mirror of
https://github.com/ggerganov/whisper.cpp.git
synced 2024-11-07 08:34:37 +01:00
bindings : add java bindings (#931)
* WIP - java bindings * updated README * failed attempt at JNI * fullTranscribe() test passes * tested on Ubuntu 20 * link to Java bindings
This commit is contained in:
Nicholas Albion
GitHub
parent
56a87ba45d
commit
bc89f285d8
89
.gitignore
vendored
89
.gitignore
vendored
@ -1,43 +1,46 @@
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*.o
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*.a
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.cache/
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.coreml/
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.test/
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.vs/
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.vscode/
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.DS_Store
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build/
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build-em/
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build-debug/
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build-release/
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build-static/
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build-cublas/
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build-no-accel/
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build-sanitize-addr/
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build-sanitize-thread/
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/main
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/stream
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/command
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/talk
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/talk-llama
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/bench
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/quantize
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arm_neon.h
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sync.sh
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libwhisper.a
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libwhisper.so
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compile_commands.json
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examples/arm_neon.h
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examples/whisper.objc/whisper.objc.xcodeproj/xcshareddata
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examples/whisper.objc/whisper.objc.xcodeproj/xcuserdata/
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examples/whisper.objc/whisper.objc.xcodeproj/project.xcworkspace/xcuserdata
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extra/bench-gg.txt
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models/*.mlmodel
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models/*.mlmodelc
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models/*.mlpackage
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*.o
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*.a
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.cache/
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.coreml/
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.test/
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.vs/
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.vscode/
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.DS_Store
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build/
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build-em/
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build-debug/
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build-release/
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build-static/
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build-cublas/
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build-no-accel/
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build-sanitize-addr/
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build-sanitize-thread/
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/main
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/stream
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/command
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/talk
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/talk-llama
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/bench
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/quantize
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arm_neon.h
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sync.sh
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libwhisper.a
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libwhisper.so
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compile_commands.json
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examples/arm_neon.h
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examples/whisper.objc/whisper.objc.xcodeproj/xcshareddata
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examples/whisper.objc/whisper.objc.xcodeproj/xcuserdata/
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examples/whisper.objc/whisper.objc.xcodeproj/project.xcworkspace/xcuserdata
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extra/bench-gg.txt
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models/*.mlmodel
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models/*.mlmodelc
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models/*.mlpackage
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bindings/java/.gradle/
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bindings/java/.idea/
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.idea/
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@ -28,6 +28,7 @@ Supported platforms:
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- [x] Mac OS (Intel and Arm)
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- [x] [iOS](examples/whisper.objc)
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- [x] [Android](examples/whisper.android)
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- [x] [Java](bindings/java/README.md)
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- [x] Linux / [FreeBSD](https://github.com/ggerganov/whisper.cpp/issues/56#issuecomment-1350920264)
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- [x] [WebAssembly](examples/whisper.wasm)
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- [x] Windows ([MSVC](https://github.com/ggerganov/whisper.cpp/blob/master/.github/workflows/build.yml#L117-L144) and [MinGW](https://github.com/ggerganov/whisper.cpp/issues/168)]
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124
bindings/java/.idea/uiDesigner.xml
Normal file
124
bindings/java/.idea/uiDesigner.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<default-constraints vsize-policy="1" hsize-policy="6" anchor="0" fill="1" />
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<item class="javax.swing.JCheckBox" icon="/com/intellij/uiDesigner/icons/checkBox.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<initial-values>
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<property name="text" value="CheckBox" />
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<item class="javax.swing.JLabel" icon="/com/intellij/uiDesigner/icons/label.svg" removable="false" auto-create-binding="false" can-attach-label="false">
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<property name="text" value="Label" />
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</item>
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<item class="javax.swing.JTextField" icon="/com/intellij/uiDesigner/icons/textField.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="8" fill="1">
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<preferred-size width="150" height="-1" />
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</default-constraints>
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</item>
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<item class="javax.swing.JPasswordField" icon="/com/intellij/uiDesigner/icons/passwordField.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="8" fill="1">
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<preferred-size width="150" height="-1" />
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</default-constraints>
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</item>
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<item class="javax.swing.JFormattedTextField" icon="/com/intellij/uiDesigner/icons/formattedTextField.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="8" fill="1">
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<preferred-size width="150" height="-1" />
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</default-constraints>
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<item class="javax.swing.JTextArea" icon="/com/intellij/uiDesigner/icons/textArea.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JTextPane" icon="/com/intellij/uiDesigner/icons/textPane.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JEditorPane" icon="/com/intellij/uiDesigner/icons/editorPane.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JComboBox" icon="/com/intellij/uiDesigner/icons/comboBox.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="0" hsize-policy="2" anchor="8" fill="1" />
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<item class="javax.swing.JTable" icon="/com/intellij/uiDesigner/icons/table.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JList" icon="/com/intellij/uiDesigner/icons/list.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<default-constraints vsize-policy="6" hsize-policy="2" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JTree" icon="/com/intellij/uiDesigner/icons/tree.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3">
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<preferred-size width="150" height="50" />
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</default-constraints>
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</item>
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<item class="javax.swing.JTabbedPane" icon="/com/intellij/uiDesigner/icons/tabbedPane.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<preferred-size width="200" height="200" />
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</default-constraints>
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</item>
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<item class="javax.swing.JSplitPane" icon="/com/intellij/uiDesigner/icons/splitPane.svg" removable="false" auto-create-binding="false" can-attach-label="false">
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<default-constraints vsize-policy="3" hsize-policy="3" anchor="0" fill="3">
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<preferred-size width="200" height="200" />
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</default-constraints>
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</item>
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<item class="javax.swing.JSpinner" icon="/com/intellij/uiDesigner/icons/spinner.svg" removable="false" auto-create-binding="true" can-attach-label="true">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="8" fill="1" />
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</item>
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<item class="javax.swing.JSlider" icon="/com/intellij/uiDesigner/icons/slider.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="8" fill="1" />
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</item>
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<item class="javax.swing.JSeparator" icon="/com/intellij/uiDesigner/icons/separator.svg" removable="false" auto-create-binding="false" can-attach-label="false">
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<default-constraints vsize-policy="6" hsize-policy="6" anchor="0" fill="3" />
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</item>
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<item class="javax.swing.JProgressBar" icon="/com/intellij/uiDesigner/icons/progressbar.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="0" fill="1" />
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</item>
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<item class="javax.swing.JToolBar" icon="/com/intellij/uiDesigner/icons/toolbar.svg" removable="false" auto-create-binding="false" can-attach-label="false">
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<default-constraints vsize-policy="0" hsize-policy="6" anchor="0" fill="1">
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<preferred-size width="-1" height="20" />
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</default-constraints>
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</item>
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<item class="javax.swing.JToolBar$Separator" icon="/com/intellij/uiDesigner/icons/toolbarSeparator.svg" removable="false" auto-create-binding="false" can-attach-label="false">
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<default-constraints vsize-policy="0" hsize-policy="0" anchor="0" fill="1" />
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||||
</item>
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||||
<item class="javax.swing.JScrollBar" icon="/com/intellij/uiDesigner/icons/scrollbar.svg" removable="false" auto-create-binding="true" can-attach-label="false">
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||||
<default-constraints vsize-policy="6" hsize-policy="0" anchor="0" fill="2" />
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</item>
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</group>
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</component>
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</project>
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50
bindings/java/CMakeLists.txt
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50
bindings/java/CMakeLists.txt
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cmake_minimum_required(VERSION 3.10)
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project(whisper_java VERSION 1.4.2)
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# Set the target name and source file/s
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set(TARGET_NAME whisper_java)
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set(SOURCES src/main/cpp/whisper_java.cpp)
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# include <whisper.h>
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include_directories(../../)
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# Set the output directory for the DLL/shared library based on the platform as required by JNA
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if(WIN32)
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set(OUTPUT_DIR ${CMAKE_CURRENT_BINARY_DIR}/generated/resources/main/win32-x86-64)
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elseif(UNIX AND NOT APPLE)
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set(OUTPUT_DIR ${CMAKE_CURRENT_BINARY_DIR}/generated/resources/main/linux-x86-64)
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elseif(APPLE)
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set(OUTPUT_DIR ${CMAKE_CURRENT_BINARY_DIR}/generated/resources/main/macos-x86-64)
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endif()
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set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${OUTPUT_DIR})
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set(CMAKE_LIBRARY_OUTPUT_DIRECTORY ${OUTPUT_DIR})
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# Create the whisper_java library
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add_library(${TARGET_NAME} SHARED ${SOURCES})
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# Link against ../../build/Release/whisper.dll (or so/dynlib)
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target_link_directories(${TARGET_NAME} PRIVATE ${CMAKE_CURRENT_BINARY_DIR}/../../../build/${CMAKE_BUILD_TYPE})
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target_link_libraries(${TARGET_NAME} PRIVATE whisper)
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# Set the appropriate compiler flags for Windows, Linux, and macOS
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if(WIN32)
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target_compile_options(${TARGET_NAME} PRIVATE /W4 /D_CRT_SECURE_NO_WARNINGS)
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elseif(UNIX AND NOT APPLE)
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target_compile_options(${TARGET_NAME} PRIVATE -Wall -Wextra)
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elseif(APPLE)
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target_compile_options(${TARGET_NAME} PRIVATE -Wall -Wextra)
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endif()
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target_compile_definitions(${TARGET_NAME} PRIVATE WHISPER_SHARED)
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# add_definitions(-DWHISPER_SHARED)
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# Force CMake to save the libs to build/generated/resources/main/${os}-${arch} as required by JNA
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foreach(OUTPUTCONFIG ${CMAKE_CONFIGURATION_TYPES})
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string(TOUPPER ${OUTPUTCONFIG} OUTPUTCONFIG)
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set_target_properties(${TARGET_NAME} PROPERTIES
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RUNTIME_OUTPUT_DIRECTORY_${OUTPUTCONFIG} ${OUTPUT_DIR}
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LIBRARY_OUTPUT_DIRECTORY_${OUTPUTCONFIG} ${OUTPUT_DIR}
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ARCHIVE_OUTPUT_DIRECTORY_${OUTPUTCONFIG} ${OUTPUT_DIR})
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endforeach(OUTPUTCONFIG CMAKE_CONFIGURATION_TYPES)
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63
bindings/java/README.md
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63
bindings/java/README.md
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# Java JNI bindings for Whisper
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This package provides Java JNI bindings for whisper.cpp. They have been tested on:
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* <strike>Darwin (OS X) 12.6 on x64_64</strike>
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* Ubuntu on x86_64
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||||
* Windows on x86_64
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||||
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||||
The "low level" bindings are in `WhisperCppJnaLibrary` and `WhisperJavaJnaLibrary` which caches `whisper_full_params` and `whisper_context` in `whisper_java.cpp`.
