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Add custom model requirements
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Signed-off-by: Prabod Rathnayaka <[email protected]>
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prabod committed Nov 8, 2024
1 parent 43f6875 commit 9d24569
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Showing 2 changed files with 47 additions and 19 deletions.
8 changes: 8 additions & 0 deletions python/sparknlp/internal/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -299,6 +299,14 @@ def __init__(self, path, jspark):
jspark,
)

class _LLAVAForMultiModalLoader(ExtendedJavaWrapper):
def __init__(self, path, jspark, use_openvino=False):
super(_LLAVAForMultiModalLoader, self).__init__(
"com.johnsnowlabs.nlp.annotators.cv.LLAVAForMultiModal.loadSavedModel",
path,
jspark,
use_openvino
)

class _M2M100Loader(ExtendedJavaWrapper):
def __init__(self, path, jspark, use_openvino=False):
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58 changes: 39 additions & 19 deletions src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,7 @@ package com.johnsnowlabs.ml.util

import com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper
import com.johnsnowlabs.nlp.util.io.{ExternalResource, ReadAs, ResourceHelper}
import org.glassfish.jersey.internal.inject.Custom

import java.io.File
import java.nio.file.Paths
Expand Down Expand Up @@ -103,30 +104,48 @@ object LoadExternalModel {

}

def isOpenvinoModel(modelPath: String, isEncoderDecoder: Boolean): Boolean = {
if (isEncoderDecoder) {
val ovEncoderModelXml = new File(modelPath, s"${Openvino.encoderModel}.xml")
val ovEncoderModelBin = new File(modelPath, s"${Openvino.encoderModel}.bin")
val ovDecoderModelXml = new File(modelPath, s"${Openvino.decoderModel}.xml")
val ovDecoderModelBin = new File(modelPath, s"${Openvino.decoderModel}.bin")
val ovDecoderModelWithPastXml = new File(modelPath, s"${Openvino.decoderModelWithPast}.xml")
val ovDecoderModelWithPastBin = new File(modelPath, s"${Openvino.decoderModelWithPast}.bin")

ovEncoderModelXml.exists() && ovEncoderModelBin.exists() &&
ovDecoderModelXml.exists() && ovDecoderModelBin.exists() &&
ovDecoderModelWithPastXml.exists() && ovDecoderModelWithPastBin.exists()
def isOpenvinoModel(
modelPath: String,
isEncoderDecoder: Boolean,
custom: Option[List[String]] = None): Boolean = {

if (custom.isDefined) {
for (model <- custom.get) {
val ovModelXml = new File(modelPath, s"${model}.xml")
val ovModelBin = new File(modelPath, s"${model}.bin")
if (!ovModelXml.exists() || !ovModelBin.exists()) {
return false
}
}
true
} else {
val modelXml = new File(modelPath, s"${Openvino.ovModel}.xml")
val modelBin = new File(modelPath, s"${Openvino.ovModel}.bin")
modelXml.exists() && modelBin.exists()
if (isEncoderDecoder) {
val ovEncoderModelXml = new File(modelPath, s"${Openvino.encoderModel}.xml")
val ovEncoderModelBin = new File(modelPath, s"${Openvino.encoderModel}.bin")
val ovDecoderModelXml = new File(modelPath, s"${Openvino.decoderModel}.xml")
val ovDecoderModelBin = new File(modelPath, s"${Openvino.decoderModel}.bin")
val ovDecoderModelWithPastXml =
new File(modelPath, s"${Openvino.decoderModelWithPast}.xml")
val ovDecoderModelWithPastBin =
new File(modelPath, s"${Openvino.decoderModelWithPast}.bin")

ovEncoderModelXml.exists() && ovEncoderModelBin.exists() &&
ovDecoderModelXml.exists() && ovDecoderModelBin.exists() &&
ovDecoderModelWithPastXml.exists() && ovDecoderModelWithPastBin.exists()
} else {
val modelXml = new File(modelPath, s"${Openvino.ovModel}.xml")
val modelBin = new File(modelPath, s"${Openvino.ovModel}.bin")
modelXml.exists() && modelBin.exists()
}
}
}

def detectEngine(
modelPath: String,
isEncoderDecoder: Boolean = false,
withPast: Boolean = false,
isDecoder: Boolean = false): String = {
isDecoder: Boolean = false,
custom: Option[List[String]] = None): String = {

/** Check if the path is correct */
val f = new File(modelPath)
Expand All @@ -146,7 +165,7 @@ object LoadExternalModel {
val onnxModelExist = isOnnxModel(modelPath, isEncoderDecoder, withPast, isDecoder)

/*Openvino required model files*/
val openvinoModelExist = isOpenvinoModel(modelPath, isEncoderDecoder)
val openvinoModelExist = isOpenvinoModel(modelPath, isEncoderDecoder, custom)

if (tfSavedModelExist) {
TensorFlow.name
Expand Down Expand Up @@ -176,10 +195,11 @@ object LoadExternalModel {
path: String,
isEncoderDecoder: Boolean = false,
withPast: Boolean = false,
isDecoder: Boolean = false): (String, String) = {
isDecoder: Boolean = false,
custom: Option[List[String]] = None): (String, String) = {
val localPath: String = ResourceHelper.copyToLocal(path)

(localPath, detectEngine(localPath, isEncoderDecoder, withPast, isDecoder))
(localPath, detectEngine(localPath, isEncoderDecoder, withPast, isDecoder, custom))
}

def loadTextAsset(assetPath: String, assetName: String): Array[String] = {
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