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inference.py

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+"""
+ModelInference for the addax-sppnet model family.
+
+Architecture: SpeciesNet GraphModule backbone (frozen) + a thin nn.Linear
+head fine-tuned per region. Originally written for AddaxAI's legacy
+classify_detections.py (Peter van Lunteren, 13 May 2025); ported here to
+the WebUI's class-based ModelInference interface.
+
+Files expected in the model directory:
+    - <model_fname>.pt         fine-tuned head checkpoint, e.g. final-20260317.pt
+    - <backbone>.pt            frozen SpeciesNet backbone, one of:
+                                 - always_crop_99710272_22x8_v12_epoch_00148.pt
+                                 - full_image_88545560_22x8_v12_epoch_00153.pt
+"""
+
+from __future__ import annotations
+
+# Allow loading checkpoints saved on a Windows runner on a POSIX machine.
+import pathlib
+import platform
+from pathlib import Path
+
+import numpy as np
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from PIL import Image
+from torchvision import transforms
+
+if platform.system() != "Windows":
+    pathlib.WindowsPath = pathlib.PosixPath  # type: ignore[assignment]
+
+# Don't fail on truncated images during inference.
+from PIL import ImageFile
+
+ImageFile.LOAD_TRUNCATED_IMAGES = True
+
+
+_BACKBONE_FILENAMES = (
+    "always_crop_99710272_22x8_v12_epoch_00148.pt",
+    "full_image_88545560_22x8_v12_epoch_00153.pt",
+)
+
+
+def _load_fx_checkpoint(weights_path: Path, map_location: str = "cpu") -> nn.Module:
+    """Load a SpeciesNet onnx2torch GraphModule.
+
+    The backbone is shipped as a torch.fx GraphModule. PyTorch 2.4+
+    requires `reduce_graph_module` to be in the safe-globals allowlist
+    when loading with `weights_only=True`; older versions don't have
+    this concept. Try both paths.
+    """
+    try:
+        from torch.fx.graph_module import reduce_graph_module
+        from torch.serialization import add_safe_globals
+        add_safe_globals([reduce_graph_module])
+    except Exception:
+        pass
+
+    try:
+        obj = torch.load(weights_path, map_location=map_location, weights_only=True)
+    except Exception:
+        obj = torch.load(weights_path, map_location=map_location, weights_only=False)
+
+    if hasattr(obj, "state_dict") and hasattr(obj, "forward"):
+        return obj
+    raise ValueError(f"{weights_path} is not a torch.nn.Module GraphModule")
+
+
+class _FXClassifier(nn.Module):
+    """SpeciesNet backbone (frozen) + linear head."""
+
+    def __init__(
+        self,
+        backbone: nn.Module,
+        num_classes: int,
+        img_size: int = 480,
+        input_layout: str = "nhwc",
+    ) -> None:
+        super().__init__()
+        self.backbone = backbone
+        self.input_layout = input_layout.lower()
+
+        for p in self.backbone.parameters():
+            p.requires_grad = False
+        self.backbone.eval()
+
+        # Probe the backbone to discover output feature size at this
+        # img_size + layout combo, so the head matches exactly.
+        with torch.no_grad():
+            x = torch.zeros(1, 3, img_size, img_size)
+            if self.input_layout == "nhwc":
+                x = x.permute(0, 2, 3, 1).contiguous()
+            z = self.backbone(x)
+            z = self._pool(z)
+            in_features = z.shape[1]
+
+        self.head = nn.Linear(in_features, num_classes)
+
+    @staticmethod
+    def _pool(z: torch.Tensor) -> torch.Tensor:
+        if z.ndim == 4:
+            return F.adaptive_avg_pool2d(z, 1).flatten(1)
+        if z.ndim == 3:
+            return z.mean(dim=1)
+        return z.flatten(1)
+
+    def forward(self, x: torch.Tensor) -> torch.Tensor:
+        if self.input_layout == "nhwc":
+            x = x.permute(0, 2, 3, 1).contiguous()
+        z = self.backbone(x)
+        z = self._pool(z)
+        return self.head(z)
+
+
+class ModelInference:
+    """ModelInference for the addax-sppnet family (SpeciesNet backbone + linear head)."""
