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[BUG] Mars web got stuck when chunk graph is large #2451

@wjsi

Description

@wjsi

Describe the bug
After a tileable graph with small chunk size is submitted and after a while, Mars Web got stuck.

To Reproduce
Use code below to reproduce:

import mars
import mars.tensor as mt
sess = mars.new_session('http://localhost:13042/')
a = mt.ones((1000, 1000), chunk_size=10)
b = (a + 1) * 2 + (a - 3) ** 2
b.execute()

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