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nni
Commits
e35fa2b4
"vscode:/vscode.git/clone" did not exist on "eed320f5acf7e9942dc7bf939c4b34da6aebae18"
Commit
e35fa2b4
authored
Jun 20, 2019
by
suiguoxin
Browse files
fix params bug by adding float>int transition
parent
21725f96
Changes
5
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5 changed files
with
151 additions
and
146 deletions
+151
-146
src/nni_manager/yarn.lock
src/nni_manager/yarn.lock
+42
-70
src/sdk/pynni/nni/gp_tuner/gp_tuner.py
src/sdk/pynni/nni/gp_tuner/gp_tuner.py
+22
-31
src/sdk/pynni/nni/gp_tuner/target_space.py
src/sdk/pynni/nni/gp_tuner/target_space.py
+38
-42
src/sdk/pynni/nni/gp_tuner/util.py
src/sdk/pynni/nni/gp_tuner/util.py
+23
-3
src/webui/yarn.lock
src/webui/yarn.lock
+26
-0
No files found.
src/nni_manager/yarn.lock
View file @
e35fa2b4
...
...
@@ -161,9 +161,10 @@
version "10.5.2"
resolved "https://registry.yarnpkg.com/@types/node/-/node-10.5.2.tgz#f19f05314d5421fe37e74153254201a7bf00a707"
"@types/node@^10.5.5":
version "10.5.5"
resolved "https://registry.yarnpkg.com/@types/node/-/node-10.5.5.tgz#8e84d24e896cd77b0d4f73df274027e3149ec2ba"
"@types/node@10.12.18":
version "10.12.18"
resolved "https://registry.yarnpkg.com/@types/node/-/node-10.12.18.tgz#1d3ca764718915584fcd9f6344621b7672665c67"
integrity sha512-fh+pAqt4xRzPfqA6eh3Z2y6fyZavRIumvjhaCL753+TVkGKGhpPeyrJG2JftD0T9q4GF00KjefsQ+PQNDdWQaQ==
"@types/range-parser@*":
version "1.2.2"
...
...
@@ -342,10 +343,6 @@ ansi-regex@^3.0.0:
version "3.0.0"
resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-3.0.0.tgz#ed0317c322064f79466c02966bddb605ab37d998"
ansi-styles@^2.2.1:
version "2.2.1"
resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-2.2.1.tgz#b432dd3358b634cf75e1e4664368240533c1ddbe"
ansi-styles@^3.2.1:
version "3.2.1"
resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-3.2.1.tgz#41fbb20243e50b12be0f04b8dedbf07520ce841d"
...
...
@@ -451,14 +448,6 @@ azure-storage@^2.10.2:
xml2js "0.2.8"
xmlbuilder "^9.0.7"
babel-code-frame@^6.22.0:
version "6.26.0"
resolved "https://registry.yarnpkg.com/babel-code-frame/-/babel-code-frame-6.26.0.tgz#63fd43f7dc1e3bb7ce35947db8fe369a3f58c74b"
dependencies:
chalk "^1.1.3"
esutils "^2.0.2"
js-tokens "^3.0.2"
balanced-match@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.0.tgz#89b4d199ab2bee49de164ea02b89ce462d71b767"
...
...
@@ -575,16 +564,6 @@ chai@^4.1.2:
pathval "^1.0.0"
type-detect "^4.0.0"
chalk@^1.1.3:
version "1.1.3"
resolved "https://registry.yarnpkg.com/chalk/-/chalk-1.1.3.tgz#a8115c55e4a702fe4d150abd3872822a7e09fc98"
dependencies:
ansi-styles "^2.2.1"
escape-string-regexp "^1.0.2"
has-ansi "^2.0.0"
strip-ansi "^3.0.0"
supports-color "^2.0.0"
chalk@^2.0.0, chalk@^2.3.0:
version "2.4.1"
resolved "https://registry.yarnpkg.com/chalk/-/chalk-2.4.1.tgz#18c49ab16a037b6eb0152cc83e3471338215b66e"
...
...
