Files
firebase-ios-sdk/FirebaseVertexAI/Tests/Unit/GenerativeModelTests.swift
T

1555 lines
53 KiB
Swift

// Copyright 2023 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.
import FirebaseAppCheckInterop
import FirebaseAuthInterop
import FirebaseCore
import XCTest
@testable import FirebaseVertexAI
@available(iOS 15.0, macOS 12.0, macCatalyst 15.0, tvOS 15.0, watchOS 8.0, *)
final class GenerativeModelTests: XCTestCase {
let testPrompt = "What sorts of questions can I ask you?"
let safetyRatingsNegligible: [SafetyRating] = [
.init(
category: .sexuallyExplicit,
probability: .negligible,
probabilityScore: 0.1431877,
severity: .negligible,
severityScore: 0.11027937,
blocked: false
),
.init(
category: .hateSpeech,
probability: .negligible,
probabilityScore: 0.029035643,
severity: .negligible,
severityScore: 0.05613278,
blocked: false
),
.init(
category: .harassment,
probability: .negligible,
probabilityScore: 0.087252244,
severity: .negligible,
severityScore: 0.04509957,
blocked: false
),
.init(
category: .dangerousContent,
probability: .negligible,
probabilityScore: 0.2641685,
severity: .negligible,
severityScore: 0.082253955,
blocked: false
),
].sorted()
let testModelResourceName =
"projects/test-project-id/locations/test-location/publishers/google/models/test-model"
var urlSession: URLSession!
var model: GenerativeModel!
override func setUp() async throws {
let configuration = URLSessionConfiguration.default
configuration.protocolClasses = [MockURLProtocol.self]
urlSession = try XCTUnwrap(URLSession(configuration: configuration))
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: nil,
auth: nil,
urlSession: urlSession
)
}
override func tearDown() {
MockURLProtocol.requestHandler = nil
}
// MARK: - Generate Content
func testGenerateContent_success_basicReplyLong() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-long",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
let finishReason = try XCTUnwrap(candidate.finishReason)
XCTAssertEqual(finishReason, .stop)
XCTAssertEqual(candidate.safetyRatings.count, 4)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
let partText = try XCTUnwrap(part as? TextPart).text
XCTAssertTrue(partText.hasPrefix("1. **Use Freshly Ground Coffee**:"))
XCTAssertEqual(response.text, partText)
XCTAssertEqual(response.functionCalls, [])
}
func testGenerateContent_success_basicReplyShort() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
let finishReason = try XCTUnwrap(candidate.finishReason)
XCTAssertEqual(finishReason, .stop)
XCTAssertEqual(candidate.safetyRatings.sorted(), safetyRatingsNegligible)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
let textPart = try XCTUnwrap(part as? TextPart)
XCTAssertEqual(textPart.text, "Mountain View, California")
XCTAssertEqual(response.text, textPart.text)
XCTAssertEqual(response.functionCalls, [])
}
func testGenerateContent_success_citations() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-citations",
withExtension: "json"
)
let expectedPublicationDate = DateComponents(
calendar: Calendar(identifier: .gregorian),
year: 2019,
month: 5,
day: 10
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 1)
XCTAssertEqual(response.text, "Some information cited from an external source")
let citationMetadata = try XCTUnwrap(candidate.citationMetadata)
XCTAssertEqual(citationMetadata.citations.count, 3)
let citationSource1 = try XCTUnwrap(citationMetadata.citations[0])
XCTAssertEqual(citationSource1.uri, "https://www.example.com/some-citation-1")
XCTAssertEqual(citationSource1.startIndex, 0)
XCTAssertEqual(citationSource1.endIndex, 128)
XCTAssertNil(citationSource1.title)
XCTAssertNil(citationSource1.license)
XCTAssertNil(citationSource1.publicationDate)
let citationSource2 = try XCTUnwrap(citationMetadata.citations[1])
XCTAssertEqual(citationSource2.title, "some-citation-2")
XCTAssertEqual(citationSource2.publicationDate, expectedPublicationDate)
XCTAssertEqual(citationSource2.startIndex, 130)
XCTAssertEqual(citationSource2.endIndex, 265)
XCTAssertNil(citationSource2.uri)
XCTAssertNil(citationSource2.license)
let citationSource3 = try XCTUnwrap(citationMetadata.citations[2])
XCTAssertEqual(citationSource3.uri, "https://www.example.com/some-citation-3")
XCTAssertEqual(citationSource3.startIndex, 272)
XCTAssertEqual(citationSource3.endIndex, 431)
XCTAssertEqual(citationSource3.license, "mit")
XCTAssertNil(citationSource3.title)
XCTAssertNil(citationSource3.publicationDate)
}
func testGenerateContent_success_quoteReply() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-quote-reply",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
let finishReason = try XCTUnwrap(candidate.finishReason)
XCTAssertEqual(finishReason, .stop)
XCTAssertEqual(candidate.safetyRatings.count, 4)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
let textPart = try XCTUnwrap(part as? TextPart)
XCTAssertTrue(textPart.text.hasPrefix("Google"))
XCTAssertEqual(response.text, textPart.text)
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertNil(promptFeedback.blockReason)
XCTAssertEqual(promptFeedback.safetyRatings.count, 4)
}
func testGenerateContent_success_unknownEnum_safetyRatings() async throws {
let expectedSafetyRatings = [
SafetyRating(
category: .harassment,
probability: .medium,
probabilityScore: 0.0,
severity: .init(rawValue: "HARM_SEVERITY_UNSPECIFIED"),
severityScore: 0.0,
blocked: false
),
SafetyRating(
category: .dangerousContent,
probability: SafetyRating.HarmProbability(rawValue: "FAKE_NEW_HARM_PROBABILITY"),
probabilityScore: 0.0,
severity: .init(rawValue: "HARM_SEVERITY_UNSPECIFIED"),
severityScore: 0.0,
blocked: false
),
SafetyRating(
category: HarmCategory(rawValue: "FAKE_NEW_HARM_CATEGORY"),
probability: .high,
probabilityScore: 0.0,
severity: .init(rawValue: "HARM_SEVERITY_UNSPECIFIED"),
severityScore: 0.0,
blocked: false
),
]
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-unknown-enum-safety-ratings",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.text, "Some text")
XCTAssertEqual(response.candidates.first?.safetyRatings, expectedSafetyRatings)
XCTAssertEqual(response.promptFeedback?.safetyRatings, expectedSafetyRatings)
}
func testGenerateContent_success_prefixedModelName() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json"
)
let model = GenerativeModel(
// Model name is prefixed with "models/".
name: "models/test-model",
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: nil,
auth: nil,
urlSession: urlSession
)
_ = try await model.generateContent(testPrompt)
}
func testGenerateContent_success_functionCall_emptyArguments() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-function-call-empty-arguments",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
guard let functionCall = part as? FunctionCallPart else {
XCTFail("Part is not a FunctionCall.")
return
}
XCTAssertEqual(functionCall.name, "current_time")
XCTAssertTrue(functionCall.args.isEmpty)
XCTAssertEqual(response.functionCalls, [functionCall])
}
func testGenerateContent_success_functionCall_noArguments() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-function-call-no-arguments",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
guard let functionCall = part as? FunctionCallPart else {
XCTFail("Part is not a FunctionCall.")
return
}
XCTAssertEqual(functionCall.name, "current_time")
XCTAssertTrue(functionCall.args.isEmpty)
XCTAssertEqual(response.functionCalls, [functionCall])
}
func testGenerateContent_success_functionCall_withArguments() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-function-call-with-arguments",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 1)
let part = try XCTUnwrap(candidate.content.parts.first)
guard let functionCall = part as? FunctionCallPart else {
XCTFail("Part is not a FunctionCall.")
return
}
XCTAssertEqual(functionCall.name, "sum")
XCTAssertEqual(functionCall.args.count, 2)
let argX = try XCTUnwrap(functionCall.args["x"])
XCTAssertEqual(argX, .number(4))
let argY = try XCTUnwrap(functionCall.args["y"])
XCTAssertEqual(argY, .number(5))
XCTAssertEqual(response.functionCalls, [functionCall])
}
func testGenerateContent_success_functionCall_parallelCalls() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-function-call-parallel-calls",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 3)
let functionCalls = response.functionCalls
XCTAssertEqual(functionCalls.count, 3)
}
func testGenerateContent_success_functionCall_mixedContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-function-call-mixed-content",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.content.parts.count, 4)
let functionCalls = response.functionCalls
XCTAssertEqual(functionCalls.count, 2)
let text = try XCTUnwrap(response.text)
XCTAssertEqual(text, "The sum of [1, 2, 3] is")
}
func testGenerateContent_appCheck_validToken() async throws {
let appCheckToken = "test-valid-token"
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: AppCheckInteropFake(token: appCheckToken),
auth: nil,
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
appCheckToken: appCheckToken
)
_ = try await model.generateContent(testPrompt)
}
func testGenerateContent_appCheck_tokenRefreshError() async throws {
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: AppCheckInteropFake(error: AppCheckErrorFake()),
auth: nil,
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
appCheckToken: AppCheckInteropFake.placeholderTokenValue
)
_ = try await model.generateContent(testPrompt)
}
func testGenerateContent_auth_validAuthToken() async throws {
let authToken = "test-valid-token"
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: nil,
auth: AuthInteropFake(token: authToken),
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
authToken: authToken
)
_ = try await model.generateContent(testPrompt)
}
func testGenerateContent_auth_nilAuthToken() async throws {
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: nil,
auth: AuthInteropFake(token: nil),
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
authToken: nil
)
_ = try await model.generateContent(testPrompt)
}
func testGenerateContent_auth_authTokenRefreshError() async throws {
model = GenerativeModel(
name: "my-model",
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: nil,
auth: AuthInteropFake(error: AuthErrorFake()),
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
authToken: nil
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw internalError(AuthErrorFake); no error.")
