SSD-Tensorflow:TypeError: Can not convert a tuple into a Tensor or Operation

时间:2022-11-20 17:09:39

我在用这个模型进行评估的时候,遇见了上述这个问题,直接用github上的命令是有问题的,我的环境是python3, tensorflow 1.4,ubuntu16.04,结果就报错了:

TypeError: Can not convert a tuple into a Tensor or Operation

然后,自己对这个tensorflow编程不了解,沉寂了好长时间,我的命令是:

DATASET_DIR=tfrecords_test_v3
EVAL_DIR=logs/
CHECKPOINT_PATH=./checkpoints/VGG_VOC0712_SSD_300x300_ft_iter_120000.ckpt
python3 eval_ssd_network.py \
    --eval_dir=${EVAL_DIR} \
    --dataset_dir=${DATASET_DIR} \
    --dataset_name=pascalvoc_2007 \
    --dataset_split_name=test \
    --model_name=ssd_300_vgg \
    --checkpoint_path=${CHECKPOINT_PATH} \
    --batch_size=1 

后面,有人在github上解决了这个问题,我在此分享给大家,打开eval_ssd_network.py文件,然后加入以下代码:

def flatten(x):
    result = []
    for el in x:
         if isinstance(el, tuple):
               result.extend(flatten(el))
         else:
               result.append(el)
    return result

# Waiting loop.
            slim.evaluation.evaluation_loop(
                master=FLAGS.master,
                checkpoint_dir=checkpoint_path,
                logdir=FLAGS.eval_dir,
                num_evals=num_batches,
                eval_op=flatten(list(names_to_updates.values())), #这里调用flatten
                variables_to_restore=variables_to_restore,
                eval_interval_secs=60,
                max_number_of_evaluations=np.inf,
                session_config=config,
                timeout=None)

# Standard evaluation loop.
            start = time.time()
            slim.evaluation.evaluate_once(
                master=FLAGS.master,
                checkpoint_path=checkpoint_path,
                logdir=FLAGS.eval_dir,
                num_evals=num_batches,
                eval_op=flatten(list(names_to_updates.values())), #这里也调用flatten
                variables_to_restore=variables_to_restore,
                session_config=config)


参考文献

[1].TypeError: Can not convert a tuple into a Tensor or Operation. https://github.com/balancap/SSD-Tensorflow/issues/154