llama: Add support for RWKV v7 architecture(v2)#12412
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MollySophia merged 8 commits intoggml-org:masterfrom Mar 17, 2025
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llama: Add support for RWKV v7 architecture(v2)#12412MollySophia merged 8 commits intoggml-org:masterfrom
MollySophia merged 8 commits intoggml-org:masterfrom
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Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
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Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
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No concern with the SYCL changes, thanks
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* ggml: Add op l2_norm Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * ggml: Add op rwkv_wkv7 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: Add support for RWKV7 and ARWKV7 models Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: fix inference with RWKV6Qwen2 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: add more (a)rwkv7 variants in size Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Apply code-format changes Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * fix MUSA build Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: fix shape error with rwkv using llama-parallel Signed-off-by: Molly Sophia <mollysophia379@gmail.com> --------- Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
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* ggml: Add op l2_norm Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * ggml: Add op rwkv_wkv7 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: Add support for RWKV7 and ARWKV7 models Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: fix inference with RWKV6Qwen2 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: add more (a)rwkv7 variants in size Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Apply code-format changes Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * fix MUSA build Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * llama: fix shape error with rwkv using llama-parallel Signed-off-by: Molly Sophia <mollysophia379@gmail.com> --------- Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
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@BlinkDL 's explanation of RWKV v7:
RWKV-7 as a meta-in-context learner
Also there are plenty of tests on trained models posted on his x account.
Current available RWKV v7 model repos in HF format:
Base models:
https://huggingface.co/fla-hub/rwkv7-191M-world
https://huggingface.co/fla-hub/rwkv7-0.4B-world
https://huggingface.co/fla-hub/rwkv7-1.5B-world
https://huggingface.co/fla-hub/rwkv7-2.9B-world
https://huggingface.co/fla-hub/rwkv7-0.1B-g1 (Haven't add the option to enable it's capability yet.)
Distilled models:
https://huggingface.co/RWKV-Red-Team/ARWKV-R1-1B5
https://huggingface.co/RWKV-Red-Team/ARWKV-R1-7B
https://huggingface.co/RWKV-Red-Team/ARWKV_7B_R1_16K
This PR contains:
GGML_OP_L2_NORMthat applies pytorch-style l2 normalization, along the rows. Tested with CPU, CUDA, SYCL, Vulkan, Metal backends.GGML_OP_RWKV_WKV7which is the core of the RWKV v7 architecture. Implemented the naive recurrent wkv7 kernel in CPU, CUDA, SYCL, Vulkan, Metal.TODO:
#pragma unrollin wkv.cu fix the build.