} catch GenerateContentError.internalError(_ as AuthErrorFake) {
//
} catch {
XCTFail("Should throw internalError(AuthErrorFake); error thrown: \(error)")
}
}
func testGenerateContent_usageMetadata() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json"
)
let response = try await model.generateContent(testPrompt)
let usageMetadata = try XCTUnwrap(response.usageMetadata)
XCTAssertEqual(usageMetadata.promptTokenCount, 6)
XCTAssertEqual(usageMetadata.candidatesTokenCount, 7)
XCTAssertEqual(usageMetadata.totalTokenCount, 13)
}
func testGenerateContent_failure_invalidAPIKey() async throws {
let expectedStatusCode = 400
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-api-key",
withExtension: "json",
statusCode: expectedStatusCode
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw GenerateContentError.internalError; no error thrown.")
} catch let GenerateContentError.internalError(error as BackendError) {
XCTAssertEqual(error.httpResponseCode, 400)
XCTAssertEqual(error.status, .invalidArgument)
XCTAssertEqual(error.message, "API key not valid. Please pass a valid API key.")
XCTAssertTrue(error.localizedDescription.contains(error.message))
XCTAssertTrue(error.localizedDescription.contains(error.status.rawValue))
XCTAssertTrue(error.localizedDescription.contains("\(error.httpResponseCode)"))
let nsError = error as NSError
XCTAssertEqual(nsError.domain, "\(Constants.baseErrorDomain).\(BackendError.self)")
XCTAssertEqual(nsError.code, error.httpResponseCode)
return
} catch {
XCTFail("Should throw GenerateContentError.internalError(RPCError); error thrown: \(error)")
}
}
func testGenerateContent_failure_firebaseVertexAIAPINotEnabled() async throws {
let expectedStatusCode = 403
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-firebasevertexai-api-not-enabled",
withExtension: "json",
statusCode: expectedStatusCode
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw GenerateContentError.internalError; no error thrown.")
} catch let GenerateContentError.internalError(error as BackendError) {
XCTAssertEqual(error.httpResponseCode, expectedStatusCode)
XCTAssertEqual(error.status, .permissionDenied)
XCTAssertTrue(error.message
.starts(with: "Vertex AI in Firebase API has not been used in project"))
XCTAssertTrue(error.isVertexAIInFirebaseServiceDisabledError())
return
} catch {
XCTFail("Should throw GenerateContentError.internalError(RPCError); error thrown: \(error)")
}
}
func testGenerateContent_failure_emptyContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-empty-content",
withExtension: "json"
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw GenerateContentError.internalError; no error thrown.")
} catch let GenerateContentError
.internalError(underlying: invalidCandidateError as InvalidCandidateError) {
guard case let .emptyContent(decodingError) = invalidCandidateError else {
XCTFail("Not an InvalidCandidateError.emptyContent error: \(invalidCandidateError)")
return
}
_ = try XCTUnwrap(decodingError as? DecodingError,
"Not a DecodingError: \(decodingError)")
} catch {
XCTFail("Should throw GenerateContentError.internalError; error thrown: \(error)")
}
}
func testGenerateContent_failure_finishReasonSafety() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-finish-reason-safety",
withExtension: "json"
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.responseStoppedEarly(reason, response) {
XCTAssertEqual(reason, .safety)
XCTAssertEqual(response.text, "<redacted>")
} catch {
XCTFail("Should throw a responseStoppedEarly")
}
}
func testGenerateContent_failure_finishReasonSafety_noContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-finish-reason-safety-no-content",
withExtension: "json"
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.responseStoppedEarly(reason, response) {
XCTAssertEqual(reason, .safety)
XCTAssertNil(response.text)
} catch {
XCTFail("Should throw a responseStoppedEarly")
}
}
func testGenerateContent_failure_imageRejected() async throws {
let expectedStatusCode = 400
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-image-rejected",
withExtension: "json",
statusCode: 400
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw GenerateContentError.internalError; no error thrown.")
} catch let GenerateContentError.internalError(underlying: rpcError as BackendError) {
XCTAssertEqual(rpcError.status, .invalidArgument)
XCTAssertEqual(rpcError.httpResponseCode, expectedStatusCode)
XCTAssertEqual(rpcError.message, "Request contains an invalid argument.")
