def histogram_summary(tag, values, collections=None, name=None):
"""Outputs a `Summary` protocol buffer with a histogram.
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
tag: A `string` `Tensor`. 0-D. Tag to use for the summary value.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
name: A name for the operation (optional).
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with ops.name_scope(name, "HistogramSummary", [tag, values]) as scope:
val = gen_logging_ops._histogram_summary(
tag=tag, values=values, name=scope)
_Collect(val, collections, [ops.GraphKeys.SUMMARIES])
return val
def histogram(name, values, collections=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
name: A name for the generated node. Will also serve as a series name in
TensorBoard.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
# pylint: enable=line-too-long
name = _clean_tag(name)
with _ops.name_scope(name, 'HistogramSummary', [values]) as scope:
# pylint: disable=protected-access
val = _gen_logging_ops._histogram_summary(
tag=scope.rstrip('/'), values=values, name=scope)
_collect(val, collections, [_ops.GraphKeys.SUMMARIES])
return val
def histogram(name, values, collections=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
name: A name for the generated node. Will also serve as a series name in
TensorBoard.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
# pylint: enable=line-too-long
name = _clean_tag(name)
with _ops.name_scope(name, 'HistogramSummary', [values]) as scope:
# pylint: disable=protected-access
val = _gen_logging_ops._histogram_summary(tag=scope.rstrip('/'),
values=values,
name=scope)
_collect(val, collections, [_ops.GraphKeys.SUMMARIES])
return val
def histogram_summary(tag, values, collections=None, name=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
This ops is deprecated. Please switch to tf.summary.histogram.
For an explanation of why this op was deprecated, and information on how to
migrate, look ['here'](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/deprecated/__init__.py)
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
tag: A `string` `Tensor`. 0-D. Tag to use for the summary value.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
name: A name for the operation (optional).
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with ops.name_scope(name, "HistogramSummary", [tag, values]) as scope:
val = gen_logging_ops._histogram_summary(tag=tag,
values=values,
name=scope)
_Collect(val, collections, [ops.GraphKeys.SUMMARIES])
return val
def histogram_summary(tag, values, collections=None, name=None):
"""Outputs a `Summary` protocol buffer with a histogram.
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
tag: A `string` `Tensor`. 0-D. Tag to use for the summary value.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
name: A name for the operation (optional).
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with ops.name_scope(name, "HistogramSummary", [tag, values]) as scope:
val = gen_logging_ops._histogram_summary(tag=tag,
values=values,
name=scope)
_Collect(val, collections, [ops.GraphKeys.SUMMARIES])
return val
def histogram_summary(tag, values, collections=None, name=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
This ops is deprecated. Please switch to tf.summary.histogram.
For an explanation of why this op was deprecated, and information on how to
migrate, look ['here'](https://www.tensorflow.org/code/tensorflow/contrib/deprecated/__init__.py)
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
tag: A `string` `Tensor`. 0-D. Tag to use for the summary value.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
name: A name for the operation (optional).
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with ops.name_scope(name, "HistogramSummary", [tag, values]) as scope:
val = gen_logging_ops._histogram_summary(
tag=tag, values=values, name=scope)
_Collect(val, collections, [ops.GraphKeys.SUMMARIES])
return val
def histogram(name, values, collections=None, family=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
Adding a histogram summary makes it possible to visualize your data's
distribution in TensorBoard. You can see a detailed explanation of the
TensorBoard histogram dashboard
[here](https://www.tensorflow.org/get_started/tensorboard_histograms).
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
name: A name for the generated node. Will also serve as a series name in
TensorBoard.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
family: Optional; if provided, used as the prefix of the summary tag name,
which controls the tab name used for display on Tensorboard.
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with _summary_op_util.summary_scope(
name, family, values=[values],
default_name='HistogramSummary') as (tag, scope):
# pylint: disable=protected-access
val = _gen_logging_ops._histogram_summary(tag=tag,
values=values,
name=scope)
_summary_op_util.collect(val, collections, [_ops.GraphKeys.SUMMARIES])
return val
def histogram(name, values, collections=None, family=None):
# pylint: disable=line-too-long
"""Outputs a `Summary` protocol buffer with a histogram.
Adding a histogram summary makes it possible to visualize your data's
distribution in TensorBoard. You can see a detailed explanation of the
TensorBoard histogram dashboard
[here](https://www.tensorflow.org/get_started/tensorboard_histograms).
The generated
[`Summary`](https://www.tensorflow.org/code/tensorflow/core/framework/summary.proto)
has one summary value containing a histogram for `values`.
This op reports an `InvalidArgument` error if any value is not finite.
Args:
name: A name for the generated node. Will also serve as a series name in
TensorBoard.
values: A real numeric `Tensor`. Any shape. Values to use to
build the histogram.
collections: Optional list of graph collections keys. The new summary op is
added to these collections. Defaults to `[GraphKeys.SUMMARIES]`.
family: Optional; if provided, used as the prefix of the summary tag name,
which controls the tab name used for display on Tensorboard.
Returns:
A scalar `Tensor` of type `string`. The serialized `Summary` protocol
buffer.
"""
with _summary_op_util.summary_scope(
name, family, values=[values],
default_name='HistogramSummary') as (tag, scope):
# pylint: disable=protected-access
val = _gen_logging_ops._histogram_summary(
tag=tag, values=values, name=scope)
_summary_op_util.collect(val, collections, [_ops.GraphKeys.SUMMARIES])
return val
def _histogram(name, tensor):
if not tf.get_variable_scope().reuse and not tf.sg_get_context().reuse:
val = gen_logging_ops._histogram_summary(name, tensor)
tf.add_to_collection(tf.GraphKeys.SUMMARIES, val)