[wwb] Add text embeddings pipeline #2787
Open
+418
−3
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Description
Added possibility to run text embeddings pipeline via wwb. Also was added some logic for Qwen/Qwen3-Embedding-0.6B model.
similarity is calculated with torch.nn.functional.cosine_similarity.
embeddings are saving to separate folder as file.npy per generation.
options
--embeds_pooling_type
,--embeds_normalize
,--embeds_padding_side
were added.example to run for BAAI/bge-small-en-v1.5:
wwb.py --base-model BAAI/bge-small-en-v1.5 --model-type text-embedding --gt-data gt_embedds.csv -v --output ./output_embeds/ --embeds_pooling_type mean --embeds_normalize --embeds_padding_side left
example to run for Qwen/Qwen3-Embedding-0.6B (--embeds_pooling_type last_token is important):
wwb.py --base-model Qwen/Qwen3-Embedding-0.6B --model-type text-embedding --gt-data gt_embedds.csv -v --output ./output_embeds/ --embeds_pooling_type last_token --embeds_normalize --embeds_padding_side left
Ticket: CVS-173900
Checklist: