playground/inference/active_cases/models.py

"""
Model registry for the active-cases evaluation.

Each entry:
  name       - short identifier (used as output filename)
  model_type - loader type: qwen3vl | qwen25vl | internvl | llava | generic
  model_path - local disk path (or HF repo ID if not yet downloaded)
  env        - which conda env python to use (abbie | qwen25vl)
  downloaded - True if already on disk
"""

MODELS = [
    # ── Already on disk ──────────────────────────────────────────────────────
    {
        "name":       "qwen3vl_finetuned",
        "model_type": "qwen3vl",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/exp/new_policy7w_v2_reformat/checkpoint-5950/hf_model",
        "env":        "abbie",
        "downloaded": True,
        "description": "Qwen3-VL-8B fine-tuned on proactive-publish task (ckpt-5950)",
    },
    {
        "name":       "qwen3vl_base",
        "model_type": "qwen3vl",
        "model_path": "/home/tiger/.cache/TiViLa-Qwen3-VL-8B-Instruct-Compliance",
        "env":        "abbie",
        "downloaded": True,
        "description": "Qwen3-VL-8B base (TiViLa compliance)",
    },
    {
        "name":       "qwen3vl_instruct",
        "model_type": "qwen3vl",
        "model_path": "/mnt/bn/bohanzhainas1/changshuochen/Qwen3-VL-8B-Instruct",
        "env":        "abbie",
        "downloaded": True,
        "description": "Qwen3-VL-8B-Instruct (official HF)",
    },
    {
        "name":       "qwen25vl_7b",
        "model_type": "qwen25vl",
        "model_path": "/mnt/bn/bohanzhainas1/changshuochen/Qwen2.5-VL-7B-Instruct",
        "env":        "abbie",
        "downloaded": True,
        "description": "Qwen2.5-VL-7B-Instruct",
    },
    {
        "name":       "internvl3_8b",
        "model_type": "internvl",
        "model_path": "/mnt/bn/bohanzhainas1/changshuochen/internvl3",
        "env":        "abbie",
        "downloaded": True,
        "description": "InternVL3-8B",
    },
    {
        "name":       "internvl35",
        "model_type": "internvl",
        "model_path": "/mnt/bn/bohanzhainas1/changshuochen/internvl35",
        "env":        "abbie",
        "downloaded": True,
        "description": "InternVL-3.5",
    },
    {
        "name":       "llava_ov",
        "model_type": "llava",
        "model_path": "/mnt/bn/bohanzhainas1/changshuochen/llava-ov",
        "env":        "abbie",
        "downloaded": True,
        "description": "LLaVA-OneVision (Qwen2-7B backbone)",
    },

    # ── Need to download ─────────────────────────────────────────────────────
    {
        "name":       "llama32_11b_vision",
        "model_type": "llama32_vision",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Llama-3.2-11B-Vision-Instruct",
        "hf_repo":    "unsloth/Llama-3.2-11B-Vision-Instruct",
        "env":        "abbie",
        "downloaded": True,
        "description": "LLaMA-3.2-11B-Vision-Instruct",
    },
    {
        "name":       "phi35_vision",
        "model_type": "phi3_vision",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Phi-3.5-vision-instruct",
        "hf_repo":    "microsoft/Phi-3.5-vision-instruct",
        "env":        "abbie",
        "downloaded": True,
        "description": "Phi-3.5-Vision-Instruct",
    },
    {
        "name":       "minicpm_v25",
        "model_type": "minicpm_v",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/MiniCPM-Llama3-V-2_5",
        "hf_repo":    "openbmb/MiniCPM-Llama3-V-2_5",
        "env":        "abbie",
        "downloaded": False,
        "description": "MiniCPM-Llama3-V-2.5",
    },
    {
        "name":       "qwen2vl_7b",
        "model_type": "qwen25vl",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Qwen2-VL-7B-Instruct",
        "hf_repo":    "Qwen/Qwen2-VL-7B-Instruct",
        "env":        "abbie",
        "downloaded": True,
        "description": "Qwen2-VL-7B-Instruct",
    },
    {
        "name":       "pixtral_12b",
        "model_type": "pixtral",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Pixtral-12B-2409",
        "hf_repo":    "mistralai/Pixtral-12B-2409",
        "env":        "abbie",
        "downloaded": True,
        "description": "Pixtral-12B-2409 (Mistral)",
    },
    {
        "name":       "smolvlm",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/SmolVLM-Instruct",
        "hf_repo":    "HuggingFaceTB/SmolVLM-Instruct",
        "env":        "abbie",
        "downloaded": False,
        "description": "SmolVLM-Instruct (2B)",
    },
    {
        "name":       "glm4v_9b",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/glm-4v-9b",
        "hf_repo":    "THUDM/glm-4v-9b",
        "env":        "abbie",
        "downloaded": False,
        "description": "GLM-4V-9B",
    },
    {
        "name":       "idefics3_8b",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Idefics3-8B-Llama3",
        "hf_repo":    "HuggingFaceM4/Idefics3-8B-Llama3",
        "env":        "abbie",
        "downloaded": False,
        "description": "Idefics3-8B-Llama3",
    },
    {
        "name":       "phi4_multimodal",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Phi-4-multimodal-instruct",
        "hf_repo":    "microsoft/Phi-4-multimodal-instruct",
        "env":        "abbie",
        "downloaded": False,
        "description": "Phi-4-Multimodal-Instruct",
    },
    {
        "name":       "cogvlm2_19b",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/cogvlm2-llama3-chat-19B",
        "hf_repo":    "THUDM/cogvlm2-llama3-chat-19B",
        "env":        "abbie",
        "downloaded": False,
        "description": "CogVLM2-19B",
    },
    {
        "name":       "deepseek_vl2_small",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/deepseek-vl2-small",
        "hf_repo":    "deepseek-ai/deepseek-vl2-small",
        "env":        "abbie",
        "downloaded": False,
        "description": "DeepSeek-VL2-Small",
    },
    {
        "name":       "videollama2_7b",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/VideoLLaMA2-7B-16F",
        "hf_repo":    "DAMO-NLP-SG/VideoLLaMA2-7B-16F",
        "env":        "abbie",
        "downloaded": False,
        "description": "VideoLLaMA2-7B-16F",
    },
    {
        "name":       "gemma3_4b",
        "model_type": "generic",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/gemma-3-4b-it",
        "hf_repo":    "google/gemma-3-4b-it",
        "env":        "abbie",
        "downloaded": True,
        "description": "Gemma-3-4B-IT",
    },

    # ── 3 additional architectures ────────────────────────────────────────────
    {
        "name":       "janus_pro_7b",
        "model_type": "janus",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Janus-Pro-7B",
        "hf_repo":    "deepseek-ai/Janus-Pro-7B",
        "env":        "abbie",
        "downloaded": True,
        "description": "Janus-Pro-7B (DeepSeek unified VLM)",
    },
    {
        "name":       "molmo_7b",
        "model_type": "molmo",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/Molmo-7B-D-0924",
        "hf_repo":    "allenai/Molmo-7B-D-0924",
        "env":        "abbie",
        "downloaded": True,
        "description": "Molmo-7B-D (AllenAI)",
    },
    {
        "name":       "moondream2",
        "model_type": "moondream",
        "model_path": "/mnt/bn/bohanzhainas1/jiashuo/models/moondream2",
        "hf_repo":    "vikhyatk/moondream2",
        "env":        "abbie",
        "downloaded": True,
        "description": "Moondream2 (2B, distinct architecture)",
    },
]

# ── convenience lookup ─────────────────────────────────────────────────────────

MODELS_BY_NAME = {m["name"]: m for m in MODELS}


def list_models():
    for m in MODELS:
        status = "OK" if m["downloaded"] else "NEED_DOWNLOAD"
        print(f"  [{status:13s}] {m['name']:30s} {m['description']}")


if __name__ == "__main__":
    list_models()