diff --git a/packages/vertexai/src/methods/chat-session-helpers.ts b/packages/vertexai/src/methods/chat-session-helpers.ts index b797c3071ff..0ac00ad0a1c 100644 --- a/packages/vertexai/src/methods/chat-session-helpers.ts +++ b/packages/vertexai/src/methods/chat-session-helpers.ts @@ -30,13 +30,17 @@ const VALID_PART_FIELDS: Array = [ const VALID_PARTS_PER_ROLE: { [key in Role]: Array } = { user: ['text', 'inlineData'], function: ['functionResponse'], - model: ['text', 'functionCall'] + model: ['text', 'functionCall'], + // System instructions shouldn't be in history anyway. + system: ['text'] }; const VALID_PREVIOUS_CONTENT_ROLES: { [key in Role]: Role[] } = { user: ['model'], function: ['model'], - model: ['user', 'function'] + model: ['user', 'function'], + // System instructions shouldn't be in history. + system: [] }; export function validateChatHistory(history: Content[]): void { diff --git a/packages/vertexai/src/methods/chat-session.ts b/packages/vertexai/src/methods/chat-session.ts index 2f49b1131e7..c685d84908a 100644 --- a/packages/vertexai/src/methods/chat-session.ts +++ b/packages/vertexai/src/methods/chat-session.ts @@ -82,6 +82,8 @@ export class ChatSession { safetySettings: this.params?.safetySettings, generationConfig: this.params?.generationConfig, tools: this.params?.tools, + toolConfig: this.params?.toolConfig, + systemInstruction: this.params?.systemInstruction, contents: [...this._history, newContent] }; let finalResult = {} as GenerateContentResult; @@ -135,6 +137,8 @@ export class ChatSession { safetySettings: this.params?.safetySettings, generationConfig: this.params?.generationConfig, tools: this.params?.tools, + toolConfig: this.params?.toolConfig, + systemInstruction: this.params?.systemInstruction, contents: [...this._history, newContent] }; const streamPromise = generateContentStream( diff --git a/packages/vertexai/src/methods/generate-content.test.ts b/packages/vertexai/src/methods/generate-content.test.ts index 4fdda9e40f8..5503c172c96 100644 --- a/packages/vertexai/src/methods/generate-content.test.ts +++ b/packages/vertexai/src/methods/generate-content.test.ts @@ -24,6 +24,7 @@ import * as request from '../requests/request'; import { generateContent } from './generate-content'; import { GenerateContentRequest, + HarmBlockMethod, HarmBlockThreshold, HarmCategory } from '../types'; @@ -47,7 +48,8 @@ const fakeRequestParams: GenerateContentRequest = { safetySettings: [ { category: HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT, - threshold: HarmBlockThreshold.BLOCK_LOW_AND_ABOVE + threshold: HarmBlockThreshold.BLOCK_LOW_AND_ABOVE, + method: HarmBlockMethod.SEVERITY } ] }; diff --git a/packages/vertexai/src/models/generative-model.test.ts b/packages/vertexai/src/models/generative-model.test.ts index 5c930f36fc7..a97b7bfc003 100644 --- a/packages/vertexai/src/models/generative-model.test.ts +++ b/packages/vertexai/src/models/generative-model.test.ts @@ -14,9 +14,15 @@ * See the License for the specific language governing permissions and * limitations under the License. */ -import { expect } from 'chai'; +import { use, expect } from 'chai'; import { GenerativeModel } from './generative-model'; -import { VertexAI } from '../public-types'; +import { FunctionCallingMode, VertexAI } from '../public-types'; +import * as request from '../requests/request'; +import { match, restore, stub } from 'sinon'; +import { getMockResponse } from '../../test-utils/mock-response'; +import sinonChai from 'sinon-chai'; + +use(sinonChai); const fakeVertexAI: VertexAI = { app: { @@ -53,4 +59,157 @@ describe('GenerativeModel', () => { }); expect(genModel.model).to.equal('tunedModels/my-model'); }); + it('passes params through to generateContent', async () => { + const genModel = new GenerativeModel(fakeVertexAI, { + model: 'my-model', + tools: [{ functionDeclarations: [{ name: 'myfunc' }] }], + toolConfig: { functionCallingConfig: { mode: FunctionCallingMode.NONE } }, + systemInstruction: { role: 'system', parts: [{ text: 'be friendly' }] } + }); + expect(genModel.tools?.length).to.equal(1); + expect(genModel.toolConfig?.functionCallingConfig.mode).to.equal( + FunctionCallingMode.NONE + ); + expect(genModel.systemInstruction?.parts[0].text).to.equal('be friendly'); + const mockResponse = getMockResponse( + 'unary-success-basic-reply-short.json' + ); + const makeRequestStub = stub(request, 'makeRequest').resolves( + mockResponse