+
+    def __init__(self, model_dir: Path, model_path: Path) -> None:
+        self.model_dir = Path(model_dir)
+        self.model_path = Path(model_path)
+        self.model: _FXClassifier | None = None
+        self.device: torch.device | None = None
+        self._class_names: list[str] = []
+        self._preprocess: transforms.Compose | None = None
+
+    # ------------------------------------------------------------------
+    # Required interface
+    # ------------------------------------------------------------------
+
+    def check_gpu(self) -> bool:
+        try:
+            if torch.backends.mps.is_built() and torch.backends.mps.is_available():
+                return True
+        except Exception:
+            pass
+        return torch.cuda.is_available()
+
+    def load_model(self) -> None:
+        if self.check_gpu():
+            self.device = torch.device(
+                "mps" if torch.backends.mps.is_available() else "cuda"
+            )
+        else:
+            self.device = torch.device("cpu")
+
+        # Load fine-tuned head checkpoint.
+        try:
+            checkpoint = torch.load(
+                self.model_path, map_location=self.device, weights_only=True
+            )
+        except Exception:
+            checkpoint = torch.load(
+                self.model_path, map_location=self.device, weights_only=False
+            )
+
+        # Resolve backbone path. The fine-tuned model ships alongside
+        # one of two known backbone files, depending on the recipe.
+        backbone_path: Path | None = None
+        for name in _BACKBONE_FILENAMES:
+            candidate = self.model_dir / name
+            if candidate.exists():
+                backbone_path = candidate
+                break
+        if backbone_path is None:
+            raise FileNotFoundError(
+                "Backbone weights not found. Expected one of "
+                f"{_BACKBONE_FILENAMES} in {self.model_dir}."
+            )
+
+        backbone = _load_fx_checkpoint(backbone_path, map_location="cpu")
+        model = _FXClassifier(
+            backbone=backbone,
+            num_classes=checkpoint["num_classes"],
+            img_size=checkpoint["img_size"],
+            input_layout=checkpoint["input_layout"],
+        )
+        model.load_state_dict(checkpoint["model"])
+        self.model = model.to(self.device).eval()
+
+        self._class_names = list(checkpoint["class_names"])
+
+        norm = checkpoint["normalize"]
+        img_size = checkpoint["img_size"]
+        self._preprocess = transforms.Compose([
+            transforms.Resize((img_size, img_size), antialias=True),
+            transforms.ToTensor(),
+            transforms.Normalize(mean=norm["mean"], std=norm["std"]),
+        ])
+
+    def get_crop(
+        self, image: Image.Image, bbox: tuple[float, float, float, float]
+    ) -> Image.Image:
+        """Crop the bbox region. SpeciesNet head was trained on tight crops."""
+        W, H = image.size
+        x, y, w, h = bbox
+        left = max(0, int(round(x * W)))
+        top = max(0, int(round(y * H)))
+        right = min(W, int(round((x + w) * W)))
+        bottom = min(H, int(round((y + h) * H)))
+        if right <= left or bottom <= top:
+            return image
+        return image.crop((left, top, right, bottom))
+
+    def get_classification(self, crop: Image.Image) -> list[list]:
+        """Per-image inference. Returns [[name, prob], ...] for all classes."""
+        assert self.model is not None and self._preprocess is not None
+        if crop.mode != "RGB":
+            crop = crop.convert("RGB")
+        tensor = self._preprocess(crop).unsqueeze(0).to(self.device)
+        with torch.no_grad():
+            probs = F.softmax(self.model(tensor), dim=1).cpu().numpy()[0]
+        return [[self._class_names[i], float(probs[i])] for i in range(len(probs))]
+
+    def get_class_names(self) -> dict[str, str]:
+        """1-indexed mapping {id: class_name} for the output JSON."""
