autotune_ref.rst 2.01 KB
Newer Older
1
2
Python API Reference of Auto Tune
=================================
QuanluZhang's avatar
QuanluZhang committed
3
4
5

.. contents::

6
7
Trial
-----
QuanluZhang's avatar
QuanluZhang committed
8
9
10
11
12
13
14
15
16

..  autofunction:: nni.get_next_parameter
..  autofunction:: nni.get_current_parameter
..  autofunction:: nni.report_intermediate_result
..  autofunction:: nni.report_final_result
..  autofunction:: nni.get_experiment_id
..  autofunction:: nni.get_trial_id
..  autofunction:: nni.get_sequence_id

17
18
Tuner
-----
QuanluZhang's avatar
QuanluZhang committed
19
20
21
22

..  autoclass:: nni.tuner.Tuner
    :members:

23
24
25
..  autoclass:: nni.algorithms.hpo.tpe_tuner.TpeTuner
    :members:

liuzhe-lz's avatar
liuzhe-lz committed
26
27
..  autoclass:: nni.algorithms.hpo.tpe_tuner.TpeArguments

28
29
30
..  autoclass:: nni.algorithms.hpo.random_tuner.RandomTuner
    :members:

31
..  autoclass:: nni.algorithms.hpo.hyperopt_tuner.HyperoptTuner
QuanluZhang's avatar
QuanluZhang committed
32
33
    :members:

34
..  autoclass:: nni.algorithms.hpo.evolution_tuner.EvolutionTuner
QuanluZhang's avatar
QuanluZhang committed
35
36
    :members:

37
..  autoclass:: nni.algorithms.hpo.smac_tuner.SMACTuner
QuanluZhang's avatar
QuanluZhang committed
38
39
    :members:

40
..  autoclass:: nni.algorithms.hpo.gridsearch_tuner.GridSearchTuner
QuanluZhang's avatar
QuanluZhang committed
41
42
    :members:

43
..  autoclass:: nni.algorithms.hpo.networkmorphism_tuner.NetworkMorphismTuner
QuanluZhang's avatar
QuanluZhang committed
44
45
    :members:

46
..  autoclass:: nni.algorithms.hpo.metis_tuner.MetisTuner
QuanluZhang's avatar
QuanluZhang committed
47
48
    :members:

49
..  autoclass:: nni.algorithms.hpo.ppo_tuner.PPOTuner
QuanluZhang's avatar
QuanluZhang committed
50
51
    :members:

52
..  autoclass:: nni.algorithms.hpo.batch_tuner.BatchTuner
QuanluZhang's avatar
QuanluZhang committed
53
54
    :members:

55
..  autoclass:: nni.algorithms.hpo.gp_tuner.GPTuner
QuanluZhang's avatar
QuanluZhang committed
56
57
    :members:

58
59
Assessor
--------
QuanluZhang's avatar
QuanluZhang committed
60
61
62
63
64
65
66

..  autoclass:: nni.assessor.Assessor
    :members:

..  autoclass:: nni.assessor.AssessResult
    :members:

67
..  autoclass:: nni.algorithms.hpo.curvefitting_assessor.CurvefittingAssessor
QuanluZhang's avatar
QuanluZhang committed
68
69
    :members:

70
..  autoclass:: nni.algorithms.hpo.medianstop_assessor.MedianstopAssessor
QuanluZhang's avatar
QuanluZhang committed
71
72
    :members:

73
74
Advisor
-------
QuanluZhang's avatar
QuanluZhang committed
75

76
..  autoclass:: nni.runtime.msg_dispatcher_base.MsgDispatcherBase
QuanluZhang's avatar
QuanluZhang committed
77
78
    :members:

79
..  autoclass:: nni.algorithms.hpo.hyperband_advisor.Hyperband
QuanluZhang's avatar
QuanluZhang committed
80
81
    :members:

82
..  autoclass:: nni.algorithms.hpo.bohb_advisor.BOHB
QuanluZhang's avatar
QuanluZhang committed
83
    :members:
84

85
86
Utilities
---------
87
88

..  autofunction:: nni.utils.merge_parameter
89
90
91
92
93
94

..  autofunction:: nni.trace

..  autofunction:: nni.dump

..  autofunction:: nni.load