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There are a lot of classes in the `callbacks`, `ggml`, `model` and `params` directories but most of them have not been tested.
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The most simple usage is as follows:
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||||
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||||
```java
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||||
import io.github.ggerganov.whispercpp.WhisperCpp;
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||||
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||||
public class Example {
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||||
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||||
public static void main(String[] args) {
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||||
String modelpath;
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||||
WhisperCpp whisper = new WhisperCpp();
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||||
// By default, models are loaded from ~/.cache/whisper/ and are usually named "ggml-${name}.bin"
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||||
// or you can provide the absolute path to the model file.
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||||
whisper.initContext("base.en");
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||||
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||||
long context = whisper.initContext(modelpath);
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||||
try {
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||||
whisper.fullTranscribe(context, samples);
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||||
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||||
int segmentCount = whisper.getTextSegmentCount(context);
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||||
for (int i = 0; i < segmentCount; i++) {
|
||||
String text = whisper.getTextSegment(context, i);
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||||
System.out.println(segment.getText());
|
||||
}
|
||||
} finally {
|
||||
whisper.freeContext(context);
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||||
}
|
||||
}
|
||||
}
|
||||
```
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||||
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||||
## Building & Testing
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||||
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||||
In order to build, you need to have the JDK 8 or higher installed. Run the tests with:
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||||
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||||
```bash
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||||
git clone https://github.com/ggerganov/whisper.cpp.git
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cd whisper.cpp/bindings/java
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||||
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||||
mkdir build
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||||
pushd build
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||||
cmake ..
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||||
cmake --build .
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||||
popd
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||||
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||||
./gradlew build
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||||
```
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||||
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## License
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||||
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||||
The license for the Go bindings is the same as the license for the rest of the whisper.cpp project, which is the MIT License. See the `LICENSE` file for more details.
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104
bindings/java/build.gradle
Normal file
104
bindings/java/build.gradle
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plugins {
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||||
id 'java'
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||||
id 'java-library'
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||||
id 'maven-publish'
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||||
}
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||||
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||||
archivesBaseName = 'whispercpp'
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||||
group = 'io.github.ggerganov'
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||||
version = '1.4.0'
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||||
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||||
sourceCompatibility = 1.8
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targetCompatibility = 1.8
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sourceSets {
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main {
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resources {
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srcDirs = ['src/main/resources', 'build/generated/resources/main']
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}
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}
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test {
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||||
runtimeClasspath += files('build/generated/resources/main')
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||||
}
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||||
}
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||||
|
||||
tasks.register('copyLibwhisperSo', Copy) {
|
||||
from '../../build'
|
||||
include 'libwhisper.so'
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||||
into 'build/generated/resources/main/linux-x86-64'
|
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}
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|
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tasks.register('copyWhisperDll', Copy) {
|
||||
from '../../build/Release'
|
||||
include 'whisper.dll'
|
||||
into 'build/generated/resources/main/windows-x86-64'
|
||||
}
|
||||
|
||||
tasks.build.dependsOn copyLibwhisperSo, copyWhisperDll
|
||||
|
||||
test {
|
||||
systemProperty 'jna.library.path', project.file('build/generated/resources/main').absolutePath
|
||||
}
|
||||
|
||||
java {
|
||||
withSourcesJar()
|
||||
withJavadocJar()
|
||||
}
|
||||
|
||||
jar {
|
||||
exclude '**/whisper_java.exp', '**/whisper_java.lib'
|
||||
}
|
||||
|
||||
javadoc {
|
||||
options.addStringOption('Xdoclint:none', '-quiet')
|
||||
}
|
||||
|
||||
tasks.withType(Test) {
|
||||
useJUnitPlatform()
|
||||
}
|
||||
|
||||
dependencies {
|
||||
implementation "net.java.dev.jna:jna:5.13.0"
|
||||
testImplementation "org.junit.jupiter:junit-jupiter:5.9.2"
|
||||
testImplementation "org.assertj:assertj-core:3.24.2"
|
||||
}
|
||||
|
||||
repositories {
|
||||
mavenCentral()
|
||||
}
|
||||
|
||||
publishing {
|
||||
publications {
|
||||
mavenJava(MavenPublication) {
|
||||
artifactId = 'whispercpp'
|
||||
from components.java
|
||||
pom {
|
||||
name = 'whispercpp'
|
||||
description = "Java JNA bindings for OpenAI's Whisper model, implemented in C/C++"
|
||||
url = 'https://github.com/ggerganov/whisper.cpp'
|
||||
licenses {
|
||||
license {
|
||||
name = 'MIT licence'
|
||||
url = 'https://raw.githubusercontent.com/ggerganov/whisper.cpp/master/LICENSE'
|
||||
}
|
||||
}
|
||||
developers {
|
||||
developer {
|
||||
id = 'ggerganov'
|
||||
name = 'Georgi Gerganov'
|
||||
email = 'ggerganov@gmail.com'
|
||||
}
|
||||
developer {
|
||||
id = 'nalbion'
|
||||
name = 'Nicholas Albion'
|
||||
email = 'nalbion@yahoo.com'
|
||||
}
|
||||
}
|
||||
scm {
|
||||
connection = 'scm:git:git://github.com/ggerganov/whisper.cpp.git'
|
||||
url = 'https://github.com/ggerganov/whisper.cpp'
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
6
bindings/java/gradle.properties
Normal file
6
bindings/java/gradle.properties
Normal file
@ -0,0 +1,6 @@
|
||||
org.gradle.jvmargs=-Xms256m -Xmx1024m
|
||||
system.include.dir=/usr/include
|
||||
#system.local.include.dir=../../include
|
||||
system.local.include.dir=./build/generated/sources/headers/java/main
|
||||
jni.include.dir=/usr/lib/jvm/java-8-openjdk-amd64/include/
|
||||
jni.lib.dir=/usr/lib/jvm/java-8-openjdk-amd64/lib/
|
||||
BIN
bindings/java/gradle/wrapper/gradle-wrapper.jar
vendored
Normal file
BIN
bindings/java/gradle/wrapper/gradle-wrapper.jar
vendored
Normal file
Binary file not shown.
6
bindings/java/gradle/wrapper/gradle-wrapper.properties
vendored
Normal file
6
bindings/java/gradle/wrapper/gradle-wrapper.properties
vendored
Normal file
@ -0,0 +1,6 @@
|
||||
distributionBase=GRADLE_USER_HOME
|
||||
distributionPath=wrapper/dists
|
||||
distributionUrl=https\://services.gradle.org/distributions/gradle-8.1-bin.zip
|
||||
networkTimeout=10000
|
||||
zipStoreBase=GRADLE_USER_HOME
|
||||
zipStorePath=wrapper/dists
|
||||
244
bindings/java/gradlew
vendored
Normal file
244
bindings/java/gradlew
vendored
Normal file
@ -0,0 +1,244 @@
|
||||
#!/bin/sh
|
||||
|
||||
#
|
||||
# Copyright © 2015-2021 the original authors.
|
||||
#
|
||||
# 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
|
||||
#
|
||||
# https://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.
|
||||
#
|
||||
|
||||
##############################################################################
|
||||
#
|
||||
# Gradle start up script for POSIX generated by Gradle.
|
||||
#
|
||||
# Important for running:
|
||||
#
|
||||
# (1) You need a POSIX-compliant shell to run this script. If your /bin/sh is
|
||||
# noncompliant, but you have some other compliant shell such as ksh or
|
||||
# bash, then to run this script, type that shell name before the whole
|
||||
# command line, like:
|
||||
#
|
||||
# ksh Gradle
|
||||
#
|
||||
# Busybox and similar reduced shells will NOT work, because this script
|
||||
# requires all of these POSIX shell features:
|
||||
# * functions;
|
||||
# * expansions «$var», «${var}», «${var:-default}», «${var+SET}»,
|
||||
# «${var#prefix}», «${var%suffix}», and «$( cmd )»;
|
||||
# * compound commands having a testable exit status, especially «case»;
|
||||
# * various built-in commands including «command», «set», and «ulimit».
|
||||
#
|
||||
# Important for patching:
|
||||
#
|
||||
# (2) This script targets any POSIX shell, so it avoids extensions provided
|
||||
# by Bash, Ksh, etc; in particular arrays are avoided.
|
||||
#
|
||||
# The "traditional" practice of packing multiple parameters into a
|
||||
# space-separated string is a well documented source of bugs and security
|
||||
# problems, so this is (mostly) avoided, by progressively accumulating
|
||||
# options in "$@", and eventually passing that to Java.
|
||||
#
|
||||
# Where the inherited environment variables (DEFAULT_JVM_OPTS, JAVA_OPTS,
|
||||
# and GRADLE_OPTS) rely on word-splitting, this is performed explicitly;
|
||||
# see the in-line comments for details.
|
||||
#
|
||||
# There are tweaks for specific operating systems such as AIX, CygWin,
|
||||
# Darwin, MinGW, and NonStop.
|
||||
#
|
||||
# (3) This script is generated from the Groovy template
|
||||
# https://github.com/gradle/gradle/blob/HEAD/subprojects/plugins/src/main/resources/org/gradle/api/internal/plugins/unixStartScript.txt
