diff --git a/docs/src/content/docs/archive-processing/tar-inflate-processor.md b/docs/src/content/docs/archive-processing/tar-inflate-processor.md
index b74f5fae6..c9492a878 100644
--- a/docs/src/content/docs/archive-processing/tar-inflate-processor.md
+++ b/docs/src/content/docs/archive-processing/tar-inflate-processor.md
@@ -6,7 +6,7 @@ title: TAR Inflate
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/archive-processing/zip-deflate-processor.md b/docs/src/content/docs/archive-processing/zip-deflate-processor.md
index 77530edaa..9b71ce441 100644
--- a/docs/src/content/docs/archive-processing/zip-deflate-processor.md
+++ b/docs/src/content/docs/archive-processing/zip-deflate-processor.md
@@ -6,7 +6,7 @@ title: Zip
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/archive-processing/zip-inflate-processor.md b/docs/src/content/docs/archive-processing/zip-inflate-processor.md
index cf1cd1ce1..b7f696ded 100644
--- a/docs/src/content/docs/archive-processing/zip-inflate-processor.md
+++ b/docs/src/content/docs/archive-processing/zip-inflate-processor.md
@@ -6,7 +6,7 @@ title: Unzip
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/audio-processing/audio-metadata-extractor.md b/docs/src/content/docs/audio-processing/audio-metadata-extractor.md
index d485063dd..4e838986c 100644
--- a/docs/src/content/docs/audio-processing/audio-metadata-extractor.md
+++ b/docs/src/content/docs/audio-processing/audio-metadata-extractor.md
@@ -6,7 +6,7 @@ title: Audio Metadata
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/audio-processing/bark-synthesizer.md b/docs/src/content/docs/audio-processing/bark-synthesizer.md
index 9caa06165..45f0a3b74 100644
--- a/docs/src/content/docs/audio-processing/bark-synthesizer.md
+++ b/docs/src/content/docs/audio-processing/bark-synthesizer.md
@@ -6,7 +6,7 @@ title: Bark
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/audio-processing/polly-synthesizer.md b/docs/src/content/docs/audio-processing/polly-synthesizer.md
index 3fab54748..ee43edbe8 100644
--- a/docs/src/content/docs/audio-processing/polly-synthesizer.md
+++ b/docs/src/content/docs/audio-processing/polly-synthesizer.md
@@ -6,7 +6,7 @@ title: Polly
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/audio-processing/transcribe-audio-processor.md b/docs/src/content/docs/audio-processing/transcribe-audio-processor.md
index dc4b9fceb..9ab78fb8a 100644
--- a/docs/src/content/docs/audio-processing/transcribe-audio-processor.md
+++ b/docs/src/content/docs/audio-processing/transcribe-audio-processor.md
@@ -6,7 +6,7 @@ title: Transcribe
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/audio-processing/whisper-transcriber.md b/docs/src/content/docs/audio-processing/whisper-transcriber.md
index 2e53131c9..e3ed1c0f0 100644
--- a/docs/src/content/docs/audio-processing/whisper-transcriber.md
+++ b/docs/src/content/docs/audio-processing/whisper-transcriber.md
@@ -6,7 +6,7 @@ title: Whisper
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/data-stores/firehose-storage-connector.md b/docs/src/content/docs/data-stores/firehose-storage-connector.md
index 7cd493409..f70a20bfb 100644
--- a/docs/src/content/docs/data-stores/firehose-storage-connector.md
+++ b/docs/src/content/docs/data-stores/firehose-storage-connector.md
@@ -6,7 +6,7 @@ title: Firehose Connector
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/data-stores/s3-storage-connector.md b/docs/src/content/docs/data-stores/s3-storage-connector.md
index 33a3e46b8..d4994a289 100644
--- a/docs/src/content/docs/data-stores/s3-storage-connector.md
+++ b/docs/src/content/docs/data-stores/s3-storage-connector.md
@@ -6,7 +6,7 @@ title: S3 Connector
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/data-stores/sqs-storage-connector.md b/docs/src/content/docs/data-stores/sqs-storage-connector.md
index 7a1224fc3..e1528e420 100644
--- a/docs/src/content/docs/data-stores/sqs-storage-connector.md
+++ b/docs/src/content/docs/data-stores/sqs-storage-connector.md
@@ -6,7 +6,7 @@ title: SQS Connector
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/embedding-processing/clip-image-processor.md b/docs/src/content/docs/embedding-processing/clip-image-processor.md
index 2d020c1e7..44328519a 100644
--- a/docs/src/content/docs/embedding-processing/clip-image-processor.md
+++ b/docs/src/content/docs/embedding-processing/clip-image-processor.md
@@ -6,7 +6,7 @@ title: CLIP
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/embedding-processing/panns-embedding-processor.md b/docs/src/content/docs/embedding-processing/panns-embedding-processor.md
index 9fa111cdf..61c934a47 100644
--- a/docs/src/content/docs/embedding-processing/panns-embedding-processor.md
+++ b/docs/src/content/docs/embedding-processing/panns-embedding-processor.md
@@ -6,7 +6,7 @@ title: PANN
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/flow-control/condition.md b/docs/src/content/docs/flow-control/condition.md
index 3dab56354..7c6454530 100644
--- a/docs/src/content/docs/flow-control/condition.md
+++ b/docs/src/content/docs/flow-control/condition.md
@@ -6,7 +6,7 @@ title: Condition
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/flow-control/delay.md b/docs/src/content/docs/flow-control/delay.md
index 49ae43101..6888b99d1 100644
--- a/docs/src/content/docs/flow-control/delay.md
+++ b/docs/src/content/docs/flow-control/delay.md
@@ -6,7 +6,7 @@ title: Delay
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/flow-control/passthrough.md b/docs/src/content/docs/flow-control/passthrough.md
index 38f14e93c..56b038a06 100644
--- a/docs/src/content/docs/flow-control/passthrough.md
+++ b/docs/src/content/docs/flow-control/passthrough.md
@@ -6,7 +6,7 @@ title: Passthrough
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/flow-control/reducer.md b/docs/src/content/docs/flow-control/reducer.md
index e1ee51168..1f334960a 100644
--- a/docs/src/content/docs/flow-control/reducer.md
+++ b/docs/src/content/docs/flow-control/reducer.md
@@ -6,7 +6,7 @@ title: Reducer
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/generative-ai/structured-entity-extractor.md b/docs/src/content/docs/generative-ai/structured-entity-extractor.md
index a42a1f3a7..fddd98322 100644
--- a/docs/src/content/docs/generative-ai/structured-entity-extractor.md
+++ b/docs/src/content/docs/generative-ai/structured-entity-extractor.md
@@ -6,7 +6,7 @@ title: Extractor
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/image-processing/image-layer-processor.md b/docs/src/content/docs/image-processing/image-layer-processor.md
index f7c5478bd..db955860f 100644
--- a/docs/src/content/docs/image-processing/image-layer-processor.md
+++ b/docs/src/content/docs/image-processing/image-layer-processor.md
@@ -6,7 +6,7 @@ title: Drawing
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/image-processing/image-metadata-extractor.md b/docs/src/content/docs/image-processing/image-metadata-extractor.md
index f6950bf24..bafe10f41 100644
--- a/docs/src/content/docs/image-processing/image-metadata-extractor.md
+++ b/docs/src/content/docs/image-processing/image-metadata-extractor.md
@@ -6,7 +6,7 @@ title: Image Metadata
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/bert-extractive-summarizer.md b/docs/src/content/docs/text-processing/bert-extractive-summarizer.md
index c48b6b236..817660b79 100644
--- a/docs/src/content/docs/text-processing/bert-extractive-summarizer.md
+++ b/docs/src/content/docs/text-processing/bert-extractive-summarizer.md
@@ -6,7 +6,7 @@ title: BERT Summarizer
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/email-text-processor.md b/docs/src/content/docs/text-processing/email-text-processor.md
index 72c2e5701..a9fead6ec 100644
--- a/docs/src/content/docs/text-processing/email-text-processor.md
+++ b/docs/src/content/docs/text-processing/email-text-processor.md
@@ -6,7 +6,7 @@ title: Email
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/jmespath-processor.md b/docs/src/content/docs/text-processing/jmespath-processor.md
index bb2da4e4b..630d4e966 100644
--- a/docs/src/content/docs/text-processing/jmespath-processor.md
+++ b/docs/src/content/docs/text-processing/jmespath-processor.md
@@ -6,7 +6,7 @@ title: JMESPath
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/keybert-text-processor.md b/docs/src/content/docs/text-processing/keybert-text-processor.md
index bc17f8a2e..ae8d08f90 100644
--- a/docs/src/content/docs/text-processing/keybert-text-processor.md
+++ b/docs/src/content/docs/text-processing/keybert-text-processor.md
@@ -6,7 +6,7 @@ title: KeyBERT
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/newspaper3k.md b/docs/src/content/docs/text-processing/newspaper3k.md
index 7b9dfbac8..7c10f4c24 100644
--- a/docs/src/content/docs/text-processing/newspaper3k.md
+++ b/docs/src/content/docs/text-processing/newspaper3k.md
@@ -6,7 +6,7 @@ title: Newspaper3k
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/nlp-text-processor.md b/docs/src/content/docs/text-processing/nlp-text-processor.md
index 43319b589..ad78f3e69 100644
--- a/docs/src/content/docs/text-processing/nlp-text-processor.md
+++ b/docs/src/content/docs/text-processing/nlp-text-processor.md
@@ -6,7 +6,7 @@ title: NLP
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/pandoc-text-converter.md b/docs/src/content/docs/text-processing/pandoc-text-converter.md
index 694211921..d7fa2eb15 100644
--- a/docs/src/content/docs/text-processing/pandoc-text-converter.md
+++ b/docs/src/content/docs/text-processing/pandoc-text-converter.md
@@ -6,7 +6,7 @@ title: Pandoc
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/pdf-text-converter.md b/docs/src/content/docs/text-processing/pdf-text-converter.md
index fcc98e1fc..74ca68013 100644
--- a/docs/src/content/docs/text-processing/pdf-text-converter.md
+++ b/docs/src/content/docs/text-processing/pdf-text-converter.md
@@ -6,7 +6,7 @@ title: PDF
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/subtitle-processor.md b/docs/src/content/docs/text-processing/subtitle-processor.md
index 94c91de81..58fd7d69d 100644
--- a/docs/src/content/docs/text-processing/subtitle-processor.md
+++ b/docs/src/content/docs/text-processing/subtitle-processor.md
@@ -6,7 +6,7 @@ title: Subtitle
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/syndication-feed-processor.md b/docs/src/content/docs/text-processing/syndication-feed-processor.md
index 9d98fb833..b27f36102 100644
--- a/docs/src/content/docs/text-processing/syndication-feed-processor.md
+++ b/docs/src/content/docs/text-processing/syndication-feed-processor.md
@@ -6,7 +6,7 @@ title: RSS Feeds
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/text-transform-processor.md b/docs/src/content/docs/text-processing/text-transform-processor.md
index bf8f7a09c..70f629bf6 100644
--- a/docs/src/content/docs/text-processing/text-transform-processor.md
+++ b/docs/src/content/docs/text-processing/text-transform-processor.md
@@ -6,7 +6,7 @@ title: Text Transform
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/trafilatura.md b/docs/src/content/docs/text-processing/trafilatura.md
index 287b8c20e..b8ebb5ff0 100644
--- a/docs/src/content/docs/text-processing/trafilatura.md
+++ b/docs/src/content/docs/text-processing/trafilatura.md
@@ -6,7 +6,7 @@ title: Trafilatura
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-processing/translate-text-processor.md b/docs/src/content/docs/text-processing/translate-text-processor.md
index edf85aa4a..f65124620 100644
--- a/docs/src/content/docs/text-processing/translate-text-processor.md
+++ b/docs/src/content/docs/text-processing/translate-text-processor.md
@@ -6,7 +6,7 @@ title: Translate
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-splitters/regexp-text-splitter.md b/docs/src/content/docs/text-splitters/regexp-text-splitter.md
index 12461375b..24d6c1d05 100644
--- a/docs/src/content/docs/text-splitters/regexp-text-splitter.md
+++ b/docs/src/content/docs/text-splitters/regexp-text-splitter.md
@@ -6,7 +6,7 @@ title: Regexp Splitter
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-splitters/sentence-text-splitter.md b/docs/src/content/docs/text-splitters/sentence-text-splitter.md
index ad752e6c4..062c9d08d 100644
--- a/docs/src/content/docs/text-splitters/sentence-text-splitter.md
+++ b/docs/src/content/docs/text-splitters/sentence-text-splitter.md
@@ -6,7 +6,7 @@ title: Sentence Splitter
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/text-splitters/tiling-text-splitter.md b/docs/src/content/docs/text-splitters/tiling-text-splitter.md
index 4d12e22fa..e9dd9ad6f 100644
--- a/docs/src/content/docs/text-splitters/tiling-text-splitter.md
+++ b/docs/src/content/docs/text-splitters/tiling-text-splitter.md
@@ -6,7 +6,7 @@ title: Tiling Splitter
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/triggers/s3-event-trigger.md b/docs/src/content/docs/triggers/s3-event-trigger.md
index cd45e6b96..7d49ed196 100644
--- a/docs/src/content/docs/triggers/s3-event-trigger.md
+++ b/docs/src/content/docs/triggers/s3-event-trigger.md
@@ -6,7 +6,7 @@ title: S3 Trigger
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/triggers/scheduler-event-trigger.md b/docs/src/content/docs/triggers/scheduler-event-trigger.md
index c5e6084d3..2a89c646a 100644
--- a/docs/src/content/docs/triggers/scheduler-event-trigger.md
+++ b/docs/src/content/docs/triggers/scheduler-event-trigger.md
@@ -6,7 +6,7 @@ title: Scheduler
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/triggers/sqs-event-trigger.md b/docs/src/content/docs/triggers/sqs-event-trigger.md
index d91974d08..f95e1c043 100644
--- a/docs/src/content/docs/triggers/sqs-event-trigger.md
+++ b/docs/src/content/docs/triggers/sqs-event-trigger.md
@@ -6,7 +6,7 @@ title: SQS Trigger
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/video-processing/ffmpeg-processor.md b/docs/src/content/docs/video-processing/ffmpeg-processor.md
index 71483ba16..36906d443 100644
--- a/docs/src/content/docs/video-processing/ffmpeg-processor.md
+++ b/docs/src/content/docs/video-processing/ffmpeg-processor.md
@@ -6,7 +6,7 @@ title: FFMPEG
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/docs/src/content/docs/video-processing/metadata-extractor.md b/docs/src/content/docs/video-processing/metadata-extractor.md
index be16e6429..03336b7d6 100644
--- a/docs/src/content/docs/video-processing/metadata-extractor.md
+++ b/docs/src/content/docs/video-processing/metadata-extractor.md
@@ -6,7 +6,7 @@ title: Video Metadata
Unstable API
- 0.8.0
+ 0.9.0
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/README.md b/examples/end-to-end-use-cases/building-a-rag-pipeline/README.md
index 282b84030..c44187138 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/README.md
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/README.md
@@ -109,7 +109,7 @@ Before moving towards the retrieval step of interrogating an LLM using the RAG C
Since the OpenSearch domain deployed in this example resides in a new isolated VPC that's not accessible from the public Internet, you will need to use a bastion host in that VPC to access the OpenSearch domain from your local machine.
