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model: support arch DbrxForCausalLM #6515

Merged
merged 81 commits into from
Apr 13, 2024
Merged

model: support arch DbrxForCausalLM #6515

merged 81 commits into from
Apr 13, 2024

Commits on Apr 6, 2024

  1. model: dbrx convert to gguf 

    #6344
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  2. llama: support dbrx 

    #6344
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  3. gguf-py: remove wrong clip -> clamp

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  4. model: dbrx, trust remote code

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  5. llama: add label for model 132B

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  6. model: dbrx fix python linter in convert-hf-to-gguf.py

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  7. llama: support dbrx fix norm type

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  8. dbrx: minor

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  9. convert: dbrx: fix mixed up and down expert tensors

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  10. convert: dbrx: fix mixed up and down expert tensors 

    llama: dbrx: review graph
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  11. doc: dbrx: add the model as supported

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  12. convert: dbrx: fix remove wrong ATTN_OUT_NORM tensor, add output laye… 

    …r mapping
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  13. llama: dbrx: remove wrong attn output layer in model arch

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  14. scripts: get-wikitext-2 add unzip

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  15. llama: dbrx: no attention output layer

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  16. model: dbrx: fix missing embedding tensor, mix with output layer

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  17. llama: dbrx: remove not existing condition on empty output layer

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  18. Merge remote-tracking branch 'origin/master' into hp/model/support-dbrx

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  19. llama: dbrx: remove unnecessary optional tensor on FFN_GATE_EXPS

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Commits on Apr 7, 2024

  1. llama: increase maximum experts allowed

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  2. model: dbrx: convert add n_ff

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  3. llama: dbrx: quantize fix n_attention_wv tensor name

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  4. model: dbrx: convert fix tokenizer

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  5. llama: dbrx: quantize fix n_attention_wv tensor name

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  6. model: convert-hf-to-gguf.py add _set_vocab_tiktoken gpt2 backed on l… 

    …lama.cpp
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  7. model: convert-hf-to-gguf.py fix classname conflict with qwen2

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  8. model: dbrx: convert-hf-to-gguf.py fix fix ftype missing, fix tensor … 

    …names does not suffix with .weight
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  9. model: dbrx: convert-hf-to-gguf.py add chat template

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  10. llama: quantize: remove wrong look for tensor qkv name as it was badl… 

    …y missing the .weight suffix
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  11. model: dbrx: convert-hf-to-gguf.py fix 'token_embd.weight' has wrong … 

    …shape, fix special tokens
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  12. model: dbrx: convert-hf-to-gguf.py support python 3.8

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  13. llama: dbrx: no weight suffix in ffn_gate_exps, ffn_up_exps and ffn_d… 

    …own_exps. Output tensor not optional.
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  14. llama: quantize: remove wrong look for tensor qkv name as it was badl… 

    …y missing the .weight suffix

model: dbrx: convert to gguf force experts tensors to have .weight suffix
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  15. llama: dbrx: fix tensor qkv number of elements

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  16. model: dbrx: convert reshape expert tensors to 3D

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  17. model: dbrx: convert experts to f16

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  18. model: dbrx: fix tensor names mapping broken

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  19. model: dbrx: fix expert reshape

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  20. model: dbrx: fix expert reshape

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  21. model: dbrx: fix again sic expert reshape

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  22. model: dbrx: weird fix expert reshape

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  23. llama: dbrx: output norm dim

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  24. llama: dbrx: fix last normalization

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  25. llama: dbrx: revert

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  26. llama: dbrx: move norm2 after attention, fix build kv

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  27. llama: dbrx: fix build kv att out

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  28. llama: dbrx: fix build kv att out tensor name

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  29. llama: dbrx: hardcode nn.LayerNorm epsilon

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  30. llama: dbrx: Try another rope type

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Commits on Apr 8, 2024

  1. llama: dbrx: fix k scale

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  2. llama: dbrx: move norm epsilon to convert. Fix missing normalization.

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  3. llama: dbrx: rename tensor to actual meaning. Fix normalization in gr… 

    …aph. Permute expert tensors to the llama.cpp layout
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  4. llama: dbrx: convert remove previous reverse

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  5. llama: dbrx: load norm eps in hparams

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  6. llama: dbrx: fix experts tensor layout

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  7. model: dbrx: convert-hf-to-gguf.py fix experts tensors shapes

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  8. llama: factorize moe graph implementation between grok, mixtral and dbrx

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  9. model: dbrx convert permute experts directly torch, log shape

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  10. llama: dbrx: fix experts 3D tensor layout (again)

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  11. llama: dbrx: fix experts 3D tensor layout (again)

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  12. llama: dbrx: document changes, permute only FFN_DOWN_EXPS. Add a chec… 

    …k for ftype
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  13. llama: dbrx: rename layer_out_norm to attn_out_norm

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  14. llama: dbrx: first add the residuals and then do the norm

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  15. model: dbrx: convert fix mixed ffn_gate_exps and ffn_down_exps

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  16. llama: dbrx: fix ggml context of the attention outputs weight

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  17. gguf-py: revert spaces

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Commits on Apr 9, 2024

  1. gguf-py: dbrx: reverse again the MOE tensors mapping: 

        layer.ffn_up_exps   -> Up-projection weights (w1)
    layer.ffn_gate_exps -> Gating weights (v1)
    layer.ffn_down_exps -> Down-projection weights (w2)
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  2. Merge remote-tracking branch 'origin/master' into hp/model/support-dbrx

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Commits on Apr 10, 2024

  1. Merge remote-tracking branch 'origin/master' into hp/model/support-dbrx

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  2. llama: dbrx: use the MOE naming convention for model type

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Commits on Apr 11, 2024

  1. Merge remote-tracking branch 'origin/master' into hp/model/support-dbrx

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Commits on Apr 12, 2024

  1. model: convert-hf-to-gguf.py remove tiktoken

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  2. Is silu activation function applied to MODEL_TENSOR.FFN_GATE_EXP here… 

    …? If so, we must change this to w1 for DBRX. Each expert in DBRX has 3 linear layers: w1, v1 and w2. For an input tensor x, output from the expert layer would be (silu(x.w1_t) * x.v1_t) . w2_t). Same math is also used in mixtral, only difference being DBRX uses v1 instead of w3 in mixtral.

Co-authored-by: Megha Agarwal <16129366+megha95@users.noreply.github.com>
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  3. Is silu activation function applied to MODEL_TENSOR.FFN_GATE_EXP here… 

    …? If so, we must change this to w1 for DBRX. Each expert in DBRX has 3 linear layers: w1, v1 and w2. For an input tensor x, output from the expert layer would be (silu(x.w1_t) * x.v1_t) . w2_t). Same math is also used in mixtral, only difference being DBRX uses v1 instead of w3 in mixtral.

Co-authored-by: Megha Agarwal <16129366+megha95@users.noreply.github.com>
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  4. Wrong input was being fed to moe layer. This needs to be corrected 

    Co-authored-by: Megha Agarwal <16129366+megha95@users.noreply.github.com>
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  5. eval-callback: also print last n elements of each dimension

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  6. minor spaces

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  7. convert: update comment of MOE tensors mapping

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  8. llama: rename build_moe to build_moe_ffn and fix grok is using gelu i… 

    …nstead of silu.

Do not pass too much time on this function as it will be replaced in #6505
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  9. convert-hf-to-gguf.py: fix python linter

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Commits on Apr 13, 2024

  1. minor: fix indent in llama_build_graph

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