as Response + ); + await genModel.generateContent('hello'); + expect(makeRequestStub).to.be.calledWith( + 'publishers/google/models/my-model', + request.Task.GENERATE_CONTENT, + match.any, + false, + match((value: string) => { + return ( + value.includes('myfunc') && + value.includes(FunctionCallingMode.NONE) && + value.includes('be friendly') + ); + }), + {} + ); + restore(); + }); + it('generateContent overrides model values', async () => { + const genModel = new GenerativeModel(fakeVertexAI, { + model: 'my-model', + tools: [{ functionDeclarations: [{ name: 'myfunc' }] }], + toolConfig: { functionCallingConfig: { mode: FunctionCallingMode.NONE } }, + systemInstruction: { role: 'system', parts: [{ text: 'be friendly' }] } + }); + expect(genModel.tools?.length).to.equal(1); + expect(genModel.toolConfig?.functionCallingConfig.mode).to.equal( + FunctionCallingMode.NONE + ); + expect(genModel.systemInstruction?.parts[0].text).to.equal('be friendly'); + const mockResponse = getMockResponse( + 'unary-success-basic-reply-short.json' + ); + const makeRequestStub = stub(request, 'makeRequest').resolves( + mockResponse as Response + ); + await genModel.generateContent({ + contents: [{ role: 'user', parts: [{ text: 'hello' }] }], + tools: [{ functionDeclarations: [{ name: 'otherfunc' }] }], + toolConfig: { functionCallingConfig: { mode: FunctionCallingMode.AUTO } }, + systemInstruction: { role: 'system', parts: [{ text: 'be formal' }] } + }); + expect(makeRequestStub).to.be.calledWith( + 'publishers/google/models/my-model', + request.Task.GENERATE_CONTENT, + match.any, + false, + match((value: string) => { + return ( + value.includes('otherfunc') && + value.includes(FunctionCallingMode.AUTO) && + value.includes('be formal') + ); + }), + {} + ); + restore(); + }); + it('passes params through to chat.sendMessage', async () => { + const genModel = new GenerativeModel(fakeVertexAI, { + model: 'my-model', + tools: [{ functionDeclarations: [{ name: 'myfunc' }] }], + toolConfig: { functionCallingConfig: { mode: FunctionCallingMode.NONE } }, + systemInstruction: { role: 'system', parts: [{ text: 'be friendly' }] } + }); + expect(genModel.tools?.length).to.equal(1); + expect(genModel.toolConfig?.functionCallingConfig.mode).to.equal( + FunctionCallingMode.NONE + ); + expect(genModel.systemInstruction?.parts[0].text).to.equal('be friendly'); + const mockResponse = getMockResponse( + 'unary-success-basic-reply-short.json' + ); + const makeRequestStub = stub(request, 'makeRequest').resolves( + mockResponse as Response + ); + await genModel.startChat().sendMessage('hello'); + expect(makeRequestStub).to.be.calledWith( + 'publishers/google/models/my-model', + request.Task.GENERATE_CONTENT, + match.any, + false, + match((value: string) => { + return ( + value.includes('myfunc') && + value.includes(FunctionCallingMode.NONE) && + value.includes('be friendly') + ); + }), + {} + ); + restore(); + }); + it('startChat overrides model values', async () => { + const genModel = new GenerativeModel(fakeVertexAI, { + model: 'my-model', + tools: [{ functionDeclarations: [{ name: 'myfunc' }] }], + toolConfig: { functionCallingConfig: { mode: FunctionCallingMode.NONE } }, + systemInstruction: { role: 'system', parts: [{ text: 'be friendly' }] } + }); + expect(genModel.tools?.length).to.equal(1); + expect(genModel.toolConfig?.functionCallingConfig.mode).to.equal( + FunctionCallingMode.NONE + ); + expect(genModel.systemInstruction?.parts[0].text).to.equal('be friendly'); + const mockResponse = getMockResponse( + 'unary-success-basic-reply-short.json' + ); + const makeRequestStub = stub(request, 'makeRequest').resolves( + mockResponse as Response + ); + await genModel + .startChat({ + tools: [{ functionDeclarations: [{ name: 'otherfunc' }] }], + toolConfig: { + functionCallingConfig: { mode: FunctionCallingMode.AUTO } + }, + systemInstruction: { role: 'system', parts: [{ text: 'be formal' }] } + }) + .sendMessage('hello'); + expect(makeRequestStub).to.be.calledWith( + 'publishers/google/models/my-model', + request.Task.GENERATE_CONTENT, + match.any, + false, + match((value: string) => { + return ( + value.includes('otherfunc') && + value.includes(FunctionCallingMode.AUTO) && + value.includes('be formal') + ); + }), + {} + ); + restore(); + }); }); diff --git a/packages/vertexai/src/models/generative-model.ts b/packages/vertexai/src/models/generative-model.ts index 04f30036365..eec3297de9f 