+        return {str(i + 1): name for i, name in enumerate(self._class_names)}
+
+    # ------------------------------------------------------------------
+    # Optional batch interface (5-15x GPU speedup vs per-crop calls)
+    # ------------------------------------------------------------------
+
+    def get_tensor(self, crop: Image.Image) -> np.ndarray:
+        assert self._preprocess is not None
+        if crop.mode != "RGB":
+            crop = crop.convert("RGB")
+        return self._preprocess(crop).numpy()
+
+    def classify_batch(self, batch: np.ndarray) -> list[list[list]]:
+        assert self.model is not None
+        tensor = torch.from_numpy(batch).to(self.device)
+        with torch.no_grad():
+            probs = F.softmax(self.model(tensor), dim=1).cpu().numpy()
+        return [
+            [[self._class_names[j], float(p[j])] for j in range(len(p))]
+            for p in probs
+        ]

taxonomy.csv

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+model_class,class,order,family,genus,species
+amphibians,amphibia,,,,
+hawks and eagles,aves,accipitriformes,accipitridae,,
+goshawks and sparrowhawks,aves,accipitriformes,accipitridae,accipiter,
+brown goshawk,aves,accipitriformes,accipitridae,accipiter,fasciatus
+wedge-tailed eagle,aves,accipitriformes,accipitridae,aquila,audax
+whistling kite,aves,accipitriformes,accipitridae,haliastur,sphenurus
+pacific black duck,aves,anseriformes,anatidae,anas,superciliosa
+cape barren goose,aves,anseriformes,anatidae,cereopsis,novaehollandiae
+australian wood duck,aves,anseriformes,anatidae,chenonetta,jubata
+black swan,aves,anseriformes,anatidae,cygnus,atratus
+australian owlet-nightjar,aves,apodiformes,aegothelidae,aegotheles,cristatus
+spotted nightjar,aves,caprimulgiformes,caprimulgidae,eurostopodus,argus
+tawny frogmouth,aves,caprimulgiformes,podargidae,podargus,strigoides
+emu,aves,casuariiformes,dromaiidae,dromaius,novaehollandiae
+hooded plover,aves,charadriiformes,charadriidae,thinornis,cucullatus
+masked lapwing,aves,charadriiformes,charadriidae,vanellus,miles
+silver gull,aves,charadriiformes,laridae,chroicocephalus,novaehollandiae
+pacific gull,aves,charadriiformes,laridae,larus,pacificus
+latham's snipe,aves,charadriiformes,scolopacidae,gallinago,hardwickii
+painted button-quail,aves,charadriiformes,turnicidae,turnix,varius
+shorebirds spp,aves,charadriiformes,,,
+peaceful dove,aves,columbiformes,columbidae,geopelia,placida
+wonga pigeon,aves,columbiformes,columbidae,leucosarcia,melanoleuca
+crested pigeon,aves,columbiformes,columbidae,ocyphaps,lophotes
+common bronzewing,aves,columbiformes,columbidae,phaps,chalcoptera
+brush bronzewing,aves,columbiformes,columbidae,phaps,elegans
+laughing kookaburra,aves,coraciiformes,alcedinidae,dacelo,novaeguineae
+fan-tailed cuckoo,aves,cuculiformes,cuculidae,cacomantis,flabelliformis
+shining bronze-cuckoo,aves,cuculiformes,cuculidae,chrysococcyx,lucidus
+brown falcon,aves,falconiformes,falconidae,falco,berigora
+malleefowl,aves,galliformes,megapodiidae,leipoa,ocellata
+brown quail,aves,galliformes,phasianidae,synoicus,ypsilophorus
+eurasian coot,aves,gruiformes,rallidae,fulica,atra
