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feat: add flux2 support (#1016)
* add flux2 support * rename qwenvl to llm * add Flux2FlowDenoiser * update docs
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@@ -9,8 +9,10 @@ Options:
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--clip_g <string> path to the clip-g text encoder
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--clip_vision <string> path to the clip-vision encoder
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--t5xxl <string> path to the t5xxl text encoder
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--qwen2vl <string> path to the qwen2vl text encoder
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--qwen2vl_vision <string> path to the qwen2vl vit
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--llm <string> path to the llm text encoder. For example: (qwenvl2.5 for qwen-image, mistral-small3.2 for flux2, ...)
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--llm_vision <string> path to the llm vit
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--qwen2vl <string> alias of --llm. Deprecated.
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--qwen2vl_vision <string> alias of --llm_vision. Deprecated.
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--diffusion-model <string> path to the standalone diffusion model
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--high-noise-diffusion-model <string> path to the standalone high noise diffusion model
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--vae <string> path to standalone vae model
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@@ -33,7 +35,6 @@ Options:
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-p, --prompt <string> the prompt to render
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-n, --negative-prompt <string> the negative prompt (default: "")
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--preview-path <string> path to write preview image to (default: ./preview.png)
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--easycache <string> enable EasyCache for DiT models, accepts optional "threshold,start_percent,end_percent" values (defaults to 0.2,0.15,0.95)
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--upscale-model <string> path to esrgan model.
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-t, --threads <int> number of threads to use during computation (default: -1). If threads <= 0, then threads will be set to the number of
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CPU physical cores
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@@ -100,20 +101,18 @@ Options:
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-s, --seed RNG seed (default: 42, use random seed for < 0)
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--sampling-method sampling method, one of [euler, euler_a, heun, dpm2, dpm++2s_a, dpm++2m, dpm++2mv2, ipndm, ipndm_v, lcm, ddim_trailing,
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tcd] (default: euler for Flux/SD3/Wan, euler_a otherwise)
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--prediction prediction type override, one of [eps, v, edm_v, sd3_flow, flux_flow]
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--prediction prediction type override, one of [eps, v, edm_v, sd3_flow, flux_flow, flux2_flow]
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--lora-apply-mode the way to apply LoRA, one of [auto, immediately, at_runtime], default is auto. In auto mode, if the model weights
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contain any quantized parameters, the at_runtime mode will be used; otherwise,
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immediately will be used.The immediately mode may have precision and
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compatibility issues with quantized parameters, but it usually offers faster inference
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speed and, in some cases, lower memory usage. The at_runtime mode, on the other
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hand, is exactly the opposite.
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speed and, in some cases, lower memory usage. The at_runtime mode, on the
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other hand, is exactly the opposite.
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--scheduler denoiser sigma scheduler, one of [discrete, karras, exponential, ays, gits, smoothstep, sgm_uniform, simple, lcm],
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default: discrete
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--skip-layers layers to skip for SLG steps (default: [7,8,9])
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--high-noise-sampling-method (high noise) sampling method, one of [euler, euler_a, heun, dpm2, dpm++2s_a, dpm++2m, dpm++2mv2, ipndm, ipndm_v, lcm,
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ddim_trailing, tcd] default: euler for Flux/SD3/Wan, euler_a otherwise
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--high-noise-scheduler (high noise) denoiser sigma scheduler, one of [discrete, karras, exponential, ays, gits, smoothstep, sgm_uniform,
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simple], default: discrete
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--high-noise-skip-layers (high noise) layers to skip for SLG steps (default: [7,8,9])
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-r, --ref-image reference image for Flux Kontext models (can be used multiple times)
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-h, --help show this help message and exit
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@@ -121,4 +120,5 @@ Options:
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--vae-relative-tile-size relative tile size for vae tiling, format [X]x[Y], in fraction of image size if < 1, in number of tiles per dim if >=1
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(overrides --vae-tile-size)
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--preview preview method. must be one of the following [none, proj, tae, vae] (default is none)
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--easycache enable EasyCache for DiT models with optional "threshold,start_percent,end_percent" (default: 0.2,0.15,0.95)
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```
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+21
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@@ -70,8 +70,8 @@ struct SDParams {
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std::string clip_g_path;
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std::string clip_vision_path;
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std::string t5xxl_path;
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std::string qwen2vl_path;
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std::string qwen2vl_vision_path;
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std::string llm_path;
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std::string llm_vision_path;
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std::string diffusion_model_path;
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std::string high_noise_diffusion_model_path;