100644 --- a/packages/vertexai/src/models/generative-model.ts +++ b/packages/vertexai/src/models/generative-model.ts @@ -20,6 +20,7 @@ import { generateContentStream } from '../methods/generate-content'; import { + Content, CountTokensRequest, CountTokensResponse, GenerateContentRequest, @@ -31,7 +32,8 @@ import { RequestOptions, SafetySetting, StartChatParams, - Tool + Tool, + ToolConfig } from '../types'; import { ChatSession } from '../methods/chat-session'; import { countTokens } from '../methods/count-tokens'; @@ -52,6 +54,8 @@ export class GenerativeModel { safetySettings: SafetySetting[]; requestOptions?: RequestOptions; tools?: Tool[]; + toolConfig?: ToolConfig; + systemInstruction?: Content; constructor( vertexAI: VertexAI, @@ -88,6 +92,8 @@ export class GenerativeModel { this.generationConfig = modelParams.generationConfig || {}; this.safetySettings = modelParams.safetySettings || []; this.tools = modelParams.tools; + this.toolConfig = modelParams.toolConfig; + this.systemInstruction = modelParams.systemInstruction; this.requestOptions = requestOptions || {}; } @@ -106,6 +112,8 @@ export class GenerativeModel { generationConfig: this.generationConfig, safetySettings: this.safetySettings, tools: this.tools, + toolConfig: this.toolConfig, + systemInstruction: this.systemInstruction, ...formattedParams }, this.requestOptions @@ -129,6 +137,8 @@ export class GenerativeModel { generationConfig: this.generationConfig, safetySettings: this.safetySettings, tools: this.tools, + toolConfig: this.toolConfig, + systemInstruction: this.systemInstruction, ...formattedParams }, this.requestOptions @@ -145,6 +155,8 @@ export class GenerativeModel { this.model, { tools: this.tools, + toolConfig: this.toolConfig, + systemInstruction: this.systemInstruction, ...startChatParams }, this.requestOptions diff --git a/packages/vertexai/src/types/enums.ts b/packages/vertexai/src/types/enums.ts index 817450a069b..2f3f655e8f0 100644 --- a/packages/vertexai/src/types/enums.ts +++ b/packages/vertexai/src/types/enums.ts @@ -25,7 +25,7 @@ export type Role = (typeof POSSIBLE_ROLES)[number]; * Possible roles. * @public */ -export const POSSIBLE_ROLES = ['user', 'model', 'function'] as const; +export const POSSIBLE_ROLES = ['user', 'model', 'function', 'system'] as const; /** * Harm categories that would cause prompts or candidates to be blocked. @@ -133,3 +133,22 @@ export enum FinishReason { // Unknown reason. OTHER = 'OTHER' } + +/** + * @public + */ +export enum FunctionCallingMode { + // Unspecified function calling mode. This value should not be used. + MODE_UNSPECIFIED = 'MODE_UNSPECIFIED', + // Default model behavior, model decides to predict either a function call + // or a natural language repspose. + AUTO = 'AUTO', + // Model is constrained to always predicting a function call only. + // If "allowed_function_names" is set, the predicted function call will be + // limited to any one of "allowed_function_names", else the predicted + // function call will be any one of the provided "function_declarations". + ANY = 'ANY', + // Model will not predict any function call. Model behavior is same as when + // not passing any function declarations. + NONE = 'NONE' +} diff --git a/packages/vertexai/src/types/requests.ts b/packages/vertexai/src/types/requests.ts index 7083341c1cd..aa1e5bafa10 100644 --- a/packages/vertexai/src/types/requests.ts +++ b/packages/vertexai/src/types/requests.ts @@ -16,7 +16,12 @@ */ import { Content } from './content'; -import { HarmBlockMethod, HarmBlockThreshold, HarmCategory } from './enums'; +import { + FunctionCallingMode, + HarmBlockMethod, + HarmBlockThreshold, + HarmCategory +} from './enums'; /** * Base parameters for a number of methods. @@ -34,6 +39,8 @@ export interface BaseParams { export interface ModelParams extends BaseParams { model: string; tools?: Tool[]; + toolConfig?: ToolConfig; + systemInstruction?: Content; } /** @@ -43,6 +50,8 @@ export interface ModelParams extends BaseParams { export interface GenerateContentRequest extends BaseParams { contents: Content[]; tools?: Tool[]; + toolConfig?: ToolConfig; + systemInstruction?: Content; } /** @@ -77,6 +86,8 @@ export interface GenerationConfig { export interface StartChatParams extends BaseParams { history?: Content[]; tools?: Tool[]; + toolConfig?: ToolConfig; + systemInstruction?: Content; } /** @@ -220,3 +231,19 @@ export interface FunctionDeclarationSchemaProperty { /** Optional. The example of the property. */ example?: unknown; } + +/** + * Tool config. This config is shared for all tools provided in the request. + * @public + */ +export interface ToolConfig { + functionCallingConfig: FunctionCallingConfig; +} + +/** + * @public + */ +export interface FunctionCallingConfig { + mode?: FunctionCallingMode; + allowedFunctionNames?: string[]; +} diff --git a/packages/vertexai/test-utils/mocks-lookup.ts b/packages/vertexai/test-utils/mocks-lookup.ts deleted file mode 100644 index 4dd8a5963d4..00000000000 --- a/packages/vertexai/test-utils/mocks-lookup.ts +++ /dev/null @@ -1,57 +0,0 @@ -/** - * @license - * Copyright 2024 Google LLC - * - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -// Generated from mocks text files. - -export const mocksLookup: Record = { - 'streaming-failure-empty-content.txt': - 'data: {"candidates": [{"content": {},"index": 0}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\n', - 'streaming-failure-finish-reason-safety.txt': - 'data: {"candidates": [{"content": {"parts": [{"text": "No"}]},"finishReason": "SAFETY","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "HIGH"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\n', - 'streaming-failure-prompt-blocked-safety.txt': - 'data: {"promptFeedback": {"blockReason": "SAFETY","safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "HIGH"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\n', - 'streaming-failure-recitation-no-content.txt': - 'data: {"candidates": [{"content": {"parts": [{"text": "Copyrighted text goes here"}],"role": "model"},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": "More copyrighted text"}],"role": "model"},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "LOW"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}],"citationMetadata": {"citations": [{"startIndex": 30,"endIndex": 179,"uri": "https://www.example.com","license": ""}]}}]}\r\n\r\ndata: {"candidates": [{"finishReason": "RECITATION","index": 0}]}\r\n\r\n', - 'streaming-success-basic-reply-long.txt': - 'data: {"candidates": [{"content": {"parts": [{"text": "**Cats:**\\n\\n- **Physical Characteristics:**\\n - Size: Cats come"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": " in a wide range of sizes, from small breeds like the Singapura to large breeds like the Maine Coon.\\n - Fur: Cats have soft, furry coats"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}]}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": " that can vary in length and texture depending on the breed.\\n - Eyes: Cats have large, expressive eyes that can be various colors, including green, blue, yellow, and hazel.\\n - Ears: Cats have pointed, erect ears that are sensitive to sound.\\n - Tail: Cats have long"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}]}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": ", flexible tails that they use for balance and communication.\\n\\n- **Behavior and Personality:**\\n - Independent: Cats are often described as independent animals that enjoy spending time alone.\\n - Affectionate: Despite their independent nature, cats can be very affectionate and form strong bonds with their owners.\\n - Playful: Cats are naturally playful and enjoy engaging in activities such as chasing toys, climbing, and pouncing.\\n - Curious: Cats are curious creatures that love to explore their surroundings.\\n - Vocal: Cats communicate through a variety of vocalizations, including meows, purrs, hisses, and grow"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}]}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": "ls.\\n\\n- **Health and Care:**\\n - Diet: Cats are obligate carnivores, meaning they require animal-based protein for optimal health.\\n - Grooming: Cats spend a significant amount of time grooming themselves to keep their fur clean and free of mats.\\n - Exercise: Cats need regular exercise to stay healthy and active. This can be achieved through play sessions or access to outdoor space.\\n - Veterinary Care: Regular veterinary checkups are essential for maintaining a cat\'s health and detecting any potential health issues early on.\\n\\n**Dogs:**\\n\\n- **Physical Characteristics:**\\n - Size: Dogs come in a wide range of sizes, from small breeds like the Chihuahua to giant breeds like the Great Dane.\\n - Fur: Dogs have fur coats that can vary in length, texture, and color depending on the breed.