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40 changes: 29 additions & 11 deletions Sources/SwiftLM/Server.swift
Original file line number Diff line number Diff line change
Expand Up @@ -3013,15 +3013,15 @@ public final class ALMModelFactory: ModelFactory, @unchecked Sendable {
) async throws -> ModelContext {
let context = try await LLMModelFactory.shared._load(configuration: configuration, tokenizerLoader: tokenizerLoader)

let numAudioEmbeddings = OmniModelFactory.extractNumAudioEmbeddings(configuration: configuration)
let tokens = OmniModelFactory.extractMultimodalTokens(configuration: configuration)
let messageGenerator = DefaultMessageGenerator()
let processor = ALMUserInputProcessor(
tokenizer: context.tokenizer,
configuration: context.configuration,
messageGenerator: messageGenerator,
boaToken: 255010,
eoaToken: 255011,
numAudioEmbeddings: numAudioEmbeddings
boaToken: tokens.boa,
eoaToken: tokens.eoa,
numAudioEmbeddings: tokens.numAudio
)

return .init(
Expand Down Expand Up @@ -3081,10 +3081,12 @@ public final class OmniModelFactory: ModelFactory, @unchecked Sendable {
tokenizerLoader: any TokenizerLoader
) async throws -> ModelContext {
let vlmContext = try await VLMModelFactory.shared._load(configuration: configuration, tokenizerLoader: tokenizerLoader)
let numAudioEmbeddings = OmniModelFactory.extractNumAudioEmbeddings(configuration: configuration)
let tokens = OmniModelFactory.extractMultimodalTokens(configuration: configuration)
let omniProcessor = OmniUserInputProcessor(
vlmProcessor: vlmContext.processor,
numAudioEmbeddings: numAudioEmbeddings
boaToken: tokens.boa,
eoaToken: tokens.eoa,
numAudioEmbeddings: tokens.numAudio
)

return .init(
Expand All @@ -3095,19 +3097,35 @@ public final class OmniModelFactory: ModelFactory, @unchecked Sendable {
)
}

Comment thread
solderzzc marked this conversation as resolved.
@available(*, deprecated, message: "Use extractMultimodalTokens(configuration:).numAudio instead")
public static func extractNumAudioEmbeddings(configuration: ResolvedModelConfiguration) -> Int {
extractMultimodalTokens(configuration: configuration).numAudio
}

public static func extractMultimodalTokens(configuration: ResolvedModelConfiguration) -> (numAudio: Int, boa: Int, eoa: Int) {
let configurationURL = configuration.modelDirectory.appending(component: "config.json")
var numAudio = 128
var boa = 255010
var eoa = 255011

if let data = try? Data(contentsOf: configurationURL),
let dict = try? JSONSerialization.jsonObject(with: data) as? [String: Any] {

// Extract num_audio_embeddings
if let subsampling = dict["subsampling_conv_channels"] as? [Int] {
return subsampling.first ?? 128
}
if let audioConfig = dict["audio_config"] as? [String: Any],
numAudio = subsampling.first ?? 128
} else if let audioConfig = dict["audio_config"] as? [String: Any],
let embeddings = audioConfig["num_audio_embeddings"] as? Int {
return embeddings
numAudio = embeddings
}

// Extract BOA/EOA tokens
if let b = dict["boa_token_id"] as? Int { boa = b }
else if let b = (dict["audio_config"] as? [String: Any])?["boa_token_id"] as? Int { boa = b }

if let e = dict["eoa_token_id"] as? Int { eoa = e }
else if let e = (dict["audio_config"] as? [String: Any])?["eoa_token_id"] as? Int { eoa = e }
}
return 128
return (numAudio, boa, eoa)
}
}
68 changes: 68 additions & 0 deletions tests/SwiftLMTests/MultimodalTokenExtractionTests.swift
Original file line number Diff line number Diff line change
@@ -0,0 +1,68 @@
import XCTest
import Foundation
@testable import SwiftLM
import MLXLMCommon

final class MultimodalTokenExtractionTests: XCTestCase {

func testExtractMultimodalTokens_Defaults() throws {
let tempDir = FileManager.default.temporaryDirectory.appendingPathComponent(UUID().uuidString)
try FileManager.default.createDirectory(at: tempDir, withIntermediateDirectories: true)
defer { try? FileManager.default.removeItem(at: tempDir) }

let config = ModelConfiguration(directory: tempDir).resolved(modelDirectory: tempDir, tokenizerDirectory: tempDir)

let tokens = OmniModelFactory.extractMultimodalTokens(configuration: config)
XCTAssertEqual(tokens.numAudio, 128)
XCTAssertEqual(tokens.boa, 255010)
XCTAssertEqual(tokens.eoa, 255011)
}

func testExtractMultimodalTokens_FromConfig() throws {
let tempDir = FileManager.default.temporaryDirectory.appendingPathComponent(UUID().uuidString)
try FileManager.default.createDirectory(at: tempDir, withIntermediateDirectories: true)
defer { try? FileManager.default.removeItem(at: tempDir) }

let jsonDict: [String: Any] = [
"subsampling_conv_channels": [256],
"boa_token_id": 999990,
"eoa_token_id": 999991
]

let jsonData = try JSONSerialization.data(withJSONObject: jsonDict)
let configURL = tempDir.appendingPathComponent("config.json")
try jsonData.write(to: configURL)

let config = ModelConfiguration(directory: tempDir).resolved(modelDirectory: tempDir, tokenizerDirectory: tempDir)
let tokens = OmniModelFactory.extractMultimodalTokens(configuration: config)

XCTAssertEqual(tokens.numAudio, 256)
XCTAssertEqual(tokens.boa, 999990)
XCTAssertEqual(tokens.eoa, 999991)
}

func testExtractMultimodalTokens_FromAudioConfigFallback() throws {
let tempDir = FileManager.default.temporaryDirectory.appendingPathComponent(UUID().uuidString)
try FileManager.default.createDirectory(at: tempDir, withIntermediateDirectories: true)
defer { try? FileManager.default.removeItem(at: tempDir) }

let jsonDict: [String: Any] = [
"audio_config": [
"num_audio_embeddings": 512,
"boa_token_id": 888880,
"eoa_token_id": 888881
]
]

let jsonData = try JSONSerialization.data(withJSONObject: jsonDict)
let configURL = tempDir.appendingPathComponent("config.json")
try jsonData.write(to: configURL)

let config = ModelConfiguration(directory: tempDir).resolved(modelDirectory: tempDir, tokenizerDirectory: tempDir)
let tokens = OmniModelFactory.extractMultimodalTokens(configuration: config)

XCTAssertEqual(tokens.numAudio, 512)
XCTAssertEqual(tokens.boa, 888880)
XCTAssertEqual(tokens.eoa, 888881)
}
}
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