chore: import upstream snapshot with attribution
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# provider-custom/embeddings (Custom Provider Embeddings)
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You can run this example with:
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```bash
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npx promptfoo@latest init --example provider-custom/embeddings
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cd provider-custom/embeddings
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```
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## Usage
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This example uses a custom API provider in `customProvider.js`.
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Run:
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```bash
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promptfoo eval
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```
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@@ -0,0 +1,50 @@
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class CustomApiProvider {
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constructor(options) {
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// The caller may override Provider ID (e.g. when using multiple instances of the same provider)
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this.providerId = options.id || 'custom provider';
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// The config object contains any options passed to the provider in the config file.
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this.config = options.config;
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}
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id() {
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return this.providerId;
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}
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async callApi(prompt) {
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return null;
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}
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async callEmbeddingApi(prompt) {
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const body = {
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model: 'text-embedding-3-large',
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input: prompt,
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};
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const response = await fetch('https://api.openai.com/v1/embeddings', {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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Authorization: `Bearer ${process.env.OPENAI_API_KEY}`,
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},
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body: JSON.stringify(body),
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});
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const data = await response.json();
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if (!data) {
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return {
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error: 'Unknown error',
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};
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}
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const ret = {
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embedding: data.data[0].embedding,
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tokenUsage: {
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total: data.usage.total_tokens,
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prompt: data.usage.prompt_tokens,
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completion: 0,
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},
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};
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return ret;
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}
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}
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module.exports = CustomApiProvider;
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@@ -0,0 +1,17 @@
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: Custom provider implementation with embedding similarity
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prompts:
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- 'Translate this to French: {{message}}'
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providers:
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- openai:chat:gpt-4.1-mini
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tests:
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- vars:
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message: Hello world
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assert:
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- type: similar
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threshold: 0.25
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value: 'Greetings earth'
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provider: ./customProvider.js
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