\\n - Eyes: Dogs have expressive eyes that can be various colors, including brown, blue, green, and hazel.\\n - Ears: Dogs have floppy or erect ears that are sensitive to sound.\\n - Tail: Dogs have long, wagging tails that they use for communication and expressing emotions.\\n\\n- **Behavior and Personality:**\\n - Loyal: Dogs are known for their loyalty and"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}]}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": " devotion to their owners.\\n - Friendly: Dogs are generally friendly and outgoing animals that enjoy interacting with people and other animals.\\n - Playful: Dogs are playful and energetic creatures that love to engage in activities such as fetching, running, and playing with toys.\\n - Trainable: Dogs are highly trainable and can learn a variety of commands and tricks.\\n - Vocal: Dogs communicate through a variety of vocalizations, including barking, howling, whining, and growling.\\n\\n- **Health and Care:**\\n - Diet: Dogs are omnivores and can eat a variety of foods, including meat, vegetables, and grains.\\n - Grooming: Dogs require regular grooming to keep their fur clean and free of mats. The frequency of grooming depends on the breed and coat type.\\n - Exercise: Dogs need regular exercise to stay healthy and active. The amount of exercise required varies depending on the breed and age of the dog.\\n - Veterinary Care: Regular veterinary checkups are essential for maintaining a dog\'s health and detecting any potential health issues early on."}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}]}\r\n\r\n', - 'streaming-success-basic-reply-short.txt': - 'data: {"candidates": [{"content": {"parts": [{"text": "Cheyenne"}]},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\n', - 'streaming-success-citations.txt': - 'data: {"candidates": [{"content": {"parts": [{"text": "1. **Definition:**\\nQuantum mechanics is a fundamental theory in physics that provides"}],"role": "model"},"finishReason": "STOP","index": 0,"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}],"promptFeedback": {"safetyRatings": [{"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HATE_SPEECH","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_HARASSMENT","probability": "NEGLIGIBLE"},{"category": "HARM_CATEGORY_DANGEROUS_CONTENT","probability": "NEGLIGIBLE"}]}}\r\n\r\ndata: {"candidates": [{"content": {"parts": [{"text": " the foundation for understanding the physical properties of nature at the scale of atoms and subatomic particles. 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It is based on the idea that energy, momentum, angular momentum, and other quantities are quantized, meaning they can only exist in discrete values. \\n\\n2. **Key Concepts:**\\n - **Wave-particle Duality:** Particles such as electrons and photons can exhibit both wave-like and particle-like behaviors. \\n - **Uncertainty Principle:** Proposed by Werner Heisenberg, it states that the more precisely the position of a particle is known, the less precisely its momentum can be known, and vice versa. \\n - **Quantum Superposition:** A quantum system can exist in multiple states simultaneously until it is measured. \\n - **Quantum Entanglement:** Two or more particles can become linked in such a way that the state of one affects the state of the others, regardless of the distance between them. \\n\\n3. **Implications and Applications:**\\n - **Atomic and Molecular Structure:** Quantum mechanics explains the structure of atoms, molecules, and chemical bonds. \\n - **Quantum Computing:** It enables the development of quantum computers that can solve certain computational problems much faster than classical computers. \\n - **Quantum Cryptography:** Quantum principles are used to develop secure communication methods. \\n - **Quantum Field Theory (QFT):** A relativistic theory that describes interactions between particles in quantum mechanics. It underpins the Standard Model of Physics. \\n - **Quantum Gravity:** Attempts to reconcile quantum mechanics with general relativity to explain the behavior of matter and gravity at very small scales. \\n\\n4. **Learning Resources:**\\n - **Books:**\\n - \\"Quantum Mechanics for Mathematicians\\" by James Glimm and Arthur Jaffe \\n - \\"Principles of Quantum Mechanics\\" by R. Shankar\\n - \\"Quantum Mechanics: Concepts and Applications\\" by Nouredine