
}
// are transformed into these RDSDataService parameters...
[
{
name: 'threeDimensions',
value: {
arrayValue: {
arrayValues: [
{
arrayValues: [
{
arrayValues: {
stringValues: ['1.1.1', '1.1.2']
}
},
{
arrayValues: {
stringValues: ['1.2.1', '1.2.2']
}
}
],
arrayValues: [
{
arrayValues: {
stringValues: ['2.1.1', '2.1.2']
}
},
{
arrayValues: {
stringValues: ['2.2.1', '2.2.2']
}
}
]
}
]
}
}
}
]
Custom value classes
Support for CustomValue
classes make it easy to "DRY" your code. They offer a way to encapsulate your values so they can be transformed into an SqlParameter
. Here is an example of a uuid
value:
class UUIDValue implements AuroraDataAPI.CustomValue {
private value: string
constructor (value: string) {
this.value = value
}
toSqlParameter (): AuroraDataAPI.SqlParameter {
return {
typeHint: 'uuid',
value: {
stringValue: this.value
}
}
}
}
await query(
'SELECT * FROM users WHERE uuid = :uuid',
{ uuid: new UUIDValue(req.params.uuid) }
)
// it works with arrays too:
await query(
'SELECT * FROM users WHERE uuid = ANY(:uuids)',
{ uuids: req.params.uuids.map((uuid) => new UUIDValue(uuid)) }
)
A few predefined custom values are available: AuroraDataAPI.JSONValue
and AuroraDataAPI.BlobValue
, for more information please take a look at src/customValues.ts
.
Value Transformer
When includeResultMetadata
is true
, the Data API response payload includes metadata for each of the columns in the result set. In cases such as timezone
, json
or jsonb
columns, the column value will be returned as a stringValue
(or stringValues
in the case of an array).
By default AuroraDataAPI
some types (such as those described above) into the expected objects. e.g. a timezone
column will be parsed with new Date
, a jsonb
column will parsed using JSON.parse
.
You can override and/or extend the default behavior by providing your own valueTransformer
like so:
const valueTransformer = (
value: any,
metadata: RDSDataService.ColumnMetadata,
next: Function
) => {
if (
metadata.typeName === 'varchar' &&
typeof value === 'string'
) {
return value.toUpperCase()
}
return next() // remove this line to disable the default value transformer
}
// construct AuroraDataAPI with your new value transformer
const client = new AuroraDataAPI({
...config,
valueTransformer
})
// or add it to the options argument on #query or transaction#query
const result = await client.query(
'SELECT email FROM users',
undefined,
{ valueTransformer }
) // => { rows: [{ email: '[email protected]' }] }
Example
Take a look at the example folder for a complete example app that uses all the Data API for Aurora Serverless Suite packages.
MIT License
Copyright (c) 2020 Marc Greenstock
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.