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)