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

Add Google Gemini API Support #1330

Merged
merged 8 commits into from
Jul 18, 2024
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
36 changes: 36 additions & 0 deletions docs/source/configuration/models/providers/google.md
Original file line number Diff line number Diff line change
Expand Up @@ -44,6 +44,42 @@ MODELS=`[
}
}]
}]
}
]`
```

## GenAI

Or use the Gemini API API provider [from](https://github.com/google-gemini/generative-ai-js#readme):

> Make sure that you have an API key from Google Cloud Platform. To get an API key, follow the instructions [here](https://cloud.google.com/docs/authentication/api-keys).

```ini
MODELS=`[
{
"name": "gemini-1.5-flash",
"displayName": "Gemini Flash 1.5",
"multimodal": true,
"endpoints": [
{
"type": "genai",
"apiKey": "abc...xyz"
}
]

// Optional
"safetyThreshold": "BLOCK_MEDIUM_AND_ABOVE",
},
{
"name": "gemini-1.5-pro",
"displayName": "Gemini Pro 1.5",
"multimodal": false,
"endpoints": [
{
"type": "genai",
"apiKey": "abc...xyz"
}
]
}
]`
```
10 changes: 10 additions & 0 deletions package-lock.json

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

1 change: 1 addition & 0 deletions package.json
Original file line number Diff line number Diff line change
Expand Up @@ -106,6 +106,7 @@
"@anthropic-ai/sdk": "^0.17.1",
"@anthropic-ai/vertex-sdk": "^0.3.0",
"@google-cloud/vertexai": "^1.1.0",
"@google/generative-ai": "^0.14.1",
"aws4fetch": "^1.0.17",
"cohere-ai": "^7.9.0",
"openai": "^4.44.0"
Expand Down
3 changes: 3 additions & 0 deletions src/lib/server/endpoints/endpoints.ts
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@ import { endpointOAIParametersSchema, endpointOai } from "./openai/endpointOai";
import endpointLlamacpp, { endpointLlamacppParametersSchema } from "./llamacpp/endpointLlamacpp";
import endpointOllama, { endpointOllamaParametersSchema } from "./ollama/endpointOllama";
import endpointVertex, { endpointVertexParametersSchema } from "./google/endpointVertex";
import endpointGenAI, { endpointGenAIParametersSchema } from "./google/endpointGenAI";

import {
endpointAnthropic,
Expand Down Expand Up @@ -65,6 +66,7 @@ export const endpoints = {
llamacpp: endpointLlamacpp,
ollama: endpointOllama,
vertex: endpointVertex,
genai: endpointGenAI,
cloudflare: endpointCloudflare,
cohere: endpointCohere,
langserve: endpointLangserve,
Expand All @@ -79,6 +81,7 @@ export const endpointSchema = z.discriminatedUnion("type", [
endpointLlamacppParametersSchema,
endpointOllamaParametersSchema,
endpointVertexParametersSchema,
endpointGenAIParametersSchema,
endpointCloudflareParametersSchema,
endpointCohereParametersSchema,
endpointLangserveParametersSchema,
Expand Down
171 changes: 171 additions & 0 deletions src/lib/server/endpoints/google/endpointGenAI.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,171 @@
import { GoogleGenerativeAI, HarmBlockThreshold, HarmCategory } from "@google/generative-ai";
import type { Content, Part, TextPart } from "@google/generative-ai";
import { z } from "zod";
import type { Message, MessageFile } from "$lib/types/Message";
import type { TextGenerationStreamOutput } from "@huggingface/inference";
import type { Endpoint } from "../endpoints";
import { createImageProcessorOptionsValidator, makeImageProcessor } from "../images";
import type { ImageProcessorOptions } from "../images";

export const endpointGenAIParametersSchema = z.object({
weight: z.number().int().positive().default(1),
model: z.any(),
type: z.literal("genai"),
apiKey: z.string(),
safetyThreshold: z
.enum([
HarmBlockThreshold.HARM_BLOCK_THRESHOLD_UNSPECIFIED,
HarmBlockThreshold.BLOCK_LOW_AND_ABOVE,
HarmBlockThreshold.BLOCK_MEDIUM_AND_ABOVE,
HarmBlockThreshold.BLOCK_NONE,
HarmBlockThreshold.BLOCK_ONLY_HIGH,
])
.optional(),