@@ -854,7 +833,7 @@ escape-html@~1.0.3:
version "1.0.3"
resolved "https://registry.yarnpkg.com/escape-html/-/escape-html-1.0.3.tgz#0258eae4d3d0c0974de1c169188ef0051d1d1988"
escape-string-regexp@1.0.5,
escape-string-regexp@^1.0.2,
escape-string-regexp@^1.0.5:
escape-string-regexp@1.0.5, escape-string-regexp@^1.0.5:
version "1.0.5"
resolved "https://registry.yarnpkg.com/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz#1b61c0562190a8dff6ae3bb2cf0200ca130b86d4"
...
...
@@ -1163,12 +1142,6 @@ har-validator@~5.1.0:
ajv "^5.3.0"
har-schema "^2.0.0"
has-ansi@^2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/has-ansi/-/has-ansi-2.0.0.tgz#34f5049ce1ecdf2b0649af3ef24e45ed35416d91"
dependencies:
ansi-regex "^2.0.0"
has-flag@^3.0.0:
version "3.0.0"
resolved "https://registry.yarnpkg.com/has-flag/-/has-flag-3.0.0.tgz#b5d454dc2199ae225699f3467e5a07f3b955bafd"
...
...
@@ -1426,21 +1399,25 @@ js-base64@^2.4.9:
version "2.5.0"
resolved "https://registry.yarnpkg.com/js-base64/-/js-base64-2.5.0.tgz#42255ba183ab67ce59a0dee640afdc00ab5ae93e"
js-tokens@^3.0.2:
version "3.0.2"
resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-3.0.2.tgz#9866df395102130e38f7f996bceb65443209c25b"
js-tokens@^4.0.0:
version "4.0.0"
resolved "https://registry.yarnpkg.com/js-tokens/-/js-tokens-4.0.0.tgz#19203fb59991df98e3a287050d4647cdeaf32499"
js-yaml@^3.10.0
, js-yaml@^3.7.0
:
js-yaml@^3.10.0:
version "3.12.0"
resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-3.12.0.tgz#eaed656ec8344f10f527c6bfa1b6e2244de167d1"
dependencies:
argparse "^1.0.7"
esprima "^4.0.0"
js-yaml@^3.13.1:
version "3.13.1"
resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-3.13.1.tgz#aff151b30bfdfa8e49e05da22e7415e9dfa37847"
integrity sha512-YfbcO7jXDdyj0DGxYVSlSeQNHbD7XPWvrVWeVUujrQEoZzWJIRrCPoyk6kL6IAjAG2IolMK4T0hNUe0HOUs5Jw==
dependencies:
argparse "^1.0.7"
esprima "^4.0.0"
jsbn@~0.1.0:
version "0.1.1"
resolved "https://registry.yarnpkg.com/jsbn/-/jsbn-0.1.1.tgz#a5e654c2e5a2deb5f201d96cefbca80c0ef2f513"
...
...
@@ -1797,12 +1774,6 @@ node-jose@^1.1.0:
node-forge "^0.7.6"
uuid "^3.3.2"
node-nvidia-smi@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/node-nvidia-smi/-/node-nvidia-smi-1.0.0.tgz#6aa57574540b2bed91c9a80218516ffa686e5ac7"
dependencies:
xml2js "^0.4.17"
node-pre-gyp@^0.10.3:
version "0.10.3"
resolved "https://registry.yarnpkg.com/node-pre-gyp/-/node-pre-gyp-0.10.3.tgz#3070040716afdc778747b61b6887bf78880b80fc"
...
...
@@ -2384,7 +2355,7 @@ sax@0.5.x:
version "0.5.8"
resolved "http://registry.npmjs.org/sax/-/sax-0.5.8.tgz#d472db228eb331c2506b0e8c15524adb939d12c1"
sax@>=0.6.0,
sax@^1.2.4:
sax@^1.2.4:
version "1.2.4"
resolved "https://registry.yarnpkg.com/sax/-/sax-1.2.4.tgz#2816234e2378bddc4e5354fab5caa895df7100d9"
...
