""" registry.py Exhaustive list of pretrained VLMs (with full descriptions / links to corresponding names and sections of paper). """ # === Pretrained Model Registry === # fmt: off MODEL_REGISTRY = { # === LLaVa v1.5 Reproductions === "reproduction-llava-v15+7b": { "model_id": "reproduction-llava-v15+7b", "names": ["LLaVa v1.5 7B (Reproduction)"], "description": { "name": "LLaVa v1.5 7B (Reproduction)", "optimization_procedure": "multi-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "reproduction-llava-v15+13b": { "model_id": "reproduction-llava-v15+13b", "names": ["LLaVa v1.5 13B (Reproduction)"], "description": { "name": "LLaVa v1.5 13B (Reproduction)", "optimization_procedure": "multi-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, # === Section 4.1 :: Optimization Procedure === "one-stage+7b": { "model_id": "one-stage+7b", "names": [ "One-Stage 7B", "Single-Stage 7B", "Frozen ViT (Single-Stage)", "CLIP ViT-L 336px (Letterbox)", "CLIP ViT-L 336px", "Vicuña v1.5 7B", "1 Epoch", "Base", ], "description": { "name": "Single-Stage 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "one-stage+13b": { "model_id": "one-stage+13b", "names": [ "One-Stage 13B", "Single-Stage 13B", "Vicuña v1.5 13B", ], "description": { "name": "Single-Stage 13B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "full-ft-multi-stage+7b": { "model_id": "full-ft-multi-stage+7b", "names": ["Finetune ViT (Multi-Stage)"], "description": { "name": "Finetune ViT (Multi-Stage)", "optimization_procedure": "multi-stage-full-finetune", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "full-ft-one-stage+7b": { "model_id": "full-ft-one-stage+7b", "names": ["Finetune ViT (Single-Stage)"], "description": { "name": "Finetune ViT (Single-Stage)", "optimization_procedure": "single-stage-full-finetune", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, # === Section 4.2 :: Image Processing and Visual Representations === "in1k-224px+7b": { "model_id": "in1k-224px+7b", "names": ["IN1K ViT-L 224px"], "description": { "name": "IN1K ViT-L 224px", "optimization_procedure": "single-stage", "visual_representation": "ImageNet-21K+1K ViT-L/16 @ 224px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "dinov2-224px+7b": { "model_id": "dinov2-224px+7b", "names": ["DINOv2 ViT-L 224px"], "description": { "name": "DINOv2 ViT-L 224px", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 @ 224px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "clip-224px+7b": { "model_id": "clip-224px+7b", "names": ["CLIP ViT-L 224px"], "description": { "name": "CLIP ViT-L 224px", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 224px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "siglip-224px+7b": { "model_id": "siglip-224px+7b", "names": ["SigLIP ViT-SO 224px"], "description": { "name": "SigLIP ViT-SO 224px", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 224px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "clip-336px-resize-crop+7b": { "model_id": "clip-336px-resize-crop+7b", "names": ["CLIP ViT-L 336px (Resize Crop)"], "description": { "name": "CLIP ViT-L 336px (Resize Crop)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Resize Crop", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "clip-336px-resize-naive+7b": { "model_id": "clip-336px-resize-naive+7b", "names": ["CLIP ViT-L 336px (Naive Resize)", "CLIP 336px (Naive Resize)"], "description": { "name": "CLIP ViT-L 336px (Naive Resize)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "siglip-384px-letterbox+7b": { "model_id": "siglip-384px-letterbox+7b", "names": ["SigLIP ViT-SO 384px (Letterbox)", "SigLIP ViT-SO 384px"], "description": { "name": "SigLIP ViT-SO 384px (Letterbox)", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "siglip-384px-resize-crop+7b": { "model_id": "siglip-384px-resize-crop+7b", "names": ["SigLIP ViT-SO 384px (Resize Crop)"], "description": { "name": "SigLIP ViT-SO 384px (Resize Crop)", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Resize Crop", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "siglip-384px-resize-naive+7b": { "model_id": "siglip-384px-resize-naive+7b", "names": ["SigLIP ViT-SO 384px (Naive Resize)", "SigLIP 384px (Naive Resize)"], "description": { "name": "SigLIP ViT-SO 384px (Naive