-> 💁 You can for example use an EC2 bastion host to establish a soft VPN connection to your VPC (see [`sshuttle`](https://github.com/sshuttle/sshuttle)). Alternatively, you can also run this example within an [AWS Cloud9](https://docs.aws.amazon.com/cloud9/latest/user-guide/welcome.html) instance located in the same VPC as the OpenSearch endpoint.
+> 💁 You can for example use an EC2 bastion host to establish a soft VPN connection to your VPC using [`sshuttle`](https://github.com/sshuttle/sshuttle). Alternatively, you can also run this example within an [AWS Cloud9](https://docs.aws.amazon.com/cloud9/latest/user-guide/welcome.html) instance located in the same VPC as the OpenSearch endpoint.
The URL of the OpenSearch domain is displayed in the CDK outputs as `OpenSearchEndpoint`, and you can check whether you have access using the following command.
@@ -139,8 +139,8 @@ npm install
You can then invoke the CLI and ask a question to your documents. For example, if your deployment region is `eu-west-1` and you would like to use Amazon Bedrock in the `us-east-1` region, you can run the following command:
```bash
-node dist/index.js \
- --opensearch-endpoint 'https://domain.eu-west-1.es.amazonaws.com' \
+npx tsx --tsconfig tsconfig.json src/index.ts \
+ --opensearch-endpoint 'https://vpc-opensearch-vectors-example.eu-west-1.es.amazonaws.com' \
--opensearch-region eu-west-1 \
--bedrock-region us-east-1
```
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/README.md b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/README.md
index fe59a950e..4deb54ede 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/README.md
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/README.md
@@ -22,15 +22,23 @@ npm install
## Access the VPC
-Because OpenSearch is deployed in a VPC private subnet for security reasons, you will need to get access to the VPC to run this tool, as it will need to query your OpenSearch index. To do so, you have two options.
+Because OpenSearch is deployed in a VPC private subnet for security reasons, you will need to get access to the VPC to run this tool, as it will need to query your OpenSearch index. To do so, you have a few options.
-### Cloud9 or EC2
+### Sshuttle
-One option is to run this example on a [Cloud9](https://aws.amazon.com/cloud9/) or EC2 instance located, or having access to, the VPC in which OpenSearch has been deployed.
+You can use an EC2 bastion host in the same VPC as the deployed example to establish a soft VPN connection to your VPC using [`sshuttle`](https://github.com/sshuttle/sshuttle). This way you local computer will be able to access instances within the example VPC as if they were on your local network.
### Port Forwarding
-Alternatively, you can use the [AWS Systems Manager Session Manager](https://docs.aws.amazon.com/systems-manager/latest/userguide/session-manager.html) to access the VPC from your local machine using port forwarding.
+You can use the [AWS Systems Manager Session Manager](https://docs.aws.amazon.com/systems-manager/latest/userguide/session-manager.html) to access the VPC from your local machine using port forwarding.
+
+```bash
+aws ssm start-session \
+ --region \
+ --target \
+ --document-name AWS-StartPortForwardingSessionToRemoteHost \
+ --parameters host="", portNumber="443", localPortNumber="8443"
+```
## Usage
@@ -40,7 +48,7 @@ Run the CLI by passing it with the required configuration.
> You can also omit any parameters and let the command-line tool prompt you for the missing information.
```bash
-node dist/index.js \
+npx tsx --tsconfig tsconfig.json src/index.ts \
--opensearch-endpoint 'https://vpc-opensearch-vectors-example.eu-west-1.es.amazonaws.com' \
--opensearch-region eu-west-1 \
--bedrock-region us-east-1
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package-lock.json b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package-lock.json
index 6c2c25909..428c1de68 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package-lock.json
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package-lock.json
@@ -1,21 +1,21 @@
{
"name": "rag-cli",
- "version": "1.0.0",
+ "version": "1.1.0",
"lockfileVersion": 3,
"requires": true,
"packages": {
"": {
"name": "rag-cli",
- "version": "1.0.0",
+ "version": "1.1.0",
"hasInstallScript": true,
"license": "Apache-2.0",
"dependencies": {
- "@aws-sdk/client-bedrock-runtime": "^3.629.0",
- "@aws-sdk/credential-provider-node": "^3.629.0",
- "@opensearch-project/opensearch": "^2.11.0",
+ "@aws-sdk/client-bedrock-runtime": "^3.651.1",
+ "@aws-sdk/credential-provider-node": "^3.651.1",
+ "@opensearch-project/opensearch": "^2.12.0",
"commander": "^12.1.0",
"figlet": "^1.7.0",
- "ora": "^8.0.1",
+ "ora": "^8.1.0",
"prompts": "^2.4.2",
"zod": "^3.23.8",
"zod-error": "^1.5.0"
@@ -25,10 +25,11 @@
},
"devDependencies": {
"@types/figlet": "^1.5.8",
- "@types/node": "^22.2.0",
+ "@types/node": "^22.5.5",
"@types/prompts": "^2.4.9",
"rimraf": "^6.0.1",
- "typescript": "^5.5.4"
+ "tsx": "^4.19.1",
+ "typescript": "^5.6.2"
}
},
"node_modules/@aws-crypto/crc32": {
@@ -171,54 +172,54 @@
}
},
"node_modules/@aws-sdk/client-bedrock-runtime": {
- "version": "3.629.0",
- "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-runtime/-/client-bedrock-runtime-3.629.0.tgz",
- "integrity": "sha512-Z22b1sP6GKCu7WEpLBUPEFjwLIzIdfWvjBBx+iOUOaAz+UeraZ4Yr3MRJxbsw4HiVePeQiFBxsZui+EJ9flKDA==",
+ "version": "3.651.1",
+ "resolved": "https://registry.npmjs.org/@aws-sdk/client-bedrock-runtime/-/client-bedrock-runtime-3.651.1.tgz",
+ "integrity": "sha512-Z5UfAPm/3NjNrjm3TJxTbRcj4XwBirJE9AzS41XQ7Y3yIVTk1B1WoVHHlcIqvgQ7WO0hBSmPEntjliq3AU/7yA==",
"license": "Apache-2.0",
"dependencies": {
"@aws-crypto/sha256-browser": "5.2.0",
"@aws-crypto/sha256-js": "5.2.0",
- "@aws-sdk/client-sso-oidc": "3.629.0",
- "@aws-sdk/client-sts": "3.629.0",
- "@aws-sdk/core": "3.629.0",
- "@aws-sdk/credential-provider-node": "3.629.0",
- "@aws-sdk/middleware-host-header": "3.620.0",
- "@aws-sdk/middleware-logger": "3.609.0",
- "@aws-sdk/middleware-recursion-detection": "3.620.0",
- "@aws-sdk/middleware-user-agent": "3.620.0",
- "@aws-sdk/region-config-resolver": "3.614.0",
- "@aws-sdk/types": "3.609.0",
- "@aws-sdk/util-endpoints": "3.614.0",
- "@aws-sdk/util-user-agent-browser": "3.609.0",
- "@aws-sdk/util-user-agent-node": "3.614.0",
- "@smithy/config-resolver": "^3.0.5",
- "@smithy/core": "^2.3.2",
- "@smithy/eventstream-serde-browser": "^3.0.6",
- "@smithy/eventstream-serde-config-resolver": "^3.0.3",
- "@smithy/eventstream-serde-node": "^3.0.5",
- "@smithy/fetch-http-handler": "^3.2.4",
- "@smithy/hash-node": "^3.0.3",
- "@smithy/invalid-dependency": "^3.0.3",
- "@smithy/middleware-content-length": "^3.0.5",
- "@smithy/middleware-endpoint": "^3.1.0",
- "@smithy/middleware-retry": "^3.0.14",
- "@smithy/middleware-serde": "^3.0.3",
- "@smithy/middleware-stack": "^3.0.3",
- "@smithy/node-config-provider": "^3.1.4",
- "@smithy/node-http-handler": "^3.1.4",
- "@smithy/protocol-http": "^4.1.0",
- "@smithy/smithy-client": "^3.1.12",
- "@smithy/types": "^3.3.0",
- "@smithy/url-parser": "^3.0.3",
+ "@aws-sdk/client-sso-oidc": "3.651.1",
+ "@aws-sdk/client-sts": "3.651.1",
+ "@aws-sdk/core": "3.651.1",
+ "@aws-sdk/credential-provider-node": "3.651.1",
+ "@aws-sdk/middleware-host-header": "3.649.0",
+ "@aws-sdk/middleware-logger": "3.649.0",
+ "@aws-sdk/middleware-recursion-detection": "3.649.0",
+ "@aws-sdk/middleware-user-agent": "3.649.0",
+ "@aws-sdk/region-config-resolver": "3.649.0",
+ "@aws-sdk/types": "3.649.0",
+ "@aws-sdk/util-endpoints": "3.649.0",
+ "@aws-sdk/util-user-agent-browser": "3.649.0",
+ "@aws-sdk/util-user-agent-node": "3.649.0",
+ "@smithy/config-resolver": "^3.0.6",
+ "@smithy/core": "^2.4.1",
+ "@smithy/eventstream-serde-browser": "^3.0.7",
+ "@smithy/eventstream-serde-config-resolver": "^3.0.4",
+ "@smithy/eventstream-serde-node": "^3.0.6",
+ "@smithy/fetch-http-handler": "^3.2.5",
+ "@smithy/hash-node": "^3.0.4",
+ "@smithy/invalid-dependency": "^3.0.4",
+ "@smithy/middleware-content-length": "^3.0.6",
+ "@smithy/middleware-endpoint": "^3.1.1",
+ "@smithy/middleware-retry": "^3.0.16",
+ "@smithy/middleware-serde": "^3.0.4",
+ "@smithy/middleware-stack": "^3.0.4",
+ "@smithy/node-config-provider": "^3.1.5",
+ "@smithy/node-http-handler": "^3.2.0",
+ "@smithy/protocol-http": "^4.1.1",
+ "@smithy/smithy-client": "^3.3.0",
+ "@smithy/types": "^3.4.0",
+ "@smithy/url-parser": "^3.0.4",
"@smithy/util-base64": "^3.0.0",
"@smithy/util-body-length-browser": "^3.0.0",
"@smithy/util-body-length-node": "^3.0.0",
- "@smithy/util-defaults-mode-browser": "^3.0.14",
- "@smithy/util-defaults-mode-node": "^3.0.14",
- "@smithy/util-endpoints": "^2.0.5",
- "@smithy/util-middleware": "^3.0.3",
- "@smithy/util-retry": "^3.0.3",
- "@smithy/util-stream": "^3.1.3",
+ "@smithy/util-defaults-mode-browser": "^3.0.16",
+ "@smithy/util-defaults-mode-node": "^3.0.16",
+ "@smithy/util-endpoints": "^2.1.0",
+ "@smithy/util-middleware": "^3.0.4",
+ "@smithy/util-retry": "^3.0.4",
+ "@smithy/util-stream": "^3.1.4",
"@smithy/util-utf8": "^3.0.0",
"tslib": "^2.6.2"
},
@@ -227,47 +228,47 @@
}
},
"node_modules/@aws-sdk/client-sso": {
- "version": "3.629.0",
- "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.629.0.tgz",
- "integrity": "sha512-2w8xU4O0Grca5HmT2dXZ5fF0g39RxODtmoqHJDsK5DSt750LqDG4w3ktmBvQs3+SrpkkJOjlX5v/hb2PCxVbww==",
+ "version": "3.651.1",
+ "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso/-/client-sso-3.651.1.tgz",
+ "integrity": "sha512-Fm8PoMgiBKmmKrY6QQUGj/WW6eIiQqC1I0AiVXfO+Sqkmxcg3qex+CZBAYrTuIDnvnc/89f9N4mdL8V9DRn03Q==",
"license": "Apache-2.0",
"dependencies": {
"@aws-crypto/sha256-browser": "5.2.0",
"@aws-crypto/sha256-js": "5.2.0",
- "@aws-sdk/core": "3.629.0",
- "@aws-sdk/middleware-host-header": "3.620.0",