...
@@ -2619,10 +2590,6 @@ supports-color@5.4.0, supports-color@^5.3.0:
dependencies:
has-flag "^3.0.0"
supports-color@^2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-2.0.0.tgz#535d045ce6b6363fa40117084629995e9df324c7"
supports-color@^5.4.0:
version "5.5.0"
resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-5.5.0.tgz#e2e69a44ac8772f78a1ec0b35b689df6530efc8f"
...
...
@@ -2716,32 +2683,43 @@ tslib@^1.8.0, tslib@^1.8.1:
version "1.9.3"
resolved "https://registry.yarnpkg.com/tslib/-/tslib-1.9.3.tgz#d7e4dd79245d85428c4d7e4822a79917954ca286"
tslint-microsoft-contrib@^5.1.0:
version "5.1.0"
resolved "https://registry.yarnpkg.com/tslint-microsoft-contrib/-/tslint-microsoft-contrib-5.1.0.tgz#777c32d51aba16f4565e47aac749a1631176cd9f"
tslint-microsoft-contrib@^6.0.0:
version "6.2.0"
resolved "https://registry.yarnpkg.com/tslint-microsoft-contrib/-/tslint-microsoft-contrib-6.2.0.tgz#8aa0f40584d066d05e6a5e7988da5163b85f2ad4"
integrity sha512-6tfi/2tHqV/3CL77pULBcK+foty11Rr0idRDxKnteTaKm6gWF9qmaCNU17HVssOuwlYNyOmd9Jsmjd+1t3a3qw==
dependencies:
tsutils "^2.
12.1
"
tsutils "^2.
27.2 <2.29.0
"
tslint@^5.11.0:
version "5.11.0"
resolved "https://registry.yarnpkg.com/tslint/-/tslint-5.11.0.tgz#98f30c02eae3cde7006201e4c33cb08b48581eed"
tslint@^5.12.0:
version "5.17.0"
resolved "https://registry.yarnpkg.com/tslint/-/tslint-5.17.0.tgz#f9f0ce2011d8e90debaa6e9b4975f24cd16852b8"
integrity sha512-pflx87WfVoYepTet3xLfDOLDm9Jqi61UXIKePOuca0qoAZyrGWonDG9VTbji58Fy+8gciUn8Bt7y69+KEVjc/w==
dependencies:
babel
-
code-frame "^
6.22
.0"
"@
babel
/
code-frame
"
"^
7.0
.0"
builtin-modules "^1.1.1"
chalk "^2.3.0"
commander "^2.12.1"
diff "^3.2.0"
glob "^7.1.1"
js-yaml "^3.
7.0
"
js-yaml "^3.
13.1
"
minimatch "^3.0.4"
mkdirp "^0.5.1"
resolve "^1.3.2"
semver "^5.3.0"
tslib "^1.8.0"
tsutils "^2.27.2"
tsutils "^2.29.0"
"tsutils@^2.27.2 <2.29.0":
version "2.28.0"
resolved "https://registry.yarnpkg.com/tsutils/-/tsutils-2.28.0.tgz#6bd71e160828f9d019b6f4e844742228f85169a1"
integrity sha512-bh5nAtW0tuhvOJnx1GLRn5ScraRLICGyJV5wJhtRWOLsxW70Kk5tZtpK3O/hW6LDnqKS9mlUMPZj9fEMJ0gxqA==
dependencies:
tslib "^1.8.1"
tsutils@^2.
12.1, tsutils@^2.27.2
:
tsutils@^2.
29.0
:
version "2.29.0"
resolved "https://registry.yarnpkg.com/tsutils/-/tsutils-2.29.0.tgz#32b488501467acbedd4b85498673a0812aca0b99"
integrity sha512-g5JVHCIJwzfISaXpXE1qvNalca5Jwob6FjI4AoPlqMusJ6ftFE7IkkFoMhVLRgK+4Kx3gkzb8UZK5t5yTTvEmA==
dependencies:
tslib "^1.8.1"
...
...