} catch {
XCTFail("Should throw GenerateContentError.internalError; error thrown: \(error)")
}
}
func testGenerateContent_failure_promptBlockedSafety() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-prompt-blocked-safety",
withExtension: "json"
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.promptBlocked(response) {
XCTAssertNil(response.text)
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertEqual(promptFeedback.blockReason, PromptFeedback.BlockReason.safety)
XCTAssertNil(promptFeedback.blockReasonMessage)
} catch {
XCTFail("Should throw a promptBlocked")
}
}
func testGenerateContent_failure_promptBlockedSafetyWithMessage() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-prompt-blocked-safety-with-message",
withExtension: "json"
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.promptBlocked(response) {
XCTAssertNil(response.text)
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertEqual(promptFeedback.blockReason, PromptFeedback.BlockReason.safety)
XCTAssertEqual(promptFeedback.blockReasonMessage, "Reasons")
} catch {
XCTFail("Should throw a promptBlocked")
}
}
func testGenerateContent_failure_unknownEnum_finishReason() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-unknown-enum-finish-reason",
withExtension: "json"
)
let unknownFinishReason = FinishReason(rawValue: "FAKE_NEW_FINISH_REASON")
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.responseStoppedEarly(reason, response) {
XCTAssertEqual(reason, unknownFinishReason)
XCTAssertEqual(response.text, "Some text")
} catch {
XCTFail("Should throw a responseStoppedEarly")
}
}
func testGenerateContent_failure_unknownEnum_promptBlocked() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-unknown-enum-prompt-blocked",
withExtension: "json"
)
let unknownBlockReason = PromptFeedback.BlockReason(rawValue: "FAKE_NEW_BLOCK_REASON")
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw")
} catch let GenerateContentError.promptBlocked(response) {
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertEqual(promptFeedback.blockReason, unknownBlockReason)
} catch {
XCTFail("Should throw a promptBlocked")
}
}
func testGenerateContent_failure_unknownModel() async throws {
let expectedStatusCode = 404
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-unknown-model",
withExtension: "json",
statusCode: 404
)
do {
_ = try await model.generateContent(testPrompt)
XCTFail("Should throw GenerateContentError.internalError; no error thrown.")
} catch let GenerateContentError.internalError(underlying: rpcError as BackendError) {
XCTAssertEqual(rpcError.status, .notFound)
XCTAssertEqual(rpcError.httpResponseCode, expectedStatusCode)
XCTAssertTrue(rpcError.message.hasPrefix("models/unknown is not found"))
} catch {
XCTFail("Should throw GenerateContentError.internalError; error thrown: \(error)")
}
}
func testGenerateContent_failure_nonHTTPResponse() async throws {
MockURLProtocol.requestHandler = try nonHTTPRequestHandler()
var responseError: Error?
var content: GenerateContentResponse?
do {
content = try await model.generateContent(testPrompt)
} catch {
responseError = error
}
XCTAssertNil(content)
XCTAssertNotNil(responseError)
let generateContentError = try XCTUnwrap(responseError as? GenerateContentError)
guard case let .internalError(underlyingError) = generateContentError else {
XCTFail("Not an internal error: \(generateContentError)")
return
}
XCTAssertEqual(underlyingError.localizedDescription, "Response was not an HTTP response.")
let underlyingNSError = underlyingError as NSError
XCTAssertEqual(underlyingNSError.domain, NSURLErrorDomain)
XCTAssertEqual(underlyingNSError.code, URLError.Code.badServerResponse.rawValue)
}
func testGenerateContent_failure_invalidResponse() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-failure-invalid-response",
withExtension: "json"
)
var responseError: Error?
var content: GenerateContentResponse?
do {
content = try await model.generateContent(testPrompt)
} catch {
responseError = error
}
XCTAssertNil(content)
XCTAssertNotNil(responseError)
let generateContentError = try XCTUnwrap(responseError as? GenerateContentError)
guard case let .internalError(underlyingError) = generateContentError else {
XCTFail("Not an internal error: \(generateContentError)")
return
}
let decodingError = try XCTUnwrap(underlyingError as? DecodingError)
guard case let .dataCorrupted(context) = decodingError else {
XCTFail("Not a data corrupted error: \(decodingError)")
return
}
XCTAssert(context.debugDescription.hasPrefix("Failed to decode GenerateContentResponse"))
}
func testGenerateContent_failure_malformedContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-malformed-content",
withExtension: "json"
)
var responseError: Error?
var content: GenerateContentResponse?
do {
content = try await model.generateContent(testPrompt)
} catch {
responseError = error
}
XCTAssertNil(content)
XCTAssertNotNil(responseError)
let generateContentError = try XCTUnwrap(responseError as? GenerateContentError)
guard case let .internalError(underlyingError) = generateContentError else {
XCTFail("Not an internal error: \(generateContentError)")
return
}
let invalidCandidateError = try XCTUnwrap(underlyingError as? InvalidCandidateError)
guard case let .malformedContent(malformedContentUnderlyingError) = invalidCandidateError else {
XCTFail("Not a malformed content error: \(invalidCandidateError)")
return
}
_ = try XCTUnwrap(
malformedContentUnderlyingError as? DecodingError,
"Not a decoding error: \(malformedContentUnderlyingError)"
)
}
func testGenerateContentMissingSafetyRatings() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-success-missing-safety-ratings",
withExtension: "json"
)
let content = try await model.generateContent(testPrompt)
let promptFeedback = try XCTUnwrap(content.promptFeedback)
XCTAssertEqual(promptFeedback.safetyRatings.count, 0)
XCTAssertEqual(content.text, "This is the generated content.")
