Replaces anima_lora.py's bespoke try_load_lora / group_keys /
resolve_network_key with thin wrappers binding native_loader's generics
to anima's prefix tuples and resolve_targets, mirroring flux2 / zimage /
chroma / ernie. The hand-rolled apply_lora_alphas bake-with-balance
pass goes away; alpha / scale / dora_scale flow through NetworkWeights.w
to NetworkModule.calc_scale at apply time.
native_loader gains an optional network_prefix kwarg (str or
Callable[[prefix_used], str], default "lora_transformer_") used when
constructing network_key. Anima passes a callable picking
lora_transformer_ / lora_llm_adapter_ / lora_te_ per matched prefix.
Single-component siblings keep the default and are unchanged.
network.NetworkModule.apply_weight_decompose grows a dual-path DoRA
convention detector. The pre-fix implementation only handled per-input
dora_scale (DoRA paper / kohya, shape (1, in)), silently broadcasting
per-output LyCORIS / PEFT dora_scale (shape (out, 1)) into an incoherent
element-wise rescaling. Detection is structural: (out, 1, ...) routes
to per-output; everything else (including the square-weight 1D ambiguity)
defaults to per-input for legacy compat. Pre-existing bug surfaced by
the LoKR+DoRA LyCORIS files Anima now loads.
Behavior changes:
- LoHA via the generic try_load_loha (NetworkModuleHada); covers
scenery-anima-base and any other LyCORIS .hada_w* export.
- Kohya lora_te_ prefix recognized. The legacy resolver only matched
BFL text_encoders.qwen3_06b.transformer.model. and silently dropped
lora_te_layers_N_* keys (41% of BlueArcStyle's bases were unloaded).
- LoKR+DoRA LyCORIS files now apply correctly; the per-output dora_scale
is honored instead of silently scrambled.
Adds test/test-anima-native-adapters.py: 37 offline tests across all
five prefixes (LoRA + LoHA), every COSMOS_2_FLAT_RENAME entry, DoRA
threading, marker disambiguation, try_load_chain dispatch, calc_updown
sanity, and both DoRA conventions (per-input / per-output / 1D ambiguous).
Adapter mock mirrors AnimaLLMAdapter's real module tree.
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