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z95;rEazl;v_AIs=Gj<+On?c*QrGFN>Pj2e|wii3E4?D3F|F^Kvd(_T7=EjX~jOqhao!N?xzk+O`3~v=LJPCBNL7}+)1WOBh-0C#t?j-cV%-|t z7{>FahJ_q+d@baeIG`zL0M(Zpv%;h8Pdc@tu3)PVB_>gN3|?{9jnd z^EnLesD7Bw-iUl#{l&Q_^w0M8(N65dPVB@@74x|U{5|iX yw69YecXZoy&FSQGTd%vNSi7}vN27Cpnf-qNAVzLRLHL#c0000md literal 0 HcmV?d00001 From 13ae9982832417a198dedfeb6a15cb9a94e5c385 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Mon, 25 Nov 2024 00:50:58 -0600 Subject: [PATCH 02/10] Create multilingual-support.md --- community/rfcs/multilingual-support.md | 43 ++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100644 community/rfcs/multilingual-support.md diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md new file mode 100644 index 00000000..cd0c7f70 --- /dev/null +++ b/community/rfcs/multilingual-support.md @@ -0,0 +1,43 @@ +# Multilingual-support microservice (MM-RAG) + +## Author + +[Siddhi Velankar](https://github.com/siddhivelankar23), + +## Status + +Under review + +## Objective + +The objective of this RFC is to propose the creation of a separate multilingual-support microservice to handle translation that can be seamlessly used with other microservices. Currently, translation exists as a separate megaservice, which makes it difficult to integrate with other standalone microservices or applications. This proposal aims to simplify and standardize the process of multilingual support by creating a dedicated, scalable, and easily integrable microservice that can seamlessly interact with other services within the system architecture. The goal is to provide a flexible, centralized approach to translation and enhancing the user experience across various languages. + +## Motivation + +In the current system, translation is managed by a monolithic megaservice, which is challenging to integrate with other microservices. +By introducing multilingual support as a standalone microservice, we aim to decouple the translation functionality from other services, making it easier to scale and manage. + + +## Design Proposal +This RFC proposes a Multimodal Retrieval-Augmented Generation (MM-RAG) architecture detailed in the following figure. + +![Enterprise RAG Architecture](./assets/enterprise-rag-translation.png) + +The proposed architecture involves the creation of a new microservice called multilingual-support. +This microservice detects the language of the user's query as well as the response from the first llm microservice. +It then configures a translation prompt to convert the answer from the response language to the query language. +This prompt is sent to the second llm microservice to generate the final answer. +This ensures seamless, accurate communication across different languages in real time. + + +Signature of multilingual-support microservice +```python +@traceable(run_type="multilingual") +@register_statistics(names=["opea_service@multilingual_support"]) +def embedding(input: LLMParamsDoc) -> Union[LLMParamsDoc, ChatCompletionRequest, SearchedDoc]: +``` + + + +## Use-case Stories + From 730bda7ab01902831f4683730e6bca6903a5f3f6 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Mon, 25 Nov 2024 00:51:50 -0600 Subject: [PATCH 03/10] Update multilingual-support.md --- community/rfcs/multilingual-support.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md index cd0c7f70..01622d3e 100644 --- a/community/rfcs/multilingual-support.md +++ b/community/rfcs/multilingual-support.md @@ -19,7 +19,7 @@ By introducing multilingual support as a standalone microservice, we aim to deco ## Design Proposal -This RFC proposes a Multimodal Retrieval-Augmented Generation (MM-RAG) architecture detailed in the following figure. + ![Enterprise RAG Architecture](./assets/enterprise-rag-translation.png) @@ -32,7 +32,7 @@ This ensures seamless, accurate communication across different languages in real Signature of multilingual-support microservice ```python -@traceable(run_type="multilingual") +@traceable(run_type="multilingual-support") @register_statistics(names=["opea_service@multilingual_support"]) def embedding(input: LLMParamsDoc) -> Union[LLMParamsDoc, ChatCompletionRequest, SearchedDoc]: ``` From c641713fe611c4051563df8374e2fc0ec3e86ab8 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Mon, 25 Nov 2024 00:52:00 -0600 Subject: [PATCH 04/10] Update multilingual-support.md --- community/rfcs/multilingual-support.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md index 01622d3e..2a56535d 100644 --- a/community/rfcs/multilingual-support.md +++ b/community/rfcs/multilingual-support.md @@ -2,7 +2,7 @@ ## Author -[Siddhi Velankar](https://github.com/siddhivelankar23), +[Siddhi Velankar](https://github.com/siddhivelankar23) ## Status From 9475d79751278a5016149facc1ff7c391f4289a5 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Mon, 25 Nov 2024 00:52:11 -0600 Subject: [PATCH 05/10] Update multilingual-support.md --- community/rfcs/multilingual-support.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md index 2a56535d..93596332 100644 --- a/community/rfcs/multilingual-support.md +++ b/community/rfcs/multilingual-support.md @@ -1,4 +1,4 @@ -# Multilingual-support microservice (MM-RAG) +# Multilingual-support microservice ## Author From d27f6dead3cf27cb5f8fa809b0c8d940421d0e30 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Mon, 25 Nov 2024 18:10:27 -0600 Subject: [PATCH 06/10] Update multilingual-support.md --- community/rfcs/multilingual-support.md | 5 ----- 1 file changed, 5 deletions(-) diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md index 93596332..f98400e0 100644 --- a/community/rfcs/multilingual-support.md +++ b/community/rfcs/multilingual-support.md @@ -36,8 +36,3 @@ Signature of multilingual-support microservice @register_statistics(names=["opea_service@multilingual_support"]) def embedding(input: LLMParamsDoc) -> Union[LLMParamsDoc, ChatCompletionRequest, SearchedDoc]: ``` - - - -## Use-case Stories - From 56968ccc108303d7ec4233e550ab4a23a66eda13 Mon Sep 17 00:00:00 2001 From: Siddhi Velankar Date: Tue, 10 Dec 2024 14:46:43 -0600 Subject: [PATCH 07/10] Add files via upload --- .../translation-enterprise-rag2.drawio.png | Bin 0 -> 45204 bytes 1 file changed, 0 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14:55:29 -0600 Subject: [PATCH 10/10] Update multilingual-support.md --- community/rfcs/multilingual-support.md | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/community/rfcs/multilingual-support.md b/community/rfcs/multilingual-support.md index f98400e0..13ac498a 100644 --- a/community/rfcs/multilingual-support.md +++ b/community/rfcs/multilingual-support.md @@ -22,11 +22,15 @@ By introducing multilingual support as a standalone microservice, we aim to deco ![Enterprise RAG Architecture](./assets/enterprise-rag-translation.png) +![Multilingual support microservice](./assets/multilingual-support.png) + The proposed architecture involves the creation of a new microservice called multilingual-support. -This microservice detects the language of the user's query as well as the response from the first llm microservice. -It then configures a translation prompt to convert the answer from the response language to the query language. -This prompt is sent to the second llm microservice to generate the final answer. +This microservice does the following - +1. Detects the language of the user's query as well as the response from the first llm microservice. +2. Configures a translation prompt to convert the answer from the response language to the query language. +3. This prompt is sent to the second llm microservice to generate the final answer. + This ensures seamless, accurate communication across different languages in real time.

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