Added new base models and removed Preview wording (#6262)
* Update DispatchMigrationExample.md Remove separate bf orchestrator plugin install instruction * Update README.md - Updated links to bf cli orchestrator - Updated bf cli links in references - Removed english only support * updated orchstrator links * Update nlr_versions.json * Removed preview
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# Orchestrator (PREVIEW)
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# Orchestrator
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Conversational AI applications today are built using disparate technologies to fulfill language understanding (LU) needs, such as [LUIS][1] and [QnA Maker][2]. Often, conversational AI applications are also built by accessing subsequent [skills][3], each of which handle a specific conversation topic and can be built using different LU technologies. Hence, conversational AI applications typically require LU to route an incoming user request to an appropriate skill or to dispatch to a specific sub-component.
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# Prebuilt Language Models
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Prebuilt language models have been trained towards more sophisticated tasks for both monolingual as well as multilingual scenarios, including intent prediction and entity extraction.
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Entity extraction is currently experimental and not yet for production use.
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Entity extraction is currently experimental and not yet readt for production use.
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The public preview of Orchestrator includes the following prebuilt language models available in [versions repository][2].
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The following prebuilt language models are now available in [versions repository][2].
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See the [References](#references) section for technical descriptions of the AI technology behind the models .
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@ -148,7 +148,7 @@ The models are released under the following [License Terms][6].
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* [Microsoft AI At Scale][10]
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[1]: https://arxiv.org/abs/2002.12804 "UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training"
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[2]: https://aka.ms/nlrversions
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[2]: https://aka.ms/nlrversions_0.2
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[3]: https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm
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[4]: https://github.com/snipsco/snips-nlu "Snips NLU"
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[5]: https://github.com/snipsco/snips-nlu-metrics "Snips NLU Metrics"
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@ -77,9 +77,8 @@ A commonly requested feature as the part of intent triggering is to provide the
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An important extension that will be made in the upcoming releases is the support for multi-lingual models and possibly also specialized international models prioritized by languages supported by other Microsoft offerings.
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### Possible additional improvements based on the preview feedback
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As we collect more feedback from the community during the preview there may be additional areas of improvements that we’ll address in the upcoming releases. We encourage users to submit them through GitHub.
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### Possible additional improvements based on community feedback
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As we collect more feedback from the community, there may be additional areas of improvements that we’ll address in the upcoming releases. We encourage users to submit them through GitHub.
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[1]:https://docs.microsoft.com/azure/bot-service/bot-builder-tutorial-dispatch?view=azure-bot-service-4.0&tabs=cs
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[2]:https://docs.microsoft.com/azure/bot-service/bot-builder-skills-overview?view=azure-bot-service-4.0
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@ -101,6 +100,6 @@ As we collect more feedback from the community during the preview there may be a
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[18]:https://en.wikipedia.org/wiki/Active_learning_(machine_learning)
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[19]:https://en.wikipedia.org/wiki/Precision_and_recall
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[20]:https://docs.microsoft.com/dotnet/api/microsoft.bot.builder.ai.orchestrator?view=botbuilder-dotnet-stable
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[21]: https://aka.ms/nlrversions_0.2
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[21]:https://aka.ms/nlrversions_0.2
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@ -59,6 +59,72 @@
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"modelUri": "https://aka.ms/pretrained.20210205.microsoft.dte.00.06.unicoder_multilingual.onnx",
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"description": "Bot Framework SDK release 4.12 - Multilingual ONNX V1.4 6-layer per-token intent base model",
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"minSDKVersion": "4.12.0"
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},
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"pretrained.20210401.microsoft.dte.00.12.en.onnx": {
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"releaseDate": "04/01/2021",
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"modelUri": "https://aka.ms/pretrained.20210401.microsoft.dte.00.12.en.onnx",
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"description": "Bot Framework SDK release 4.13 - English ONNX V1.4 12-layer per-token intent base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210320.microsoft.dte.00.12.bert_example_ner_addon_free.en.onnx": {
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"releaseDate": "03/20/2021",
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"modelUri": "https://aka.ms/onnx/pretrained.20210320.microsoft.dte.00.12.bert_example_ner_addon_free.en.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - English ONNX V1.4 12-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210105.microsoft.dte.00.12.bert_example_ner_multilingual.onnx": {
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"releaseDate": "01/05/2021",
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"modelUri": "https://aka.ms/pretrained.20210105.microsoft.dte.00.12.bert_example_ner_multilingual.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 12-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210105.microsoft.dte.00.12.tulr_example_ner_multilingual.onnx": {
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"releaseDate": "01/05/2021",
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"modelUri": "https://aka.ms/pretrained.20210105.microsoft.dte.00.12.tulr_example_ner_multilingual.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 12-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210326.microsoft.dte.00.12.tulr_example_ner_multilingual_addon_free.onnx": {
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"releaseDate": "03/26/2021",
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"modelUri": "https://aka.ms/pretrained.20210105.microsoft.dte.00.12.tulr_example_ner_multilingual_addon_free.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 12-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210326.microsoft.dte.00.06.bert_example_ner_addon_free.en.onnx": {
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"releaseDate": "03/26/2021",
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"modelUri": "https://aka.ms/pretrained.20210326.microsoft.dte.00.06.bert_example_ner_addon_free.en.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - English ONNX V1.4 6-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210401.microsoft.dte.00.06.bert_example_ner_addon_free.en.onnx": {
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"releaseDate": "04/01/2021",
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"modelUri": "https://aka.ms/pretrained.20210401.microsoft.dte.00.06.bert_example_ner_addon_free.en.onnx.zip",
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"description": "(experimental) Bot Framework SDK release 4.13 - English ONNX V1.4 6-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210401.microsoft.dte.00.03.bert_example_ner_addon_free.en.onnx": {
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"releaseDate": "04/01/2021",
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"modelUri": "https://aka.ms/pretrained.20210401.microsoft.dte.00.03.bert_example_ner_addon_free.en.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - English ONNX V1.4 3-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210205.microsoft.dte.00.06.bert_example_ner_multilingual.onnx": {
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"releaseDate": "02/05/2021",
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"modelUri": "https://aka.ms/pretrained.20210205.microsoft.dte.00.06.bert_example_ner_multilingual.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 6-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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},
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"pretrained.20210205.microsoft.dte.00.06.tulr_example_ner_multilingual.onnx": {
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"releaseDate": "02/05/2021",
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"modelUri": "https://aka.ms/pretrained.20210205.microsoft.dte.00.06.tulr_example_ner_multilingual.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 6-layer per-token entity base model",
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"minSDKVersion": "4.10.0"
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},
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"pretrained.20210326.microsoft.dte.00.06.tulr_example_ner_multilingual_addon_free.onnx": {
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"releaseDate": "03/26/2021",
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"modelUri": "https://aka.ms/pretrained.20210205.microsoft.dte.00.06.tulr_example_ner_multilingual_addon_free.onnx",
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"description": "(experimental) Bot Framework SDK release 4.13 - Multilingual ONNX V1.4 6-layer per-token entity base model",
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"minSDKVersion": "4.13.0"
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}
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}
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}
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