+black-tailed native-hen,aves,gruiformes,rallidae,gallinula,ventralis
+buff-banded rail,aves,gruiformes,rallidae,gallirallus,philippensis
+purple swamphen,aves,gruiformes,rallidae,porphyrio,melanotus
+yellow-rumped thornbill,aves,passeriformes,acanthizidae,acanthiza,chrysorrhoa
+striated thornbill,aves,passeriformes,acanthizidae,acanthiza,lineata
+yellow thornbill,aves,passeriformes,acanthizidae,acanthiza,nana
+brown thornbill,aves,passeriformes,acanthizidae,acanthiza,pusilla
+buff-rumped thornbill,aves,passeriformes,acanthizidae,acanthiza,reguloides
+chestnut-rumped thornbill,aves,passeriformes,acanthizidae,acanthiza,uropygialis
+southern whiteface,aves,passeriformes,acanthizidae,aphelocephala,leucopsis
+shy heathwren,aves,passeriformes,acanthizidae,calamanthus,cautus
+chestnut-rumped heathwren,aves,passeriformes,acanthizidae,calamanthus,pyrrhopygius
+brown gerygone,aves,passeriformes,acanthizidae,gerygone,mouki
+pilotbird,aves,passeriformes,acanthizidae,pycnoptilus,floccosus
+speckled warbler,aves,passeriformes,acanthizidae,pyrrholaemus,sagittatus
+white-browed scrubwren,aves,passeriformes,acanthizidae,sericornis,frontalis
+weebill,aves,passeriformes,acanthizidae,smicrornis,brevirostris
+dusky woodswallow,aves,passeriformes,artamidae,artamus,cyanopterus
+masked woodswallow,aves,passeriformes,artamidae,artamus,personatus
+white-browed woodswallow,aves,passeriformes,artamidae,artamus,superciliosus
+red-browed treecreeper,aves,passeriformes,climacteridae,climacteris,erythrops
+brown treecreeper,aves,passeriformes,climacteridae,climacteris,picumnus
+white-throated treecreeper,aves,passeriformes,climacteridae,cormobates,leucophaea
+white-winged chough,aves,passeriformes,corcoracidae,corcorax,melanoramphos
+apostlebird,aves,passeriformes,corcoracidae,struthidea,cinerea
+ravens and crows,aves,passeriformes,corvidae,,
+australian raven,aves,passeriformes,corvidae,corvus,coronoides
+pied butcherbird,aves,passeriformes,cracticidae,cracticus,nigrogularis
+grey butcherbird,aves,passeriformes,cracticidae,cracticus,torquatus
+australian magpie,aves,passeriformes,artamidae,gymnorhina,tibicen
+pied currawong,aves,passeriformes,cracticidae,strepera,graculina
+grey currawong,aves,passeriformes,cracticidae,strepera,versicolor
+red-browed finch,aves,passeriformes,estrildidae,neochmia,temporalis
+european goldfinch,aves,passeriformes,fringillidae,carduelis,carduelis
+superb fairy-wren,aves,passeriformes,maluridae,malurus,cyaneus
+splendid fairy-wren,aves,passeriformes,maluridae,malurus,splendens
+spiny-cheeked honeyeater,aves,passeriformes,meliphagidae,acanthagenys,rufogularis
+eastern spinebill,aves,passeriformes,meliphagidae,acanthorhynchus,tenuirostris
+red wattlebird,aves,passeriformes,meliphagidae,anthochaera,carunculata
+little wattlebird,aves,passeriformes,meliphagidae,anthochaera,chrysoptera
+yellow-faced honeyeater,aves,passeriformes,meliphagidae,caligavis,chrysops
+singing honeyeater,aves,passeriformes,meliphagidae,gavicalis,virescens
+tawny-crowned honeyeater,aves,passeriformes,meliphagidae,gliciphila,melanops
+yellow-tufted honeyeater,aves,passeriformes,meliphagidae,lichenostomus,melanops