- "@aws-sdk/middleware-logger": "3.609.0",
- "@aws-sdk/middleware-recursion-detection": "3.620.0",
- "@aws-sdk/middleware-user-agent": "3.620.0",
- "@aws-sdk/region-config-resolver": "3.614.0",
- "@aws-sdk/types": "3.609.0",
- "@aws-sdk/util-endpoints": "3.614.0",
- "@aws-sdk/util-user-agent-browser": "3.609.0",
- "@aws-sdk/util-user-agent-node": "3.614.0",
- "@smithy/config-resolver": "^3.0.5",
- "@smithy/core": "^2.3.2",
- "@smithy/fetch-http-handler": "^3.2.4",
- "@smithy/hash-node": "^3.0.3",
- "@smithy/invalid-dependency": "^3.0.3",
- "@smithy/middleware-content-length": "^3.0.5",
- "@smithy/middleware-endpoint": "^3.1.0",
- "@smithy/middleware-retry": "^3.0.14",
- "@smithy/middleware-serde": "^3.0.3",
- "@smithy/middleware-stack": "^3.0.3",
- "@smithy/node-config-provider": "^3.1.4",
- "@smithy/node-http-handler": "^3.1.4",
- "@smithy/protocol-http": "^4.1.0",
- "@smithy/smithy-client": "^3.1.12",
- "@smithy/types": "^3.3.0",
- "@smithy/url-parser": "^3.0.3",
+ "@aws-sdk/core": "3.651.1",
+ "@aws-sdk/middleware-host-header": "3.649.0",
+ "@aws-sdk/middleware-logger": "3.649.0",
+ "@aws-sdk/middleware-recursion-detection": "3.649.0",
+ "@aws-sdk/middleware-user-agent": "3.649.0",
+ "@aws-sdk/region-config-resolver": "3.649.0",
+ "@aws-sdk/types": "3.649.0",
+ "@aws-sdk/util-endpoints": "3.649.0",
+ "@aws-sdk/util-user-agent-browser": "3.649.0",
+ "@aws-sdk/util-user-agent-node": "3.649.0",
+ "@smithy/config-resolver": "^3.0.6",
+ "@smithy/core": "^2.4.1",
+ "@smithy/fetch-http-handler": "^3.2.5",
+ "@smithy/hash-node": "^3.0.4",
+ "@smithy/invalid-dependency": "^3.0.4",
+ "@smithy/middleware-content-length": "^3.0.6",
+ "@smithy/middleware-endpoint": "^3.1.1",
+ "@smithy/middleware-retry": "^3.0.16",
+ "@smithy/middleware-serde": "^3.0.4",
+ "@smithy/middleware-stack": "^3.0.4",
+ "@smithy/node-config-provider": "^3.1.5",
+ "@smithy/node-http-handler": "^3.2.0",
+ "@smithy/protocol-http": "^4.1.1",
+ "@smithy/smithy-client": "^3.3.0",
+ "@smithy/types": "^3.4.0",
+ "@smithy/url-parser": "^3.0.4",
"@smithy/util-base64": "^3.0.0",
"@smithy/util-body-length-browser": "^3.0.0",
"@smithy/util-body-length-node": "^3.0.0",
- "@smithy/util-defaults-mode-browser": "^3.0.14",
- "@smithy/util-defaults-mode-node": "^3.0.14",
- "@smithy/util-endpoints": "^2.0.5",
- "@smithy/util-middleware": "^3.0.3",
- "@smithy/util-retry": "^3.0.3",
+ "@smithy/util-defaults-mode-browser": "^3.0.16",
+ "@smithy/util-defaults-mode-node": "^3.0.16",
+ "@smithy/util-endpoints": "^2.1.0",
+ "@smithy/util-middleware": "^3.0.4",
+ "@smithy/util-retry": "^3.0.4",
"@smithy/util-utf8": "^3.0.0",
"tslib": "^2.6.2"
},
@@ -276,48 +277,48 @@
}
},
"node_modules/@aws-sdk/client-sso-oidc": {
- "version": "3.629.0",
- "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso-oidc/-/client-sso-oidc-3.629.0.tgz",
- "integrity": "sha512-3if0LauNJPqubGYf8vnlkp+B3yAeKRuRNxfNbHlE6l510xWGcKK/ZsEmiFmfePzKKSRrDh/cxMFMScgOrXptNg==",
+ "version": "3.651.1",
+ "resolved": "https://registry.npmjs.org/@aws-sdk/client-sso-oidc/-/client-sso-oidc-3.651.1.tgz",
+ "integrity": "sha512-PKwAyTJW8pgaPIXm708haIZWBAwNycs25yNcD7OQ3NLcmgGxvrx6bSlhPEGcvwdTYwQMJsdx8ls+khlYbLqTvQ==",
"license": "Apache-2.0",
"dependencies": {
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"@aws-crypto/sha256-js": "5.2.0",
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- "@aws-sdk/credential-provider-node": "3.629.0",
- "@aws-sdk/middleware-host-header": "3.620.0",
- "@aws-sdk/middleware-logger": "3.609.0",
- "@aws-sdk/middleware-recursion-detection": "3.620.0",
- "@aws-sdk/middleware-user-agent": "3.620.0",
- "@aws-sdk/region-config-resolver": "3.614.0",
- "@aws-sdk/types": "3.609.0",
- "@aws-sdk/util-endpoints": "3.614.0",
- "@aws-sdk/util-user-agent-browser": "3.609.0",
- "@aws-sdk/util-user-agent-node": "3.614.0",
- "@smithy/config-resolver": "^3.0.5",
- "@smithy/core": "^2.3.2",
- "@smithy/fetch-http-handler": "^3.2.4",
- "@smithy/hash-node": "^3.0.3",
- "@smithy/invalid-dependency": "^3.0.3",
- "@smithy/middleware-content-length": "^3.0.5",
- "@smithy/middleware-endpoint": "^3.1.0",
- "@smithy/middleware-retry": "^3.0.14",
- "@smithy/middleware-serde": "^3.0.3",
- "@smithy/middleware-stack": "^3.0.3",
- "@smithy/node-config-provider": "^3.1.4",
- "@smithy/node-http-handler": "^3.1.4",
- "@smithy/protocol-http": "^4.1.0",
- "@smithy/smithy-client": "^3.1.12",
- "@smithy/types": "^3.3.0",
- "@smithy/url-parser": "^3.0.3",
+ "@aws-sdk/core": "3.651.1",
+ "@aws-sdk/credential-provider-node": "3.651.1",
+ "@aws-sdk/middleware-host-header": "3.649.0",
+ "@aws-sdk/middleware-logger": "3.649.0",
+ "@aws-sdk/middleware-recursion-detection": "3.649.0",
+ "@aws-sdk/middleware-user-agent": "3.649.0",
+ "@aws-sdk/region-config-resolver": "3.649.0",
+ "@aws-sdk/types": "3.649.0",
+ "@aws-sdk/util-endpoints": "3.649.0",
+ "@aws-sdk/util-user-agent-browser": "3.649.0",
+ "@aws-sdk/util-user-agent-node": "3.649.0",
+ "@smithy/config-resolver": "^3.0.6",
+ "@smithy/core": "^2.4.1",
+ "@smithy/fetch-http-handler": "^3.2.5",
+ "@smithy/hash-node": "^3.0.4",
+ "@smithy/invalid-dependency": "^3.0.4",
+ "@smithy/middleware-content-length": "^3.0.6",
+ "@smithy/middleware-endpoint": "^3.1.1",
+ "@smithy/middleware-retry": "^3.0.16",
+ "@smithy/middleware-serde": "^3.0.4",
+ "@smithy/middleware-stack": "^3.0.4",
+ "@smithy/node-config-provider": "^3.1.5",
+ "@smithy/node-http-handler": "^3.2.0",
+ "@smithy/protocol-http": "^4.1.1",
+ "@smithy/smithy-client": "^3.3.0",
+ "@smithy/types": "^3.4.0",
+ "@smithy/url-parser": "^3.0.4",
"@smithy/util-base64": "^3.0.0",
"@smithy/util-body-length-browser": "^3.0.0",
"@smithy/util-body-length-node": "^3.0.0",
- "@smithy/util-defaults-mode-browser": "^3.0.14",
- "@smithy/util-defaults-mode-node": "^3.0.14",
- "@smithy/util-endpoints": "^2.0.5",
- "@smithy/util-middleware": "^3.0.3",
- "@smithy/util-retry": "^3.0.3",
+ "@smithy/util-defaults-mode-browser": "^3.0.16",
+ "@smithy/util-defaults-mode-node": "^3.0.16",
+ "@smithy/util-endpoints": "^2.1.0",
+ "@smithy/util-middleware": "^3.0.4",
+ "@smithy/util-retry": "^3.0.4",
"@smithy/util-utf8": "^3.0.0",
"tslib": "^2.6.2"
},
@@ -325,53 +326,53 @@
"node": ">=16.0.0"
},
"peerDependencies": {
- "@aws-sdk/client-sts": "^3.629.0"
+ "@aws-sdk/client-sts": "^3.651.1"
}
},
"node_modules/@aws-sdk/client-sts": {
- "version": "3.629.0",
- "resolved": "https://registry.npmjs.org/@aws-sdk/client-sts/-/client-sts-3.629.0.tgz",
- "integrity": "sha512-RjOs371YwnSVGxhPjuluJKaxl4gcPYTAky0nPjwBime0i9/iS9nI8R8l5j7k7ec9tpFWjBPvNnThCU07pvjdzw==",
+ "version": "3.651.1",
+ "resolved": "https://registry.npmjs.org/@aws-sdk/client-sts/-/client-sts-3.651.1.tgz",
+ "integrity": "sha512-4X2RqLqeDuVLk+Omt4X+h+Fa978Wn+zek/AM4HSPi4C5XzRBEFLRRtOQUvkETvIjbEwTYQhm0LdgzcBH4bUqIg==",
"license": "Apache-2.0",
"dependencies": {
"@aws-crypto/sha256-browser": "5.2.0",
"@aws-crypto/sha256-js": "5.2.0",
- "@aws-sdk/client-sso-oidc": "3.629.0",
- "@aws-sdk/core": "3.629.0",
- "@aws-sdk/credential-provider-node": "3.629.0",
- "@aws-sdk/middleware-host-header": "3.620.0",
- "@aws-sdk/middleware-logger": "3.609.0",
- "@aws-sdk/middleware-recursion-detection": "3.620.0",
- "@aws-sdk/middleware-user-agent": "3.620.0",
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- "@aws-sdk/types": "3.609.0",
- "@aws-sdk/util-endpoints": "3.614.0",
- "@aws-sdk/util-user-agent-browser": "3.609.0",
- "@aws-sdk/util-user-agent-node": "3.614.0",
- "@smithy/config-resolver": "^3.0.5",
- "@smithy/core": "^2.3.2",
- "@smithy/fetch-http-handler": "^3.2.4",
- "@smithy/hash-node": "^3.0.3",
- "@smithy/invalid-dependency": "^3.0.3",
- "@smithy/middleware-content-length": "^3.0.5",
- "@smithy/middleware-endpoint": "^3.1.0",
- "@smithy/middleware-retry": "^3.0.14",
- "@smithy/middleware-serde": "^3.0.3",
- "@smithy/middleware-stack": "^3.0.3",
- "@smithy/node-config-provider": "^3.1.4",
- "@smithy/node-http-handler": "^3.1.4",
- "@smithy/protocol-http": "^4.1.0",
- "@smithy/smithy-client": "^3.1.12",
- "@smithy/types": "^3.3.0",
- "@smithy/url-parser": "^3.0.3",
+ "@aws-sdk/client-sso-oidc": "3.651.1",
+ "@aws-sdk/core": "3.651.1",
+ "@aws-sdk/credential-provider-node": "3.651.1",
+ "@aws-sdk/middleware-host-header": "3.649.0",
+ "@aws-sdk/middleware-logger": "3.649.0",
+ "@aws-sdk/middleware-recursion-detection": "3.649.0",
+ "@aws-sdk/middleware-user-agent": "3.649.0",
+ "@aws-sdk/region-config-resolver": "3.649.0",
+ "@aws-sdk/types": "3.649.0",
+ "@aws-sdk/util-endpoints": "3.649.0",
+ "@aws-sdk/util-user-agent-browser": "3.649.0",
+ "@aws-sdk/util-user-agent-node": "3.649.0",
+ "@smithy/config-resolver": "^3.0.6",
+ "@smithy/core": "^2.4.1",
+ "@smithy/fetch-http-handler": "^3.2.5",
+ "@smithy/hash-node": "^3.0.4",
+ "@smithy/invalid-dependency": "^3.0.4",
+ "@smithy/middleware-content-length": "^3.0.6",
+ "@smithy/middleware-endpoint": "^3.1.1",
+ "@smithy/middleware-retry": "^3.0.16",
+ "@smithy/middleware-serde": "^3.0.4",
+ "@smithy/middleware-stack": "^3.0.4",
+ "@smithy/node-config-provider": "^3.1.5",
+ "@smithy/node-http-handler": "^3.2.0",
+ "@smithy/protocol-http": "^4.1.1",
+ "@smithy/smithy-client": "^3.3.0",
+ "@smithy/types": "^3.4.0",
+ "@smithy/url-parser": "^3.0.4",
"@smithy/util-base64": "^3.0.0",
"@smithy/util-body-length-browser": "^3.0.0",
"@smithy/util-body-length-node": "^3.0.0",
- "@smithy/util-defaults-mode-browser": "^3.0.14",
- "@smithy/util-defaults-mode-node": "^3.0.14",
- "@smithy/util-endpoints": "^2.0.5",
- "@smithy/util-middleware": "^3.0.3",
- "@smithy/util-retry": "^3.0.3",
+ "@smithy/util-defaults-mode-browser": "^3.0.16",
+ "@smithy/util-defaults-mode-node": "^3.0.16",
+ "@smithy/util-endpoints": "^2.1.0",
+ "@smithy/util-middleware": "^3.0.4",
+ "@smithy/util-retry": "^3.0.4",
"@smithy/util-utf8": "^3.0.0",
"tslib": "^2.6.2"
},
