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https://github.com/leejet/stable-diffusion.cpp.git
synced 2026-10-27 07:14:04 +08:00
feat: add PixArt model family support (#2047)
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@@ -105,6 +105,7 @@ const char* model_version_to_str[] = {
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"SenseNova U1.5",
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"LLaDA-Image",
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"ESRGAN",
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"PixArt",
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};
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static_assert(VERSION_COUNT == sizeof(model_version_to_str) / sizeof(model_version_to_str[0]),
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@@ -125,6 +126,18 @@ void calculate_alphas_cumprod(float* alphas_cumprod,
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}
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}
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void calculate_alphas_cumprod_linear_beta(float* alphas_cumprod,
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float beta_start,
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float beta_end,
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int timesteps = TIMESTEPS) {
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float product = 1.0f;
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for (int i = 0; i < timesteps; i++) {
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float beta = beta_start + (beta_end - beta_start) * ((float)i / (timesteps - 1));
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product *= 1.0f - beta;
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alphas_cumprod[i] = product;
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}
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}
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template <typename T, typename = void>
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struct has_set_runtime_backends : std::false_type {};
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template <typename T>
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@@ -666,6 +679,10 @@ void StableDiffusionGGML::refresh_compvis_denoiser_sigmas() {
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std::vector<float> alphas_cumprod(TIMESTEPS);
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if (file_alphas_cumprod.size() == TIMESTEPS) {
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alphas_cumprod = file_alphas_cumprod;
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} else if (sd_version_is_pixart(version)) {
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// PixArt checkpoints train with a linear beta schedule (0.0001 -> 0.02)
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// instead of the scaled_linear schedule used by SD1.x/SDXL.
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calculate_alphas_cumprod_linear_beta(alphas_cumprod.data(), 0.0001f, 0.02f);
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} else {
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calculate_alphas_cumprod(alphas_cumprod.data());
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}
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@@ -2731,7 +2748,7 @@ int StableDiffusionGGML::get_diffusion_model_down_factor() {
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if (sd_version_is_dit(version)) {
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if (sd_version_is_sensenova_u1(version)) {
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down_factor = 32;
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} else if (version == VERSION_QWEN_IMAGE_2_1 || sd_version_is_wan(version) || sd_version_is_lingbot_video(version) || sd_version_is_minimax_h3(version)) {
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} else if (version == VERSION_QWEN_IMAGE_2_1 || sd_version_is_wan(version) || sd_version_is_lingbot_video(version) || sd_version_is_minimax_h3(version) || sd_version_is_pixart(version)) {
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down_factor = 2;
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} else {
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down_factor = 1;
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@@ -2769,6 +2786,8 @@ int StableDiffusionGGML::get_latent_channel() {
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latent_channel = 128;
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} else if (sd_version_is_mage_flow(version)) {
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latent_channel = 128;
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} else if (sd_version_is_pixart(version)) {
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latent_channel = 4;
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} else {
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latent_channel = 16;
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}
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