+noisy miner,aves,passeriformes,meliphagidae,manorina,melanocephala
+brown-headed honeyeater,aves,passeriformes,meliphagidae,melithreptus,brevirostris
+white-naped honeyeater,aves,passeriformes,meliphagidae,melithreptus,lunatus
+white-eared honeyeater,aves,passeriformes,meliphagidae,nesoptilotis,leucotis
+new holland honeyeater,aves,passeriformes,meliphagidae,phylidonyris,novaehollandiae
+crescent honeyeater,aves,passeriformes,meliphagidae,phylidonyris,pyrrhopterus
+white-plumed honeyeater,aves,passeriformes,meliphagidae,ptilotula,penicillata
+white-fronted honeyeater,aves,passeriformes,meliphagidae,purnella,albifrons
+superb lyrebird,aves,passeriformes,menuridae,menura,novaehollandiae
+magpie-lark,aves,passeriformes,monarchidae,grallina,cyanoleuca
+restless flycatcher,aves,passeriformes,monarchidae,myiagra,inquieta
+australian pipit,aves,passeriformes,motacillidae,anthus,australis
+grey shrike-thrush,aves,passeriformes,pachycephalidae,colluricincla,harmonica
+olive whistler,aves,passeriformes,pachycephalidae,pachycephala,olivacea
+golden whistler,aves,passeriformes,pachycephalidae,pachycephala,pectoralis
+spotted pardalote,aves,passeriformes,pardalotidae,pardalotus,punctatus
+southern scrub-robin,aves,passeriformes,petroicidae,drymodes,brunneopygia
+eastern yellow robin,aves,passeriformes,petroicidae,eopsaltria,australis
+hooded robin,aves,passeriformes,petroicidae,melanodryas,cucullata
+jacky winter,aves,passeriformes,petroicidae,microeca,fascinans
+scarlet robin,aves,passeriformes,petroicidae,petroica,boodang
+flame robin,aves,passeriformes,petroicidae,petroica,phoenicea
+pink robin,aves,passeriformes,petroicidae,petroica,rodinogaster
+rose robin,aves,passeriformes,petroicidae,petroica,rosea
+white-browed babbler,aves,passeriformes,pomatostomidae,pomatostomus,superciliosus
+chestnut quail-thrush,aves,passeriformes,psophodidae,cinclosoma,castanotum
+spotted quail-thrush,aves,passeriformes,psophodidae,cinclosoma,punctatum
+eastern whipbird,aves,passeriformes,psophodidae,psophodes,olivaceus
+satin bowerbird,aves,passeriformes,ptilonorhynchidae,ptilonorhynchus,violaceus
+grey fantail,aves,passeriformes,rhipiduridae,rhipidura,albiscapa
+willie wagtail,aves,passeriformes,rhipiduridae,rhipidura,leucophrys
+rufous fantail,aves,passeriformes,rhipiduridae,rhipidura,rufifrons
+common starling,aves,passeriformes,sturnidae,sturnus,vulgaris
+common blackbird,aves,passeriformes,turdidae,turdus,merula
+bassian thrush,aves,passeriformes,turdidae,zoothera,lunulata
+silvereye,aves,passeriformes,zosteropidae,zosterops,lateralis
+white-faced heron,aves,pelecaniformes,ardeidae,egretta,novaehollandiae
+australian white ibis,aves,pelecaniformes,threskiornithidae,threskiornis,molucca
+short-tailed shearwater,aves,procellariiformes,procellariidae,puffinus,tenuirostris
+yellow-tailed black-cockatoo,aves,psittaciformes,cacatuidae,zanda,funerea
+australian king parrot,aves,psittaciformes,psittacidae,alisterus,scapularis
+australian ringneck,aves,psittaciformes,psittacidae,barnardius,zonarius
+sulphur-crested cockatoo,aves,psittaciformes,psittacidae,cacatua,galerita
+little corella,aves,psittaciformes,psittacidae,cacatua,sanguinea
