[fix bug]Control the maximum epoch number is less than or equal to R (#945)

* Fix bug: incorrect number of trial jobs in hyperband

docs/en_US/PAIMode.md

@@ -55,7 +55,7 @@ Compared with LocalMode and [RemoteMachineMode](RemoteMachineMode.md), trial con
     * Optional key. It specifies the HDFS data direcotry for trial to download data. The format should be something like hdfs://{your HDFS host}:9000/{your data directory}
 * outputDir 
     * Optional key. It specifies the HDFS output directory for trial. Once the trial is completed (either succeed or fail), trial's stdout, stderr will be copied to this directory by NNI sdk automatically. The format should be something like hdfs://{your HDFS host}:9000/{your output directory}
-* virturlCluster
+* virtualCluster
     * Optional key. Set the virtualCluster of OpenPAI. If omitted, the job will run on default virtual cluster.
 * shmMB
     * Optional key. Set the shmMB configuration of OpenPAI, it set the shared memory for one task in the task role.

src/sdk/pynni/nni/hyperband_advisor/hyperband_advisor.py

@@ -143,7 +143,7 @@ class Bracket():
         self.s_max = s_max
         self.eta = eta
         self.n = math.ceil((s_max + 1) * (eta**s) / (s + 1) - _epsilon) # pylint: disable=invalid-name
-        self.r = math.ceil(R / eta**s - _epsilon)                       # pylint: disable=invalid-name
+        self.r = R / eta**s                     # pylint: disable=invalid-name
         self.i = 0
         self.hyper_configs = []         # [ {id: params}, {}, ... ]
         self.configs_perf = []          # [ {id: [seq, acc]}, {}, ... ]
@@ -158,7 +158,7 @@ class Bracket():
 
     def get_n_r(self):
         """return the values of n and r for the next round"""
-        return math.floor(self.n / self.eta**self.i + _epsilon), self.r * self.eta**self.i
+        return math.floor(self.n / self.eta**self.i + _epsilon), math.floor(self.r * self.eta**self.i + _epsilon)
 
     def increase_i(self):
         """i means the ith round. Increase i by 1"""