[WASM] Implement concat embeddings #17404
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This was referenced Sep 23, 2024
CharlieFRuan
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Sep 23, 2024
### Changes - The only change is the support of Phi-3.5-vision: - #563 - Added `Phi-3.5-vision-instruct-q4f16_1-MLC` and `Phi-3.5-vision-instruct-q4f32_1-MLC` to prebuilt model list - See `examples/vision-model` on how to use vision language model in WebLLM ### TVMjs - Compiled at apache/tvm@931efc7 - Cherry-picked apache/tvm#17404 on top - Note this does not require us to recompile non-vision models because text-only inputs will not need embeddings concatenation - WASMs: still the same `v0_2_48` WASMs
tqchen
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jzhao62
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Dec 8, 2024
### Changes - The only change is the support of Phi-3.5-vision: - mlc-ai#563 - Added `Phi-3.5-vision-instruct-q4f16_1-MLC` and `Phi-3.5-vision-instruct-q4f32_1-MLC` to prebuilt model list - See `examples/vision-model` on how to use vision language model in WebLLM ### TVMjs - Compiled at apache/tvm@931efc7 - Cherry-picked apache/tvm#17404 on top - Note this does not require us to recompile non-vision models because text-only inputs will not need embeddings concatenation - WASMs: still the same `v0_2_48` WASMs
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This PR implements
tvmjs.runtime.ConcatEmbeddingsin C++ and exposes it toruntime.ts'sInstanceclass asconcatEmbeddings().The method takes in a vector of
NDArray, each arrayihas shape(m_i, hidden_size), returning an NDArray of shape(\sum_{i} {m}, hidden_size).Besides, this PR also:
stdfor WebGPU codegencopyFrom()'sdataargument to be different types of typed arraythis.dtype === uint32forcopyFrom()