fuel-transformers 0.19.1

Minimalist ML framework.
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// SPDX-License-Identifier: MIT OR Apache-2.0
//! The model zoo (Models tier), moved out of `fuel-core` in restructure Stage 2.
//!
//! The 146 `lazy_*` model architectures. Formerly `fuel_core::lazy_*`, now
//! `fuel_transformers::models::lazy_*`; the `fuel` facade re-exports them
//! (`pub use fuel_transformers::models::*`) so `fuel::lazy_bert` still resolves —
//! the consumer path set is unchanged (147 − 1 moved). `lazy_latent_cache` did
//! NOT move: fuel-nn (at/below the Models tier) references it, so moving it would
//! create an upward edge and cycle. See docs/restructure-migration-design.md §Stage 2.

// GAP-326: the validated-entry helper for model inputs. Crate-private; the
// `fuel` facade's glob re-export does not reach it.
// The `expect` retires itself: once a model calls `image_nchw`, the non-test
// build is no longer dead and clippy reports the expectation unfulfilled.
// It is scoped to non-test builds because the helper's own tests use it.
#[cfg_attr(
    not(test),
    expect(
        dead_code,
        reason = "GAP-326 PR1 lands the helper; PR2 routes the vision models through it"
    )
)]
pub(crate) mod input_guard;
pub mod lazy_based;
pub mod lazy_beit;
pub mod lazy_bert;
pub mod lazy_bigcode;
pub mod lazy_blip;
pub mod lazy_blip_text;
pub mod lazy_blip_vision;
pub mod lazy_chatglm;
pub mod lazy_chinese_clip;
pub mod lazy_clip;
pub mod lazy_colpali;
pub mod lazy_conv3d;
pub mod lazy_convmixer;
pub mod lazy_convnext;
pub mod lazy_csm;
pub mod lazy_dac;
pub mod lazy_debertav2;
pub mod lazy_deepseek2;
pub mod lazy_depth_anything_v2;
pub mod lazy_dinov2;
pub mod lazy_dinov2reg4;
pub mod lazy_distilbert;
pub mod lazy_efficientnet;
pub mod lazy_efficientvit;
pub mod lazy_encodec;
pub mod lazy_eva2;
pub mod lazy_falcon;
pub mod lazy_fastvit;
pub mod lazy_flux;
pub mod lazy_gemma;
pub mod lazy_gemma2;
pub mod lazy_gemma3;
pub mod lazy_gemma4_audio;
pub mod lazy_gemma4_mm_embed;
pub mod lazy_gemma4_text;
pub mod lazy_gemma4_vision;
pub mod lazy_glm4;
pub mod lazy_glm4_new;
pub mod lazy_granite;
pub mod lazy_granitemoehybrid;
pub mod lazy_helium;
pub mod lazy_hiera;
pub mod lazy_jina_bert;
pub mod lazy_kv_cache;
pub mod lazy_lfm2;
pub mod lazy_llama2c;
pub mod lazy_llama_full;
pub mod lazy_llava;
pub mod lazy_lstm;
pub mod lazy_mamba;
pub mod lazy_mamba2;
pub mod lazy_marian;
pub mod lazy_metavoice;
pub mod lazy_metavoice_speaker_encoder;
pub mod lazy_mimi;
pub mod lazy_mimi_conv;
pub mod lazy_mimi_conv_transpose;
pub mod lazy_mimi_conv_wrappers;
pub mod lazy_mimi_encodec;
pub mod lazy_mimi_quantization;
pub mod lazy_mimi_resampler;
pub mod lazy_mimi_seanet;
pub mod lazy_mimi_transformer;
pub mod lazy_mistral;
pub mod lazy_mixformer;
pub mod lazy_mixtral;
pub mod lazy_mmdit;
pub mod lazy_mobileclip;
pub mod lazy_mobilenetv4;
pub mod lazy_mobileone;
pub mod lazy_modernbert;
pub mod lazy_moondream;
pub mod lazy_mpt;
pub mod lazy_musicgen;
pub mod lazy_nomic_bert;
pub mod lazy_nvembed_v2;
pub mod lazy_olmo;
pub mod lazy_olmo2;
pub mod lazy_openclip_text;
pub mod lazy_paddleocr_vl;
pub mod lazy_paddleocr_vl_text;
pub mod lazy_paddleocr_vl_vision;
pub mod lazy_paligemma;
pub mod lazy_parler_tts;
pub mod lazy_persimmon;
pub mod lazy_phi;
pub mod lazy_phi3;
pub mod lazy_pixtral;
pub mod lazy_quantized_gemma3;
pub mod lazy_quantized_glm4;
pub mod lazy_quantized_lfm2;
pub mod lazy_quantized_llama;
pub mod lazy_quantized_phi3;
pub mod lazy_quantized_qwen2;
pub mod lazy_quantized_qwen3;
pub mod lazy_quantized_qwen3_moe;
pub mod lazy_quantized_smollm3;
pub mod lazy_quantized_t5;
pub mod lazy_quantized_whisper;
pub mod lazy_qwen2;
pub mod lazy_qwen2_moe;
pub mod lazy_qwen3;
pub mod lazy_qwen3_moe;
pub mod lazy_qwen3_vl;
pub mod lazy_qwen3_vl_text;
pub mod lazy_qwen3_vl_vision;
pub mod lazy_recurrent_gemma;
pub mod lazy_repvgg;
pub mod lazy_resnet;
pub mod lazy_rwkv5;
pub mod lazy_rwkv6;
pub mod lazy_rwkv7;
pub mod lazy_rwkv_tokenizer;
pub mod lazy_sam;
pub mod lazy_sd3_text_encoder;
pub mod lazy_sd3_vae;
pub mod lazy_sd_samplers;
pub mod lazy_sd_samplers_euler;
pub mod lazy_sd_samplers_sd3;
pub mod lazy_sd_samplers_unipc;
pub mod lazy_sd_text_encoder;
pub mod lazy_sd_unet;
pub mod lazy_sd_vae;
pub mod lazy_segformer;
pub mod lazy_siglip;
pub mod lazy_smollm3;
pub mod lazy_snac;
pub mod lazy_stablelm;
pub mod lazy_starcoder2;
pub mod lazy_stella_v5;
pub mod lazy_t5;
pub mod lazy_tiny_vit;
pub mod lazy_training_augmentations;
pub mod lazy_training_augmentations_extras;
pub mod lazy_trocr;
pub mod lazy_vgg;
pub mod lazy_vit;
pub mod lazy_voxtral;
pub mod lazy_whisper;
pub mod lazy_whisper_audio;
pub mod lazy_wuerstchen;
pub mod lazy_xlm_roberta;
pub mod lazy_yi;
pub mod lazy_yolov3;
pub mod lazy_yolov8;
pub mod lazy_z_image;