@@ -380,19 +381,19 @@
}
},
"node_modules/@aws-sdk/core": {
- "version": "3.629.0",
- "resolved": "https://registry.npmjs.org/@aws-sdk/core/-/core-3.629.0.tgz",
- "integrity": "sha512-+/ShPU/tyIBM3oY1cnjgNA/tFyHtlWq+wXF9xEKRv19NOpYbWQ+xzNwVjGq8vR07cCRqy/sDQLWPhxjtuV/FiQ==",
- "license": "Apache-2.0",
- "dependencies": {
- "@smithy/core": "^2.3.2",
- "@smithy/node-config-provider": "^3.1.4",
- "@smithy/property-provider": "^3.1.3",
- "@smithy/protocol-http": "^4.1.0",
- "@smithy/signature-v4": "^4.1.0",
- "@smithy/smithy-client": "^3.1.12",
- "@smithy/types": "^3.3.0",
- "@smithy/util-middleware": "^3.0.3",
+ "version": "3.651.1",
+ "resolved": "https://registry.npmjs.org/@aws-sdk/core/-/core-3.651.1.tgz",
+ "integrity": "sha512-eqOq3W39K+5QTP5GAXtmP2s9B7hhM2pVz8OPe5tqob8o1xQgkwdgHerf3FoshO9bs0LDxassU/fUSz1wlwqfqg==",
+ "license": "Apache-2.0",
+ "dependencies": {
+ "@smithy/core": "^2.4.1",
+ "@smithy/node-config-provider": "^3.1.5",
+ "@smithy/property-provider": "^3.1.4",
+ "@smithy/protocol-http": "^4.1.1",
+ "@smithy/signature-v4": "^4.1.1",
+ "@smithy/smithy-client": "^3.3.0",
+ "@smithy/types": "^3.4.0",
+ "@smithy/util-middleware": "^3.0.4",
"fast-xml-parser": "4.4.1",
"tslib": "^2.6.2"
},
@@ -401,14 +402,14 @@
}
},
"node_modules/@aws-sdk/credential-provider-env": {
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+ "resolved": "https://registry.npmjs.org/@smithy/util-retry/-/util-retry-3.0.6.tgz",
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"license": "MIT",
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+ "license": "MIT",
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+ "restore-cursor": "^5.0.0"
},
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+ "hasInstallScript": true,
+ "license": "MIT",
+ "bin": {
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+ "@esbuild/win32-arm64": "0.23.1",
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+ "resolved": "https://registry.npmjs.org/fsevents/-/fsevents-2.3.3.tgz",
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"dev": true,
- "license": "ISC",
+ "hasInstallScript": true,
+ "license": "MIT",
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"engines": {
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- "funding": {
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+ "node": "^8.16.0 || ^10.6.0 || >=11.0.0"
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"resolved": "https://registry.npmjs.org/get-east-asian-width/-/get-east-asian-width-1.2.0.tgz",
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+ "license": "MIT",
"engines": {
"node": ">=18"
},
@@ -1661,6 +2117,19 @@
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+ "resolved": "https://registry.npmjs.org/get-tsconfig/-/get-tsconfig-4.8.1.tgz",
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+ "dev": true,
+ "license": "MIT",
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+ "version": "5.0.1",
+ "resolved": "https://registry.npmjs.org/mimic-function/-/mimic-function-5.0.1.tgz",
+ "integrity": "sha512-VP79XUPxV2CigYP3jWwAUFSku2aKqBH7uTAapFWCBqutsbmDo96KY5o8uh6U+/YSIn5OxJnXp73beVkpqMIGhA==",
+ "license": "MIT",
"engines": {
- "node": ">=6"
+ "node": ">=18"
+ },
+ "funding": {
+ "url": "https://github.com/sponsors/sindresorhus"
}
},
"node_modules/minimatch": {
@@ -1844,32 +2317,34 @@
"integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA=="
},
"node_modules/onetime": {
- "version": "5.1.2",
- "resolved": "https://registry.npmjs.org/onetime/-/onetime-5.1.2.tgz",
- "integrity": "sha512-kbpaSSGJTWdAY5KPVeMOKXSrPtr8C8C7wodJbcsd51jRnmD+GZu8Y0VoU6Dm5Z4vWr0Ig/1NKuWRKf7j5aaYSg==",
+ "version": "7.0.0",
+ "resolved": "https://registry.npmjs.org/onetime/-/onetime-7.0.0.tgz",
+ "integrity": "sha512-VXJjc87FScF88uafS3JllDgvAm+c/Slfz06lorj2uAY34rlUu0Nt+v8wreiImcrgAjjIHp1rXpTDlLOGw29WwQ==",
+ "license": "MIT",
"dependencies": {
- "mimic-fn": "^2.1.0"
+ "mimic-function": "^5.0.0"
},
"engines": {
- "node": ">=6"
+ "node": ">=18"
},
"funding": {
"url": "https://github.com/sponsors/sindresorhus"
}
},
"node_modules/ora": {
- "version": "8.0.1",
- "resolved": "https://registry.npmjs.org/ora/-/ora-8.0.1.tgz",
- "integrity": "sha512-ANIvzobt1rls2BDny5fWZ3ZVKyD6nscLvfFRpQgfWsythlcsVUC9kL0zq6j2Z5z9wwp1kd7wpsD/T9qNPVLCaQ==",
+ "version": "8.1.0",
+ "resolved": "https://registry.npmjs.org/ora/-/ora-8.1.0.tgz",
+ "integrity": "sha512-GQEkNkH/GHOhPFXcqZs3IDahXEQcQxsSjEkK4KvEEST4t7eNzoMjxTzef+EZ+JluDEV+Raoi3WQ2CflnRdSVnQ==",
+ "license": "MIT",
"dependencies": {
"chalk": "^5.3.0",
- "cli-cursor": "^4.0.0",
+ "cli-cursor": "^5.0.0",
"cli-spinners": "^2.9.2",
"is-interactive": "^2.0.0",
"is-unicode-supported": "^2.0.0",
"log-symbols": "^6.0.0",
- "stdin-discarder": "^0.2.1",
- "string-width": "^7.0.0",
+ "stdin-discarder": "^0.2.2",
+ "string-width": "^7.2.0",
"strip-ansi": "^7.1.0"
},
"engines": {
@@ -1925,16 +2400,27 @@
"node": ">= 6"
}
},
+ "node_modules/resolve-pkg-maps": {
+ "version": "1.0.0",
+ "resolved": "https://registry.npmjs.org/resolve-pkg-maps/-/resolve-pkg-maps-1.0.0.tgz",
+ "integrity": "sha512-seS2Tj26TBVOC2NIc2rOe2y2ZO7efxITtLZcGSOnHHNOQ7CkiUBfw0Iw2ck6xkIhPwLhKNLS8BO+hEpngQlqzw==",
+ "dev": true,
+ "license": "MIT",
+ "funding": {
+ "url": "https://github.com/privatenumber/resolve-pkg-maps?sponsor=1"
+ }
+ },
"node_modules/restore-cursor": {
- "version": "4.0.0",
- "resolved": "https://registry.npmjs.org/restore-cursor/-/restore-cursor-4.0.0.tgz",
- "integrity": "sha512-I9fPXU9geO9bHOt9pHHOhOkYerIMsmVaWB0rA2AI9ERh/+x/i7MV5HKBNrg+ljO5eoPVgCcnFuRjJ9uH6I/3eg==",
+ "version": "5.1.0",
+ "resolved": "https://registry.npmjs.org/restore-cursor/-/restore-cursor-5.1.0.tgz",
+ "integrity": "sha512-oMA2dcrw6u0YfxJQXm342bFKX/E4sG9rbTzO9ptUcR/e8A33cHuvStiYOwH7fszkZlZ1z/ta9AAoPk2F4qIOHA==",
+ "license": "MIT",
"dependencies": {
- "onetime": "^5.1.0",
- "signal-exit": "^3.0.2"
+ "onetime": "^7.0.0",
+ "signal-exit": "^4.1.0"
},
"engines": {
- "node": "^12.20.0 || ^14.13.1 || >=16.0.0"
+ "node": ">=18"
},
"funding": {
"url": "https://github.com/sponsors/sindresorhus"
@@ -1989,9 +2475,16 @@
}
},
"node_modules/signal-exit": {
- "version": "3.0.7",
- "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz",
- "integrity": "sha512-wnD2ZE+l+SPC/uoS0vXeE9L1+0wuaMqKlfz9AMUo38JsyLSBWSFcHR1Rri62LZc12vLr1gb3jl7iwQhgwpAbGQ=="
+ "version": "4.1.0",
+ "resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-4.1.0.tgz",
+ "integrity": "sha512-bzyZ1e88w9O1iNJbKnOlvYTrWPDl46O1bG0D3XInv+9tkPrxrN8jUUTiFlDkkmKWgn1M6CfIA13SuGqOa9Korw==",
+ "license": "ISC",
+ "engines": {
+ "node": ">=14"
+ },
+ "funding": {
+ "url": "https://github.com/sponsors/isaacs"
+ }
},
"node_modules/sisteransi": {
"version": "1.0.5",
@@ -2010,9 +2503,10 @@
}
},
"node_modules/string-width": {
- "version": "7.1.0",
- "resolved": "https://registry.npmjs.org/string-width/-/string-width-7.1.0.tgz",
- "integrity": "sha512-SEIJCWiX7Kg4c129n48aDRwLbFb2LJmXXFrWBG4NGaRtMQ3myKPKbwrD1BKqQn74oCoNMBVrfDEr5M9YxCsrkw==",
+ "version": "7.2.0",
+ "resolved": "https://registry.npmjs.org/string-width/-/string-width-7.2.0.tgz",
+ "integrity": "sha512-tsaTIkKW9b4N+AEj+SVA+WhJzV7/zMhcSu78mLKWSk7cXMOSHsBKFWUs0fWwq8QyK3MgJBQRX6Gbi4kYbdvGkQ==",
+ "license": "MIT",
"dependencies": {
"emoji-regex": "^10.3.0",
"get-east-asian-width": "^1.0.0",
@@ -2116,15 +2610,35 @@
"license": "MIT"
},
"node_modules/tslib": {
- "version": "2.6.3",
- "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.3.tgz",
- "integrity": "sha512-xNvxJEOUiWPGhUuUdQgAJPKOOJfGnIyKySOc09XkKsgdUV/3E2zvwZYdejjmRgPCgcym1juLH3226yA7sEFJKQ==",
+ "version": "2.7.0",
+ "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.7.0.tgz",
+ "integrity": "sha512-gLXCKdN1/j47AiHiOkJN69hJmcbGTHI0ImLmbYLHykhgeN0jVGola9yVjFgzCUklsZQMW55o+dW7IXv3RCXDzA==",
"license": "0BSD"
},
+ "node_modules/tsx": {
+ "version": "4.19.1",
+ "resolved": "https://registry.npmjs.org/tsx/-/tsx-4.19.1.tgz",
+ "integrity": "sha512-0flMz1lh74BR4wOvBjuh9olbnwqCPc35OOlfyzHba0Dc+QNUeWX/Gq2YTbnwcWPO3BMd8fkzRVrHcsR+a7z7rA==",
+ "dev": true,
+ "license": "MIT",
+ "dependencies": {
+ "esbuild": "~0.23.0",
+ "get-tsconfig": "^4.7.5"
+ },
+ "bin": {
+ "tsx": "dist/cli.mjs"
+ },
+ "engines": {
+ "node": ">=18.0.0"
+ },
+ "optionalDependencies": {
+ "fsevents": "~2.3.3"
+ }
+ },
"node_modules/typescript": {
- "version": "5.5.4",
- "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.5.4.tgz",
- "integrity": "sha512-Mtq29sKDAEYP7aljRgtPOpTvOfbwRWlS6dPRzwjdE+C0R4brX/GUyhHSecbHMFLNBLcJIPt9nl9yG5TZ1weH+Q==",
+ "version": "5.6.2",
+ "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.6.2.tgz",
+ "integrity": "sha512-NW8ByodCSNCwZeghjN3o+JX5OFH0Ojg6sadjEKY4huZ52TqbJTJnDo5+Tw98lSy63NZvi4n+ez5m2u5d4PkZyw==",
"dev": true,
"license": "Apache-2.0",
"bin": {
@@ -2136,9 +2650,9 @@
}
},
"node_modules/undici-types": {
- "version": "6.18.2",
- "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.18.2.tgz",
- "integrity": "sha512-5ruQbENj95yDYJNS3TvcaxPMshV7aizdv/hWYjGIKoANWKjhWNBsr2YEuYZKodQulB1b8l7ILOuDQep3afowQQ==",
+ "version": "6.19.8",
+ "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.19.8.tgz",
+ "integrity": "sha512-ve2KP6f/JnbPBFyobGHuerC9g1FYGn/F8n1LWTwNxCEzd6IfqTwUQcNXgEtmmQ6DlRrC1hrSrBnCZPokRrDHjw==",
"dev": true,
"license": "MIT"
},
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package.json b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package.json
index 86dbadca5..820197d0f 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package.json
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/package.json
@@ -1,7 +1,7 @@
{
"name": "rag-cli",
- "version": "1.0.0",
- "description": "A CLI for interacting with documents.",
+ "version": "1.1.0",
+ "description": "A CLI for interacting with documents using retrieval augmented generation.",
"type": "module",
"private": true,