Resize)", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "dinoclip-336px-letterbox+7b": { "model_id": "dinoclip-336px-letterbox+7b", "names": ["DINOv2 + CLIP 336px (Letterbox)"], "description": { "name": "DINOv2 + CLIP 336px (Letterbox)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "dinoclip-336px-resize-naive+7b": { "model_id": "dinoclip-336px-resize-naive+7b", "names": ["DINOv2 + CLIP 336px (Naive Resize)"], "description": { "name": "DINOv2 + CLIP 336px (Naive Resize)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "dinosiglip-384px-letterbox+7b": { "model_id": "dinosiglip-384px-letterbox+7b", "names": ["DINOv2 + SigLIP 384px (Letterbox)"], "description": { "name": "DINOv2 + SigLIP 384px (Letterbox)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-L/14 @ 384px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "dinosiglip-384px-resize-naive+7b": { "model_id": "dinosiglip-384px-resize-naive+7b", "names": ["DINOv2 + SigLIP 384px (Naive Resize)"], "description": { "name": "DINOv2 + SigLIP 384px (Naive Resize)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-L/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, # === Section 4.3 :: Language Models === "llama2+7b": { "model_id": "llama2+7b", "names": ["Llama-2 7B"], "description": { "name": "Llama-2 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "llama2+13b": { "model_id": "llama2+13b", "names": ["Llama-2 13B"], "description": { "name": "Llama-2 13B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, }, }, "vicuna-no-cotraining+7b": { "model_id": "vicuna-no-cotraining+7b", "names": ["Vicuña v1.5 7B (No Co-training)"], "description": { "name": "Vicuña v1.5 7B (No Co-training)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Multimodal-Only"], "train_epochs": 1, }, }, "llama2-no-cotraining+7b": { "model_id": "llama2-no-cotraining+7b", "names": ["Llama-2 7B (No Co-training)"], "description": { "name": "Llama-2 7B (No Co-training)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Multimodal-Only"], "train_epochs": 1, }, }, # === Section 4.4 :: Scaling Properties === "train-1.25-epochs+7b": { "model_id": "train-1.25-epochs+7b", "names": ["1.25 Epochs"], "description": { "name": "1.25 Epochs", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1.25, } }, "train-1.5-epochs+7b": { "model_id": "train-1.5-epochs+7b", "names": ["1.5 Epochs"], "description": { "name": "1.5 Epochs", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1.5, } }, "train-2-epochs+7b": { "model_id": "train-2-epochs+7b", "names": ["2 Epochs"], "description": { "name": "2 Epochs", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 2, } }, "train-3-epochs+7b": { "model_id": "train-3-epochs+7b", "names": ["3 Epochs"], "description": { "name": "3 Epochs", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 3, } }, "llava-lvis4v+7b": { "model_id": "llava-lvis4v+7b", "names": ["Base + LVIS-4V"], "description": { "name": "Base + LVIS-4V", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V"], "train_epochs": 1, } }, "llava-lrv+7b": { "model_id": "llava-lrv+7b", "names": ["Base + LRV"], "description": { "name": "Base + LRV", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct", "LRV-Instruct"], "train_epochs": 1, } }, "llava-lvis4v-lrv+7b": { "model_id": "llava-lvis4v-lrv+7b", "names": ["Base + LVIS-4V + LRV"], "description": { "name": "Base + LVIS-4V + LRV", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Vicuña v1.5 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 1, } }, # === # === CLIP Prism Models === "prism-clip-controlled+7b": { "model_id": "prism-clip-controlled+7b", "names": ["Prism-CLIP 7B (Controlled)"], "description": { "name": "CLIP Prism 7B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-clip-controlled+13b": { "model_id": "prism-clip-controlled+13b", "names": ["Prism-CLIP 13B (Controlled)"], "description": { "name": "CLIP Prism 13B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-clip+7b": { "model_id": "prism-clip+7b", "names": ["Prism-CLIP 7B"], "description": { "name": "CLIP Prism 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, }, }, "prism-clip+13b": { "model_id": "prism-clip+13b", "names": ["Prism-CLIP 13B"], "description": { "name": "CLIP Prism 13B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, }, }, # === SigLIP