|
||||
# within the Gradle project.
|
||||
#
|
||||
# You can find Gradle at https://github.com/gradle/gradle/.
|
||||
#
|
||||
##############################################################################
|
||||
|
||||
# Attempt to set APP_HOME
|
||||
|
||||
# Resolve links: $0 may be a link
|
||||
app_path=$0
|
||||
|
||||
# Need this for daisy-chained symlinks.
|
||||
while
|
||||
APP_HOME=${app_path%"${app_path##*/}"} # leaves a trailing /; empty if no leading path
|
||||
[ -h "$app_path" ]
|
||||
do
|
||||
ls=$( ls -ld "$app_path" )
|
||||
link=${ls#*' -> '}
|
||||
case $link in #(
|
||||
/*) app_path=$link ;; #(
|
||||
*) app_path=$APP_HOME$link ;;
|
||||
esac
|
||||
done
|
||||
|
||||
# This is normally unused
|
||||
# shellcheck disable=SC2034
|
||||
APP_BASE_NAME=${0##*/}
|
||||
APP_HOME=$( cd "${APP_HOME:-./}" && pwd -P ) || exit
|
||||
|
||||
# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
|
||||
DEFAULT_JVM_OPTS='"-Xmx64m" "-Xms64m"'
|
||||
|
||||
# Use the maximum available, or set MAX_FD != -1 to use that value.
|
||||
MAX_FD=maximum
|
||||
|
||||
warn () {
|
||||
echo "$*"
|
||||
} >&2
|
||||
|
||||
die () {
|
||||
echo
|
||||
echo "$*"
|
||||
echo
|
||||
exit 1
|
||||
} >&2
|
||||
|
||||
# OS specific support (must be 'true' or 'false').
|
||||
cygwin=false
|
||||
msys=false
|
||||
darwin=false
|
||||
nonstop=false
|
||||
case "$( uname )" in #(
|
||||
CYGWIN* ) cygwin=true ;; #(
|
||||
Darwin* ) darwin=true ;; #(
|
||||
MSYS* | MINGW* ) msys=true ;; #(
|
||||
NONSTOP* ) nonstop=true ;;
|
||||
esac
|
||||
|
||||
CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar
|
||||
|
||||
|
||||
# Determine the Java command to use to start the JVM.
|
||||
if [ -n "$JAVA_HOME" ] ; then
|
||||
if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
|
||||
# IBM's JDK on AIX uses strange locations for the executables
|
||||
JAVACMD=$JAVA_HOME/jre/sh/java
|
||||
else
|
||||
JAVACMD=$JAVA_HOME/bin/java
|
||||
fi
|
||||
if [ ! -x "$JAVACMD" ] ; then
|
||||
die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
|
||||
|
||||
Please set the JAVA_HOME variable in your environment to match the
|
||||
location of your Java installation."
|
||||
fi
|
||||
else
|
||||
JAVACMD=java
|
||||
which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
|
||||
|
||||
Please set the JAVA_HOME variable in your environment to match the
|
||||
location of your Java installation."
|
||||
fi
|
||||
|
||||
# Increase the maximum file descriptors if we can.
|
||||
if ! "$cygwin" && ! "$darwin" && ! "$nonstop" ; then
|
||||
case $MAX_FD in #(
|
||||
max*)
|
||||
# In POSIX sh, ulimit -H is undefined. That's why the result is checked to see if it worked.
|
||||
# shellcheck disable=SC3045
|
||||
MAX_FD=$( ulimit -H -n ) ||
|
||||
warn "Could not query maximum file descriptor limit"
|
||||
esac
|
||||
case $MAX_FD in #(
|
||||
'' | soft) :;; #(
|
||||
*)
|
||||
# In POSIX sh, ulimit -n is undefined. That's why the result is checked to see if it worked.
|
||||
# shellcheck disable=SC3045
|
||||
ulimit -n "$MAX_FD" ||
|
||||
warn "Could not set maximum file descriptor limit to $MAX_FD"
|
||||
esac
|
||||
fi
|
||||
|
||||
# Collect all arguments for the java command, stacking in reverse order:
|
||||
# * args from the command line
|
||||
# * the main class name
|
||||
# * -classpath
|
||||
# * -D...appname settings
|
||||
# * --module-path (only if needed)
|
||||
# * DEFAULT_JVM_OPTS, JAVA_OPTS, and GRADLE_OPTS environment variables.
|
||||
|
||||
# For Cygwin or MSYS, switch paths to Windows format before running java
|
||||
if "$cygwin" || "$msys" ; then
|
||||
APP_HOME=$( cygpath --path --mixed "$APP_HOME" )
|
||||
CLASSPATH=$( cygpath --path --mixed "$CLASSPATH" )
|
||||
|
||||
JAVACMD=$( cygpath --unix "$JAVACMD" )
|
||||
|
||||
# Now convert the arguments - kludge to limit ourselves to /bin/sh
|
||||
for arg do
|
||||
if
|
||||
case $arg in #(
|
||||
-*) false ;; # don't mess with options #(
|
||||
/?*) t=${arg#/} t=/${t%%/*} # looks like a POSIX filepath
|
||||
[ -e "$t" ] ;; #(
|
||||
*) false ;;
|
||||
esac
|
||||
then
|
||||
arg=$( cygpath --path --ignore --mixed "$arg" )
|
||||
fi
|
||||
# Roll the args list around exactly as many times as the number of
|
||||
# args, so each arg winds up back in the position where it started, but
|
||||
# possibly modified.
|
||||
#
|
||||
# NB: a `for` loop captures its iteration list before it begins, so
|
||||
# changing the positional parameters here affects neither the number of
|
||||
# iterations, nor the values presented in `arg`.
|
||||
shift # remove old arg
|
||||
set -- "$@" "$arg" # push replacement arg
|
||||
done
|
||||
fi
|
||||
|
||||
# Collect all arguments for the java command;
|
||||
# * $DEFAULT_JVM_OPTS, $JAVA_OPTS, and $GRADLE_OPTS can contain fragments of
|
||||
# shell script including quotes and variable substitutions, so put them in
|
||||
# double quotes to make sure that they get re-expanded; and
|
||||
# * put everything else in single quotes, so that it's not re-expanded.
|
||||
|
||||
set -- \
|
||||
"-Dorg.gradle.appname=$APP_BASE_NAME" \
|
||||
-classpath "$CLASSPATH" \
|
||||
org.gradle.wrapper.GradleWrapperMain \
|
||||
"$@"
|
||||
|
||||
# Stop when "xargs" is not available.
|
||||
if ! command -v xargs >/dev/null 2>&1
|
||||
then
|
||||
die "xargs is not available"
|
||||
fi
|
||||
|
||||
# Use "xargs" to parse quoted args.
|
||||
#
|
||||
# With -n1 it outputs one arg per line, with the quotes and backslashes removed.
|
||||
#
|
||||
# In Bash we could simply go:
|
||||
#
|
||||
# readarray ARGS < <( xargs -n1 <<<"$var" ) &&
|
||||
# set -- "${ARGS[@]}" "$@"
|
||||
#
|
||||
# but POSIX shell has neither arrays nor command substitution, so instead we
|
||||
# post-process each arg (as a line of input to sed) to backslash-escape any
|
||||
# character that might be a shell metacharacter, then use eval to reverse
|
||||
# that process (while maintaining the separation between arguments), and wrap
|
||||
# the whole thing up as a single "set" statement.
|
||||
#
|
||||
# This will of course break if any of these variables contains a newline or
|
||||
# an unmatched quote.
|
||||
#
|
||||
|
||||
eval "set -- $(
|
||||
printf '%s\n' "$DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS" |
|
||||
xargs -n1 |
|
||||
sed ' s~[^-[:alnum:]+,./:=@_]~\\&~g; ' |
|
||||
tr '\n' ' '
|
||||
)" '"$@"'
|
||||
|
||||
exec "$JAVACMD" "$@"
|
||||
92
bindings/java/gradlew.bat
vendored
Normal file
92
bindings/java/gradlew.bat
vendored
Normal file
@ -0,0 +1,92 @@
|
||||
@rem
|
||||
@rem Copyright 2015 the original author or authors.
|
||||
@rem
|
||||
@rem Licensed under the Apache License, Version 2.0 (the "License");
|
||||
@rem you may not use this file except in compliance with the License.
|
||||
@rem You may obtain a copy of the License at
|
||||
@rem
|
||||
@rem https://www.apache.org/licenses/LICENSE-2.0
|
||||
@rem
|
||||
@rem Unless required by applicable law or agreed to in writing, software
|
||||
@rem distributed under the License is distributed on an "AS IS" BASIS,
|
||||
@rem WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
@rem See the License for the specific language governing permissions and
|
||||
@rem limitations under the License.
|
||||
@rem
|
||||
|
||||
@if "%DEBUG%"=="" @echo off
|
||||
@rem ##########################################################################
|
||||
@rem
|
||||
@rem Gradle startup script for Windows
|
||||
@rem
|
||||
@rem ##########################################################################
|
||||
|
||||
@rem Set local scope for the variables with windows NT shell
|
||||
if "%OS%"=="Windows_NT" setlocal
|
||||
|
||||
set DIRNAME=%~dp0
|
||||
if "%DIRNAME%"=="" set DIRNAME=.
|
||||
@rem This is normally unused
|
||||
set APP_BASE_NAME=%~n0
|
||||
set APP_HOME=%DIRNAME%
|
||||
|
||||
@rem Resolve any "." and ".." in APP_HOME to make it shorter.
|
||||
for %%i in ("%APP_HOME%") do set APP_HOME=%%~fi
|
||||
|
||||
@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
|
||||
set DEFAULT_JVM_OPTS="-Xmx64m" "-Xms64m"
|
||||
|
||||
@rem Find java.exe
|
||||
if defined JAVA_HOME goto findJavaFromJavaHome
|
||||
|
||||
set JAVA_EXE=java.exe
|
||||
%JAVA_EXE% -version >NUL 2>&1
|
||||
if %ERRORLEVEL% equ 0 goto execute
|
||||
|
||||
echo.
|
||||
echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
|
||||
echo.
|
||||
echo Please set the JAVA_HOME variable in your environment to match the
|
||||
echo location of your Java installation.
|
||||
|
||||
goto fail
|
||||
|
||||
:findJavaFromJavaHome
|
||||
set JAVA_HOME=%JAVA_HOME:"=%
|
||||
set JAVA_EXE=%JAVA_HOME%/bin/java.exe
|
||||
|
||||
if exist "%JAVA_EXE%" goto execute
|
||||
|
||||
echo.
|
||||
echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
|
||||
echo.
|
||||
echo Please set the JAVA_HOME variable in your environment to match the
|
||||
echo location of your Java installation.