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std::string vae_path;
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@@ -174,8 +174,8 @@ void print_params(SDParams params) {
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printf(" clip_g_path: %s\n", params.clip_g_path.c_str());
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printf(" clip_vision_path: %s\n", params.clip_vision_path.c_str());
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printf(" t5xxl_path: %s\n", params.t5xxl_path.c_str());
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printf(" qwen2vl_path: %s\n", params.qwen2vl_path.c_str());
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printf(" qwen2vl_vision_path: %s\n", params.qwen2vl_vision_path.c_str());
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printf(" llm_path: %s\n", params.llm_path.c_str());
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printf(" llm_vision_path: %s\n", params.llm_vision_path.c_str());
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printf(" diffusion_model_path: %s\n", params.diffusion_model_path.c_str());
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printf(" high_noise_diffusion_model_path: %s\n", params.high_noise_diffusion_model_path.c_str());
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printf(" vae_path: %s\n", params.vae_path.c_str());
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@@ -532,14 +532,22 @@ void parse_args(int argc, const char** argv, SDParams& params) {
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"--t5xxl",
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"path to the t5xxl text encoder",
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¶ms.t5xxl_path},
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{"",
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"--llm",
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"path to the llm text encoder. For example: (qwenvl2.5 for qwen-image, mistral-small3.2 for flux2, ...)",
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¶ms.llm_path},
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{"",
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"--llm_vision",
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"path to the llm vit",
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¶ms.llm_vision_path},
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{"",
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"--qwen2vl",
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"path to the qwen2vl text encoder",
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¶ms.qwen2vl_path},
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"alias of --llm. Deprecated.",
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¶ms.llm_path},
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{"",
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"--qwen2vl_vision",
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"path to the qwen2vl vit",
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¶ms.qwen2vl_vision_path},
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"alias of --llm_vision. Deprecated.",
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¶ms.llm_vision_path},
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{"",
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"--diffusion-model",
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"path to the standalone diffusion model",
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@@ -1185,7 +1193,7 @@ void parse_args(int argc, const char** argv, SDParams& params) {
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on_sample_method_arg},
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{"",
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"--prediction",
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"prediction type override, one of [eps, v, edm_v, sd3_flow, flux_flow]",
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"prediction type override, one of [eps, v, edm_v, sd3_flow, flux_flow, flux2_flow]",
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on_prediction_arg},
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{"",
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"--lora-apply-mode",
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@@ -1230,7 +1238,7 @@ void parse_args(int argc, const char** argv, SDParams& params) {
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on_relative_tile_size_arg},
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{"",
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"--preview",
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std::string("preview method. must be one of the following [") + previews_str[0] + ", " + previews_str[1] + ", " + previews_str[2] + ", " + previews_str[3] + "] (default is " + previews_str[PREVIEW_NONE] + ")\n",
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std::string("preview method. must be one of the following [") + previews_str[0] + ", " + previews_str[1] + ", " + previews_str[2] + ", " + previews_str[3] + "] (default is " + previews_str[PREVIEW_NONE] + ")",
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on_preview_arg},
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{"",
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"--easycache",
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@@ -1428,7 +1436,7 @@ std::string get_image_params(SDParams params, int64_t seed) {
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parameter_string += " " + std::string(sd_scheduler_name(params.sample_params.scheduler));
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}
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parameter_string += ", ";
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for (const auto& te : {params.clip_l_path, params.clip_g_path, params.t5xxl_path, params.qwen2vl_path, params.qwen2vl_vision_path}) {
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for (const auto& te : {params.clip_l_path, params.clip_g_path, params.t5xxl_path, params.llm_path, params.llm_vision_path}) {
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if (!te.empty()) {
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parameter_string += "TE: " + sd_basename(te) + ", ";
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}
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@@ -1845,8 +1853,8 @@ int main(int argc, const char* argv[]) {
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params.clip_g_path.c_str(),
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params.clip_vision_path.c_str(),
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params.t5xxl_path.c_str(),
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params.qwen2vl_path.c_str(),
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params.qwen2vl_vision_path.c_str(),
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params.llm_path.c_str(),
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params.llm_vision_path.c_str(),
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params.diffusion_model_path.c_str(),
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params.high_noise_diffusion_model_path.c_str(),
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params.vae_path.c_str(),
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