[ML] Add EuroBERT/Jina v5 ops and fix graph validator tests#3016
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edsavage wants to merge 2 commits intoelastic:mainfrom
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[ML] Add EuroBERT/Jina v5 ops and fix graph validator tests#3016edsavage wants to merge 2 commits intoelastic:mainfrom
edsavage wants to merge 2 commits intoelastic:mainfrom
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Jina Embeddings v5 is based on EuroBERT, which uses a different architecture from the BERT family: - RoPE (rotary position embeddings) → aten::sin, aten::cos - RMSNorm (instead of LayerNorm) → aten::rsqrt - SiLU activation (instead of GELU) → aten::silu Required for Eland PR elastic/eland#818 which adds support for importing Jina v5 models into Elasticsearch. Made-with: Cursor
aten::sin and aten::cos are now in the allowlist (needed by EuroBERT/Jina v5 for rotary position embeddings), so tests that used them as example "unrecognised" ops now fail. - Replace torch.sin with torch.logit in synthetic test modules - Update malicious model tests to check for ops that remain unrecognised (aten::tan, aten::exp) rather than sin/cos Made-with: Cursor
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Closes #2890
Summary
Adds 4 ops required by the Jina Embeddings v5 model architecture (EuroBERT + LoRA adapters):
aten::sinaten::cosaten::rsqrtaten::siluAlso fixes graph validator tests that used
aten::sinas the canonical "unrecognised op" example — sincesinis now in the allowlist, these tests were failing:torch.sinwithtorch.logitaten::tan/aten::exp(still unrecognised) instead ofsin/cosOps verified by tracing
jinaai/jina-embeddings-v5-text-nanowith merged LoRA retrieval adapter locally.Cross-repo dependencies
byte_level_bpetokenization type + BPEmergesvocabulary format support (TBD)Test plan
Made with Cursor