|
||||
|
||||
goto fail
|
||||
|
||||
:execute
|
||||
@rem Setup the command line
|
||||
|
||||
set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar
|
||||
|
||||
|
||||
@rem Execute Gradle
|
||||
"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %*
|
||||
|
||||
:end
|
||||
@rem End local scope for the variables with windows NT shell
|
||||
if %ERRORLEVEL% equ 0 goto mainEnd
|
||||
|
||||
:fail
|
||||
rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
|
||||
rem the _cmd.exe /c_ return code!
|
||||
set EXIT_CODE=%ERRORLEVEL%
|
||||
if %EXIT_CODE% equ 0 set EXIT_CODE=1
|
||||
if not ""=="%GRADLE_EXIT_CONSOLE%" exit %EXIT_CODE%
|
||||
exit /b %EXIT_CODE%
|
||||
|
||||
:mainEnd
|
||||
if "%OS%"=="Windows_NT" endlocal
|
||||
|
||||
:omega
|
||||
1
bindings/java/settings.gradle
Normal file
1
bindings/java/settings.gradle
Normal file
@ -0,0 +1 @@
|
||||
rootProject.name = "whispercpp"
|
||||
33
bindings/java/src/main/cpp/whisper_java.cpp
Normal file
33
bindings/java/src/main/cpp/whisper_java.cpp
Normal file
@ -0,0 +1,33 @@
|
||||
#include <stdio.h>
|
||||
#include "whisper_java.h"
|
||||
|
||||
struct whisper_full_params default_params;
|
||||
struct whisper_context * whisper_ctx = nullptr;
|
||||
|
||||
struct void whisper_java_default_params(enum whisper_sampling_strategy strategy) {
|
||||
default_params = whisper_full_default_params(strategy);
|
||||
|
||||
// struct whisper_java_params result = {};
|
||||
// return result;
|
||||
return;
|
||||
}
|
||||
|
||||
void whisper_java_init_from_file(const char * path_model) {
|
||||
whisper_ctx = whisper_init_from_file(path_model);
|
||||
if (0 == default_params.n_threads) {
|
||||
whisper_java_default_params(WHISPER_SAMPLING_GREEDY);
|
||||
}
|
||||
}
|
||||
|
||||
/** Delegates to whisper_full, but without having to pass `whisper_full_params` */
|
||||
int whisper_java_full(
|
||||
struct whisper_context * ctx,
|
||||
// struct whisper_java_params params,
|
||||
const float * samples,
|
||||
int n_samples) {
|
||||
return whisper_full(ctx, default_params, samples, n_samples);
|
||||
}
|
||||
|
||||
void whisper_java_free() {
|
||||
// free(default_params);
|
||||
}
|
||||
24
bindings/java/src/main/cpp/whisper_java.h
Normal file
24
bindings/java/src/main/cpp/whisper_java.h
Normal file
@ -0,0 +1,24 @@
|
||||
#define WHISPER_BUILD
|
||||
#include <whisper.h>
|
||||
|
||||
#ifdef __cplusplus
|
||||
extern "C" {
|
||||
#endif
|
||||
|
||||
struct whisper_java_params {
|
||||
};
|
||||
|
||||
WHISPER_API void whisper_java_default_params(enum whisper_sampling_strategy strategy);
|
||||
|
||||
WHISPER_API void whisper_java_init_from_file(const char * path_model);
|
||||
|
||||
WHISPER_API int whisper_java_full(
|
||||
struct whisper_context * ctx,
|
||||
// struct whisper_java_params params,
|
||||
const float * samples,
|
||||
int n_samples);
|
||||
|
||||
|
||||
#ifdef __cplusplus
|
||||
}
|
||||
#endif
|
||||
@ -0,0 +1,39 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import com.sun.jna.Structure;
|
||||
import com.sun.jna.ptr.PointerByReference;
|
||||
import io.github.ggerganov.whispercpp.ggml.GgmlType;
|
||||
import io.github.ggerganov.whispercpp.WhisperModel;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
public class WhisperContext extends Structure {
|
||||
int t_load_us = 0;
|
||||
int t_start_us = 0;
|
||||
|
||||
/** weight type (FP32 / FP16 / QX) */
|
||||
GgmlType wtype = GgmlType.GGML_TYPE_F16;
|
||||
/** intermediate type (FP32 or FP16) */
|
||||
GgmlType itype = GgmlType.GGML_TYPE_F16;
|
||||
|
||||
// WhisperModel model;
|
||||
public PointerByReference model;
|
||||
// whisper_vocab vocab;
|
||||
// whisper_state * state = nullptr;
|
||||
public PointerByReference vocab;
|
||||
public PointerByReference state;
|
||||
|
||||
/** populated by whisper_init_from_file() */
|
||||
String path_model;
|
||||
|
||||
// public static class ByReference extends WhisperContext implements Structure.ByReference {
|
||||
// }
|
||||
//
|
||||
// public static class ByValue extends WhisperContext implements Structure.ByValue {
|
||||
// }
|
||||
//
|
||||
// @Override
|
||||
// protected List<String> getFieldOrder() {
|
||||
// return List.of("t_load_us", "t_start_us", "wtype", "itype", "model", "vocab", "state", "path_model");
|
||||
// }
|
||||
}
|
||||
@ -0,0 +1,124 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.params.WhisperJavaParams;
|
||||
import io.github.ggerganov.whispercpp.params.WhisperSamplingStrategy;
|
||||
|
||||
import java.io.File;
|
||||
import java.io.FileNotFoundException;
|
||||
import java.io.IOException;
|
||||
|
||||
/**
|
||||
* Before calling most methods, you must call `initContext(modelPath)` to initialise the `ctx` Pointer.
|
||||
*/
|
||||
public class WhisperCpp implements AutoCloseable {
|
||||
private WhisperCppJnaLibrary lib = WhisperCppJnaLibrary.instance;
|
||||
private WhisperJavaJnaLibrary javaLib = WhisperJavaJnaLibrary.instance;
|
||||
private Pointer ctx = null;
|
||||
|
||||
public File modelDir() {
|
||||
String modelDirPath = System.getenv("XDG_CACHE_HOME");
|
||||
if (modelDirPath == null) {
|
||||
modelDirPath = System.getProperty("user.home") + "/.cache";
|
||||
}
|
||||
|
||||
return new File(modelDirPath, "whisper");
|
||||
}
|
||||
|
||||
/**
|
||||
* @param modelPath - absolute path, or just the name (eg: "base", "base-en" or "base.en")
|
||||
* @return a Pointer to the WhisperContext
|
||||
*/
|
||||
void initContext(String modelPath) throws FileNotFoundException {
|
||||
if (ctx != null) {
|
||||
lib.whisper_free(ctx);
|
||||
}
|
||||
|
||||
if (!modelPath.contains("/") && !modelPath.contains("\\")) {
|
||||
if (!modelPath.endsWith(".bin")) {
|
||||
modelPath = "ggml-" + modelPath.replace("-", ".") + ".bin";
|
||||
}
|
||||
|
||||
modelPath = new File(modelDir(), modelPath).getAbsolutePath();
|
||||
}
|
||||
|
||||
javaLib.whisper_java_init_from_file(modelPath);
|
||||
ctx = lib.whisper_init_from_file(modelPath);
|
||||
|
||||
if (ctx == null) {
|
||||
throw new FileNotFoundException(modelPath);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Initialises `whisper_full_params` internally in whisper_java.cpp so JNA doesn't have to map everything.
|
||||
* `whisper_java_init_from_file()` calls `whisper_java_default_params(WHISPER_SAMPLING_GREEDY)` for convenience.
|
||||
*/
|
||||
public void getDefaultJavaParams(WhisperSamplingStrategy strategy) {
|
||||
javaLib.whisper_java_default_params(strategy.ordinal());
|
||||
// return lib.whisper_full_default_params(strategy.value)
|
||||
}
|
||||
|
||||
// whisper_full_default_params was too hard to integrate with, so for now we use javaLib.whisper_java_default_params
|
||||
// fun getDefaultParams(strategy: WhisperSamplingStrategy): WhisperFullParams {
|
||||
// return lib.whisper_full_default_params(strategy.value)
|
||||
// }
|
||||
|
||||
@Override
|
||||
public void close() {
|
||||
freeContext();
|
||||
System.out.println("Whisper closed");
|
||||
}
|
||||
|
||||
private void freeContext() {
|
||||
if (ctx != null) {
|
||||
lib.whisper_free(ctx);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Run the entire model: PCM -> log mel spectrogram -> encoder -> decoder -> text.
|
||||
* Not thread safe for same context
|
||||
* Uses the specified decoding strategy to obtain the text.
|
||||
*/
|
||||
public String fullTranscribe(/*WhisperJavaParams whisperParams,*/ float[] audioData) throws IOException {
|
||||
if (ctx == null) {
|
||||
throw new IllegalStateException("Model not initialised");
|
||||
}
|
||||
|
||||
if (javaLib.whisper_java_full(ctx, /*whisperParams,*/ audioData, audioData.length) != 0) {
|
||||
throw new IOException("Failed to process audio");
|
||||
}
|
||||
|
||||
int nSegments = lib.whisper_full_n_segments(ctx);
|
||||
|
||||
StringBuilder str = new StringBuilder();
|
||||
|
||||
for (int i = 0; i < nSegments; i++) {
|
||||
String text = lib.whisper_full_get_segment_text(ctx, i);
|
||||
System.out.println("Segment:" + text);
|
||||
str.append(text);
|
||||
}
|
||||
|
||||
return str.toString().trim();
|
||||
}
|
||||
|
||||
// public int getTextSegmentCount(Pointer ctx) {
|
||||
// return lib.whisper_full_n_segments(ctx);
|
||||
// }
|
||||
// public String getTextSegment(Pointer ctx, int index) {
|
||||
// return lib.whisper_full_get_segment_text(ctx, index);
|
||||
// }
|
||||
|
||||
public String getSystemInfo() {
|
||||
return lib.whisper_print_system_info();
|
||||
}
|
||||
|
||||
public int benchMemcpy(int nthread) {
|
||||
return lib.whisper_bench_memcpy(nthread);
|
||||
}
|
||||
|
||||
public int benchGgmlMulMat(int nthread) {
|
||||
return lib.whisper_bench_ggml_mul_mat(nthread);
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,365 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import com.sun.jna.Library;
|
||||
import com.sun.jna.Native;
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperModelLoader;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperTokenData;
|
||||
import io.github.ggerganov.whispercpp.params.WhisperFullParams;
|
||||
|
||||
public interface WhisperCppJnaLibrary extends Library {
|
||||
WhisperCppJnaLibrary instance = Native.load("whisper", WhisperCppJnaLibrary.class);
|
||||
|
||||
String whisper_print_system_info();
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model by loading from a file.
|
||||
*
|
||||
* @param path_model Path to the model file
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_from_file(String path_model);
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model by loading from a buffer.
|
||||
*
|
||||
* @param buffer Model buffer
|
||||
* @param buffer_size Size of the model buffer
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_from_buffer(Pointer buffer, int buffer_size);
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model using a model loader.
|
||||
*
|
||||
* @param loader Model loader
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init(WhisperModelLoader loader);
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model by loading from a file without allocating the state.
|
||||
*
|
||||
* @param path_model Path to the model file
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_from_file_no_state(String path_model);
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model by loading from a buffer without allocating the state.
|
||||
*
|
||||
* @param buffer Model buffer
|
||||
* @param buffer_size Size of the model buffer
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_from_buffer_no_state(Pointer buffer, int buffer_size);
|
||||
|
||||
// Pointer whisper_init_from_buffer_no_state(Pointer buffer, long buffer_size);
|
||||
|
||||
/**
|
||||
* Allocate (almost) all memory needed for the model using a model loader without allocating the state.
|
||||
*
|
||||
* @param loader Model loader
|
||||
* @return Whisper context on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_no_state(WhisperModelLoader loader);
|
||||
|
||||
/**
|
||||
* Allocate memory for the Whisper state.
|
||||
*
|
||||
* @param ctx Whisper context
|
||||
* @return Whisper state on success, null on failure
|
||||
*/
|
||||
Pointer whisper_init_state(Pointer ctx);
|
||||
|
||||
/**
|
||||
* Free all allocated memory associated with the Whisper context.
|
||||
*
|
||||
* @param ctx Whisper context
|
||||
*/
|
||||
void whisper_free(Pointer ctx);
|
||||
|
||||
/**
|
||||
* Free all allocated memory associated with the Whisper state.
|
||||
*
|
||||
* @param state Whisper state
|
||||
*/
|
||||
void whisper_free_state(Pointer state);
|
||||
|
||||
|
||||
/**
|
||||
* Convert RAW PCM audio to log mel spectrogram.
|
||||
* The resulting spectrogram is stored inside the default state of the provided whisper context.
|
||||
*
|
||||
* @param ctx - Pointer to a WhisperContext
|
||||
* @return 0 on success
|
||||
*/
|
||||
int whisper_pcm_to_mel(Pointer ctx, final float[] samples, int n_samples, int n_threads);
|
||||
|
||||
/**
|
||||
* @param ctx Pointer to a WhisperContext
|
||||
* @param state Pointer to WhisperState
|
||||
* @param n_samples
|
||||
* @param n_threads
|
||||
* @return 0 on success
|
||||
*/
|
||||
int whisper_pcm_to_mel_with_state(Pointer ctx, Pointer state, final float[] samples, int n_samples, int n_threads);
|
||||
|
||||
/**
|
||||
* This can be used to set a custom log mel spectrogram inside the default state of the provided whisper context.
|
||||
* Use this instead of whisper_pcm_to_mel() if you want to provide your own log mel spectrogram.
|
||||
* n_mel must be 80
|
||||
* @return 0 on success
|
||||
*/
|
||||
int whisper_set_mel(Pointer ctx, final float[] data, int n_len, int n_mel);
|
||||
int whisper_set_mel_with_state(Pointer ctx, Pointer state, final float[] data, int n_len, int n_mel);
|
||||
|
||||
/**
|
||||
* Run the Whisper encoder on the log mel spectrogram stored inside the default state in the provided whisper context.
|
||||
* Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first.
|
||||
* Offset can be used to specify the offset of the first frame in the spectrogram.
|
||||
* @return 0 on success
|
||||
*/
|
||||
int whisper_encode(Pointer ctx, int offset, int n_threads);
|
||||
|
||||
int whisper_encode_with_state(Pointer ctx, Pointer state, int offset, int n_threads);
|
||||
|
||||
/**
|
||||
* Run the Whisper decoder to obtain the logits and probabilities for the next token.
|
||||
* Make sure to call whisper_encode() first.
|
||||
* tokens + n_tokens is the provided context for the decoder.
|
||||
* n_past is the number of tokens to use from previous decoder calls.
|
||||
* Returns 0 on success
|
||||
* TODO: add support for multiple decoders
|
||||
*/
|
||||
int whisper_decode(Pointer ctx, Pointer tokens, int n_tokens, int n_past, int n_threads);
|
||||
|
||||
/**
|
||||
* @param ctx
|
||||
* @param state
|
||||
* @param tokens Pointer to int tokens
|
||||
* @param n_tokens
|
||||
* @param n_past
|
||||
* @param n_threads
|
||||
* @return
|
||||
*/
|
||||
int whisper_decode_with_state(Pointer ctx, Pointer state, Pointer tokens, int n_tokens, int n_past, int n_threads);
|
||||
|
||||
/**
|
||||
* Convert the provided text into tokens.
|
||||
* The tokens pointer must be large enough to hold the resulting tokens.
|
||||
* Returns the number of tokens on success, no more than n_max_tokens
|
||||
* Returns -1 on failure
|
||||
* TODO: not sure if correct
|
||||
*/
|
||||
int whisper_tokenize(Pointer ctx, String text, Pointer tokens, int n_max_tokens);
|
||||
|
||||
/** Largest language id (i.e. number of available languages - 1) */
|
||||
int whisper_lang_max_id();
|
||||
|
||||
/**
|
||||
* @return the id of the specified language, returns -1 if not found.
|
||||
* Examples:
|
||||
* "de" -> 2
|
||||
* "german" -> 2
|
||||
*/
|
||||
int whisper_lang_id(String lang);
|
||||
|
||||
/** @return the short string of the specified language id (e.g. 2 -> "de"), returns nullptr if not found */
|
||||
String whisper_lang_str(int id);
|
||||
|
||||
/**
|
||||
* Use mel data at offset_ms to try and auto-detect the spoken language.
|
||||
* Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first
|
||||
* Returns the top language id or negative on failure
|
||||
* If not null, fills the lang_probs array with the probabilities of all languages
|
||||
* The array must be whisper_lang_max_id() + 1 in size
|
||||
*
|
||||
* ref: https://github.com/openai/whisper/blob/main/whisper/decoding.py#L18-L69
|
||||
*/
|
||||
int whisper_lang_auto_detect(Pointer ctx, int offset_ms, int n_threads, float[] lang_probs);
|
||||
|
||||
int whisper_lang_auto_detect_with_state(Pointer ctx, Pointer state, int offset_ms, int n_threads, float[] lang_probs);
|
||||
|
||||
int whisper_n_len (Pointer ctx); // mel length
|
||||
int whisper_n_len_from_state(Pointer state); // mel length
|
||||
int whisper_n_vocab (Pointer ctx);
|
||||
int whisper_n_text_ctx (Pointer ctx);
|
||||
int whisper_n_audio_ctx (Pointer ctx);
|
||||
int whisper_is_multilingual (Pointer ctx);
|
||||
|
||||
int whisper_model_n_vocab (Pointer ctx);
|
||||
int whisper_model_n_audio_ctx (Pointer ctx);
|
||||
int whisper_model_n_audio_state(Pointer ctx);
|
||||
int whisper_model_n_audio_head (Pointer ctx);
|
||||
int whisper_model_n_audio_layer(Pointer ctx);
|
||||
int whisper_model_n_text_ctx (Pointer ctx);
|
||||
int whisper_model_n_text_state (Pointer ctx);
|
||||
int whisper_model_n_text_head (Pointer ctx);
|
||||
int whisper_model_n_text_layer (Pointer ctx);
|
||||
int whisper_model_n_mels (Pointer ctx);
|
||||
int whisper_model_ftype (Pointer ctx);
|
||||
int whisper_model_type (Pointer ctx);
|
||||
|
||||
/**
|
||||
* Token logits obtained from the last call to whisper_decode().
|
||||
* The logits for the last token are stored in the last row
|
||||
* Rows: n_tokens
|
||||
* Cols: n_vocab
|
||||
*/
|
||||
float[] whisper_get_logits (Pointer ctx);
|
||||
float[] whisper_get_logits_from_state(Pointer state);
|
||||
|
||||
// Token Id -> String. Uses the vocabulary in the provided context
|
||||
String whisper_token_to_str(Pointer ctx, int token);
|
||||
String whisper_model_type_readable(Pointer ctx);
|
||||
|
||||
// Special tokens
|
||||
int whisper_token_eot (Pointer ctx);
|
||||
int whisper_token_sot (Pointer ctx);
|
||||
int whisper_token_prev(Pointer ctx);
|
||||
int whisper_token_solm(Pointer ctx);
|
||||
int whisper_token_not (Pointer ctx);
|
||||
int whisper_token_beg (Pointer ctx);
|
||||
int whisper_token_lang(Pointer ctx, int lang_id);
|
||||
|
||||
// Task tokens
|
||||
int whisper_token_translate();
|
||||
int whisper_token_transcribe();
|
||||
|
||||
// Performance information from the default state.
|
||||
void whisper_print_timings(Pointer ctx);
|
||||
void whisper_reset_timings(Pointer ctx);
|
||||
|
||||
/**
|
||||
* @param strategy - WhisperSamplingStrategy.value
|
||||
*/
|
||||
WhisperFullParams whisper_full_default_params(int strategy);
|
||||
|
||||
/**
|
||||
* Run the entire model: PCM -> log mel spectrogram -> encoder -> decoder -> text
|
||||
* Not thread safe for same context
|
||||
* Uses the specified decoding strategy to obtain the text.
