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refactor: define VAE tile dimensions in image pixels (#2059)

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leejet
2026-09-25 18:20:32 +08:00
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parent 39ada0863b
commit 19bbbca1c7
14 changed files with 298 additions and 174 deletions
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src/pipeline/diffusion_engine.cpp
+19 -7
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@@ -2883,14 +2883,26 @@ sd::Tensor<float> StableDiffusionGGML::decode_first_stage(const sd::Tensor<float
return sd::ops::clamp((x + 1.f) * 0.5f, 0.0f, 1.0f);
}
auto latents = first_stage_model->diffusion_to_vae_latents(x);
auto decoded = first_stage_model->decode(n_threads, latents, vae_tiling_params, decode_video, circular_x, circular_y);
const bool prefer_temporal_tiling = decode_video && first_stage_model->can_temporal_tile_decode();
while (decoded.empty() &&
sd::backend_fit::prepare_vae_decode_retry_tiling(vae_tiling_params, prefer_temporal_tiling,
first_stage_model->last_compute_status())) {
decoded = first_stage_model->decode(n_threads, latents, vae_tiling_params, decode_video, circular_x, circular_y);
auto tiling_params = first_stage_model->resolve_tiling_params(vae_tiling_params);
const bool prefer_temporal_tiling = decode_video && latents.dim() == 5 && latents.shape()[2] > 1 &&
first_stage_model->can_temporal_tile_decode();
for (;;) {
int tile_size_w = static_cast<int>(latents.shape()[0]);
int tile_size_h = static_cast<int>(latents.shape()[1]);
float tile_overlap;
if (tiling_params.enabled &&
!first_stage_model->get_tile_sizes(tile_size_w, tile_size_h, tile_overlap, tiling_params,
latents.shape()[0], latents.shape()[1])) {
return {};
}
auto decoded = first_stage_model->decode(n_threads, latents, tiling_params, decode_video, circular_x, circular_y);
if (!decoded.empty() ||
!sd::backend_fit::prepare_vae_decode_retry_tiling(tiling_params, prefer_temporal_tiling,
first_stage_model->last_compute_status(),
tile_size_w, tile_size_h, first_stage_model->get_scale_factor())) {
return decoded;
}
}
return decoded;
}
sd::Tensor<float> StableDiffusionGGML::normalize_ltx_video_latents(const sd::Tensor<float>& x) {