#!/bin/bash
# Resume 所有因 evaluation bug 中断的实验
# Bug 已修复：src/training/data.py 第 715 行 np.asarray -> np.array

set -e

data_root=/opt/tiger/xiaomoguhzz/standard_coco
pretrain_ckpt=/opt/tiger/xiaomoguhzz/EVA02_CLIP_B_psz16_s8B.pt

# 选择要 resume 的实验
# 1: Integrated_EVA-B_DINOv2-B_560
# 2: Integrated_EVA-B_DINOv2-B_560_grad_analysis
# all: 两个都跑
EXPERIMENT=${1:-"all"}

resume_integrated() {
    local exp_name=$1
    local version=$2
    local resume_ckpt="logs/${exp_name}/checkpoints/epoch_5.pt"
    
    if [ ! -f "$resume_ckpt" ]; then
        echo "Checkpoint not found: $resume_ckpt"
        return 1
    fi
    
    echo "=============================================="
    echo "Resuming: $exp_name"
    echo "Checkpoint: $resume_ckpt"
    echo "=============================================="
    
    CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 torchrun --nproc_per_node 8 --master_port 12349 \
        -m training.main \
        --batch-size=2 \
        --lr=1e-5 \
        --wd=0.1 \
        --epochs=6 \
        --workers=4 \
        --model EVA02-CLIP-B-16 \
        --pretrained eva \
        --warmup 1000 \
        --zeroshot-frequency 6 \
        --dataset-type grid_distill \
        --test-type coco_panoptic \
        --train-data ${data_root}/annotations/instances_train2017.json \
        --val-data ${data_root}/annotations/panoptic_val2017.json \
        --embed-path metadata/coco_panoptic_clip_hand_craft_EVACLIP_ViTB16.npy \
        --train-image-root ${data_root}/train2017 \
        --val-image-root ${data_root}/val2017 \
        --cache-dir ${pretrain_ckpt} \
        --log-every-n-steps 100 \
        --lock-image \
        --save-frequency 1 \
        --lock-image-unlocked-groups 12 \
        --name ${exp_name} \
        --downsample-factor 16 \
        --det-image-size 560 \
        --val-segm-root ${data_root}/annotations/panoptic_val2017 \
        --alpha 0.7 \
        --mode vanilla \
        --use_vfm dinov2-B \
        --loss_context_weight 1.0 \
        --loss_content_weight 1.0 \
        --loss_region_weight 0.05 \
        --repa_layer_idx -1 \
        --version ${version} \
        --resume ${resume_ckpt}
}

cd /opt/tiger/xiaomoguhzz/DeCLIP_private

case $EXPERIMENT in
    "1"|"integrated")
        resume_integrated "Integrated_EVA-B_DINOv2-B_560" "integrated"
        ;;
    "2"|"grad_analysis")
        resume_integrated "Integrated_EVA-B_DINOv2-B_560_grad_analysis" "integrated_grad_analysis"
        ;;
    "all")
        echo "Resuming all experiments sequentially..."
        resume_integrated "Integrated_EVA-B_DINOv2-B_560" "integrated"
        resume_integrated "Integrated_EVA-B_DINOv2-B_560_grad_analysis" "integrated_grad_analysis"
        ;;
    *)
        echo "Usage: $0 [1|integrated|2|grad_analysis|all]"
        echo "  1/integrated    - Resume Integrated_EVA-B_DINOv2-B_560"
        echo "  2/grad_analysis - Resume Integrated_EVA-B_DINOv2-B_560_grad_analysis"
        echo "  all             - Resume all experiments"
        exit 1
        ;;
esac

echo "Done!"