"bin": {
@@ -22,9 +22,9 @@
},
"license": "Apache-2.0",
"dependencies": {
- "@aws-sdk/client-bedrock-runtime": "^3.650.0",
- "@aws-sdk/credential-provider-node": "^3.650.0",
- "@opensearch-project/opensearch": "^2.11.0",
+ "@aws-sdk/client-bedrock-runtime": "^3.651.1",
+ "@aws-sdk/credential-provider-node": "^3.651.1",
+ "@opensearch-project/opensearch": "^2.12.0",
"commander": "^12.1.0",
"figlet": "^1.7.0",
"ora": "^8.1.0",
@@ -34,9 +34,10 @@
},
"devDependencies": {
"@types/figlet": "^1.5.8",
- "@types/node": "^22.2.0",
+ "@types/node": "^22.5.5",
"@types/prompts": "^2.4.9",
"rimraf": "^6.0.1",
- "typescript": "^5.5.4"
+ "tsx": "^4.19.1",
+ "typescript": "^5.6.2"
}
}
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-embeddings.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-embeddings.ts
index 6a3e45d41..0b0106a1b 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-embeddings.ts
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-embeddings.ts
@@ -28,12 +28,16 @@ export const createEmbeddings = async (
): Promise> => {
const response = await client.invokeModel({
body: JSON.stringify({
- inputText: text
+ texts: [text],
+ input_type: 'search_query'
}),
- modelId: 'amazon.titan-embed-text-v1',
+ modelId: 'cohere.embed-multilingual-v3',
accept: 'application/json',
contentType: 'application/json'
});
- return (JSON.parse(response.body.transformToString()).embedding);
-};
\ No newline at end of file
+ // Parse the response as a JSON object.
+ const value = JSON.parse(response.body.transformToString());
+
+ return (value.embeddings[0]);
+};
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-prompt.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-prompt.ts
deleted file mode 100644
index a5e43ea51..000000000
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/create-prompt.ts
+++ /dev/null
@@ -1,33 +0,0 @@
-/*
- * Copyright (C) 2023 Amazon.com, Inc. or its affiliates.
- *
- * 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
- *
- * http://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.
- */
-
-/**
- * Constructs a prompt for an LLM from the given chunks.
- * @param chunks the chunks to use to construct the prompt.
- * @returns a prompt that can be passed to an LLM.
- */
-export const createPrompt = (chunks: Array) => {
- let prompt = `
- Below are chunks of documents that can answer the request of the user.
- Analyze the below information to answer the user question:\n
- `;
-
- chunks.forEach((chunk: any) => {
- prompt += `${chunk}\n\n`;
- });
-
- return (prompt);
-};
\ No newline at end of file
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/find-similar-documents.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/find-similar-documents.ts
index 194078a7c..bc64e95ac 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/find-similar-documents.ts
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/find-similar-documents.ts
@@ -22,6 +22,7 @@ import { Client } from '@opensearch-project/opensearch';
* @param client the OpenSearch client.
* @param indexName the name of the index to query.
* @param embeddings the embeddings to use to find similar documents.
+ * @param question the user question to use to filter the results.
* @param k the number of similar documents to retrieve.
* @returns an array of similar documents.
*/
@@ -29,26 +30,35 @@ export const findSimilarDocuments = async (
client: Client,
indexName: string,
embeddings: Array,
+ question: string,
k = 5
): Promise> => {
- const { body } = await client.search({
+ const res = await client.search({
index: indexName,
body: {
query: {
bool: {
- must: [{
- knn: {
- embeddings: {
- vector: embeddings,
- k
+ should: [
+ {
+ knn: {
+ embeddings: {
+ vector: embeddings,
+ k
+ }
+ }
+ },
+ {
+ match: {
+ text: question
}
}
- }]
- }
+ ],
+ minimum_should_match: 1
+ },
},
size: k
}
});
- return (body.hits.hits);
+ return (res.body.hits.hits);
};
\ No newline at end of file
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/query-llm.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/query-llm.ts
index d83e1db89..bd331f7f0 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/query-llm.ts
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/common/query-llm.ts
@@ -14,30 +14,87 @@
* limitations under the License.
*/
-import { BedrockRuntime, ResponseStream } from '@aws-sdk/client-bedrock-runtime';
+import {
+ BedrockRuntime,
+ ConverseStreamCommand,
+ ConverseStreamCommandOutput,
+ Message
+} from '@aws-sdk/client-bedrock-runtime';
+
+/**
+ * The system prompt to pass with the documents.
+ */
+const SYSTEM_PROMPT = `
+ You are a question answering specialist that has been asked to answer a user question.
+ You have access to a set of documents that can help you answer the user question.
+ You can use the below information to answer the user question.
+`.trim();
+
+/**
+ * The prompt to pass with the documents.
+ */
+const USER_PROMPT = `
+ Below are chunks of documents that can answer the request of the user.
+ Analyze the below information to answer the user question :
+
+ {{ question }}
+
+`.trim();
+
+/**
+ * Creates the content array to pass to the model.
+ * @param question The question to ask the model.
+ * @param chunks The chunks to pass to the model.
+ * @returns a promise to an array of messages to pass to the model.
+ */
+const getContent = (question: string, chunks: string[]) => {
+ const content = [{
+ text: USER_PROMPT.replace('{{ question }}', question)
+ }];
+
+ // Add the document to the prompt.
+ for (const chunk of chunks) {
+ content.push({
+ text: `${chunk}`
+ });
+ }
+
+ return (content);
+}
/**
* @param client The Bedrock client to use to query the large language model.
- * @param prompt The prompt to use to query the large language model.
+ * @param chunks The chunks to pass to the large language model.
* @param question The question to ask the large language model.
* @param modelId The model to use to query the large language model.
* @returns a new instance of a configured Bedrock client.
*/
export const queryLlm = async (
client: BedrockRuntime,
- prompt: string,
+ chunks: string[],
question: string,
- modelId = 'anthropic.claude-instant-v1'
-): Promise | undefined> => {
- const response = await client.invokeModelWithResponseStream({
- body: JSON.stringify({
- prompt: `Human:\n\n${prompt}\n\nAnswer the user question:${question}\n\nAssistant:`,
- max_tokens_to_sample: 4096
- }),
+ modelId: string
+): Promise => {
+ const messages: Message[] = [{
+ role: 'user',
+ content: getContent(question, chunks)
+ }];
+
+ // Invoke the model.
+ const response = await client.send(new ConverseStreamCommand({
+ system: [{
+ text: SYSTEM_PROMPT
+ }],
modelId,
- accept: 'application/json',
- contentType: 'application/json'
- });
+ messages,
+ inferenceConfig: {
+ maxTokens: 4096
+ }
+ }));
+
+ if (!response.stream) {
+ throw new Error('An error occurred while querying the large language model.');
+ }
- return (response.body);
+ return (response);
};
\ No newline at end of file
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/index.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/index.ts
index 2244d0388..42ec2e01d 100644
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/index.ts
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/cli/src/index.ts
@@ -24,7 +24,6 @@ import { createOpenSearchClient } from './common/opensearch-client.js';
import { createBedrockClient } from './common/bedrock-client.js';
import { createEmbeddings } from './common/create-embeddings.js';
import { findSimilarDocuments } from './common/find-similar-documents.js';
-import { createPrompt } from './common/create-prompt.js';
import { queryLlm } from './common/query-llm.js';
import {
@@ -44,8 +43,9 @@ program
.option('-e, --opensearch-endpoint ', 'The OpenSearch endpoint to use to retrieve documents.')
.option('-i, --index-name ', '(Optional) The index name to use to retrieve documents.')
.option('-r, --opensearch-region ', '(Optional) The AWS region in which OpenSearch is deployed.')
- .option('-b, --bedrock-region ', '(Optional) The AWS region in which Bedrock is deployed.')
+ .option('-b, --bedrock-region ', '(Optional) The AWS region in which Bedrock is deployed. Defaults to us-east-1.')
.option('-k, --number-of-similar-documents ', '(Optional) The number of similar documents to retrieve.')
+ .option('-m, --model-id ', '(Optional) The model ID to use to query the large language model.')
.parse(process.argv);
/**
@@ -69,7 +69,10 @@ const OptionsSchema = z.object({
.optional(),
bedrockRegion: z
.string()
- .optional(),
+ .default('us-east-1'),
+ modelId: z
+ .string()
+ .default('anthropic.claude-3-sonnet-20240229-v1:0'),
numberOfSimilarDocuments: z
.number()
.min(1)
@@ -130,8 +133,8 @@ try {
try {
await opensearch.info();
spinner.succeed('Connection to OpenSearch successful.');
- } catch (err) {
- spinner.fail('Connection to OpenSearch failed.');
+ } catch (err: any) {
+ spinner.fail(`Connection to OpenSearch failed: ${err.message}`);
process.exit(1);
}
@@ -145,9 +148,8 @@ try {
try {
embeddings = await createEmbeddings(bedrock, question);
spinner.succeed('Embeddings created.');
- } catch (err) {
- spinner.fail('Embeddings creation failed.');
- console.error(err);
+ } catch (err: any) {
+ spinner.fail(`Embeddings creation failed: ${err.message}`);
process.exit(1);
}
@@ -162,43 +164,32 @@ try {
opensearch,
options.indexName,
embeddings,
+ question,
options.numberOfSimilarDocuments
);
spinner.succeed('Most similar documents retrieved.');
- } catch (err) {
- spinner.fail('Most similar documents not found.');
- console.error(err);
+ } catch (err: any) {
+ spinner.fail(`Most similar documents retrieval failed: ${err.message}`);
process.exit(1);
}
-
- /**
- * Creating the prompt to pass to the large language model.