|
||||
*/
|
||||
int whisper_full(Pointer ctx, WhisperFullParams params, final float[] samples, int n_samples);
|
||||
|
||||
int whisper_full_with_state(Pointer ctx, Pointer state, WhisperFullParams params, final float[] samples, int n_samples);
|
||||
|
||||
// Split the input audio in chunks and process each chunk separately using whisper_full_with_state()
|
||||
// Result is stored in the default state of the context
|
||||
// Not thread safe if executed in parallel on the same context.
|
||||
// It seems this approach can offer some speedup in some cases.
|
||||
// However, the transcription accuracy can be worse at the beginning and end of each chunk.
|
||||
int whisper_full_parallel(Pointer ctx, WhisperFullParams params, final float[] samples, int n_samples, int n_processors);
|
||||
|
||||
/**
|
||||
* Number of generated text segments.
|
||||
* A segment can be a few words, a sentence, or even a paragraph.
|
||||
* @param ctx Pointer to WhisperContext
|
||||
*/
|
||||
int whisper_full_n_segments (Pointer ctx);
|
||||
|
||||
/**
|
||||
* @param state Pointer to WhisperState
|
||||
*/
|
||||
int whisper_full_n_segments_from_state(Pointer state);
|
||||
|
||||
/**
|
||||
* Language id associated with the context's default state.
|
||||
* @param ctx Pointer to WhisperContext
|
||||
*/
|
||||
int whisper_full_lang_id(Pointer ctx);
|
||||
|
||||
/** Language id associated with the provided state */
|
||||
int whisper_full_lang_id_from_state(Pointer state);
|
||||
|
||||
/**
|
||||
* Convert RAW PCM audio to log mel spectrogram but applies a Phase Vocoder to speed up the audio x2.
|
||||
* The resulting spectrogram is stored inside the default state of the provided whisper context.
|
||||
* @return 0 on success
|
||||
*/
|
||||
int whisper_pcm_to_mel_phase_vocoder(Pointer ctx, final float[] samples, int n_samples, int n_threads);
|
||||
|
||||
int whisper_pcm_to_mel_phase_vocoder_with_state(Pointer ctx, Pointer state, final float[] samples, int n_samples, int n_threads);
|
||||
|
||||
/** Get the start time of the specified segment. */
|
||||
long whisper_full_get_segment_t0(Pointer ctx, int i_segment);
|
||||
|
||||
/** Get the start time of the specified segment from the state. */
|
||||
long whisper_full_get_segment_t0_from_state(Pointer state, int i_segment);
|
||||
|
||||
/** Get the end time of the specified segment. */
|
||||
long whisper_full_get_segment_t1(Pointer ctx, int i_segment);
|
||||
|
||||
/** Get the end time of the specified segment from the state. */
|
||||
long whisper_full_get_segment_t1_from_state(Pointer state, int i_segment);
|
||||
|
||||
/** Get the text of the specified segment. */
|
||||
String whisper_full_get_segment_text(Pointer ctx, int i_segment);
|
||||
|
||||
/** Get the text of the specified segment from the state. */
|
||||
String whisper_full_get_segment_text_from_state(Pointer state, int i_segment);
|
||||
|
||||
/** Get the number of tokens in the specified segment. */
|
||||
int whisper_full_n_tokens(Pointer ctx, int i_segment);
|
||||
|
||||
/** Get the number of tokens in the specified segment from the state. */
|
||||
int whisper_full_n_tokens_from_state(Pointer state, int i_segment);
|
||||
|
||||
/** Get the token text of the specified token in the specified segment. */
|
||||
String whisper_full_get_token_text(Pointer ctx, int i_segment, int i_token);
|
||||
|
||||
|
||||
/** Get the token text of the specified token in the specified segment from the state. */
|
||||
String whisper_full_get_token_text_from_state(Pointer ctx, Pointer state, int i_segment, int i_token);
|
||||
|
||||
/** Get the token ID of the specified token in the specified segment. */
|
||||
int whisper_full_get_token_id(Pointer ctx, int i_segment, int i_token);
|
||||
|
||||
/** Get the token ID of the specified token in the specified segment from the state. */
|
||||
int whisper_full_get_token_id_from_state(Pointer state, int i_segment, int i_token);
|
||||
|
||||
/** Get token data for the specified token in the specified segment. */
|
||||
WhisperTokenData whisper_full_get_token_data(Pointer ctx, int i_segment, int i_token);
|
||||
|
||||
/** Get token data for the specified token in the specified segment from the state. */
|
||||
WhisperTokenData whisper_full_get_token_data_from_state(Pointer state, int i_segment, int i_token);
|
||||
|
||||
/** Get the probability of the specified token in the specified segment. */
|
||||
float whisper_full_get_token_p(Pointer ctx, int i_segment, int i_token);
|
||||
|
||||
/** Get the probability of the specified token in the specified segment from the state. */
|
||||
float whisper_full_get_token_p_from_state(Pointer state, int i_segment, int i_token);
|
||||
|
||||
/**
|
||||
* Benchmark function for memcpy.
|
||||
*
|
||||
* @param nThreads Number of threads to use for the benchmark.
|
||||
* @return The result of the benchmark.
|
||||
*/
|
||||
int whisper_bench_memcpy(int nThreads);
|
||||
|
||||
/**
|
||||
* Benchmark function for memcpy as a string.
|
||||
*
|
||||
* @param nThreads Number of threads to use for the benchmark.
|
||||
* @return The result of the benchmark as a string.
|
||||
*/
|
||||
String whisper_bench_memcpy_str(int nThreads);
|
||||
|
||||
/**
|
||||
* Benchmark function for ggml_mul_mat.
|
||||
*
|
||||
* @param nThreads Number of threads to use for the benchmark.
|
||||
* @return The result of the benchmark.
|
||||
*/
|
||||
int whisper_bench_ggml_mul_mat(int nThreads);
|
||||
|
||||
/**
|
||||
* Benchmark function for ggml_mul_mat as a string.
|
||||
*
|
||||
* @param nThreads Number of threads to use for the benchmark.
|
||||
* @return The result of the benchmark as a string.
|
||||
*/
|
||||
String whisper_bench_ggml_mul_mat_str(int nThreads);
|
||||
}
|
||||
@ -0,0 +1,23 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import com.sun.jna.Library;
|
||||
import com.sun.jna.Native;
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.params.WhisperJavaParams;
|
||||
|
||||
interface WhisperJavaJnaLibrary extends Library {
|
||||
WhisperJavaJnaLibrary instance = Native.load("whisper_java", WhisperJavaJnaLibrary.class);
|
||||
|
||||
void whisper_java_default_params(int strategy);
|
||||
|
||||
void whisper_java_free();
|
||||
|
||||
void whisper_java_init_from_file(String modelPath);
|
||||
|
||||
/**
|
||||
* Run the entire model: PCM -> log mel spectrogram -> encoder -> decoder -> text.
|
||||
* Not thread safe for same context
|
||||
* Uses the specified decoding strategy to obtain the text.
|
||||
*/
|
||||
int whisper_java_full(Pointer ctx, /*WhisperJavaParams params, */float[] samples, int nSamples);
|
||||
}
|
||||
@ -0,0 +1,24 @@
|
||||
package io.github.ggerganov.whispercpp.callbacks;
|
||||
|
||||
import com.sun.jna.Callback;
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.WhisperContext;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperState;
|
||||
|
||||
/**
|
||||
* Callback before the encoder starts.
|
||||
* If not null, called before the encoder starts.
|
||||
* If it returns false, the computation is aborted.
|
||||
*/
|
||||
public interface WhisperEncoderBeginCallback extends Callback {
|
||||
|
||||
/**
|
||||
* Callback method before the encoder starts.
|
||||
*
|
||||
* @param ctx The whisper context.
|
||||
* @param state The whisper state.
|
||||
* @param user_data User data.
|
||||
* @return True if the computation should proceed, false otherwise.
|
||||
*/
|
||||
boolean callback(WhisperContext ctx, WhisperState state, Pointer user_data);
|
||||
}
|
||||
@ -0,0 +1,28 @@
|
||||
package io.github.ggerganov.whispercpp.callbacks;
|
||||
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.WhisperContext;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperState;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperTokenData;
|
||||
|
||||
import javax.security.auth.callback.Callback;
|
||||
|
||||
/**
|
||||
* Callback to filter logits.
|
||||
* Can be used to modify the logits before sampling.
|
||||
* If not null, called after applying temperature to logits.
|
||||
*/
|
||||
public interface WhisperLogitsFilterCallback extends Callback {
|
||||
|
||||
/**
|
||||
* Callback method to filter logits.
|
||||
*
|
||||
* @param ctx The whisper context.
|
||||
* @param state The whisper state.
|
||||
* @param tokens The array of whisper_token_data.
|
||||
* @param n_tokens The number of tokens.
|
||||
* @param logits The array of logits.
|
||||
* @param user_data User data.
|
||||
*/
|
||||
void callback(WhisperContext ctx, WhisperState state, WhisperTokenData[] tokens, int n_tokens, float[] logits, Pointer user_data);
|
||||
}
|
||||
@ -0,0 +1,24 @@
|
||||
package io.github.ggerganov.whispercpp.callbacks;
|
||||
|
||||
import com.sun.jna.Callback;
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.WhisperContext;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperState;
|
||||
|
||||
/**
|
||||
* Callback for the text segment.
|
||||
* Called on every newly generated text segment.
|
||||
* Use the whisper_full_...() functions to obtain the text segments.
|
||||
*/
|
||||
public interface WhisperNewSegmentCallback extends Callback {
|
||||
|
||||
/**
|
||||
* Callback method for the text segment.
|
||||
*
|
||||
* @param ctx The whisper context.
|
||||
* @param state The whisper state.
|
||||
* @param n_new The number of newly generated text segments.
|
||||
* @param user_data User data.
|
||||
*/
|
||||
void callback(WhisperContext ctx, WhisperState state, int n_new, Pointer user_data);
|
||||
}
|
||||
@ -0,0 +1,23 @@
|
||||
package io.github.ggerganov.whispercpp.callbacks;
|
||||
|
||||
import com.sun.jna.Pointer;
|
||||
import io.github.ggerganov.whispercpp.WhisperContext;
|
||||
import io.github.ggerganov.whispercpp.model.WhisperState;
|
||||
|
||||
import javax.security.auth.callback.Callback;
|
||||
|
||||
/**
|
||||
* Callback for progress updates.