+long-billed corella,aves,psittaciformes,psittacidae,cacatua,tenuirostris
+galah,aves,psittaciformes,psittacidae,eolophus,roseicapilla
+blue-winged parrot,aves,psittaciformes,psittacidae,neophema,chrysostoma
+blue bonnet,aves,psittaciformes,psittacidae,northiella,haematogaster
+crimson rosella,aves,psittaciformes,psittacidae,platycercus,elegans
+eastern rosella,aves,psittaciformes,psittacidae,platycercus,eximius
+regent parrot,aves,psittaciformes,psittacidae,polytelis,anthopeplus
+red-rumped parrot,aves,psittaciformes,psittacidae,psephotus,haematonotus
+mulga parrot,aves,psittaciformes,psittacidae,psephotus,varius
+little penguin,aves,sphenisciformes,spheniscidae,eudyptula,minor
+southern boobook,aves,strigiformes,strigidae,ninox,boobook
+eastern barn owl,aves,strigiformes,tytonidae,tyto,javanica
+owl,aves,strigiformes,,,
+cattle feral,mammalia,artiodactyla,bovidae,bos,taurus
+goat feral,mammalia,artiodactyla,bovidae,capra,hircus
+sheep feral,mammalia,artiodactyla,bovidae,ovis,aries
+hog deer,mammalia,artiodactyla,cervidae,axis,porcinus
+red deer,mammalia,artiodactyla,cervidae,cervus,elaphus
+fallow deer,mammalia,artiodactyla,cervidae,dama,dama
+sambar deer,mammalia,artiodactyla,cervidae,rusa,unicolor
+pig feral,mammalia,artiodactyla,suidae,sus,scrofa
+dingo,mammalia,carnivora,canidae,canis,dingo
+red fox,mammalia,carnivora,canidae,vulpes,vulpes
+domestic cat feral,mammalia,carnivora,felidae,felis,catus
+bat,mammalia,chiroptera,,,
+agile antechinus,mammalia,dasyuromorphia,dasyuridae,antechinus,agilis
+yellow-footed antechinus,mammalia,dasyuromorphia,dasyuridae,antechinus,flavipes
+swamp antechinus,mammalia,dasyuromorphia,dasyuridae,antechinus,minimus
+mainland dusky antechinus,mammalia,dasyuromorphia,dasyuridae,antechinus,swainsonii
+spot-tailed quoll,mammalia,dasyuromorphia,dasyuridae,dasyurus,maculatus
+brush-tailed phascogale,mammalia,dasyuromorphia,dasyuridae,phascogale,tapoatafa
+gile's planigale,mammalia,dasyuromorphia,dasyuridae,planigale,gilesi
+fat-tailed dunnart,mammalia,dasyuromorphia,dasyuridae,sminthopsis,crassicaudata
+white-footed dunnart,mammalia,dasyuromorphia,dasyuridae,sminthopsis,leucopus
+common dunnart,mammalia,dasyuromorphia,dasyuridae,sminthopsis,murina
+feather-tailed glider species,mammalia,diprotodontia,acrobatidae,acrobates,
+narrow-toed feathertail glider,mammalia,diprotodontia,acrobatidae,acrobates,frontalis
+eastern pygmy-possum,mammalia,diprotodontia,burramyidae,cercartetus,nanus
+western grey kangaroo,mammalia,diprotodontia,macropodidae,macropus,fuliginosus
+eastern grey kangaroo,mammalia,diprotodontia,macropodidae,macropus,giganteus
+red kangaroo,mammalia,diprotodontia,macropodidae,macropus,rufus
+black-tailed wallaby,mammalia,diprotodontia,macropodidae,wallabia,bicolor
+red-necked wallaby,mammalia,diprotodontia,macropodidae,notamacropus,rufogriseus
+brush-tailed rock-wallaby,mammalia,diprotodontia,macropodidae,petrogale,penicillata
+leadbeater's possum,mammalia,diprotodontia,petauridae,gymnobelideus,leadbeateri
+yellow-bellied glider,mammalia,diprotodontia,petauridae,petaurus,australis
+sugar glider,mammalia,diprotodontia,petauridae,petaurus,breviceps
+mountain brush-tailed possum,mammalia,diprotodontia,phalangeridae,trichosurus,cunninghami
