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Record · corpus.blog/posts/01a08264-ee22-7280-b835-1a12d726e350

Building RAG-based LLM Applications for Production

Anyscale · published 25 October 2023

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5blogs citing
First cited
14 Mar 2023
Most recent
29 Dec 2024
Rank this month
not ranked
External links
47
Words captured
19,534

Cited by

Blog
In the post
Date
Duarte O.Carmo
RAG tricks from the trenches Read at the source ↗
29 Dec 2024
williamzujkowski.github.io
Retrieval Augmented Generation (RAG): Enhancing LLMs with External Knowledge Read at the source ↗
4 Apr 2024
leonfurze.com
Dead-end chatbots: Why chatbots aren’t the future of generative AI in education Read at the source ↗
7 Nov 2023
seroter.com
Daily Reading List – September 14, 2023 (#162) Read at the source ↗
14 Sept 2023
Alex Jacobs
CheeseGPT Read at the source ↗
14 Mar 2023

Links from this post

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https://github.com/ray-project/llm-applications
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https://docs.ray.io/
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https://github.com/ray-project/ray
github.com
https://platform.openai.com/account/api-keys
platform.openai.com
OpenAI models page
platform.openai.com
https://docs.ray.io/en/master/
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https://docs.ray.io/en/latest/data/data.html
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https://docs.ray.io/en/master/rllib/rllib-env.html
docs.ray.io
https://docs.ray.io/en/latest/data/api/doc/ray.data.Dataset.flat_map.html
docs.ray.io
https://docs.ray.io/en/master/tune/api/doc/ray.tune.TuneConfig.search_alg.html
docs.ray.io
https://huggingface.co/spaces/mteb/leaderboard
huggingface.co
https://api.python.langchain.com/en/latest/embeddings/langchain.embeddings.huggingface.HuggingFaceEmbeddings.html
api.python.langchain.com
https://api.python.langchain.com/en/latest/embeddings/langchain.embeddings.openai.OpenAIEmbeddings.html
api.python.langchain.com
https://txt.cohere.com/rerank/
txt.cohere.com
https://docs.ray.io/en/latest/data/api/doc/ray.data.Dataset.map_batches.html
docs.ray.io
https://docs.ray.io/en/master/tune/api/integration.html
docs.ray.io
https://github.com/pgvector/pgvector
github.com
https://docs.ray.io/en/master/data/api/doc/ray.data.Dataset.map_batches.html
docs.ray.io
https://docs.ray.io/en/master/data/transforming-data.html
docs.ray.io
https://docs.ray.io/en/master/data/data-internals.html
docs.ray.io
https://docs.ray.io/en/master/serve/advanced-guides/dyn-req-batch.html
docs.ray.io
https://docs.ray.io/en/master/data/examples/pytorch_resnet_batch_prediction.html
docs.ray.io
https://github.com/ray-project/llm-applications/blob/main/datasets/eval-dataset-v1.jsonl
github.com
https://docs.ray.io/en/master/ray-air/examples/gptj_deepspeed_fine_tuning.html
docs.ray.io
https://docs.ray.io/en/master/ray-observability/reference/index.html
docs.ray.io
https://docs.ray.io/en/latest/tune/index.html
docs.ray.io
https://gpt-index.readthedocs.io/en/latest/end_to_end_tutorials/dev_practices/production_rag.html
gpt-index.readthedocs.io
https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector
python.langchain.com
https://arxiv.org/abs/2307.03172
arxiv.org
https://huggingface.co/thenlper/gte-base
huggingface.co
https://huggingface.co/thenlper/gte-large
huggingface.co
https://huggingface.co/BAAI/bge-large-en
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https://openai.com/blog/new-and-improved-embedding-model
openai.com
https://www.sbert.net/docs/package_reference/evaluation.html
sbert.net
https://www.sbert.net/docs/package_reference/losses.html
sbert.net
https://huggingface.co/docs/transformers/main_classes/model
huggingface.co
https://en.wikipedia.org/wiki/Okapi_BM25
en.wikipedia.org
https://arxiv.org/abs/1706.04599
arxiv.org
https://github.com/ray-project/llm-applications/blob/main/datasets/routing-dataset-train.jsonl
github.com
https://github.com/ray-project/llm-applications/blob/main/datasets/routing-dataset-test.jsonl
github.com
https://github.com/GokuMohandas/Made-With-ML
github.com
https://docs.ray.io/en/latest/serve/index.html
docs.ray.io
https://fastapi.tiangolo.com/
fastapi.tiangolo.com
https://docs.ray.io/en/latest/serve/api/doc/ray.serve.Deployment.html
docs.ray.io
https://docs.ray.io/en/latest/serve/model_composition.html
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https://madewithml.com/courses/mlops/cicd/
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