|
||||
*/
|
||||
public interface WhisperProgressCallback extends Callback {
|
||||
|
||||
/**
|
||||
* Callback method for progress updates.
|
||||
*
|
||||
* @param ctx The whisper context.
|
||||
* @param state The whisper state.
|
||||
* @param progress The progress value.
|
||||
* @param user_data User data.
|
||||
*/
|
||||
void callback(WhisperContext ctx, WhisperState state, int progress, Pointer user_data);
|
||||
}
|
||||
@ -0,0 +1,4 @@
|
||||
package io.github.ggerganov.whispercpp.ggml;
|
||||
|
||||
public class GgmlTensor {
|
||||
}
|
||||
@ -0,0 +1,18 @@
|
||||
package io.github.ggerganov.whispercpp.ggml;
|
||||
|
||||
public enum GgmlType {
|
||||
GGML_TYPE_F32,
|
||||
GGML_TYPE_F16,
|
||||
GGML_TYPE_Q4_0,
|
||||
GGML_TYPE_Q4_1,
|
||||
REMOVED_GGML_TYPE_Q4_2, // support has been removed
|
||||
REMOVED_GGML_TYPE_Q4_3, // support has been removed
|
||||
GGML_TYPE_Q5_0,
|
||||
GGML_TYPE_Q5_1,
|
||||
GGML_TYPE_Q8_0,
|
||||
GGML_TYPE_Q8_1,
|
||||
GGML_TYPE_I8,
|
||||
GGML_TYPE_I16,
|
||||
GGML_TYPE_I32,
|
||||
GGML_TYPE_COUNT,
|
||||
}
|
||||
@ -0,0 +1,10 @@
|
||||
package io.github.ggerganov.whispercpp.model;
|
||||
|
||||
public enum EModel {
|
||||
MODEL_UNKNOWN,
|
||||
MODEL_TINY,
|
||||
MODEL_BASE,
|
||||
MODEL_SMALL,
|
||||
MODEL_MEDIUM,
|
||||
MODEL_LARGE,
|
||||
}
|
||||
@ -0,0 +1,49 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import io.github.ggerganov.whispercpp.ggml.GgmlTensor;
|
||||
import io.github.ggerganov.whispercpp.model.EModel;
|
||||
|
||||
public class WhisperModel {
|
||||
// EModel type = EModel.MODEL_UNKNOWN;
|
||||
//
|
||||
// WhisperHParams hparams;
|
||||
// WhisperFilters filters;
|
||||
//
|
||||
// // encoder.positional_embedding
|
||||
// GgmlTensor e_pe;
|
||||
//
|
||||
// // encoder.conv1
|
||||
// GgmlTensor e_conv_1_w;
|
||||
// GgmlTensor e_conv_1_b;
|
||||
//
|
||||
// // encoder.conv2
|
||||
// GgmlTensor e_conv_2_w;
|
||||
// GgmlTensor e_conv_2_b;
|
||||
//
|
||||
// // encoder.ln_post
|
||||
// GgmlTensor e_ln_w;
|
||||
// GgmlTensor e_ln_b;
|
||||
//
|
||||
// // decoder.positional_embedding
|
||||
// GgmlTensor d_pe;
|
||||
//
|
||||
// // decoder.token_embedding
|
||||
// GgmlTensor d_te;
|
||||
//
|
||||
// // decoder.ln
|
||||
// GgmlTensor d_ln_w;
|
||||
// GgmlTensor d_ln_b;
|
||||
//
|
||||
// std::vector<whisper_layer_encoder> layers_encoder;
|
||||
// std::vector<whisper_layer_decoder> layers_decoder;
|
||||
//
|
||||
// // context
|
||||
// struct ggml_context * ctx;
|
||||
//
|
||||
// // the model memory buffer is read-only and can be shared between processors
|
||||
// std::vector<uint8_t> * buf;
|
||||
//
|
||||
// // tensors
|
||||
// int n_loaded;
|
||||
// Map<String, GgmlTensor> tensors;
|
||||
}
|
||||
@ -0,0 +1,62 @@
|
||||
package io.github.ggerganov.whispercpp.model;
|
||||
|
||||
import com.sun.jna.Callback;
|
||||
import com.sun.jna.Pointer;
|
||||
import com.sun.jna.Structure;
|
||||
|
||||
|
||||
public class WhisperModelLoader extends Structure {
|
||||
public Pointer context;
|
||||
public ReadFunction read;
|
||||
public EOFFunction eof;
|
||||
public CloseFunction close;
|
||||
|
||||
public static class ReadFunction implements Callback {
|
||||
public Pointer invoke(Pointer ctx, Pointer output, int readSize) {
|
||||
// TODO
|
||||
return ctx;
|
||||
}
|
||||
}
|
||||
|
||||
public static class EOFFunction implements Callback {
|
||||
public boolean invoke(Pointer ctx) {
|
||||
// TODO
|
||||
return false;
|
||||
}
|
||||
}
|
||||
|
||||
public static class CloseFunction implements Callback {
|
||||
public void invoke(Pointer ctx) {
|
||||
// TODO
|
||||
}
|
||||
}
|
||||
|
||||
// public WhisperModelLoader(Pointer p) {
|
||||
// super(p);
|
||||
// read = new ReadFunction();
|
||||
// eof = new EOFFunction();
|
||||
// close = new CloseFunction();
|
||||
// read.setCallback(this);
|
||||
// eof.setCallback(this);
|
||||
// close.setCallback(this);
|
||||
// read.write();
|
||||
// eof.write();
|
||||
// close.write();
|
||||
// }
|
||||
|
||||
public WhisperModelLoader() {
|
||||
super();
|
||||
}
|
||||
|
||||
public interface ReadCallback extends Callback {
|
||||
Pointer invoke(Pointer ctx, Pointer output, int readSize);
|
||||
}
|
||||
|
||||
public interface EOFCallback extends Callback {
|
||||
boolean invoke(Pointer ctx);
|
||||
}
|
||||
|
||||
public interface CloseCallback extends Callback {
|
||||
void invoke(Pointer ctx);
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,4 @@
|
||||
package io.github.ggerganov.whispercpp.model;
|
||||
|
||||
public class WhisperState {
|
||||
}
|
||||
@ -0,0 +1,50 @@
|
||||
package io.github.ggerganov.whispercpp.model;
|
||||
|
||||
import com.sun.jna.Structure;
|
||||
|
||||
import java.util.Arrays;
|
||||
import java.util.List;
|
||||
|
||||
/**
|
||||
* Structure representing token data.
|
||||
*/
|
||||
public class WhisperTokenData extends Structure {
|
||||
|
||||
/** Token ID. */
|
||||
public int id;
|
||||
|
||||
/** Forced timestamp token ID. */
|
||||
public int tid;
|
||||
|
||||
/** Probability of the token. */
|
||||
public float p;
|
||||
|
||||
/** Log probability of the token. */
|
||||
public float plog;
|
||||
|
||||
/** Probability of the timestamp token. */
|
||||
public float pt;
|
||||
|
||||
/** Sum of probabilities of all timestamp tokens. */
|
||||
public float ptsum;
|
||||
|
||||
/**
|
||||
* Start time of the token (token-level timestamp data).
|
||||
* Do not use if you haven't computed token-level timestamps.
|
||||
*/
|
||||
public long t0;
|
||||
|
||||
/**
|
||||
* End time of the token (token-level timestamp data).
|
||||
* Do not use if you haven't computed token-level timestamps.
|
||||
*/
|
||||
public long t1;
|
||||
|
||||
/** Voice length of the token. */
|
||||
public float vlen;
|
||||
|
||||
@Override
|
||||
protected List<String> getFieldOrder() {
|
||||
return Arrays.asList("id", "tid", "p", "plog", "pt", "ptsum", "t0", "t1", "vlen");
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,10 @@
|
||||
package io.github.ggerganov.whispercpp.params;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
public class WhisperFilters {
|
||||
int n_mel;
|
||||
int n_fft;
|
||||
|
||||
List<Float> data;
|
||||
}
|
||||
@ -0,0 +1,187 @@
|
||||
package io.github.ggerganov.whispercpp.params;
|
||||
|
||||
import com.sun.jna.Callback;
|
||||
import com.sun.jna.Pointer;
|
||||
import com.sun.jna.Structure;
|
||||
import io.github.ggerganov.whispercpp.callbacks.WhisperEncoderBeginCallback;
|
||||
import io.github.ggerganov.whispercpp.callbacks.WhisperLogitsFilterCallback;
|
||||
import io.github.ggerganov.whispercpp.callbacks.WhisperNewSegmentCallback;
|
||||
import io.github.ggerganov.whispercpp.callbacks.WhisperProgressCallback;
|
||||
|
||||
/**
|
||||
* Parameters for the whisper_full() function.
|
||||
* If you change the order or add new parameters, make sure to update the default values in whisper.cpp:
|
||||
* whisper_full_default_params()
|
||||
*/
|
||||
public class WhisperFullParams extends Structure {
|
||||
|
||||
/** Sampling strategy for whisper_full() function. */
|
||||
public int strategy;
|
||||
|
||||
/** Number of threads. */
|
||||
public int n_threads;
|
||||
|
||||
/** Maximum tokens to use from past text as a prompt for the decoder. */
|
||||
public int n_max_text_ctx;
|
||||
|
||||
/** Start offset in milliseconds. */
|
||||
public int offset_ms;
|
||||
|
||||
/** Audio duration to process in milliseconds. */
|
||||
public int duration_ms;
|
||||
|
||||
/** Translate flag. */
|
||||
public boolean translate;
|
||||
|
||||
/** Flag to indicate whether to use past transcription (if any) as an initial prompt for the decoder. */
|
||||
public boolean no_context;
|
||||
|
||||
/** Flag to force single segment output (useful for streaming). */
|
||||
public boolean single_segment;
|
||||
|
||||
/** Flag to print special tokens (e.g., <SOT>, <EOT>, <BEG>, etc.). */
|
||||
public boolean print_special;
|
||||
|
||||
/** Flag to print progress information. */
|
||||
public boolean print_progress;
|
||||
|
||||
/** Flag to print results from within whisper.cpp (avoid it, use callback instead). */
|
||||
public boolean print_realtime;
|
||||
|
||||
/** Flag to print timestamps for each text segment when printing realtime. */
|
||||
public boolean print_timestamps;
|
||||
|
||||
/** [EXPERIMENTAL] Flag to enable token-level timestamps. */
|
||||
public boolean token_timestamps;
|
||||
|
||||
/** [EXPERIMENTAL] Timestamp token probability threshold (~0.01). */
|
||||
public float thold_pt;
|
||||
|
||||
/** [EXPERIMENTAL] Timestamp token sum probability threshold (~0.01). */
|
||||
public float thold_ptsum;
|
||||
|
||||
/** Maximum segment length in characters. */
|
||||
public int max_len;
|
||||
|
||||
/** Flag to split on word rather than on token (when used with max_len). */
|
||||
public boolean split_on_word;
|
||||
|
||||
/** Maximum tokens per segment (0 = no limit). */
|
||||
public int max_tokens;
|
||||
|
||||
/** Flag to speed up the audio by 2x using Phase Vocoder. */
|
||||
public boolean speed_up;
|
||||
|
||||
/** Overwrite the audio context size (0 = use default). */
|
||||
public int audio_ctx;
|
||||
|
||||
/** Tokens to provide to the whisper decoder as an initial prompt.