}
func testGenerateContent_requestOptions_customTimeout() async throws {
let expectedTimeout = 150.0
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-basic-reply-short",
withExtension: "json",
timeout: expectedTimeout
)
let requestOptions = RequestOptions(timeout: expectedTimeout)
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: requestOptions,
appCheck: nil,
auth: nil,
urlSession: urlSession
)
let response = try await model.generateContent(testPrompt)
XCTAssertEqual(response.candidates.count, 1)
}
// MARK: - Generate Content (Streaming)
func testGenerateContentStream_failureInvalidAPIKey() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-api-key",
withExtension: "json"
)
do {
let stream = try model.generateContentStream("Hi")
for try await _ in stream {
XCTFail("No content is there, this shouldn't happen.")
}
} catch let GenerateContentError.internalError(error as BackendError) {
XCTAssertEqual(error.httpResponseCode, 400)
XCTAssertEqual(error.status, .invalidArgument)
XCTAssertEqual(error.message, "API key not valid. Please pass a valid API key.")
XCTAssertTrue(error.localizedDescription.contains(error.message))
XCTAssertTrue(error.localizedDescription.contains(error.status.rawValue))
XCTAssertTrue(error.localizedDescription.contains("\(error.httpResponseCode)"))
let nsError = error as NSError
XCTAssertEqual(nsError.domain, "\(Constants.baseErrorDomain).\(BackendError.self)")
XCTAssertEqual(nsError.code, error.httpResponseCode)
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failure_vertexAIInFirebaseAPINotEnabled() async throws {
let expectedStatusCode = 403
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-failure-firebasevertexai-api-not-enabled",
withExtension: "json",
statusCode: expectedStatusCode
)
do {
let stream = try model.generateContentStream(testPrompt)
for try await _ in stream {
XCTFail("No content is there, this shouldn't happen.")
}
} catch let GenerateContentError.internalError(error as BackendError) {
XCTAssertEqual(error.httpResponseCode, expectedStatusCode)
XCTAssertEqual(error.status, .permissionDenied)
XCTAssertTrue(error.message
.starts(with: "Vertex AI in Firebase API has not been used in project"))
XCTAssertTrue(error.isVertexAIInFirebaseServiceDisabledError())
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failureEmptyContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-empty-content",
withExtension: "txt"
)
do {
let stream = try model.generateContentStream("Hi")
for try await _ in stream {
XCTFail("No content is there, this shouldn't happen.")
}
} catch GenerateContentError.internalError(_ as InvalidCandidateError) {
// Underlying error is as expected, nothing else to check.
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failureFinishReasonSafety() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-finish-reason-safety",
withExtension: "txt"
)
do {
let stream = try model.generateContentStream("Hi")
for try await _ in stream {
XCTFail("Content shouldn't be shown, this shouldn't happen.")
}
} catch let GenerateContentError.responseStoppedEarly(reason, response) {
XCTAssertEqual(reason, .safety)
let candidate = try XCTUnwrap(response.candidates.first)
XCTAssertEqual(candidate.finishReason, reason)
XCTAssertTrue(candidate.safetyRatings.contains { $0.blocked })
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failurePromptBlockedSafety() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-prompt-blocked-safety",
withExtension: "txt"
)
do {
let stream = try model.generateContentStream("Hi")
for try await _ in stream {
XCTFail("Content shouldn't be shown, this shouldn't happen.")
}
} catch let GenerateContentError.promptBlocked(response) {
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertEqual(promptFeedback.blockReason, .safety)
XCTAssertNil(promptFeedback.blockReasonMessage)
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failurePromptBlockedSafetyWithMessage() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-prompt-blocked-safety-with-message",
withExtension: "txt"
)
do {
let stream = try model.generateContentStream("Hi")
for try await _ in stream {
XCTFail("Content shouldn't be shown, this shouldn't happen.")
}
} catch let GenerateContentError.promptBlocked(response) {
let promptFeedback = try XCTUnwrap(response.promptFeedback)
XCTAssertEqual(promptFeedback.blockReason, .safety)
XCTAssertEqual(promptFeedback.blockReasonMessage, "Reasons")
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_failureUnknownFinishEnum() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-unknown-finish-enum",
withExtension: "txt"
)
let unknownFinishReason = FinishReason(rawValue: "FAKE_ENUM")
let stream = try model.generateContentStream("Hi")
do {
for try await content in stream {
XCTAssertNotNil(content.text)
}
} catch let GenerateContentError.responseStoppedEarly(reason, _) {
XCTAssertEqual(reason, unknownFinishReason)
return
}
XCTFail("Should have caught an error.")