- */
- let prompt = null;
- try {
- spinner = ora('Creating the prompt to pass to the LLM...').start();
- prompt = createPrompt(hits.map((hit: any) => hit._source.text));
- spinner.succeed('Prompt created.');
- } catch (err) {
- spinner.fail('Prompt creation failed.');
- console.error(err);
- process.exit(1);
- }
-
-
/**
* Querying the large language model using the created prompt,
* and the user question.
*/
let events = null;
try {
+ const prompts = hits.map((hit: any) => hit._source.text);
spinner = ora('Querying the LLM...').start();
- events = await queryLlm(bedrock, prompt, question);
+ events = await queryLlm(
+ bedrock,
+ prompts,
+ question,
+ options.modelId
+ );
spinner.succeed('Stream created.');
- } catch (err) {
- spinner.fail('Stream creation failed.');
- console.error(err);
+ } catch (err: any) {
+ spinner.fail(`Querying the LLM failed: ${err.message}`);
process.exit(1);
}
@@ -206,11 +197,9 @@ try {
* Displaying the response in streaming.
*/
console.log();
- for await (const event of events ?? []) {
- if (event.chunk) {
- process.stdout.write(JSON.parse(
- new TextDecoder().decode(event.chunk.bytes)
- ).completion);
+ for await (const event of events.stream!) {
+ if (event.contentBlockDelta?.delta?.text) {
+ process.stdout.write(event.contentBlockDelta.delta.text);
}
}
-})();
\ No newline at end of file
+})();
diff --git a/examples/end-to-end-use-cases/building-a-rag-pipeline/stack.ts b/examples/end-to-end-use-cases/building-a-rag-pipeline/stack.ts
index 2c00f2bcf..9f3ad015f 100755
--- a/examples/end-to-end-use-cases/building-a-rag-pipeline/stack.ts
+++ b/examples/end-to-end-use-cases/building-a-rag-pipeline/stack.ts
@@ -27,7 +27,7 @@ import { PdfTextConverter } from '@project-lakechain/pdf-text-converter';
import { PandocTextConverter } from '@project-lakechain/pandoc-text-converter';
import { TranscribeAudioProcessor } from '@project-lakechain/transcribe-audio-processor';
import { RecursiveCharacterTextSplitter } from '@project-lakechain/recursive-character-text-splitter';
-import { TitanEmbeddingProcessor } from '@project-lakechain/bedrock-embedding-processors';
+import { CohereEmbeddingProcessor, CohereEmbeddingModel } from '@project-lakechain/bedrock-embedding-processors';
import { OpenSearchDomain } from '@project-lakechain/opensearch-domain';
import { OpenSearchVectorStorageConnector, OpenSearchVectorIndexDefinition } from '@project-lakechain/opensearch-vector-storage-connector';
import { AnthropicTextProcessor, AnthropicTextModel } from '@project-lakechain/bedrock-text-processors';
@@ -117,7 +117,7 @@ export class RagPipeline extends cdk.Stack {
.withIdentifier('TextProcessor')
.withCacheStorage(cache)
.withSource(transcribe)
- .withModel(AnthropicTextModel.ANTHROPIC_CLAUDE_INSTANT_V1)
+ .withModel(AnthropicTextModel.ANTHROPIC_CLAUDE_V3_SONNET)
.withRegion('us-east-1')
.withPrompt(`
Give a very comprehensive description of the content of this transcription file with these constraints:
@@ -137,7 +137,7 @@ export class RagPipeline extends cdk.Stack {
.withScope(this)
.withIdentifier('RecursiveCharacterTextSplitter')
.withCacheStorage(cache)
- .withChunkSize(4096)
+ .withChunkSize(2000)
.withSources([
trigger,
pdfConverter,
@@ -150,13 +150,16 @@ export class RagPipeline extends cdk.Stack {
//// Embeddings with Bedrock ////
/////////////////////////////////////
- // Create embeddings for each chunk of text using
- // the Amazon Titan embedding model hosted on Amazon Bedrock.
- const bedrockProcessor = new TitanEmbeddingProcessor.Builder()
+ // Creates embeddings for the text using a Cohere embedding
+ // model hosted on Amazon Bedrock.
+ const embeddingProcessor = new CohereEmbeddingProcessor.Builder()
.withScope(this)
- .withIdentifier('BedrockEmbeddingProcessor')
+ .withIdentifier('CohereEmbeddingProcessor')
.withCacheStorage(cache)
.withSource(textSplitter)
+ // You can specify the embedding model to use.
+ .withModel(CohereEmbeddingModel.COHERE_EMBED_MULTILINGUAL_V3)
+ // You can also specify a region that supports Amazon Bedrock.
.withRegion('us-east-1')
.build();
@@ -170,7 +173,7 @@ export class RagPipeline extends cdk.Stack {
.withIdentifier('TextVectorStorage')
.withCacheStorage(cache)
.withEndpoint(openSearch.domain)
- .withSource(bedrockProcessor)
+ .withSource(embeddingProcessor)
.withVpc(vpc)
.withIncludeDocument(true)
.withIndex(new OpenSearchVectorIndexDefinition.Builder()
@@ -178,7 +181,7 @@ export class RagPipeline extends cdk.Stack {
.withKnnMethod('hnsw')
.withKnnEngine('nmslib')
.withSpaceType('l2')
- .withDimensions(1536)
+ .withDimensions(1024)
.withParameters({ 'ef_construction': 512, 'm': 16 })
.build()
)
diff --git a/package-lock.json b/package-lock.json
index 0357b1a12..fd3987628 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,6 +1,6 @@
{
"name": "project-lakechain",
- "version": "0.8.0",
+ "version": "0.9.0",
"lockfileVersion": 3,
"requires": true,
"packages": {
diff --git a/package.json b/package.json
index b69788a58..b10be0645 100644
--- a/package.json
+++ b/package.json
@@ -1,7 +1,7 @@
{
"name": "project-lakechain",
"description": "Build scalable and modular document processing pipelines on AWS.",
- "version": "0.8.0",
+ "version": "0.9.0",
"scripts": {
"build": "npx lerna run build",
"test": "npx lerna run test",
diff --git a/packages/middlewares/audio-processors/audio-metadata-extractor/src/index.ts b/packages/middlewares/audio-processors/audio-metadata-extractor/src/index.ts
index 5d9385b07..4eb20d642 100644
--- a/packages/middlewares/audio-processors/audio-metadata-extractor/src/index.ts
+++ b/packages/middlewares/audio-processors/audio-metadata-extractor/src/index.ts
@@ -40,7 +40,7 @@ import {
const description: ServiceDescription = {
name: 'audio-metadata-extractor',
description: 'A middleware extracting metadata of audio files.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/audio-processors/bark-synthesizer/src/index.ts b/packages/middlewares/audio-processors/bark-synthesizer/src/index.ts
index f18a48685..6c60bd09b 100644
--- a/packages/middlewares/audio-processors/bark-synthesizer/src/index.ts
+++ b/packages/middlewares/audio-processors/bark-synthesizer/src/index.ts
@@ -42,7 +42,7 @@ import { BarkLanguage } from './definitions/language';
const description: ServiceDescription = {
name: 'bark-synthesizer',
description: 'Synthesize text to audio using the Bark model.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/audio-processors/elevenlabs-synthesizer/src/index.ts b/packages/middlewares/audio-processors/elevenlabs-synthesizer/src/index.ts
index 90d1591c9..fb0e7fd6f 100644
--- a/packages/middlewares/audio-processors/elevenlabs-synthesizer/src/index.ts
+++ b/packages/middlewares/audio-processors/elevenlabs-synthesizer/src/index.ts
@@ -46,7 +46,7 @@ import {
const description: ServiceDescription = {
name: 'elevenlabs-synthesizer',
description: 'Synthesizes text into speech using the Elevenlabs API.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/audio-processors/polly-synthesizer/src/index.ts b/packages/middlewares/audio-processors/polly-synthesizer/src/index.ts
index 4bb14f2ef..784fddd9c 100644
--- a/packages/middlewares/audio-processors/polly-synthesizer/src/index.ts
+++ b/packages/middlewares/audio-processors/polly-synthesizer/src/index.ts
@@ -47,7 +47,7 @@ import {
const description: ServiceDescription = {
name: 'polly-synthesizer',
description: 'Synthesizes text into speech using Amazon Polly.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/audio-processors/transcribe-audio-processor/src/index.ts b/packages/middlewares/audio-processors/transcribe-audio-processor/src/index.ts
index 2fb443292..7a180cdf4 100644
--- a/packages/middlewares/audio-processors/transcribe-audio-processor/src/index.ts
+++ b/packages/middlewares/audio-processors/transcribe-audio-processor/src/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'transcribe-audio-processor',
description: 'Transcribes audio files asynchronously using Amazon Transcribe.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/audio-processors/whisper-transcriber/src/index.ts b/packages/middlewares/audio-processors/whisper-transcriber/src/index.ts
index c5b36861b..bd3b1e094 100644
--- a/packages/middlewares/audio-processors/whisper-transcriber/src/index.ts
+++ b/packages/middlewares/audio-processors/whisper-transcriber/src/index.ts
@@ -42,7 +42,7 @@ import { getCpuConfiguration, getGpuConfiguration } from './definitions/infrastr
const description: ServiceDescription = {
name: 'whisper-transcriber',
description: 'An audio document transcription middleware based on OpenAI Whisper.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/binary-processors/tar-processor/src/impl/tar-deflate/index.ts b/packages/middlewares/binary-processors/tar-processor/src/impl/tar-deflate/index.ts
index 157a2245d..d38d14417 100644
--- a/packages/middlewares/binary-processors/tar-processor/src/impl/tar-deflate/index.ts
+++ b/packages/middlewares/binary-processors/tar-processor/src/impl/tar-deflate/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'tar-deflate-processor',
description: 'Archives input documents into Tarballs.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/binary-processors/tar-processor/src/impl/tar-inflate/index.ts b/packages/middlewares/binary-processors/tar-processor/src/impl/tar-inflate/index.ts
index 6701b3593..3906a34bd 100644
--- a/packages/middlewares/binary-processors/tar-processor/src/impl/tar-inflate/index.ts
+++ b/packages/middlewares/binary-processors/tar-processor/src/impl/tar-inflate/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'tar-inflate-processor',
description: 'Inflates tarballs from a source to a destination bucket.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/binary-processors/zip-processor/src/impl/zip-deflate/index.ts b/packages/middlewares/binary-processors/zip-processor/src/impl/zip-deflate/index.ts
index 1cea82095..978018e5a 100644
--- a/packages/middlewares/binary-processors/zip-processor/src/impl/zip-deflate/index.ts
+++ b/packages/middlewares/binary-processors/zip-processor/src/impl/zip-deflate/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'zip-deflate-processor',
description: 'Archives input documents into a Zip archive.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/binary-processors/zip-processor/src/impl/zip-inflate/index.ts b/packages/middlewares/binary-processors/zip-processor/src/impl/zip-inflate/index.ts
index 5f18345be..ef59c242d 100644
--- a/packages/middlewares/binary-processors/zip-processor/src/impl/zip-inflate/index.ts
+++ b/packages/middlewares/binary-processors/zip-processor/src/impl/zip-inflate/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'zip-inflate-processor',
description: 'Unzips compressed files from a source to a destination bucket.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/amazon-titan/index.ts b/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/amazon-titan/index.ts
index 38741259a..425c449eb 100644
--- a/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/amazon-titan/index.ts
+++ b/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/amazon-titan/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'amazon-titan-embedding-processor',
description: 'Creates embeddings from documents using Amazon Titan models.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/cohere/index.ts b/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/cohere/index.ts
index 054db5a2c..a63e9df85 100644
--- a/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/cohere/index.ts
+++ b/packages/middlewares/embedding-processors/bedrock-embedding-processor/src/impl/cohere/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'cohere-embedding-processor',
description: 'Creates embeddings from documents using Cohere models.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/clip-image-processor/src/index.ts b/packages/middlewares/embedding-processors/clip-image-processor/src/index.ts
index a3385d1dc..1cfc56beb 100644
--- a/packages/middlewares/embedding-processors/clip-image-processor/src/index.ts
+++ b/packages/middlewares/embedding-processors/clip-image-processor/src/index.ts
@@ -37,7 +37,7 @@ import { ClipModel } from './definitions/model';
const description: ServiceDescription = {
name: 'clip-image-processor',
description: 'A document processor generating embeddings for images using the OpenAI Clip model.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/ollama-embedding-processor/src/index.ts b/packages/middlewares/embedding-processors/ollama-embedding-processor/src/index.ts
index 0d48aeb8b..c3f6c9959 100644
--- a/packages/middlewares/embedding-processors/ollama-embedding-processor/src/index.ts
+++ b/packages/middlewares/embedding-processors/ollama-embedding-processor/src/index.ts
@@ -47,7 +47,7 @@ import {
const description: ServiceDescription = {
name: 'ollama-embedding-processor',
description: 'Creates embeddings from documents using Ollama models.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/panns-embedding-processor/src/index.ts b/packages/middlewares/embedding-processors/panns-embedding-processor/src/index.ts
index 17335997b..05968aec3 100644
--- a/packages/middlewares/embedding-processors/panns-embedding-processor/src/index.ts
+++ b/packages/middlewares/embedding-processors/panns-embedding-processor/src/index.ts
@@ -36,7 +36,7 @@ import { PannsEmbeddingProcessorProps, PannsEmbeddingProcessorPropsSchema } from
const description: ServiceDescription = {
name: 'panns-embedding-processor',
description: 'A processor generating embeddings for audio documents using Pre-trained Audio Neural Networks.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/embedding-processors/sentence-transformers/src/index.ts b/packages/middlewares/embedding-processors/sentence-transformers/src/index.ts
index 6226c32a6..97f6f7cf9 100644
--- a/packages/middlewares/embedding-processors/sentence-transformers/src/index.ts
+++ b/packages/middlewares/embedding-processors/sentence-transformers/src/index.ts
@@ -39,7 +39,7 @@ import { SentenceTransformersProps, SentenceTransformersPropsSchema } from './de