@@ -2777,9 +2755,10 @@ typescript-string-operations@^1.3.1:
version "1.3.1"
resolved "https://registry.yarnpkg.com/typescript-string-operations/-/typescript-string-operations-1.3.1.tgz#461b886cc9ccd4dd16810b1f248b2e6f6580956b"
typescript@^3.0.1:
version "3.0.1"
resolved "https://registry.yarnpkg.com/typescript/-/typescript-3.0.1.tgz#43738f29585d3a87575520a4b93ab6026ef11fdb"
typescript@^3.2.2:
version "3.5.2"
resolved "https://registry.yarnpkg.com/typescript/-/typescript-3.5.2.tgz#a09e1dc69bc9551cadf17dba10ee42cf55e5d56c"
integrity sha512-7KxJovlYhTX5RaRbUdkAXN1KUZ8PwWlTzQdHV6xNqvuFOs7+WBo10TQUqT19Q/Jz2hk5v9TQDIhyLhhJY4p5AA==
uglify-js@^3.1.4:
version "3.4.9"
...
...
@@ -2900,14 +2879,7 @@ xml2js@0.2.8:
dependencies:
sax "0.5.x"
xml2js@^0.4.17:
version "0.4.19"
resolved "https://registry.yarnpkg.com/xml2js/-/xml2js-0.4.19.tgz#686c20f213209e94abf0d1bcf1efaa291c7827a7"
dependencies:
sax ">=0.6.0"
xmlbuilder "~9.0.1"
xmlbuilder@^9.0.7, xmlbuilder@~9.0.1:
xmlbuilder@^9.0.7:
version "9.0.7"
resolved "http://registry.npmjs.org/xmlbuilder/-/xmlbuilder-9.0.7.tgz#132ee63d2ec5565c557e20f4c22df9aca686b10d"
...
...
src/sdk/pynni/nni/gp_tuner/gp_tuner.py
View file @
e35fa2b4
...
...
@@ -23,7 +23,6 @@ gp_tuner.py
import
warnings
import
logging
import
numpy
as
np
from
sklearn.gaussian_process.kernels
import
Matern
from
sklearn.gaussian_process
import
GaussianProcessRegressor
...
...
@@ -42,7 +41,7 @@ class GPTuner(Tuner):
GPTuner
'''
def
__init__
(
self
,
optimize_mode
=
"maximize"
,
cold_start_num
=
3
,
random_state
=
None
):
def
__init__
(
self
,
optimize_mode
=
"maximize"
,
cold_start_num
=
1
,
random_state
=
None
):
self
.
optimize_mode
=
optimize_mode
self
.
_random_state
=
ensure_rng
(
random_state
)
...
...
@@ -59,7 +58,7 @@ class GPTuner(Tuner):
self
.
supplement_data_num
=
0
def
update_search_space
(
self
,
search_space
):
"""Update the self.
x_
bounds and self.
x_
types by the search_space.json
"""Update the self.bounds and self.types by the search_space.json
Parameters
----------
...
...
@@ -70,7 +69,7 @@ class GPTuner(Tuner):
def
generate_parameters
(
self
,
parameter_id
):
"""Generate next parameter for trial
If the number of trial result is lower than cold start number,
metis
will first random generate some parameters.
gp
will first random
ly
generate some parameters.
Otherwise, choose the parameters by the Gussian Process Model
Parameters
...
...
@@ -81,35 +80,27 @@ class GPTuner(Tuner):
-------
result : dict
"""
"""Most promissing point to probe next"""
if
len
(
self
.
_space
)
==
0
or
len
(
self
.
_space
.
_target
)
<
self
.
cold_start_num
:
return
self
.
_space
.
array_to_params
(
self
.
_space
.
random_sample
())
# Sklearn's GP throws a large number of warnings at times, but
# we don't really need to see them here.
with
warnings
.
catch_warnings
():
warnings
.
simplefilter
(
"ignore"
)
self
.
_gp
.
fit
(
self
.
_space
.
params
,
self
.