}
func testGenerateContentStream_successBasicReplyLong() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-long",
withExtension: "txt"
)
var responses = 0
let stream = try model.generateContentStream("Hi")
for try await content in stream {
XCTAssertNotNil(content.text)
responses += 1
}
XCTAssertEqual(responses, 6)
}
func testGenerateContentStream_successBasicReplyShort() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-short",
withExtension: "txt"
)
var responses = 0
let stream = try model.generateContentStream("Hi")
for try await content in stream {
XCTAssertNotNil(content.text)
responses += 1
}
XCTAssertEqual(responses, 1)
}
func testGenerateContentStream_successUnknownSafetyEnum() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-unknown-safety-enum",
withExtension: "txt"
)
let unknownSafetyRating = SafetyRating(
category: HarmCategory(rawValue: "HARM_CATEGORY_DANGEROUS_CONTENT_NEW_ENUM"),
probability: SafetyRating.HarmProbability(rawValue: "NEGLIGIBLE_UNKNOWN_ENUM"),
probabilityScore: 0.0,
severity: SafetyRating.HarmSeverity(rawValue: "HARM_SEVERITY_UNSPECIFIED"),
severityScore: 0.0,
blocked: false
)
var foundUnknownSafetyRating = false
let stream = try model.generateContentStream("Hi")
for try await content in stream {
XCTAssertNotNil(content.text)
if let ratings = content.candidates.first?.safetyRatings,
ratings.contains(where: { $0 == unknownSafetyRating }) {
foundUnknownSafetyRating = true
}
}
XCTAssertTrue(foundUnknownSafetyRating)
}
func testGenerateContentStream_successWithCitations() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-citations",
withExtension: "txt"
)
let expectedPublicationDate = DateComponents(
calendar: Calendar(identifier: .gregorian),
year: 2014,
month: 3,
day: 30
)
let stream = try model.generateContentStream("Hi")
var citations = [Citation]()
var responses = [GenerateContentResponse]()
for try await content in stream {
responses.append(content)
XCTAssertNotNil(content.text)
let candidate = try XCTUnwrap(content.candidates.first)
if let sources = candidate.citationMetadata?.citations {
citations.append(contentsOf: sources)
}
}
let lastCandidate = try XCTUnwrap(responses.last?.candidates.first)
XCTAssertEqual(lastCandidate.finishReason, .stop)
XCTAssertEqual(citations.count, 6)
XCTAssertTrue(citations
.contains {
$0.startIndex == 0 && $0.endIndex == 128
&& $0.uri == "https://www.example.com/some-citation-1" && $0.title == nil
&& $0.license == nil && $0.publicationDate == nil
})
XCTAssertTrue(citations
.contains {
$0.startIndex == 130 && $0.endIndex == 265 && $0.uri == nil
&& $0.title == "some-citation-2" && $0.license == nil
&& $0.publicationDate == expectedPublicationDate
})
XCTAssertTrue(citations
.contains {
$0.startIndex == 272 && $0.endIndex == 431
&& $0.uri == "https://www.example.com/some-citation-3" && $0.title == nil
&& $0.license == "mit" && $0.publicationDate == nil
})
XCTAssertFalse(citations.contains { $0.uri?.isEmpty ?? false })
XCTAssertFalse(citations.contains { $0.title?.isEmpty ?? false })
XCTAssertFalse(citations.contains { $0.license?.isEmpty ?? false })
}
func testGenerateContentStream_appCheck_validToken() async throws {
let appCheckToken = "test-valid-token"
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: AppCheckInteropFake(token: appCheckToken),
auth: nil,
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-short",
withExtension: "txt",
appCheckToken: appCheckToken
)
let stream = try model.generateContentStream(testPrompt)
for try await _ in stream {}
}
func testGenerateContentStream_appCheck_tokenRefreshError() async throws {
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: RequestOptions(),
appCheck: AppCheckInteropFake(error: AppCheckErrorFake()),
auth: nil,
urlSession: urlSession
)
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-short",
withExtension: "txt",
appCheckToken: AppCheckInteropFake.placeholderTokenValue
)
let stream = try model.generateContentStream(testPrompt)
for try await _ in stream {}
}
func testGenerateContentStream_usageMetadata() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-short",
withExtension: "txt"
)
var responses = [GenerateContentResponse]()
let stream = try model.generateContentStream(testPrompt)
for try await response in stream {
responses.append(response)
}
for (index, response) in responses.enumerated() {
if index == responses.endIndex - 1 {
let usageMetadata = try XCTUnwrap(response.usageMetadata)
XCTAssertEqual(usageMetadata.promptTokenCount, 6)
XCTAssertEqual(usageMetadata.candidatesTokenCount, 4)
XCTAssertEqual(usageMetadata.totalTokenCount, 10)
} else {
// Only the last streamed response contains usage metadata
XCTAssertNil(response.usageMetadata)
}
}
}
func testGenerateContentStream_errorMidStream() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-error-mid-stream",
withExtension: "txt"
)
var responseCount = 0
do {
let stream = try model.generateContentStream("Hi")
for try await content in stream {
XCTAssertNotNil(content.text)
responseCount += 1
}
} catch let GenerateContentError.internalError(rpcError as BackendError) {
XCTAssertEqual(rpcError.httpResponseCode, 499)
XCTAssertEqual(rpcError.status, .cancelled)
// Check the content count is correct.
