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5c6fb358
编写于
4月 22, 2020
作者:
W
wenkai
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差异文件
add comments, optimize histogram log generator to record max and min
上级
988aad75
变更
3
显示空白变更内容
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并排
Showing
3 changed file
with
130 addition
and
114 deletion
+130
-114
mindinsight/datavisual/data_transform/histogram_container.py
mindinsight/datavisual/data_transform/histogram_container.py
+7
-0
mindinsight/datavisual/data_transform/reservoir.py
mindinsight/datavisual/data_transform/reservoir.py
+4
-0
tests/utils/log_generators/histogram_log_generator.py
tests/utils/log_generators/histogram_log_generator.py
+119
-114
未找到文件。
mindinsight/datavisual/data_transform/histogram_container.py
浏览文件 @
5c6fb358
...
@@ -120,6 +120,13 @@ class HistogramContainer:
...
@@ -120,6 +120,13 @@ class HistogramContainer:
It's caller's duty to ensure input is valid.
It's caller's duty to ensure input is valid.
Why we need visual range for histograms? Miss aligned buckets between steps might miss-lead users about the
trend of a tensor. Because for given tensor, if you have thinner buckets, count of every bucket might get
low, however, if you have thicker buckets, count of every bucket might get high. If there are the above two
kinds of histogram in one graph, user might think the histogram with thicker buckets has more values. This is
miss-leading. So we need to unify buckets across steps. Visual range for histogram is a technology for unifying
buckets.
Args:
Args:
max_val (float): Max value for visual histogram.
max_val (float): Max value for visual histogram.
min_val (float): Min value for visual histogram.
min_val (float): Min value for visual histogram.
...
...
mindinsight/datavisual/data_transform/reservoir.py
浏览文件 @
5c6fb358
...
@@ -174,6 +174,10 @@ class HistogramReservoir(Reservoir):
...
@@ -174,6 +174,10 @@ class HistogramReservoir(Reservoir):
max_count
=
max
(
histogram
.
count
,
max_count
)
max_count
=
max
(
histogram
.
count
,
max_count
)
visual_range
.
update
(
histogram
.
max
,
histogram
.
min
)
visual_range
.
update
(
histogram
.
max
,
histogram
.
min
)
if
visual_range
.
max
==
visual_range
.
min
and
not
max_count
:
logger
.
warning
(
"Max equals to min, however, count is zero. Please check mindspore "
"does write max and min values to histogram summary file."
)
bins
=
calc_histogram_bins
(
max_count
)
bins
=
calc_histogram_bins
(
max_count
)
# update visual range
# update visual range
...
...
tests/utils/log_generators/histogram_log_generator.py
浏览文件 @
5c6fb358
...
@@ -62,6 +62,9 @@ class HistogramLogGenerator(LogGenerator):
...
@@ -62,6 +62,9 @@ class HistogramLogGenerator(LogGenerator):
bucket
.
width
=
width
bucket
.
width
=
width
bucket
.
count
=
count
bucket
.
count
=
count
value
.
histogram
.
min
=
values
.
get
(
"min"
,
-
1
)
value
.
histogram
.
max
=
values
.
get
(
"max"
,
-
1
)
return
histogram_event
return
histogram_event
def
generate_log
(
self
,
file_path
,
steps_list
,
tag_name
):
def
generate_log
(
self
,
file_path
,
steps_list
,
tag_name
):
...
@@ -91,6 +94,8 @@ class HistogramLogGenerator(LogGenerator):
...
@@ -91,6 +94,8 @@ class HistogramLogGenerator(LogGenerator):
buckets
=
[]
buckets
=
[]
leftmost
=
list
(
np
.
random
.
randn
(
11
))
leftmost
=
list
(
np
.
random
.
randn
(
11
))
leftmost
.
sort
()
leftmost
.
sort
()
min_val
=
leftmost
[
0
]
max_val
=
leftmost
[
-
1
]
for
i
in
range
(
10
):
for
i
in
range
(
10
):
left
=
leftmost
[
i
]
left
=
leftmost
[
i
]
width
=
leftmost
[
i
+
1
]
-
left
width
=
leftmost
[
i
+
1
]
-
left
...
@@ -98,7 +103,7 @@ class HistogramLogGenerator(LogGenerator):
...
@@ -98,7 +103,7 @@ class HistogramLogGenerator(LogGenerator):
bucket
=
[
left
,
width
,
count
]
bucket
=
[
left
,
width
,
count
]
buckets
.
append
(
bucket
)
buckets
.
append
(
bucket
)
histogram
.
update
({
'buckets'
:
buckets
})
histogram
.
update
({
'buckets'
:
buckets
,
"min"
:
min_val
,
"max"
:
max_val
})
histogram_metadata
.
append
(
histogram
)
histogram_metadata
.
append
(
histogram
)
self
.
_write_log_one_step
(
file_path
,
histogram
)
self
.
_write_log_one_step
(
file_path
,
histogram
)
...
...
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