multimodal: z
.object({
image: createImageProcessorOptionsValidator({
supportedMimeTypes: ["image/png", "image/jpeg", "image/webp"],
preferredMimeType: "image/webp",
// The 4 / 3 compensates for the 33% increase in size when converting to base64
maxSizeInMB: (5 / 4) * 3,
maxWidth: 4096,
maxHeight: 4096,
}),
})
.default({}),
});

export function endpointGenAI(input: z.input<typeof endpointGenAIParametersSchema>): Endpoint {
const { model, apiKey, safetyThreshold, multimodal } = endpointGenAIParametersSchema.parse(input);

const genAI = new GoogleGenerativeAI(apiKey);

return async ({ messages, preprompt, generateSettings }) => {
const parameters = { ...model.parameters, ...generateSettings };

const generativeModel = genAI.getGenerativeModel({
model: model.id ?? model.name,
safetySettings: safetyThreshold
? [
{
category: HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT,
threshold: safetyThreshold,
},
{
category: HarmCategory.HARM_CATEGORY_HARASSMENT,
threshold: safetyThreshold,
},
{
category: HarmCategory.HARM_CATEGORY_HATE_SPEECH,
threshold: safetyThreshold,
},
{
category: HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT,
threshold: safetyThreshold,
},
{
category: HarmCategory.HARM_CATEGORY_UNSPECIFIED,
threshold: safetyThreshold,
},
]
: undefined,
generationConfig: {
maxOutputTokens: parameters?.max_new_tokens ?? 4096,
stopSequences: parameters?.stop,
temperature: parameters?.temperature ?? 1,
},
});

let systemMessage = preprompt;
if (messages[0].from === "system") {
systemMessage = messages[0].content;
messages.shift();
}

const genAIMessages = await Promise.all(
messages.map(async ({ from, content, files }: Omit<Message, "id">): Promise<Content> => {
return {
role: from === "user" ? "user" : "model",
parts: [
...(await Promise.all(
(files ?? []).map((file) => fileToImageBlock(file, multimodal.image))
)),
{ text: content },
],
};
})
);

const result = await generativeModel.generateContentStream({
contents: genAIMessages,
systemInstruction:
systemMessage && systemMessage.trim() !== ""
? {
role: "system",
parts: [{ text: systemMessage }],
}
: undefined,
});

let tokenId = 0;
return (async function* () {
let generatedText = "";

for await (const data of result.stream) {
if (!data?.candidates?.length) break; // Handle case where no candidates are present

const candidate = data.candidates[0];
if (!candidate.content?.parts?.length) continue; // Skip if no parts are present

const firstPart = candidate.content.parts.find((part) => "text" in part) as
| TextPart
| undefined;
if (!firstPart) continue; // Skip if no text part is found

const content = firstPart.text;
generatedText += content;

const output: TextGenerationStreamOutput = {
token: {
id: tokenId++,
text: content,
logprob: 0,
special: false,
},
generated_text: null,
details: null,
};
yield output;
}

const output: TextGenerationStreamOutput = {
token: {
id: tokenId++,
text: "",
logprob: 0,
special: true,
},
generated_text: generatedText,
details: null,
};
yield output;
})();
};
}

async function fileToImageBlock(
file: MessageFile,
opts: ImageProcessorOptions<"image/png" | "image/jpeg" | "image/webp">
): Promise<Part> {
const processor = makeImageProcessor(opts);
const { image, mime } = await processor(file);

return {
inlineData: {
mimeType: mime,
data: image.toString("base64"),
},
};
}

export default endpointGenAI;
2 changes: 2 additions & 0 deletions src/lib/server/models.ts
Original file line number Diff line number Diff line change
Expand Up @@ -230,6 +230,8 @@ const addEndpoint = (m: Awaited<ReturnType<typeof processModel>>) => ({
return endpoints.ollama(args);
case "vertex":
return await endpoints.vertex(args);
case "genai":
return await endpoints.genai(args);
case "cloudflare":
return await endpoints.cloudflare(args);
case "cohere":
Expand Down
Loading