8000 [Embedding] Support Ollama embedding by finaldie · Pull Request #81 · finaldie/auto-news · GitHub
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[Embedding] Support Ollama embedding #81

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Merged
merged 9 commits into from
Jul 17, 2024
Merged

[Embedding] Support Ollama embedding #81

merged 9 commits into from
Jul 17, 2024

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finaldie
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@finaldie finaldie commented Jul 16, 2024 •
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Changes

  • [New] Support Ollama as an embedding provider
  • [New] A new embedding_utils for easier filtering/sorting relevant candidates according to the metric type
  • [Fix] Embedding clean-up compatible with the new Ollama collection naming format
  • [Enhance] Configurable Milvus similarity metric type: L2, IP, COSINE, ...

New Env Variables

Ollama Embedding

In build/.env or build/.env.k8s, if we want to switch to Ollama embedding, change the below section

...
# The generic Text embedding provider. Supported providers:
# openai, hf, hf_inst, ollama
EMBEDDING_PROVIDER=ollama

# models:
# - openai: text-embedding-ada-002, text-embedding-3-small, ...
# - ollama: nomic-embed-text, ...
EMBEDDING_MODEL=nomic-embed-text
...

Milvus Similarity Metric Type

We can chose the one which fit for the purpose:

# L2, IP, COSINE
MILVUS_SIMILARITY_METRICS=L2

@finaldie finaldie changed the title Undo.emb.ollama emb 240715 [Embedding] Support Ollama embedding Jul 16, 2024
@finaldie finaldie merged commit 5177087 into main Jul 17, 2024
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@finaldie finaldie deleted the undo.emb.ollama_emb-240715 branch July 17, 2024 01:19
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