+common brush-tailed possum,mammalia,diprotodontia,phalangeridae,trichosurus,vulpecula
+koala,mammalia,diprotodontia,phascolarctidae,phascolarctos,cinereus
+long-footed potoroo,mammalia,diprotodontia,potoroidae,potorous,longipes
+long-nosed potoroo,mammalia,diprotodontia,potoroidae,potorous,tridactylus
+southern greater glider,mammalia,diprotodontia,pseudocheiridae,petauroides,volans
+eastern ring-tailed possum,mammalia,diprotodontia,pseudocheiridae,pseudocheirus,peregrinus
+bare-nosed wombat,mammalia,diprotodontia,vombatidae,vombatus,ursinus
+lagomorph spp,mammalia,lagomorpha,leporidae,,
+european brown hare,mammalia,lagomorpha,leporidae,lepus,europaeus
+european rabbit,mammalia,lagomorpha,leporidae,oryctolagus,cuniculus
+platypus,mammalia,monotremata,ornithorhynchidae,ornithorhynchus,anatinus
+short-beaked echidna,mammalia,monotremata,tachyglossidae,tachyglossus,aculeatus
+southern brown bandicoot,mammalia,peramelemorphia,peramelidae,isoodon,obesulus
+eastern barred bandicoot,mammalia,peramelemorphia,peramelidae,perameles,gunnii
+southern long-nosed bandicoot,mammalia,peramelemorphia,peramelidae,perameles,nasuta
+donkey,mammalia,perissodactyla,equidae,equus,asinus
+horse feral,mammalia,perissodactyla,equidae,equus,caballus
+water rat,mammalia,rodentia,muridae,hydromys,chrysogaster
+broad-toothed rat,mammalia,rodentia,muridae,mastacomys,fuscus
+house mouse,mammalia,rodentia,muridae,mus,musculus
+mitchell's hopping-mouse,mammalia,rodentia,muridae,notomys,mitchellii
+silky mouse,mammalia,rodentia,muridae,pseudomys,apodemoides
+smoky mouse,mammalia,rodentia,muridae,pseudomys,fumeus
+heath mouse,mammalia,rodentia,muridae,pseudomys,shortridgei
+bush rat,mammalia,rodentia,muridae,rattus,fuscipes
+swamp rat,mammalia,rodentia,muridae,rattus,lutreolus
+black rat,mammalia,rodentia,muridae,rattus,rattus
+tree dragon,reptilia,squamata,agamidae,amphibolurus,muricatus
+painted dragon,reptilia,squamata,agamidae,ctenophorus,pictus
+nobbi dragon,reptilia,squamata,agamidae,diporiphora,nobbi
+central bearded dragon,reptilia,squamata,agamidae,pogona,vitticeps
+highland copperhead,reptilia,squamata,elapidae,austrelaps,ramsayi
+tiger snake,reptilia,squamata,elapidae,notechis,scutatus
+red-bellied black snake,reptilia,squamata,elapidae,pseudechis,porphyriacus
+eastern brown snake,reptilia,squamata,elapidae,pseudonaja,textilis
+skink spp,reptilia,squamata,scincidae,,
+cunninghams skink,reptilia,squamata,scincidae,egernia,cunninghami
+black rock skink,reptilia,squamata,scincidae,egernia,saxatilis
+yellow-bellied water skink,reptilia,squamata,scincidae,eulamprus,heatwolei
+delicate skink,reptilia,squamata,scincidae,lampropholis,delicata
+garden skink,reptilia,squamata,scincidae,lampropholis,guichenoti
+blotched blue-tongued lizard,reptilia,squamata,scincidae,tiliqua,nigrolutea
+stumpy-tailed lizard,reptilia,squamata,scincidae,tiliqua,rugosa
+common blue-tongued lizard,reptilia,squamata,scincidae,tiliqua,scincoides
+snake spp,reptilia,squamata,serpentes,,
+sand goanna,reptilia,squamata,varanidae,varanus,gouldii
+lace monitor,reptilia,squamata,varanidae,varanus,varius
+lizard spp,reptilia,squamata,,,