|
||||
* These are prepended to any existing text context from a previous call. */
|
||||
public String initial_prompt;
|
||||
|
||||
/** Prompt tokens. */
|
||||
public Pointer prompt_tokens;
|
||||
|
||||
/** Number of prompt tokens. */
|
||||
public int prompt_n_tokens;
|
||||
|
||||
/** Language for auto-detection.
|
||||
* For auto-detection, set to `null`, `""`, or "auto". */
|
||||
public String language;
|
||||
|
||||
/** Flag to indicate whether to detect language automatically. */
|
||||
public boolean detect_language;
|
||||
|
||||
/** Common decoding parameters. */
|
||||
|
||||
/** Flag to suppress blank tokens. */
|
||||
public boolean suppress_blank;
|
||||
|
||||
/** Flag to suppress non-speech tokens. */
|
||||
public boolean suppress_non_speech_tokens;
|
||||
|
||||
/** Initial decoding temperature. */
|
||||
public float temperature;
|
||||
|
||||
/** Maximum initial timestamp. */
|
||||
public float max_initial_ts;
|
||||
|
||||
/** Length penalty. */
|
||||
public float length_penalty;
|
||||
|
||||
/** Fallback parameters. */
|
||||
|
||||
/** Temperature increment. */
|
||||
public float temperature_inc;
|
||||
|
||||
/** Entropy threshold (similar to OpenAI's "compression_ratio_threshold"). */
|
||||
public float entropy_thold;
|
||||
|
||||
/** Log probability threshold. */
|
||||
public float logprob_thold;
|
||||
|
||||
/** No speech threshold. */
|
||||
public float no_speech_thold;
|
||||
|
||||
class GreedyParams extends Structure {
|
||||
/** https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L264 */
|
||||
public int best_of;
|
||||
}
|
||||
|
||||
/** Greedy decoding parameters. */
|
||||
public GreedyParams greedy;
|
||||
|
||||
class BeamSearchParams extends Structure {
|
||||
/** ref: https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/transcribe.py#L265 */
|
||||
int beam_size;
|
||||
|
||||
/** ref: https://arxiv.org/pdf/2204.05424.pdf */
|
||||
float patience;
|
||||
}
|
||||
|
||||
/**
|
||||
* Beam search decoding parameters.
|
||||
*/
|
||||
public BeamSearchParams beam_search;
|
||||
|
||||
/**
|
||||
* Callback for every newly generated text segment.
|
||||
*/
|
||||
public WhisperNewSegmentCallback new_segment_callback;
|
||||
|
||||
/**
|
||||
* User data for the new_segment_callback.
|
||||
*/
|
||||
public Pointer new_segment_callback_user_data;
|
||||
|
||||
/**
|
||||
* Callback on each progress update.
|
||||
*/
|
||||
public WhisperProgressCallback progress_callback;
|
||||
|
||||
/**
|
||||
* User data for the progress_callback.
|
||||
*/
|
||||
public Pointer progress_callback_user_data;
|
||||
|
||||
/**
|
||||
* Callback each time before the encoder starts.
|
||||
*/
|
||||
public WhisperEncoderBeginCallback encoder_begin_callback;
|
||||
|
||||
/**
|
||||
* User data for the encoder_begin_callback.
|
||||
*/
|
||||
public Pointer encoder_begin_callback_user_data;
|
||||
|
||||
/**
|
||||
* Callback by each decoder to filter obtained logits.
|
||||
*/
|
||||
public WhisperLogitsFilterCallback logits_filter_callback;
|
||||
|
||||
/**
|
||||
* User data for the logits_filter_callback.
|
||||
*/
|
||||
public Pointer logits_filter_callback_user_data;
|
||||
}
|
||||
|
||||
@ -0,0 +1,15 @@
|
||||
package io.github.ggerganov.whispercpp.params;
|
||||
|
||||
public class WhisperHParams {
|
||||
int n_vocab = 51864;
|
||||
int n_audio_ctx = 1500;
|
||||
int n_audio_state = 384;
|
||||
int n_audio_head = 6;
|
||||
int n_audio_layer = 4;
|
||||
int n_text_ctx = 448;
|
||||
int n_text_state = 384;
|
||||
int n_text_head = 6;
|
||||
int n_text_layer = 4;
|
||||
int n_mels = 80;
|
||||
int ftype = 1;
|
||||
}
|
||||
@ -0,0 +1,7 @@
|
||||
package io.github.ggerganov.whispercpp.params;
|
||||
|
||||
import com.sun.jna.Structure;
|
||||
|
||||
public class WhisperJavaParams extends Structure {
|
||||
|
||||
}
|
||||
@ -0,0 +1,10 @@
|
||||
package io.github.ggerganov.whispercpp.params;
|
||||
|
||||
/** Available sampling strategies */
|
||||
public enum WhisperSamplingStrategy {
|
||||
/** similar to OpenAI's GreedyDecoder */
|
||||
WHISPER_SAMPLING_GREEDY,
|
||||
|
||||
/** similar to OpenAI's BeamSearchDecoder */
|
||||
WHISPER_SAMPLING_BEAM_SEARCH
|
||||
}
|
||||
@ -0,0 +1,75 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import static org.junit.jupiter.api.Assertions.*;
|
||||
|
||||
import io.github.ggerganov.whispercpp.params.WhisperJavaParams;
|
||||
import io.github.ggerganov.whispercpp.params.WhisperSamplingStrategy;
|
||||
import org.junit.jupiter.api.BeforeAll;
|
||||
import org.junit.jupiter.api.Test;
|
||||
import javax.sound.sampled.AudioInputStream;
|
||||
import javax.sound.sampled.AudioSystem;
|
||||
import java.io.File;
|
||||
import java.io.FileNotFoundException;
|
||||
|
||||
class WhisperCppTest {
|
||||
private static WhisperCpp whisper = new WhisperCpp();
|
||||
private static boolean modelInitialised = false;
|
||||
|
||||
@BeforeAll
|
||||
static void init() throws FileNotFoundException {
|
||||
// By default, models are loaded from ~/.cache/whisper/ and are usually named "ggml-${name}.bin"
|
||||
// or you can provide the absolute path to the model file.
|
||||
String modelName = "base.en";
|
||||
try {
|
||||
whisper.initContext(modelName);
|
||||
whisper.getDefaultJavaParams(WhisperSamplingStrategy.WHISPER_SAMPLING_GREEDY);
|
||||
// whisper.getDefaultJavaParams(WhisperSamplingStrategy.WHISPER_SAMPLING_BEAM_SEARCH);
|
||||
modelInitialised = true;
|
||||
} catch (FileNotFoundException ex) {
|
||||
System.out.println("Model " + modelName + " not found");
|
||||
}
|
||||
}
|
||||
|
||||
@Test
|
||||
void testGetDefaultJavaParams() {
|
||||
// When
|
||||
whisper.getDefaultJavaParams(WhisperSamplingStrategy.WHISPER_SAMPLING_BEAM_SEARCH);
|
||||
|
||||
// Then if it doesn't throw we've connected to whisper.cpp
|
||||
}
|
||||
|
||||
@Test
|
||||
void testFullTranscribe() throws Exception {
|
||||
if (!modelInitialised) {
|
||||
System.out.println("Model not initialised, skipping test");
|
||||
return;
|
||||
}
|
||||
|
||||
// Given
|
||||
File file = new File(System.getProperty("user.dir"), "../../samples/jfk.wav");
|
||||
AudioInputStream audioInputStream = AudioSystem.getAudioInputStream(file);
|
||||
|
||||
byte[] b = new byte[audioInputStream.available()];
|
||||
float[] floats = new float[b.length / 2];
|
||||
|
||||
try {
|
||||
audioInputStream.read(b);
|
||||
|
||||
for (int i = 0, j = 0; i < b.length; i += 2, j++) {
|
||||
int intSample = (int) (b[i + 1]) << 8 | (int) (b[i]) & 0xFF;
|
||||
floats[j] = intSample / 32767.0f;
|
||||
}
|
||||
|
||||
// When
|
||||
String result = whisper.fullTranscribe(/*params,*/ floats);
|
||||
|
||||
// Then
|
||||
System.out.println(result);
|
||||
assertEquals("And so my fellow Americans, ask not what your country can do for you, " +
|
||||
"ask what you can do for your country.",
|
||||
result);
|
||||
} finally {
|
||||
audioInputStream.close();
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -0,0 +1,17 @@
|
||||
package io.github.ggerganov.whispercpp;
|
||||
|
||||
import static org.junit.jupiter.api.Assertions.*;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
|
||||
class WhisperJnaLibraryTest {
|
||||
|
||||
@Test
|
||||
void testWhisperPrint_system_info() {
|
||||
String systemInfo = WhisperCppJnaLibrary.instance.whisper_print_system_info();
|
||||
// eg: "AVX = 1 | AVX2 = 1 | AVX512 = 0 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0
|
||||
// | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | VSX = 0 | COREML = 0 | "
|
||||
System.out.println("System info: " + systemInfo);
|
||||
assertTrue(systemInfo.length() > 10);
|
||||
}
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user