Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

feat: Add convenience function for LlamaGuard Filter #555

Merged
merged 21 commits into from
Feb 24, 2025
Merged
Show file tree
Hide file tree
Changes from 19 commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 5 additions & 0 deletions .changeset/hip-tools-smile.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,5 @@
---

Check warning on line 1 in .changeset/hip-tools-smile.md

View workflow job for this annotation

GitHub Actions / grammar-check

[vale] reported by reviewdog 🐶 [SAP.Readability] The text is very complex! It has a grade score of >14. Raw Output: {"message": "[SAP.Readability] The text is very complex! It has a grade score of \u003e14.", "location": {"path": ".changeset/hip-tools-smile.md", "range": {"start": {"line": 1, "column": 1}}}, "severity": "WARNING"}
'@sap-ai-sdk/orchestration': minor
---

[New Functionality] Introduce `buildLlamaGuardFilter()` convenience function to build Llama guard filters.
61 changes: 44 additions & 17 deletions packages/orchestration/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -336,20 +336,12 @@ Use the orchestration client with filtering to restrict content that is passed t

This feature allows filtering both the [input](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/input-filtering) and [output](https://help.sap.com/docs/sap-ai-core/sap-ai-core-service-guide/output-filtering) of a model based on content safety criteria.

#### Azure Content Filter

Use `buildAzureContentSafetyFilter()` function to build an Azure content filter for both input and output.
Each category of the filter can be assigned a specific severity level, which corresponds to an Azure threshold value.

| Severity Level | Azure Threshold Value |
| ----------------------- | --------------------- |
| `ALLOW_SAFE` | 0 |
| `ALLOW_SAFE_LOW` | 2 |
| `ALLOW_SAFE_LOW_MEDIUM` | 4 |
| `ALLOW_ALL` | 6 |
The following example demonstrates how to use content filtering with the orchestration client.
See the sections below for details on the available content filters and how to build them.

```ts
import { OrchestrationClient, ContentFilters } from '@sap-ai-sdk/orchestration';
import { OrchestrationClient } from '@sap-ai-sdk/orchestration';

const llm = {
model_name: 'gpt-4o',
model_params: { max_tokens: 50, temperature: 0.1 }
Expand All @@ -358,16 +350,14 @@ const templating = {
template: [{ role: 'user', content: '{{?input}}' }]
};

const filter = buildAzureContentSafetyFilter({
Hate: 'ALLOW_SAFE_LOW',
Violence: 'ALLOW_SAFE_LOW_MEDIUM'
});
const filter = ... // Use a build function to create a content filter

const orchestrationClient = new OrchestrationClient({
llm,
templating,
filtering: {
input: {
filters: [filter]
filters: [filter] // Multiple filters can be applied
},
output: {
filters: [filter]
Expand All @@ -385,6 +375,43 @@ try {
}
```

Multiple filters can be applied at the same time for both input and output filtering.

#### Azure Content Filter

Use `buildAzureContentSafetyFilter()` function to build an Azure content filter.
Each category of the filter can be assigned a specific severity level, which corresponds to an Azure threshold value.

| Severity Level | Azure Threshold Value |
| ----------------------- | --------------------- |
| `ALLOW_SAFE` | 0 |
| `ALLOW_SAFE_LOW` | 2 |
| `ALLOW_SAFE_LOW_MEDIUM` | 4 |
| `ALLOW_ALL` | 6 |

The following example demonstrates how to build an Azure content filter with specific severity levels for each category.

```ts
const filter = buildAzureContentSafetyFilter({
Hate: 'ALLOW_SAFE_LOW',
Violence: 'ALLOW_SAFE_LOW_MEDIUM'
});
```

#### Llama Guard Filter

Use `buildLlamaGuardFilter()` function to build a Llama Guard content filter.

Available categories can be found with autocompletion.
By default, all categories are disabled.
Pass the categories you want as arguments to the function to enable them.

The following example demonstrates how to build a Llama Guard content filter with specific categories enabled.

```ts
const filter = buildLlamaGuardFilter('hate', 'violent_crimes');
```

#### Error Handling

Both `chatCompletion()` and `getContent()` methods can throw errors.
Expand Down
2 changes: 2 additions & 0 deletions packages/orchestration/src/index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,7 @@ export type {
DocumentGroundingServiceConfig,
DocumentGroundingServiceFilter,
LlmModelParams,
LlamaGuardCategory,
AzureContentFilter,
AzureFilterThreshold
} from './orchestration-types.js';
Expand All @@ -24,6 +25,7 @@ export { OrchestrationClient } from './orchestration-client.js';
export {
buildAzureContentFilter,
buildAzureContentSafetyFilter,
buildLlamaGuardFilter,
buildDocumentGroundingConfig
} from './util/index.js';

