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[compute-ai-embeddings] Rework support for Hugging Face local models …
…for embeddings (LangStream#584)
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examples/applications/compute-hugging-face-embeddings/README.md
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# Computing text embeddings with Hugging Face - local execution | ||
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This sample application shows how to use Hugging Face to compute text embeddings without calling the API. | ||
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## Configuring the model | ||
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In order to use an open source model, you need to configure the model in the pipeline.yaml file. | ||
You can do it using environment variables or by editing the file directly. | ||
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``` | ||
export HUGGING_FACE_PROVIDER=local | ||
export HUGGING_FACE_EMBEDDINGS_MODEL=multilingual-e5-small | ||
export HUGGING_FACE_EMBEDDINGS_MODEL_URL=djl://ai.djl.huggingface.pytorch/intfloat/multilingual-e5-small | ||
``` | ||
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if you want to the API set HUGGING_FACE_PROVIDER to "api" and configure your API access key. | ||
``` | ||
export HUGGING_FACE_PROVIDER=api | ||
export HUGGING_FACE_ACCESS_KEY=your_access_key | ||
export HUGGING_FACE_EMBEDDINGS_MODEL=multilingual-e5-small | ||
``` | ||
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## Deploy the LangStream application | ||
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``` | ||
./bin/langstream apps deploy test -app examples/applications/compute-hugging-face-embeddings -i examples/instances/kafka-kubernetes.yaml -s examples/secrets/secrets.yaml | ||
``` | ||
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## Talk with the Chat bot using the CLI | ||
Since the application opens a gateway, we can use the gateway API to send and consume messages. | ||
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``` | ||
./bin/langstream gateway chat test -cg bot-output -pg user-input -p sessionId=$(uuidgen) | ||
``` | ||
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examples/applications/compute-hugging-face-embeddings/configuration.yaml
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# | ||
# | ||
# Copyright DataStax, Inc. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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configuration: | ||
resources: | ||
- type: "hugging-face-configuration" | ||
name: "Hugging Face AI configuration" | ||
configuration: | ||
access-key: "${ secrets.hugging-face.access-key }" | ||
provider: "${ secrets.hugging-face.provider }" |
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examples/applications/compute-hugging-face-embeddings/gateways.yaml
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# | ||
# | ||
# Copyright DataStax, Inc. | ||
# | ||
# 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. | ||
# | ||
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gateways: | ||
- id: produce-input | ||
type: produce | ||
topic: input-topic | ||
parameters: | ||
- sessionId | ||
produce-options: | ||
headers: | ||
- key: langstream-client-session-id | ||
value-from-parameters: sessionId | ||
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- id: consume-output | ||
type: consume | ||
topic: output-topic | ||
parameters: | ||
- sessionId | ||
consume-options: | ||
filters: | ||
headers: | ||
- key: langstream-client-session-id | ||
value-from-parameters: sessionId |
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examples/applications/compute-hugging-face-embeddings/pipeline.yaml
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# | ||
# Copyright DataStax, Inc. | ||
# | ||
# 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. | ||
# | ||
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topics: | ||
- name: "input-topic" | ||
creation-mode: create-if-not-exists | ||
- name: "output-topic" | ||
creation-mode: create-if-not-exists | ||
errors: | ||
on-failure: "skip" | ||
pipeline: | ||
- name: "convert-to-structure" | ||
type: "document-to-json" | ||
input: "input-topic" | ||
configuration: | ||
text-field: "question" | ||
- name: "compute-embeddings" | ||
type: "compute-ai-embeddings" | ||
output: "output-topic" | ||
configuration: | ||
model: "${secrets.hugging-face.embeddings-model}" # This is the id of the model | ||
model-url: "${secrets.hugging-face.embeddings-model-url}" # This is the URL of the repository containing the model | ||
embeddings-field: "value.embeddings" | ||
text: "{{ value.question }}" | ||
batch-size: 10 | ||
# this is in milliseconds. It is important to take this value into consideration when using this agent in the chat response pipeline | ||
# in fact this value impacts the latency of the response | ||
# for latency sensitive applications, consider to set batch-size to 1 or flush-interval to 0 | ||
flush-interval: 500 |
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