const description: ServiceDescription = {
name: 'sentence-transformers',
description: 'Creates embeddings from text-oriented documents using Sentence Transformers models.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/flow-control/condition/src/index.ts b/packages/middlewares/flow-control/condition/src/index.ts
index 543e1ada8..6604f350b 100644
--- a/packages/middlewares/flow-control/condition/src/index.ts
+++ b/packages/middlewares/flow-control/condition/src/index.ts
@@ -47,7 +47,7 @@ import {
const description: ServiceDescription = {
name: 'condition',
description: 'A middleware allowing to express complex conditions in pipelines.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/flow-control/delay/src/index.ts b/packages/middlewares/flow-control/delay/src/index.ts
index cdb4e44de..994761bda 100644
--- a/packages/middlewares/flow-control/delay/src/index.ts
+++ b/packages/middlewares/flow-control/delay/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'delay',
description: 'A middleware inserting a time delay within a pipeline.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/flow-control/passthrough/src/index.ts b/packages/middlewares/flow-control/passthrough/src/index.ts
index d355ab1ea..14d62e690 100644
--- a/packages/middlewares/flow-control/passthrough/src/index.ts
+++ b/packages/middlewares/flow-control/passthrough/src/index.ts
@@ -39,7 +39,7 @@ import {
const description: ServiceDescription = {
name: 'passthrough',
description: 'A middleware acting as a passthrough logging received events.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/flow-control/reducer/src/index.ts b/packages/middlewares/flow-control/reducer/src/index.ts
index 4337d314f..9e1cb3802 100644
--- a/packages/middlewares/flow-control/reducer/src/index.ts
+++ b/packages/middlewares/flow-control/reducer/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'reducer',
description: 'A middleware allowing to reduce multiple events into a single event.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/flow-control/transform/src/index.ts b/packages/middlewares/flow-control/transform/src/index.ts
index 5693615d2..bb18d8f6d 100644
--- a/packages/middlewares/flow-control/transform/src/index.ts
+++ b/packages/middlewares/flow-control/transform/src/index.ts
@@ -48,7 +48,7 @@ import {
const description: ServiceDescription = {
name: 'transform',
description: 'A middleware allowing to transform documents on-the-fly.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/bedrock-image-generators/src/impl/amazon/index.ts b/packages/middlewares/image-processors/bedrock-image-generators/src/impl/amazon/index.ts
index 9452c3cb4..aacd0d6a0 100644
--- a/packages/middlewares/image-processors/bedrock-image-generators/src/impl/amazon/index.ts
+++ b/packages/middlewares/image-processors/bedrock-image-generators/src/impl/amazon/index.ts
@@ -51,7 +51,7 @@ import {
const description: ServiceDescription = {
name: 'titan-image-generator',
description: 'Generates images with Generative AI using Amazon Titan models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/bedrock-image-generators/src/impl/sdxl/index.ts b/packages/middlewares/image-processors/bedrock-image-generators/src/impl/sdxl/index.ts
index 84c49829f..93423e6a1 100644
--- a/packages/middlewares/image-processors/bedrock-image-generators/src/impl/sdxl/index.ts
+++ b/packages/middlewares/image-processors/bedrock-image-generators/src/impl/sdxl/index.ts
@@ -48,7 +48,7 @@ import {
const description: ServiceDescription = {
name: 'sdxl-image-generator',
description: 'Generates images with Generative AI using SDXL on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/blip2-image-processor/src/index.ts b/packages/middlewares/image-processors/blip2-image-processor/src/index.ts
index 7a1d13187..21e4a17fd 100644
--- a/packages/middlewares/image-processors/blip2-image-processor/src/index.ts
+++ b/packages/middlewares/image-processors/blip2-image-processor/src/index.ts
@@ -36,7 +36,7 @@ import { Blip2ImageProcessorProps, Blip2ImageProcessorPropsSchema } from './defi
const description: ServiceDescription = {
name: 'blip2-image-processor',
description: 'Extracts image captioning information from images using the Blip2 model.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/canny-edge-detector/src/index.ts b/packages/middlewares/image-processors/canny-edge-detector/src/index.ts
index 96d7721c7..d122fce47 100644
--- a/packages/middlewares/image-processors/canny-edge-detector/src/index.ts
+++ b/packages/middlewares/image-processors/canny-edge-detector/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'canny-edge-detector',
description: 'Creates a new image with the edges detected using the Canny edge detector algorithm.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/hashing-image-processor/src/index.ts b/packages/middlewares/image-processors/hashing-image-processor/src/index.ts
index 8d88027e1..1f3dfcc6f 100644
--- a/packages/middlewares/image-processors/hashing-image-processor/src/index.ts
+++ b/packages/middlewares/image-processors/hashing-image-processor/src/index.ts
@@ -40,7 +40,7 @@ import {
const description: ServiceDescription = {
name: 'hashing-image-processor',
description: 'Computes the hashes of images using different algorithms.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/image-layer-processor/src/index.ts b/packages/middlewares/image-processors/image-layer-processor/src/index.ts
index 76e4ec81d..74e0f1bbd 100644
--- a/packages/middlewares/image-processors/image-layer-processor/src/index.ts
+++ b/packages/middlewares/image-processors/image-layer-processor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'image-layer-processor',
description: 'Applies layer operations on images.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/image-metadata-extractor/src/index.ts b/packages/middlewares/image-processors/image-metadata-extractor/src/index.ts
index 8e53fddce..401ab8076 100644
--- a/packages/middlewares/image-processors/image-metadata-extractor/src/index.ts
+++ b/packages/middlewares/image-processors/image-metadata-extractor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'image-metadata-extractor',
description: 'Extracts the metadata of images.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/laplacian-image-processor/src/index.ts b/packages/middlewares/image-processors/laplacian-image-processor/src/index.ts
index 6ca86fb80..aa46e82ed 100644
--- a/packages/middlewares/image-processors/laplacian-image-processor/src/index.ts
+++ b/packages/middlewares/image-processors/laplacian-image-processor/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'laplacian-image-processor',
description: 'Computes the Laplacian variance of images.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/rekognition-image-processor/src/index.ts b/packages/middlewares/image-processors/rekognition-image-processor/src/index.ts
index d8f41fc48..f071a8657 100644
--- a/packages/middlewares/image-processors/rekognition-image-processor/src/index.ts
+++ b/packages/middlewares/image-processors/rekognition-image-processor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'rekognition-image-processor',
description: 'Processes images using Amazon Rekognition.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/rembg-image-processor/src/index.ts b/packages/middlewares/image-processors/rembg-image-processor/src/index.ts
index 1f2e54583..e0b73a2f1 100644
--- a/packages/middlewares/image-processors/rembg-image-processor/src/index.ts
+++ b/packages/middlewares/image-processors/rembg-image-processor/src/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'rembg-image-processor',
description: 'Automatically remove background from images using the Rembg.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/image-processors/sharp-image-transform/src/index.ts b/packages/middlewares/image-processors/sharp-image-transform/src/index.ts
index 68609dbca..0830b2716 100644
--- a/packages/middlewares/image-processors/sharp-image-transform/src/index.ts
+++ b/packages/middlewares/image-processors/sharp-image-transform/src/index.ts
@@ -46,7 +46,7 @@ import {
const description: ServiceDescription = {
name: 'sharp-image-transform',
description: 'Transforms images using the sharp library.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/firehose-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/firehose-storage-connector/src/index.ts
index ca61bbb40..933019450 100644
--- a/packages/middlewares/storage-connectors/firehose-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/firehose-storage-connector/src/index.ts
@@ -36,7 +36,7 @@ import {
const description: ServiceDescription = {
name: 'firehose-storage-connector',
description: 'Forwards document metadata to a Firehose delivery stream.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/lancedb-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/lancedb-storage-connector/src/index.ts
index 85484065d..998fe7355 100644
--- a/packages/middlewares/storage-connectors/lancedb-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/lancedb-storage-connector/src/index.ts
@@ -44,7 +44,7 @@ import {
const description: ServiceDescription = {
name: 'lancedb-storage-connector',
description: 'A data store connector for LanceDB.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/neo4j-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/neo4j-storage-connector/src/index.ts
index 173bc0ef7..9bdbabe53 100644
--- a/packages/middlewares/storage-connectors/neo4j-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/neo4j-storage-connector/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'neo4j-storage-connector',
description: 'A data store connector for Neo4j.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/opensearch-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/opensearch-storage-connector/src/index.ts
index e96dbd102..1004cfccc 100644
--- a/packages/middlewares/storage-connectors/opensearch-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/opensearch-storage-connector/src/index.ts
@@ -40,7 +40,7 @@ import {
const description: ServiceDescription = {
name: 'opensearch-storage-connector',
description: 'Stores document metadata in an OpenSearch cluster.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/opensearch-vector-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/opensearch-vector-storage-connector/src/index.ts
index 535dad542..6bcda45f1 100644
--- a/packages/middlewares/storage-connectors/opensearch-vector-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/opensearch-vector-storage-connector/src/index.ts
@@ -50,7 +50,7 @@ import {
const description: ServiceDescription = {
name: 'opensearch-vector-storage-connector',
description: 'Stores document embeddings in an OpenSearch vector index.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/pinecone-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/pinecone-storage-connector/src/index.ts
index 7aaf45802..11b873a68 100644
--- a/packages/middlewares/storage-connectors/pinecone-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/pinecone-storage-connector/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'pinecone-storage-connector',
description: 'A data store connector for Pinecone.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/s3-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/s3-storage-connector/src/index.ts
index 2f48bdb15..1038199ce 100644
--- a/packages/middlewares/storage-connectors/s3-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/s3-storage-connector/src/index.ts
@@ -46,7 +46,7 @@ import {
const description: ServiceDescription = {
name: 's3-storage-connector',
description: 'Stores documents and their metadata in an S3 Bucket.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/storage-connectors/sqs-storage-connector/src/index.ts b/packages/middlewares/storage-connectors/sqs-storage-connector/src/index.ts
index 88a12cb27..894c29d6f 100644
--- a/packages/middlewares/storage-connectors/sqs-storage-connector/src/index.ts
+++ b/packages/middlewares/storage-connectors/sqs-storage-connector/src/index.ts
@@ -32,7 +32,7 @@ import {
const description: ServiceDescription = {
name: 'sqs-storage-connector',
description: 'Stores documents and their metadata in an SQS queue.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/anthropic/index.ts b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/anthropic/index.ts
index 68bc66fc6..a3e7b501a 100644
--- a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/anthropic/index.ts
+++ b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/anthropic/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'anthropic-text-processor',
description: 'Generative text processing using Anthropic models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/cohere/index.ts b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/cohere/index.ts
index 9754315b5..5fe950233 100644
--- a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/cohere/index.ts
+++ b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/cohere/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'cohere-text-processor',
description: 'Generative text processing using Cohere models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/meta/index.ts b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/meta/index.ts
index 9e7bf5c22..680a6c561 100644
--- a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/meta/index.ts
+++ b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/meta/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'llama-text-processor',
description: 'Generative text processing using Llama models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/mistral/index.ts b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/mistral/index.ts
index 69cbdc254..02d81bb7c 100644
--- a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/mistral/index.ts
+++ b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/mistral/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'mistral-text-processor',