Expand Down
56 changes: 55 additions & 1 deletion packages/orchestration/src/orchestration-client.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,8 @@ import { OrchestrationResponse } from './orchestration-response.js';
import {
constructCompletionPostRequestFromJsonModuleConfig,
constructCompletionPostRequest,
buildAzureContentSafetyFilter
buildAzureContentSafetyFilter,
buildLlamaGuardFilter
} from './util/index.js';
import type { CompletionPostResponse } from './client/api/schema/index.js';
import type {
Expand Down Expand Up @@ -206,6 +207,59 @@ describe('orchestration service client', () => {
expect(response.data).toEqual(mockResponse);
});

it('calls chatCompletion with filter configuration supplied using multiple convenience functions', async () => {
const llamaFilter = buildLlamaGuardFilter('self_harm');
const azureContentFilter = buildAzureContentSafetyFilter({
Sexual: 'ALLOW_SAFE'
});
const config: OrchestrationModuleConfig = {
llm: {
model_name: 'gpt-35-turbo-16k',
model_params: { max_tokens: 50, temperature: 0.1 }
},
templating: {
template: [
{
role: 'user',
content: 'Create {{?number}} paraphrases of {{?phrase}}'
}
]
},
filtering: {
input: {
filters: [llamaFilter, azureContentFilter]
},
output: {
filters: [llamaFilter, azureContentFilter]
}
}
};
const prompt = {
inputParams: { phrase: 'I like myself.', number: '20' }
};
const mockResponse = await parseMockResponse<CompletionPostResponse>(
'orchestration',
'orchestration-chat-completion-multiple-filter-config.json'
);

mockInference(
{
data: constructCompletionPostRequest(config, prompt)
},
{
data: mockResponse,
status: 200
},
{
url: 'inference/deployments/1234/completion'
}
);
const response = await new OrchestrationClient(config).chatCompletion(
prompt
);
expect(response.data).toEqual(mockResponse);
});

it('calls chatCompletion with filtering configuration', async () => {
const config: OrchestrationModuleConfig = {
llm: {
Expand Down
6 changes: 6 additions & 0 deletions packages/orchestration/src/orchestration-types.ts
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@ import type {
FilteringStreamOptions,
GlobalStreamOptions,
GroundingModuleConfig,
LlamaGuard38B,
MaskingModuleConfig,
LlmModuleConfig as OriginalLlmModuleConfig,
TemplatingModuleConfig
Expand Down Expand Up @@ -201,3 +202,8 @@ export const supportedAzureFilterThresholds = {
*
*/
export type AzureFilterThreshold = keyof typeof supportedAzureFilterThresholds;

/**
* The filter categories supported for Llama guard filter.
*/
export type LlamaGuardCategory = keyof LlamaGuard38B;
33 changes: 32 additions & 1 deletion packages/orchestration/src/util/filtering.test.ts
Original file line number Diff line number Diff line change
@@ -1,6 +1,7 @@
import {
buildAzureContentFilter,
buildAzureContentSafetyFilter
buildAzureContentSafetyFilter,
buildLlamaGuardFilter
} from './filtering.js';
import { constructCompletionPostRequest } from './module-config.js';
import type { OrchestrationModuleConfig } from '../orchestration-types.js';
Expand Down Expand Up @@ -211,4 +212,34 @@ describe('Content filter util', () => {
);
});
});

describe('Llama Guard filter', () => {
it('builds filter config with custom config', async () => {
const filterConfig = buildLlamaGuardFilter('elections', 'hate');
const expectedFilterConfig = {
type: 'llama_guard_3_8b',
config: {
elections: true,
hate: true
}
};
expect(filterConfig).toEqual(expectedFilterConfig);
});

it('builds filter config without duplicates', async () => {
const filterConfig = buildLlamaGuardFilter(
'non_violent_crimes',
'privacy',
'non_violent_crimes'
);
const expectedFilterConfig = {
type: 'llama_guard_3_8b',
config: {
non_violent_crimes: true,
privacy: true
}
};
expect(filterConfig).toEqual(expectedFilterConfig);
});
});
});
26 changes: 23 additions & 3 deletions packages/orchestration/src/util/filtering.ts
Original file line number Diff line number Diff line change
Expand Up @@ -3,15 +3,17 @@ import type {
AzureContentSafety,
AzureContentSafetyFilterConfig,
InputFilteringConfig,
LlamaGuard38BFilterConfig,
OutputFilteringConfig
} from '../client/api/schema/index.js';
import type {
AzureContentFilter,
AzureFilterThreshold
AzureFilterThreshold,
LlamaGuardCategory
} from '../orchestration-types.js';

/**
* Convenience function to create Azure content filters.
* Convenience function to build Azure content filter.
* @param filter - Filtering configuration for Azure filter. If skipped, the default Azure content filter configuration is used.
* @returns An object with the Azure filtering configuration.
* @deprecated Since 1.8.0. Use {@link buildAzureContentSafetyFilter()} instead.
Expand All @@ -33,10 +35,11 @@ export function buildAzureContentFilter(
}

/**
* Convenience function to create Azure content filters.
* Convenience function to build Azure content filter.
* @param config - Configuration for Azure content safety filter.
* If skipped, the default configuration of `ALLOW_SAFE_LOW` is used for all filter categories.
* @returns Filter config object.
* @example "buildAzureContentSafetyFilter({ Hate: 'ALLOW_SAFE', Violence: 'ALLOW_SAFE_LOW_MEDIUM' })"
*/
export function buildAzureContentSafetyFilter(
config?: AzureContentFilter
Expand All @@ -58,3 +61,20 @@ export function buildAzureContentSafetyFilter(
})
};
}

/**
* Convenience function to build Llama guard filter.
* @param categories - Categories to be enabled for filtering. Provide at least one category.
* @returns Filter config object.
* @example "buildLlamaGuardFilter('self_harm', 'hate')"
*/
export function buildLlamaGuardFilter(
...categories: [LlamaGuardCategory, ...LlamaGuardCategory[]]
): LlamaGuard38BFilterConfig {
return {
type: 'llama_guard_3_8b',
config: Object.fromEntries(
[...categories].map(category => [category, true])
)
};
}
Loading
Loading