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args = parser.parse_args()
input_shape = [int(dim) for dim in args.input_shape.split(",")]
# TODO: cleanup repetative code
print "Starting a server with %s solver and %s dataset" % (args.solver, args.data)
if args.solver == "GridSearch":
solver = GridSearch(args.grid, input_shape, args.output_dim, "keras", args.data)
job_manager = JobManager(solver)
server = JobHTTPServer(args.port, job_manager, args.mongo_uri)
server.start()
elif args.solver == "RandomSearch":
if not args.params_sample_size or not args.structure_sample_size:
raise ValueError("--params_sample_size and --structure_sample_size must be used with RandomSearch")
solver = RandomSearch(args.grid, input_shape, args.output_dim, "keras", args.data, args.params_sample_size,
args.structure_sample_size)
job_manager = JobManager(solver)
server = JobHTTPServer(args.port, job_manager, args.mongo_uri)
server.start()
elif args.solver == "HyperOpt":
h = HyperOptSearch(input_shape=input_shape, output_dim=args.output_dim)
h.start_search_server(args.mongo_uri, args.data, int(args.layers_num), args.max_evals, args.nb_epoch, args.patience)
else:
raise ValueError("This solver is not supported. Only possible values for --solver right now are GridSearch or RandomSearch")