Skip to content
Merged
Show file tree
Hide file tree
Changes from all 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
76 changes: 40 additions & 36 deletions packages/inference/src/lib/getProviderHelper.ts
Original file line number Diff line number Diff line change
Expand Up @@ -47,7 +47,7 @@ import type {
import * as Replicate from "../providers/replicate";
import * as Sambanova from "../providers/sambanova";
import * as Together from "../providers/together";
import type { InferenceProvider, InferenceTask } from "../types";
import type { InferenceProvider, InferenceProviderOrPolicy, InferenceTask } from "../types";

export const PROVIDERS: Record<InferenceProvider, Partial<Record<InferenceTask, TaskProviderHelper>>> = {
"black-forest-labs": {
Expand Down Expand Up @@ -152,128 +152,132 @@ export const PROVIDERS: Record<InferenceProvider, Partial<Record<InferenceTask,
* Get provider helper instance by name and task
*/
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-to-image"
): TextToImageTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "conversational"
): ConversationalTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-generation"
): TextGenerationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-to-speech"
): TextToSpeechTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-to-audio"
): TextToAudioTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "automatic-speech-recognition"
): AutomaticSpeechRecognitionTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-to-video"
): TextToVideoTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "text-classification"
): TextClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "question-answering"
): QuestionAnsweringTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "audio-classification"
): AudioClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "audio-to-audio"
): AudioToAudioTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "fill-mask"
): FillMaskTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "feature-extraction"
): FeatureExtractionTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "image-classification"
): ImageClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "image-segmentation"
): ImageSegmentationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "document-question-answering"
): DocumentQuestionAnsweringTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "image-to-text"
): ImageToTextTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "object-detection"
): ObjectDetectionTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "zero-shot-image-classification"
): ZeroShotImageClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "zero-shot-classification"
): ZeroShotClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "image-to-image"
): ImageToImageTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "sentence-similarity"
): SentenceSimilarityTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "table-question-answering"
): TableQuestionAnsweringTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "tabular-classification"
): TabularClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "tabular-regression"
): TabularRegressionTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "token-classification"
): TokenClassificationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "translation"
): TranslationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "summarization"
): SummarizationTaskHelper & TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProvider,
provider: InferenceProviderOrPolicy,
task: "visual-question-answering"
): VisualQuestionAnsweringTaskHelper & TaskProviderHelper;
export function getProviderHelper(provider: InferenceProvider, task: InferenceTask | undefined): TaskProviderHelper;
export function getProviderHelper(
provider: InferenceProviderOrPolicy,
task: InferenceTask | undefined
): TaskProviderHelper;

export function getProviderHelper(provider: InferenceProvider, task: InferenceTask | undefined): TaskProviderHelper {
if (provider === "hf-inference") {
if (!task) {
return new HFInference.HFInferenceTask();
}
export function getProviderHelper(
provider: InferenceProviderOrPolicy,
task: InferenceTask | undefined
): TaskProviderHelper {
if ((provider === "hf-inference" && !task) || provider === "auto") {
return new HFInference.HFInferenceTask();
}
if (!task) {
throw new Error("you need to provide a task name when using an external provider, e.g. 'text-to-image'");
Expand Down
3 changes: 1 addition & 2 deletions packages/inference/src/snippets/getInferenceSnippets.ts
Original file line number Diff line number Diff line change
Expand Up @@ -144,8 +144,7 @@ const snippetGenerator = (templateName: string, inputPreparationFn?: InputPrepar
}
let providerHelper: ReturnType<typeof getProviderHelper>;
try {
/// For the "auto" provider policy we use hf-inference snippets
providerHelper = getProviderHelper(provider === "auto" ? "hf-inference" : provider, task);
providerHelper = getProviderHelper(provider, task);
} catch (e) {
console.error(`Failed to get provider helper for ${provider} (${task})`, e);
return [];
Expand Down