_space
.
target
)
util
=
UtilityFunction
(
kind
=
'ei'
,
kappa
=
0
,
xi
=
0
)
# Finding argmax of the acquisition function.
suggestion
=
acq_max
(
ac
=
util
.
utility
,
gp
=
self
.
_gp
,
y_max
=
self
.
_space
.
target
.
max
(),
bounds
=
self
.
_space
.
bounds
,
random_state
=
self
.
_random_state
,
space
=
self
.
_space
)
logger
.
info
(
"Generate paramageters(array):
\n
"
+
str
(
suggestion
))
print
(
"Generate paramageters(array):
\n
"
+
str
(
suggestion
))
results
=
self
.
_space
.
array_to_params
(
suggestion
)
results
=
self
.
_space
.
random_sample
()
else
:
# Sklearn's GP throws a large number of warnings at times, but
# we don't really need to see them here.
with
warnings
.
catch_warnings
():
warnings
.
simplefilter
(
"ignore"
)
self
.
_gp
.
fit
(
self
.
_space
.
params
,
self
.
_space
.
target
)
util
=
UtilityFunction
(
kind
=
'ei'
,
kappa
=
0
,
xi
=
0
)
results
=
acq_max
(
ac
=
util
.
utility
,
gp
=
self
.
_gp
,
y_max
=
self
.
_space
.
target
.
max
(),
bounds
=
self
.
_space
.
bounds
,
random_state
=
self
.
_random_state
,
space
=
self
.
_space
)
results
=
self
.
_space
.
array_to_params
(
results
)
logger
.
info
(
"Generate paramageters(json):
\n
"
+
str
(
results
))
print
(
"Generate paramageters(json):
\n
"
+
str
(
results
))
return
results
def
receive_trial_result
(
self
,
parameter_id
,
parameters
,
value
):
...
...
src/sdk/pynni/nni/gp_tuner/target_space.py
View file @
e35fa2b4
# Copyright (c) Microsoft Corporation
# All rights reserved.
#
# MIT License
#
# Permission is hereby granted, free of charge,
# to any person obtaining a copy of this software and associated
# documentation files (the "Software"), to deal in the Software without restriction,
# including without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and
# to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included
# in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING
# BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
# DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
import
numpy
as
np
from
.util
import
ensure_rng
def
_hashable
(
x
):
""" ensure that an point is hashable by a python dict """
#
return tuple(map(float, x))
return
x
return
tuple
(
map
(
float
,
x
))
class
TargetSpace
(
object
):
"""
...
...
@@ -99,24 +119,17 @@ class TargetSpace(object):
"Size of array ({}) is different than the "
.
format
(
len
(
x
))
+
"expected number of parameters ({})."
.
format
(
len
(
self
.
keys
))
)
return
dict
(
zip
(
self
.
keys
,
x
))
def
_as_array
(
self
,
x
):
try
:
#x = np.asarray(x, dtype=float)
x
=
np
.
asarray
(
x
)
except
TypeError
:
x
=
self
.
params_to_array
(
x
)
# maintain int type if the choices are int
# TODO: better implementation
params
=
{}
for
i
,
_bound
in
enumerate
(
self
.
_bounds
):
if
_bound
[
'_type'
]
==
"choice"
and
isinstance
(
_bound
[
'_value'
][
0
],
int
):
params
.
update
({
self
.
keys
[
i
]:
int
(
x
[
i
])})
else
:
params
.
update
({
self
.
keys
[
i
]:
x
[
i
]})
x
=
x
.
ravel
()
try
:
assert
x
.
size
==
self
.
dim
except
AssertionError
:
raise
ValueError
(
"Size of array ({}) is different than the "
.
format
(
len
(
x
))
+
"expected number of parameters ({})."
.
format
(
len
(
self
.
keys
))
)
return
x
return
params
def
register
(
self
,
params
,
target
):
"""
...
...
@@ -124,8 +137,7 @@ class TargetSpace(object):
Parameters
----------
x : ndarray
a single point, with len(x) == self.dim
x : dict
y : float
target function value
...