XCTAssertEqual(responseCount, 2)
return
}
XCTFail("Expected an internalError with an RPCError.")
}
func testGenerateContentStream_nonHTTPResponse() async throws {
MockURLProtocol.requestHandler = try nonHTTPRequestHandler()
let stream = try model.generateContentStream("Hi")
do {
for try await content in stream {
XCTFail("Unexpected content in stream: \(content)")
}
} catch let GenerateContentError.internalError(underlying) {
XCTAssertEqual(underlying.localizedDescription, "Response was not an HTTP response.")
return
}
XCTFail("Expected an internal error.")
}
func testGenerateContentStream_invalidResponse() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-invalid-json",
withExtension: "txt"
)
let stream = try model.generateContentStream(testPrompt)
do {
for try await content in stream {
XCTFail("Unexpected content in stream: \(content)")
}
} catch let GenerateContentError.internalError(underlying as DecodingError) {
guard case let .dataCorrupted(context) = underlying else {
XCTFail("Not a data corrupted error: \(underlying)")
return
}
XCTAssert(context.debugDescription.hasPrefix("Failed to decode GenerateContentResponse"))
return
}
XCTFail("Expected an internal error.")
}
func testGenerateContentStream_malformedContent() async throws {
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-failure-malformed-content",
withExtension: "txt"
)
let stream = try model.generateContentStream(testPrompt)
do {
for try await content in stream {
XCTFail("Unexpected content in stream: \(content)")
}
} catch let GenerateContentError.internalError(underlyingError as InvalidCandidateError) {
guard case let .malformedContent(contentError) = underlyingError else {
XCTFail("Not a malformed content error: \(underlyingError)")
return
}
XCTAssert(contentError is DecodingError)
return
}
XCTFail("Expected an internal decoding error.")
}
func testGenerateContentStream_requestOptions_customTimeout() async throws {
let expectedTimeout = 150.0
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "streaming-success-basic-reply-short",
withExtension: "txt",
timeout: expectedTimeout
)
let requestOptions = RequestOptions(timeout: expectedTimeout)
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: requestOptions,
appCheck: nil,
auth: nil,
urlSession: urlSession
)
var responses = 0
let stream = try model.generateContentStream(testPrompt)
for try await content in stream {
XCTAssertNotNil(content.text)
responses += 1
}
XCTAssertEqual(responses, 1)
}
// MARK: - Count Tokens
func testCountTokens_succeeds() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-success-total-tokens",
withExtension: "json"
)
let response = try await model.countTokens("Why is the sky blue?")
XCTAssertEqual(response.totalTokens, 6)
XCTAssertEqual(response.totalBillableCharacters, 16)
}
func testCountTokens_succeeds_allOptions() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-success-total-tokens",
withExtension: "json"
)
let generationConfig = GenerationConfig(
temperature: 0.5,
topP: 0.9,
topK: 3,
candidateCount: 1,
maxOutputTokens: 1024,
stopSequences: ["test-stop"],
responseMIMEType: "text/plain"
)
let sumFunction = FunctionDeclaration(
name: "sum",
description: "Add two integers.",
parameters: ["x": .integer(), "y": .integer()]
)
let systemInstruction = ModelContent(
role: "system",
parts: "You are a calculator. Use the provided tools."
)
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
generationConfig: generationConfig,
tools: [Tool(functionDeclarations: [sumFunction])],
systemInstruction: systemInstruction,
requestOptions: RequestOptions(),
appCheck: nil,
auth: nil,
urlSession: urlSession
)
let response = try await model.countTokens("Why is the sky blue?")
XCTAssertEqual(response.totalTokens, 6)
XCTAssertEqual(response.totalBillableCharacters, 16)
}
func testCountTokens_succeeds_noBillableCharacters() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-success-no-billable-characters",
withExtension: "json"
)
let response = try await model.countTokens(InlineDataPart(data: Data(), mimeType: "image/jpeg"))
XCTAssertEqual(response.totalTokens, 258)
XCTAssertNil(response.totalBillableCharacters)
}
func testCountTokens_modelNotFound() async throws {
MockURLProtocol.requestHandler = try httpRequestHandler(
forResource: "unary-failure-model-not-found", withExtension: "json",
statusCode: 404
)
do {
_ = try await model.countTokens("Why is the sky blue?")
XCTFail("Request should not have succeeded.")
} catch let rpcError as BackendError {
XCTAssertEqual(rpcError.httpResponseCode, 404)
XCTAssertEqual(rpcError.status, .notFound)
XCTAssert(rpcError.message.hasPrefix("models/test-model-name is not found"))
return
}
XCTFail("Expected internal RPCError.")
