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perf: cache CPU position embeddings across DiT runners (#2211)
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@@ -9,6 +9,7 @@
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#include <set>
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#include <string>
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#include <vector>
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#include "core/pe_cache.h"
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#include "core/util.h"
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#include "model/common/rope.hpp"
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@@ -606,9 +607,9 @@ namespace LingBotVideo {
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};
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struct LingBotVideoRunner : public DiffusionModelRunner {
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sd::PECache pe_cache_;
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LingBotVideoConfig config;
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LingBotVideoModel lingbot_video;
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std::vector<float> pe_vec;
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LingBotVideoRunner(ggml_backend_t backend,
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const String2TensorStorage& tensor_storage_map = {},
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@@ -647,19 +648,23 @@ namespace LingBotVideo {
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int64_t T = x->ne[2];
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int64_t N = x_tensor.shape()[4];
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GGML_ASSERT(N == 1);
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pe_vec = Rope::gen_lingbot_video_pe(static_cast<int>(T),
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static_cast<int>(H),
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static_cast<int>(W),
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config.patch_t,
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config.patch_h,
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config.patch_w,
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static_cast<int>(N),
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static_cast<int>(context->ne[1]),
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config.rope_theta,
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config.axes_dim);
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int pos_len = static_cast<int>(pe_vec.size() / config.axes_dim_sum / 2);
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auto pe = ggml_new_tensor_4d(compute_ctx, GGML_TYPE_F32, 2, 2, config.axes_dim_sum / 2, pos_len);
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set_backend_tensor_data(pe, pe_vec.data());
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sd::PECacheKey pe_key("lingbot_video.pe");
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pe_key.add(T).add(H).add(W).add(N).add_shape(context).add(config.patch_t).add(config.patch_h).add(config.patch_w);
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pe_key.add(config.rope_theta).add(config.axes_dim).add(config.axes_dim_sum);
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auto pe = make_input(pe_cache_.get_or_create(pe_key, [&]() {
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auto pe_vec = Rope::gen_lingbot_video_pe(static_cast<int>(T),
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static_cast<int>(H),
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static_cast<int>(W),
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config.patch_t,
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config.patch_h,
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config.patch_w,
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static_cast<int>(N),
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static_cast<int>(context->ne[1]),
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config.rope_theta,
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config.axes_dim);
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int pos_len = static_cast<int>(pe_vec.size() / config.axes_dim_sum / 2);
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return sd::Tensor<float>({2, 2, config.axes_dim_sum / 2, pos_len}, std::move(pe_vec));
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}));
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auto runner_ctx = get_context();
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ggml_tensor* out = lingbot_video.forward(&runner_ctx, x, timesteps, context, pe);
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