Zettili \\n - **Online Courses and Tutorials:**\\n - [Quantum Mechanics I](https://www.example.com) on Coursera\\n - [MIT OpenCourseWare](https://www.example.com) Quantum Physics I course materials \\n - [Khan Academy](https://www.example.com) Quantum Physics video tutorials \\n - **Videos and Documentaries:**\\n - [Quantum Mechanics - Crash Course Physics](https://www.example.com)\\n - [Quantum Mechanics: The Strangest Theory](https://www.example.com)\\n - [BBC: The Quantum World with Jim Al-Khalili](https://www.example.com)\\n - [NOVA: The Fabric of the Cosmos](https://www.example.com)"\n }\n ],\n "role": "model"\n },\n "finishReason": "STOP",\n "index": 0,\n "safetyRatings": [\n {\n "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HATE_SPEECH",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HARASSMENT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_DANGEROUS_CONTENT",\n "probability": "NEGLIGIBLE"\n }\n ],\n "citationMetadata": {\n "citations": [\n {\n "startIndex": 574,\n "endIndex": 705,\n "uri": "https://www.example.com",\n "license": ""\n }\n ]\n }\n }\n ],\n "promptFeedback": {\n "safetyRatings": [\n {\n "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HATE_SPEECH",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HARASSMENT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_DANGEROUS_CONTENT",\n "probability": "NEGLIGIBLE"\n }\n ]\n }\n}\n', - 'unary-unknown-enum.json': - '{\n "candidates": [\n {\n "content": {\n "parts": [\n {\n "text": "1. **Use Freshly Ground Coffee**:\\n - Grind your coffee beans just before brewing to preserve their flavor and aroma.\\n - Use a burr grinder for a consistent grind size.\\n\\n\\n2. **Choose the Right Water**:\\n - Use filtered or spring water for the best taste.\\n - Avoid using tap water, as it may contain impurities that can affect the flavor.\\n\\n\\n3. **Measure Accurately**:\\n - Use a kitchen scale to measure your coffee and water precisely.\\n - A general rule of thumb is to use 1:16 ratio of coffee to water (e.g., 15 grams of coffee to 240 grams of water).\\n\\n\\n4. **Preheat Your Equipment**:\\n - Preheat your coffee maker or espresso machine before brewing to ensure a consistent temperature.\\n\\n\\n5. **Control the Water Temperature**:\\n - The ideal water temperature for brewing coffee is between 195°F (90°C) and 205°F (96°C).\\n - Too hot water can extract bitter flavors, while too cold water won\'t extract enough flavor.\\n\\n\\n6. **Steep the Coffee**:\\n - For drip coffee, let the water slowly drip through the coffee grounds for optimal extraction.\\n - For pour-over coffee, pour the water in a circular motion over the coffee grounds, allowing it to steep for 30-45 seconds before continuing.\\n\\n\\n7. **Clean Your Equipment**:\\n - Regularly clean your coffee maker or espresso machine to prevent the buildup of oils and residue that can affect the taste of your coffee.\\n\\n\\n8. **Experiment with Different Coffee Beans**:\\n - Try different coffee beans from various regions and roasts to find your preferred flavor profile.\\n - Experiment with different grind sizes and brewing methods to optimize the flavor of your chosen beans.\\n\\n\\n9. **Store Coffee Properly**:\\n - Store your coffee beans in an airtight container in a cool, dark place to preserve their freshness and flavor.\\n - Avoid storing coffee in the refrigerator or freezer, as this can cause condensation and affect the taste.\\n\\n\\n10. **Enjoy Freshly Brewed Coffee**:\\n - Drink your coffee as soon as possible after brewing to enjoy its peak flavor and aroma.\\n - Coffee starts to lose its flavor and aroma within 30 minutes of brewing."\n }\n ]\n },\n "index": 0,\n "safetyRatings": [\n {\n "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT_ENUM_NEW",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HATE_SPEECH",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HARASSMENT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_DANGEROUS_CONTENT",\n "probability": "NEGLIGIBLE"\n }\n ]\n }\n ],\n "promptFeedback": {\n "safetyRatings": [\n {\n "category": "HARM_CATEGORY_SEXUALLY_EXPLICIT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HATE_SPEECH",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_HARASSMENT",\n "probability": "NEGLIGIBLE"\n },\n {\n "category": "HARM_CATEGORY_DANGEROUS_CONTENT_LIKE_A_NEW_ENUM",\n "probability": "NEGLIGIBLE_NEW_ENUM"\n }\n ]\n }\n}\n' -};