...
@@ -134,24 +146,9 @@ class TargetSpace(object):
------
KeyError:
if the point is not unique
Notes
-----
runs in ammortized constant time
Example
-------
>>> pbounds = {'p1': (0, 1), 'p2': (1, 100)}
>>> space = TargetSpace(lambda p1, p2: p1 + p2, pbounds)
>>> len(space)
0
>>> x = np.array([0, 0])
>>> y = 1
>>> space.add_observation(x, y)
>>> len(space)
1
"""
x
=
self
.
_as_array
(
params
)
x
=
self
.
params_to_array
(
params
)
if
x
in
self
:
raise
KeyError
(
'Data point {} is not unique'
.
format
(
x
))
...
...
@@ -174,18 +171,18 @@ class TargetSpace(object):
-------
>>> target_func = lambda p1, p2: p1 + p2
>>> pbounds = { "dropout_rate":{"_type":"uniform","_value":[0.5, 0.9]}, "conv_size":{"_type":"choice","_value":[2,3,5,7]}}
>>> space = TargetSpace(
pbounds, random_state=0)
>>> space.random_points(
1
)
>>> space = TargetSpace(pbounds, random_state=0)
>>> space.random_points()
array([[ 55.33253689, 0.54488318]])
"""
# TODO: support randint, quniform
data
=
np
.
empty
((
1
,
self
.
dim
))
for
col
,
_bound
in
enumerate
(
self
.
_bounds
):
if
_bound
[
'_type'
]
==
'uniform'
:
data
.
T
[
col
]
=
self
.
random_state
.
uniform
(
_bound
[
'_value'
][
0
],
_bound
[
'_value'
][
1
],
size
=
1
)
data
.
T
[
col
]
=
self
.
random_state
.
uniform
(
_bound
[
'_value'
][
0
],
_bound
[
'_value'
][
1
],
size
=
1
)
elif
_bound
[
'_type'
]
==
'choice'
:
data
.
T
[
col
]
=
self
.
random_state
.
choice
(
_bound
[
'_value'
])
print
(
"rand sample:"
,
data
.
ravel
())
return
data
.
ravel
()
def
max
(
self
):
...
...
@@ -222,4 +219,3 @@ class TargetSpace(object):
for
row
,
key
in
enumerate
(
self
.
keys
):
if
key
in
new_bounds
:
self
.
_bounds
[
row
]
=
new_bounds
[
key
]
src/sdk/pynni/nni/gp_tuner/util.py
View file @
e35fa2b4
# Copyright (c) Microsoft Corporation
# All rights reserved.
#
# MIT License
#
# Permission is hereby granted, free of charge,
# to any person obtaining a copy of this software and associated
# documentation files (the "Software"), to deal in the Software without restriction,
# including without limitation the rights to use, copy, modify, merge, publish,
# distribute, sublicense, and/or sell copies of the Software, and
# to permit persons to whom the Software is furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included
# in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING
# BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
# DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
import
warnings
import
numpy
as
np
from
scipy.stats
import
norm
...
...
@@ -10,8 +30,8 @@ def _match_val_type(vals, bounds):
'''
vals_new
=
[]
for
i
,
_
in
enumerate
(
bounds
):
_type
=
bound
s
[
'_type'
]
for
i
,
bound
in
enumerate
(
bounds
):
_type
=
bound
[
'_type'
]
if
_type
==
"choice"
:
# Find the closest integer in the array, vals_bounds
vals_new
.
append
(
...
...
@@ -22,7 +42,7 @@ def _match_val_type(vals, bounds):
return
vals_new
def
acq_max
(
ac
,
gp
,
y_max
,
bounds
,
random_state
,
space
,
n_warmup
=
1000
00
,
n_iter
=
250
):
def
acq_max
(
ac
,
gp
,
y_max
,
bounds
,
random_state
,
space
,
n_warmup
=
1000
,
n_iter
=
250
):
"""
A function to find the maximum of the acquisition function
...
...
src/webui/yarn.lock
View file @
e35fa2b4
...
