diff --git a/parakeet/models/waveflow/configs/waveflow_ljspeech.yaml b/parakeet/models/waveflow/configs/waveflow_ljspeech.yaml
index f9bbc83..d3548c4 100644
--- a/parakeet/models/waveflow/configs/waveflow_ljspeech.yaml
+++ b/parakeet/models/waveflow/configs/waveflow_ljspeech.yaml
@@ -12,8 +12,8 @@ seed: 1234
 learning_rate: 0.0002
 batch_size: 8
 test_every: 2000
-save_every: 5000
-max_iterations: 2000000
+save_every: 10000
+max_iterations: 3000000
 
 sigma: 1.0
 n_flows: 8
diff --git a/parakeet/models/waveflow/slurm.py b/parakeet/models/waveflow/slurm.py
deleted file mode 100644
index de1818c..0000000
--- a/parakeet/models/waveflow/slurm.py
+++ /dev/null
@@ -1,113 +0,0 @@
-"""
-Utility module for restarting training when using SLURM.
-"""
-import subprocess
-import os
-import sys
-import shlex
-import re
-import time
-
-
-def job_info():
-    """Get information about the current job using `scontrol show job`.
-    Returns a dict mapping parameter names (e.g. "UserId", "RunTime", etc) to
-    their values, both as strings.
-    """
-    job_id = int(os.environ["SLURM_JOB_ID"])
-
-    command = ["scontrol", "show", "job", str(job_id)]
-    output = subprocess.check_output(command).decode("utf-8")
-
-    # Use a regex to extract the parameter names and values
-    pattern = "([A-Za-z/]*)=([^ \t\n]*)"
-    return dict(re.findall(pattern, output))
-
-
-def parse_hours(text):
-    """Parse a time format HH or DD-HH into a number of hours."""
-    hour_chunks = text.split("-")
-    if len(hour_chunks) == 1:
-        return int(hour_chunks[0])
-    elif len(hour_chunks) == 2:
-        return 24 * int(hour_chunks[0]) + int(hour_chunks[1])
-    else:
-        raise ValueError("Unexpected hour format (expected HH or "
-                         "DD-HH, but got {}).".format(text))
-
-
-def parse_time(text):
-    """Convert slurm time to an integer.
-    Expects time to be of the form:
-    "hours:minutes:seconds" or "day-hours:minutes:seconds".
-    """
-    hours, minutes, seconds = text.split(":")
-    try:
-        return parse_hours(hours) * 3600 + int(minutes) * 60 + int(seconds)
-    except ValueError as e:
-        raise ValueError("Error parsing time {}. Got error {}.".format(
-            text, str(e)))
-
-
-def restart_command():
-    """Using the environment and SLURM command, create a command that, when,
-    run, will enqueue a repeat of the current job using `sbatch`.
-    Return the command as a list of strings, suitable for passing to
-    `subprocess.check_call` or similar functions.
-    Returns:
-        resume_command: list<str>, command to run to restart job.
-        end_time: int or None; the time the job will end or None
-            if the job has unlimited runtime.
-    """
-    # Make sure `RunTime` could be parsed correctly.
-    while job_info()["RunTime"] == "INVALID":
-        time.sleep(1)
-
-    # Get all the necessary information by querying SLURM with this job id
-    info = job_info()
-
-    try:
-        num_cpus = int(info["CPUs/Task"])
-    except KeyError:
-        num_cpus = int(os.environ["SLURM_CPUS_PER_TASK"])
-
-    num_tasks = int(os.environ["SLURM_NTASKS"])
-    nodes = info["NumNodes"]
-    gres, partition = info.get("Gres"), info.get("Partition")
-    stderr, stdout = info.get("StdErr"), info.get("StdOut")
-    job_name = info.get("JobName")
-    command = ["sbatch", "--job-name={}".format(job_name),
-               "--ntasks={}".format(num_tasks),
-               "--exclude=asimov-186"]
-
-    if partition:
-        command.extend(["--partition", partition])
-
-    if gres and gres != "(null)":
-        command.extend(["--gres", gres])
-        num_gpu = int(gres.split(':')[-1])
-        print("number of gpu assigned by slurm is {}".format(num_gpu))
-
-    if stderr:
-        command.extend(["--error", stderr])
-
-    if stdout:
-        command.extend(["--output", stdout])
-
-    python = subprocess.check_output(
-        ["/usr/bin/which", "python3"]).decode("utf-8").strip()
-    dist_setting = ['-m', 'paddle.distributed.launch']
-    wrap_cmd = ["srun", python, '-u'] + dist_setting + sys.argv
-
-    command.append(
-        "--wrap={}".format(" ".join(shlex.quote(arg) for arg in wrap_cmd)))
-    time_limit_string = info["TimeLimit"]
-    if time_limit_string.lower() == "unlimited":
-        print("UNLIMITED detected: restart OFF, infinite learning ON.",
-              flush=True)
-        return command, None
-    time_limit = parse_time(time_limit_string)
-    runtime = parse_time(info["RunTime"])
-    end_time = time.time() + time_limit - runtime
-
-    return command, end_time