description: 'Generative text processing using Mistral models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/titan/index.ts b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/titan/index.ts
index 4daca153c..692850d30 100644
--- a/packages/middlewares/text-processors/bedrock-text-processors/src/impl/titan/index.ts
+++ b/packages/middlewares/text-processors/bedrock-text-processors/src/impl/titan/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'amazon-text-processor',
description: 'Generative text processing using Amazon Titan models on Amazon Bedrock.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/bert-extractive-summarizer/src/index.ts b/packages/middlewares/text-processors/bert-extractive-summarizer/src/index.ts
index 6ccb42ef8..9956af670 100644
--- a/packages/middlewares/text-processors/bert-extractive-summarizer/src/index.ts
+++ b/packages/middlewares/text-processors/bert-extractive-summarizer/src/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'bert-extractive-summarizer',
description: 'Provides text summarization using the Bert Extractive Summarizer model.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/character-text-splitter/src/index.ts b/packages/middlewares/text-processors/character-text-splitter/src/index.ts
index 6d9ca9b19..9dced48f8 100644
--- a/packages/middlewares/text-processors/character-text-splitter/src/index.ts
+++ b/packages/middlewares/text-processors/character-text-splitter/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'character-text-splitter',
description: 'Transforms text into chunks of tokens using Langchain\'s character text splitter.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/email-text-processor/src/index.ts b/packages/middlewares/text-processors/email-text-processor/src/index.ts
index 4315d4cc2..c4b46f2c5 100644
--- a/packages/middlewares/text-processors/email-text-processor/src/index.ts
+++ b/packages/middlewares/text-processors/email-text-processor/src/index.ts
@@ -43,7 +43,7 @@ import {
const description: ServiceDescription = {
name: 'email-text-processor',
description: 'Transforms e-mail documents into different output formats.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/jmespath-processor/src/index.ts b/packages/middlewares/text-processors/jmespath-processor/src/index.ts
index b57ba25d9..edfe67226 100644
--- a/packages/middlewares/text-processors/jmespath-processor/src/index.ts
+++ b/packages/middlewares/text-processors/jmespath-processor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'jmespath-processor',
description: 'Applies JMESPath expressions to JSON documents.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/keybert-text-processor/src/index.ts b/packages/middlewares/text-processors/keybert-text-processor/src/index.ts
index bd5ceca3d..87da938f6 100644
--- a/packages/middlewares/text-processors/keybert-text-processor/src/index.ts
+++ b/packages/middlewares/text-processors/keybert-text-processor/src/index.ts
@@ -43,7 +43,7 @@ import {
const description: ServiceDescription = {
name: 'keybert-text-processor',
description: 'Extracts the main keywords from a text document using the KeyBERT model.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/newspaper3k/src/index.ts b/packages/middlewares/text-processors/newspaper3k/src/index.ts
index c14b52410..6ad10fcab 100644
--- a/packages/middlewares/text-processors/newspaper3k/src/index.ts
+++ b/packages/middlewares/text-processors/newspaper3k/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'newspaper3k',
description: 'Converts HTML documents into plain text and extracts their metadata.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/nlp-text-processor/src/index.ts b/packages/middlewares/text-processors/nlp-text-processor/src/index.ts
index e0f5b3a06..b16da21eb 100644
--- a/packages/middlewares/text-processors/nlp-text-processor/src/index.ts
+++ b/packages/middlewares/text-processors/nlp-text-processor/src/index.ts
@@ -36,7 +36,7 @@ import { NlpTextProcessorProps, NlpTextProcessorPropsSchema } from './definition
const description: ServiceDescription = {
name: 'nlp-text-processor',
description: 'Extracts features from text documents using natural language processing.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/ollama-processor/src/index.ts b/packages/middlewares/text-processors/ollama-processor/src/index.ts
index 9d91d82b4..e7eac8f02 100644
--- a/packages/middlewares/text-processors/ollama-processor/src/index.ts
+++ b/packages/middlewares/text-processors/ollama-processor/src/index.ts
@@ -42,7 +42,7 @@ import { InfrastructureDefinition } from './definitions/infrastructure';
const description: ServiceDescription = {
name: 'ollama-processor',
description: 'Processes documents using models supported by Ollama.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/pandoc-text-converter/src/index.ts b/packages/middlewares/text-processors/pandoc-text-converter/src/index.ts
index 0e631897f..616b22bea 100644
--- a/packages/middlewares/text-processors/pandoc-text-converter/src/index.ts
+++ b/packages/middlewares/text-processors/pandoc-text-converter/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'pandoc-text-converter',
description: 'Converts text-oriented documents using pandoc.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/pdf-text-converter/src/index.ts b/packages/middlewares/text-processors/pdf-text-converter/src/index.ts
index 2ff7a1ce2..d68344962 100644
--- a/packages/middlewares/text-processors/pdf-text-converter/src/index.ts
+++ b/packages/middlewares/text-processors/pdf-text-converter/src/index.ts
@@ -45,7 +45,7 @@ import {
const description: ServiceDescription = {
name: 'pdf-text-converter',
description: 'Converts PDF documents into different formats.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/recursive-character-text-splitter/src/index.ts b/packages/middlewares/text-processors/recursive-character-text-splitter/src/index.ts
index 2e74215bd..376ef02f6 100644
--- a/packages/middlewares/text-processors/recursive-character-text-splitter/src/index.ts
+++ b/packages/middlewares/text-processors/recursive-character-text-splitter/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'recursive-character-text-splitter',
description: 'Transforms text into chunks of tokens using Langchain\'s recursive character text splitter.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/regexp-text-splitter/src/index.ts b/packages/middlewares/text-processors/regexp-text-splitter/src/index.ts
index 873587aea..375e63aa4 100644
--- a/packages/middlewares/text-processors/regexp-text-splitter/src/index.ts
+++ b/packages/middlewares/text-processors/regexp-text-splitter/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'regexp-text-splitter',
description: 'Transforms text into chunks of tokens based on regular expressions.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/semantic-ontology-extractor/src/index.ts b/packages/middlewares/text-processors/semantic-ontology-extractor/src/index.ts
index 3514e0682..64c938b25 100644
--- a/packages/middlewares/text-processors/semantic-ontology-extractor/src/index.ts
+++ b/packages/middlewares/text-processors/semantic-ontology-extractor/src/index.ts
@@ -49,7 +49,7 @@ import {
const description: ServiceDescription = {
name: 'semantic-ontology-extractor',
description: 'Extracts semantic ontology from processed documents.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/sentence-text-splitter/src/index.ts b/packages/middlewares/text-processors/sentence-text-splitter/src/index.ts
index 52efd0484..3e69a246a 100644
--- a/packages/middlewares/text-processors/sentence-text-splitter/src/index.ts
+++ b/packages/middlewares/text-processors/sentence-text-splitter/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'sentence-text-splitter',
description: 'Transforms text into chunks of tokens using a sentence text splitter.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/structured-entity-extractor/src/index.ts b/packages/middlewares/text-processors/structured-entity-extractor/src/index.ts
index d593dc3cc..687edc43c 100644
--- a/packages/middlewares/text-processors/structured-entity-extractor/src/index.ts
+++ b/packages/middlewares/text-processors/structured-entity-extractor/src/index.ts
@@ -51,7 +51,7 @@ import {
const description: ServiceDescription = {
name: 'structured-entity-extractor',
description: 'Extracts structured entities from processed documents.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/subtitle-processor/src/index.ts b/packages/middlewares/text-processors/subtitle-processor/src/index.ts
index 7a2d25d68..595c6cfc1 100644
--- a/packages/middlewares/text-processors/subtitle-processor/src/index.ts
+++ b/packages/middlewares/text-processors/subtitle-processor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'subtitle-processor',
description: 'Parses subtitle documents into text and structured data.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/syndication-feed-processor/src/index.ts b/packages/middlewares/text-processors/syndication-feed-processor/src/index.ts
index 1e3aa866a..264777ed1 100644
--- a/packages/middlewares/text-processors/syndication-feed-processor/src/index.ts
+++ b/packages/middlewares/text-processors/syndication-feed-processor/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'syndication-feed-processor',
description: 'Parses RSS and Atom syndication feeds.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/text-transform-processor/src/index.ts b/packages/middlewares/text-processors/text-transform-processor/src/index.ts
index 6732c6f8b..43ea4ed94 100644
--- a/packages/middlewares/text-processors/text-transform-processor/src/index.ts
+++ b/packages/middlewares/text-processors/text-transform-processor/src/index.ts
@@ -43,7 +43,7 @@ import {
const description: ServiceDescription = {
name: 'text-transform-processor',
description: 'A middleware providing a way to transform text documents at scale.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/tiling-text-splitter/src/index.ts b/packages/middlewares/text-processors/tiling-text-splitter/src/index.ts
index bb575333f..426dea2c0 100644
--- a/packages/middlewares/text-processors/tiling-text-splitter/src/index.ts
+++ b/packages/middlewares/text-processors/tiling-text-splitter/src/index.ts
@@ -41,7 +41,7 @@ import {
const description: ServiceDescription = {
name: 'tiling-text-splitter',
description: 'Transforms text into chunks of tokens using the NLTK tiling algorithm.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/trafilatura/src/index.ts b/packages/middlewares/text-processors/trafilatura/src/index.ts
index 0e081ce7c..6e33d5631 100644
--- a/packages/middlewares/text-processors/trafilatura/src/index.ts
+++ b/packages/middlewares/text-processors/trafilatura/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'trafilatura',
description: 'Converts HTML documents into plain text and extracts their metadata using Trafilatura.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/text-processors/translate-text-processor/src/index.ts b/packages/middlewares/text-processors/translate-text-processor/src/index.ts
index 6e81cd9eb..0575d0a87 100644
--- a/packages/middlewares/text-processors/translate-text-processor/src/index.ts
+++ b/packages/middlewares/text-processors/translate-text-processor/src/index.ts
@@ -47,7 +47,7 @@ import {
const description: ServiceDescription = {
name: 'translate-text-processor',
description: 'Translates text documents asynchronously using Amazon Translate.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/triggers/s3-event-trigger/src/index.ts b/packages/middlewares/triggers/s3-event-trigger/src/index.ts
index e89212a68..26e401d89 100644
--- a/packages/middlewares/triggers/s3-event-trigger/src/index.ts
+++ b/packages/middlewares/triggers/s3-event-trigger/src/index.ts
@@ -37,7 +37,7 @@ import { SourceDescriptor } from './definitions/source-descriptor';
const description: ServiceDescription = {
name: 's3-event-trigger',
description: 'An event-based trigger for Amazon S3.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/triggers/scheduler-event-trigger/src/index.ts b/packages/middlewares/triggers/scheduler-event-trigger/src/index.ts
index db716914f..abc9ea03d 100644
--- a/packages/middlewares/triggers/scheduler-event-trigger/src/index.ts
+++ b/packages/middlewares/triggers/scheduler-event-trigger/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'scheduler-event-trigger',
description: 'An event-based trigger based on configured schedules.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/triggers/sqs-event-trigger/src/index.ts b/packages/middlewares/triggers/sqs-event-trigger/src/index.ts
index 4975516ac..11b0a9ac2 100644
--- a/packages/middlewares/triggers/sqs-event-trigger/src/index.ts
+++ b/packages/middlewares/triggers/sqs-event-trigger/src/index.ts
@@ -35,7 +35,7 @@ import { SqsEventTriggerProps, SqsEventTriggerPropsSchema } from './definitions/
const description: ServiceDescription = {
name: 'sqs-event-trigger',
description: 'An event-based data source for Amazon SQS.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/video-processors/ffmpeg-processor/src/index.ts b/packages/middlewares/video-processors/ffmpeg-processor/src/index.ts
index 7b6b11c5f..b445c7b60 100644
--- a/packages/middlewares/video-processors/ffmpeg-processor/src/index.ts
+++ b/packages/middlewares/video-processors/ffmpeg-processor/src/index.ts
@@ -48,7 +48,7 @@ import {
const description: ServiceDescription = {
name: 'ffmpeg-processor',
description: 'Processes media documents using FFMPEG.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};
diff --git a/packages/middlewares/video-processors/video-metadata-extractor/src/index.ts b/packages/middlewares/video-processors/video-metadata-extractor/src/index.ts
index 64619109f..f5fcdefab 100644
--- a/packages/middlewares/video-processors/video-metadata-extractor/src/index.ts
+++ b/packages/middlewares/video-processors/video-metadata-extractor/src/index.ts
@@ -42,7 +42,7 @@ import {
const description: ServiceDescription = {
name: 'video-metadata-extractor',
description: 'Extracts the metadata of video files.',
- version: '0.7.0',
+ version: '0.9.0',
attrs: {}
};