}
func testCountTokens_requestOptions_customTimeout() async throws {
let expectedTimeout = 150.0
MockURLProtocol
.requestHandler = try httpRequestHandler(
forResource: "unary-success-total-tokens",
withExtension: "json",
timeout: expectedTimeout
)
let requestOptions = RequestOptions(timeout: expectedTimeout)
model = GenerativeModel(
name: testModelResourceName,
projectID: "my-project-id",
apiKey: "API_KEY",
tools: nil,
requestOptions: requestOptions,
appCheck: nil,
auth: nil,
urlSession: urlSession
)
let response = try await model.countTokens(testPrompt)
XCTAssertEqual(response.totalTokens, 6)
}
// MARK: - Helpers
private func nonHTTPRequestHandler() throws -> ((URLRequest) -> (
URLResponse,
AsyncLineSequence<URL.AsyncBytes>?
)) {
// Skip tests using MockURLProtocol on watchOS; unsupported in watchOS 2 and later, see
// https://developer.apple.com/documentation/foundation/urlprotocol for details.
#if os(watchOS)
throw XCTSkip("Custom URL protocols are unsupported in watchOS 2 and later.")
#endif // os(watchOS)
return { request in
// This is *not* an HTTPURLResponse
let response = URLResponse(
url: request.url!,
mimeType: nil,
expectedContentLength: 0,
textEncodingName: nil
)
return (response, nil)
}
}
private func httpRequestHandler(forResource name: String,
withExtension ext: String,
statusCode: Int = 200,
timeout: TimeInterval = RequestOptions().timeout,
appCheckToken: String? = nil,
authToken: String? = nil) throws -> ((URLRequest) throws -> (
URLResponse,
AsyncLineSequence<URL.AsyncBytes>?
)) {
// Skip tests using MockURLProtocol on watchOS; unsupported in watchOS 2 and later, see
// https://developer.apple.com/documentation/foundation/urlprotocol for details.
#if os(watchOS)
throw XCTSkip("Custom URL protocols are unsupported in watchOS 2 and later.")
#endif // os(watchOS)
let bundle = BundleTestUtil.bundle()
let fileURL = try XCTUnwrap(bundle.url(forResource: name, withExtension: ext))
return { request in
let requestURL = try XCTUnwrap(request.url)
XCTAssertEqual(requestURL.path.occurrenceCount(of: "models/"), 1)
XCTAssertEqual(request.timeoutInterval, timeout)
let apiClientTags = try XCTUnwrap(request.value(forHTTPHeaderField: "x-goog-api-client"))
.components(separatedBy: " ")
XCTAssert(apiClientTags.contains(GenerativeAIService.languageTag))
XCTAssert(apiClientTags.contains(GenerativeAIService.firebaseVersionTag))
XCTAssertEqual(request.value(forHTTPHeaderField: "X-Firebase-AppCheck"), appCheckToken)
if let authToken {
XCTAssertEqual(request.value(forHTTPHeaderField: "Authorization"), "Firebase \(authToken)")
} else {
XCTAssertNil(request.value(forHTTPHeaderField: "Authorization"))
}
let response = try XCTUnwrap(HTTPURLResponse(
url: requestURL,
statusCode: statusCode,
httpVersion: nil,
headerFields: nil
))
return (response, fileURL.lines)
}
}
}
private extension String {
/// Returns the number of occurrences of `substring` in the `String`.
func occurrenceCount(of substring: String) -> Int {
return components(separatedBy: substring).count - 1
}
}
@available(iOS 15.0, macOS 12.0, macCatalyst 15.0, tvOS 15.0, watchOS 8.0, *)
class AppCheckInteropFake: NSObject, AppCheckInterop {
/// The placeholder token value returned when an error occurs
static let placeholderTokenValue = "placeholder-token"
var token: String
var error: Error?
private init(token: String, error: Error?) {
self.token = token
self.error = error
}
convenience init(token: String) {
self.init(token: token, error: nil)
}
convenience init(error: Error) {
self.init(token: AppCheckInteropFake.placeholderTokenValue, error: error)
}
func getToken(forcingRefresh: Bool) async -> any FIRAppCheckTokenResultInterop {
return AppCheckTokenResultInteropFake(token: token, error: error)
}
func tokenDidChangeNotificationName() -> String {
fatalError("\(#function) not implemented.")
}
func notificationTokenKey() -> String {
fatalError("\(#function) not implemented.")
}
func notificationAppNameKey() -> String {
fatalError("\(#function) not implemented.")
}
private class AppCheckTokenResultInteropFake: NSObject, FIRAppCheckTokenResultInterop {
var token: String
var error: Error?
init(token: String, error: Error?) {
self.token = token
self.error = error
}
}
}
struct AppCheckErrorFake: Error {}
@available(iOS 15.0, macOS 12.0, macCatalyst 15.0, tvOS 15.0, watchOS 8.0, *)
extension SafetyRating: Swift.Comparable {
public static func < (lhs: FirebaseVertexAI.SafetyRating,
rhs: FirebaseVertexAI.SafetyRating) -> Bool {
return lhs.category.rawValue < rhs.category.rawValue
}
}