Prism Models == "prism-siglip-controlled+7b": { "model_id": "prism-siglip-controlled+7b", "names": ["Prism-SigLIP 7B (Controlled)"], "description": { "name": "SigLIP Prism 7B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-siglip-controlled+13b": { "model_id": "prism-siglip-controlled+7b", "names": ["Prism-SigLIP 13B (Controlled)"], "description": { "name": "SigLIP Prism 13B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-siglip+7b": { "model_id": "prism-siglip+7b", "names": ["Prism-SigLIP 7B"], "description": { "name": "SigLIP Prism 7B", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, } }, "prism-siglip+13b": { "model_id": "prism-siglip+13b", "names": ["Prism-SigLIP 13B"], "description": { "name": "SigLIP Prism 13B", "optimization_procedure": "single-stage", "visual_representation": "SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, } }, # === DINOSigLIP Prism Models === "prism-dinosiglip-controlled+7b": { "model_id": "prism-dinosiglip-controlled+7b", "names": ["Prism-DINOSigLIP 7B (Controlled)", "Prism 7B (Controlled)"], "description": { "name": "DINOSigLIP Prism 7B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-dinosiglip-controlled+13b": { "model_id": "prism-dinosiglip-controlled+13b", "names": ["Prism-DINOSigLIP 13B (Controlled)", "Prism 13B (Controlled)"], "description": { "name": "DINOSigLIP Prism 13B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-dinosiglip+7b": { "model_id": "prism-dinosiglip+7b", "names": ["Prism-DINOSigLIP 7B"], "description": { "name": "DINOSigLIP Prism 7B", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, }, }, "prism-dinosiglip+13b": { "model_id": "prism-dinosiglip+13b", "names": ["Prism-DINOSigLIP 13B"], "description": { "name": "DINOSigLIP Prism 13B", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO/14 @ 384px", "image_processing": "Naive Resize", "language_model": "Llama-2 13B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, }, }, # === DINOSigLIP 224px Prism Models === "prism-dinosiglip-224px-controlled+7b": { "model_id": "prism-dinosiglip-224px-controlled+7b", "names": ["Prism-DINOSigLIP 224px 7B (Controlled)"], "description": { "name": "DINOSigLIP 224px 7B (Controlled)", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO 14 @ 224px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "prism-dinosiglip-224px+7b": { "model_id": "prism-dinosiglip-224px+7b", "names": ["Prism-DINOSigLIP 224px 7B"], "description": { "name": "DINOSigLIP 224px 7B", "optimization_procedure": "single-stage", "visual_representation": "DINOv2 ViT-L/14 + SigLIP ViT-SO 14 @ 224px", "image_processing": "Naive Resize", "language_model": "Llama-2 7B", "datasets": ["LLaVa v1.5 Instruct", "LVIS-Instruct-4V", "LRV-Instruct"], "train_epochs": 2, } }, # === Additional LLM Backbones === "llama2-chat+7b": { "model_id": "llama2-chat+7b", "names": ["Llama-2 Chat 7B"], "description": { "name": "Llama-2 Chat 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Llama-2 Chat 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "llama2-chat+13b": { "model_id": "llama2-chat+13b", "names": ["Llama-2 Chat 13B"], "description": { "name": "Llama-2 Chat 13B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Llama-2 Chat 13B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "mistral-v0.1+7b": { "model_id": "mistral-v0.1+7b", "names": ["Mistral v0.1 7B"], "description": { "name": "Mistral v0.1 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Mistral v0.1 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "mistral-instruct-v0.1+7b": { "model_id": "mistral-instruct-v0.1+7b", "names": ["Mistral Instruct v0.1 7B"], "description": { "name": "Mistral Instruct v0.1 7B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Mistral Instruct v0.1 7B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, "phi-2+3b": { "model_id": "phi-2+3b", "names": ["Phi-2 3B"], "description": { "name": "Phi-2 3B", "optimization_procedure": "single-stage", "visual_representation": "CLIP ViT-L/14 @ 336px", "image_processing": "Letterbox", "language_model": "Phi-2 3B", "datasets": ["LLaVa v1.5 Instruct"], "train_epochs": 1, } }, } # Build Global Registry (Model ID, Name) -> Metadata GLOBAL_REGISTRY = {name: v for k, v in MODEL_REGISTRY.items() for name in [k] + v["names"]} # fmt: on