...
@@ -1898,6 +1898,13 @@ copy-descriptor@^0.1.0:
version "0.1.1"
resolved "https://registry.yarnpkg.com/copy-descriptor/-/copy-descriptor-0.1.1.tgz#676f6eb3c39997c2ee1ac3a924fd6124748f578d"
copy-to-clipboard@^3.0.8:
version "3.2.0"
resolved "https://registry.yarnpkg.com/copy-to-clipboard/-/copy-to-clipboard-3.2.0.tgz#d2724a3ccbfed89706fac8a894872c979ac74467"
integrity sha512-eOZERzvCmxS8HWzugj4Uxl8OJxa7T2k1Gi0X5qavwydHIfuSHq2dTD09LOg/XyGq4Zpb5IsR/2OJ5lbOegz78w==
dependencies:
toggle-selection "^1.0.6"
core-js@^1.0.0:
version "1.2.7"
resolved "https://registry.yarnpkg.com/core-js/-/core-js-1.2.7.tgz#652294c14651db28fa93bd2d5ff2983a4f08c636"
...
...
@@ -5008,6 +5015,11 @@ moment@2.x, moment@^2.22.2:
version "2.22.2"
resolved "https://registry.yarnpkg.com/moment/-/moment-2.22.2.tgz#3c257f9839fc0e93ff53149632239eb90783ff66"
monaco-editor@^0.15.1:
version "0.15.6"
resolved "https://registry.yarnpkg.com/monaco-editor/-/monaco-editor-0.15.6.tgz#d63b3b06f86f803464f003b252627c3eb4a09483"
integrity sha512-JoU9V9k6KqT9R9Tiw1RTU8ohZ+Xnf9DMg6Ktqqw5hILumwmq7xqa/KLXw513uTUsWbhtnHoSJYYR++u3pkyxJg==
move-concurrently@^1.0.1:
version "1.0.1"
resolved "https://registry.yarnpkg.com/move-concurrently/-/move-concurrently-1.0.1.tgz#be2c005fda32e0b29af1f05d7c4b33214c701f92"
...
...
@@ -6775,6 +6787,15 @@ react-lifecycles-compat@^3.0.2, react-lifecycles-compat@^3.0.4:
version "3.0.4"
resolved "https://registry.yarnpkg.com/react-lifecycles-compat/-/react-lifecycles-compat-3.0.4.tgz#4f1a273afdfc8f3488a8c516bfda78f872352362"
react-monaco-editor@^0.22.0:
version "0.22.0"
resolved "https://registry.yarnpkg.com/react-monaco-editor/-/react-monaco-editor-0.22.0.tgz#2ba4c9557d2e95bb0f097a56f5e5d30598f7f2f9"
integrity sha512-SdkfmdbHNzKLd33w98Wxm1MvvGC7sKqdxb79ij6XnYV5WH2zgL5BgJ2FCo/ZDh/JZgUp1mXGt8NjTcbLJVhqVw==
dependencies:
"@types/react" "*"
monaco-editor "^0.15.1"
prop-types "^15.6.2"
react-router@3.2.1:
version "3.2.1"
resolved "http://registry.npmjs.org/react-router/-/react-router-3.2.1.tgz#b9a3279962bdfbe684c8bd0482b81ef288f0f244"
...
...
@@ -7976,6 +7997,11 @@ to-regex@^3.0.1, to-regex@^3.0.2:
regex-not "^1.0.2"
safe-regex "^1.1.0"
toggle-selection@^1.0.6:
version "1.0.6"
resolved "https://registry.yarnpkg.com/toggle-selection/-/toggle-selection-1.0.6.tgz#6e45b1263f2017fa0acc7d89d78b15b8bf77da32"
integrity sha1-bkWxJj8gF/oKzH2J14sVuL932jI=
toposort@^1.0.0:
version "1.0.7"
resolved "https://registry.yarnpkg.com/toposort/-/toposort-1.0.7.tgz#2e68442d9f64ec720b8cc89e6443ac6caa950029"
...
...
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