';
+ ref = [].concat(val);
+ for (i = 0, len = ref.length; i < len; i++) {
+ subSection = ref[i];
+ s += this.renderSection(subSection);
+ }
+ } else {
+ s += '
';
+ s += '' + this.renderKey(key) + ': ';
+ s += '' + this.renderValue(val) + '';
+ }
+ s += '
';
+ }
+ return s;
+ };
+
+ Renderer.prototype.tipForNode = function(nodeKey) {
+ var i, layer, len, node, ref, s;
+ node = this.graph.node(nodeKey);
+ s = '';
+ ref = node.layers;
+ for (i = 0, len = ref.length; i < len; i++) {
+ layer = ref[i];
+ s += '
';
+ s += '';
+ s += this.renderSection(layer.attribs);
+ }
+ return s;
+ };
+
+ Renderer.prototype.render = function() {
+ var bbox, graphRender, margin, svg, svgGroup, that, tipPositions;
+ svg = d3.select(this.parent);
+ svgGroup = svg.append('g');
+ graphRender = new dagreD3.render();
+ graphRender(svgGroup, this.graph);
+ bbox = svgGroup.node().getBBox();
+ svgGroup.attr('transform', 'translate(' + Math.ceil(-bbox.x) + ')');
+ margin = 5;
+ svg.attr('width', Math.ceil(bbox.width + 2 * margin));
+ svg.attr('height', Math.ceil(bbox.height + 2 * margin));
+ tipPositions = {
+ tb: {
+ my: 'left center',
+ at: 'right center'
+ },
+ lr: {
+ my: 'top center',
+ at: 'bottom center'
+ }
+ };
+ that = this;
+ return svgGroup.selectAll("g.node").each(function(nodeKey) {
+ var position;
+ position = tipPositions[that.layoutDirection];
+ position.viewport = $(window);
+ return $(this).qtip({
+ content: {
+ text: that.tipForNode(nodeKey)
+ },
+ position: position,
+ show: {
+ delay: 0,
+ effect: false
+ },
+ hide: {
+ effect: false
+ }
+ });
+ });
+ };
+
+ return Renderer;
+
+ })();
+
+}).call(this);
diff --git a/lib/utils/utils.js b/lib/utils/utils.js
new file mode 100644
index 0000000..dfa508e
--- /dev/null
+++ b/lib/utils/utils.js
@@ -0,0 +1,41 @@
+// Generated by CoffeeScript 1.12.7
+(function() {
+ var toTitleCaseSaveSpaces, typeIsArray;
+
+ exports.typeIsArray = typeIsArray = function(value) {
+ return value && typeof value === 'object' && value instanceof Array && typeof value.length === 'number' && typeof value.splice === 'function' && !(value.propertyIsEnumerable('length'));
+ };
+
+ exports.asArray = function(valueOrArray) {
+ if (typeIsArray(valueOrArray)) {
+ return valueOrArray;
+ }
+ return [valueOrArray];
+ };
+
+ exports.asScalar = function(valueOrArray) {
+ if (!typeIsArray(valueOrArray)) {
+ return valueOrArray;
+ }
+ if (valueOrArray.length === 1) {
+ return valueOrArray[0];
+ }
+ return valueOrArray;
+ };
+
+ exports.toTitleCaseSaveSpaces = toTitleCaseSaveSpaces = function(str) {
+ return str[0].toUpperCase() + str.slice(1, +(str.length - 1) + 1 || 9e9).toLowerCase();
+ };
+
+ exports.toTitleCase = function(str) {
+ var i, len, part, partialNames, result;
+ partialNames = str.split(/[\ _]/);
+ result = '';
+ for (i = 0, len = partialNames.length; i < len; i++) {
+ part = partialNames[i];
+ result += toTitleCaseSaveSpaces(part);
+ }
+ return result;
+ };
+
+}).call(this);
diff --git a/src/caffe/layers.coffee b/src/caffe/layers.coffee
index 2d1e837..4fdc703 100644
--- a/src/caffe/layers.coffee
+++ b/src/caffe/layers.coffee
@@ -42,6 +42,15 @@ getParameterAsArray = (parameter, requiredLength, name) ->
return parameter
return (parameter for i in [0...requiredLength])
+getParameterLength = (parameter) ->
+ if parameter?
+ if utils.typeIsArray parameter
+ return parameter.length
+ else
+ return 1
+ else
+ return 0
+
shapesToString = (inputShapes) ->
text = '['
for shape in inputShapes
@@ -311,6 +320,165 @@ class @ConcatLayer
return false
return true
+layers.Slice =
+class @SliceLayer
+ constructor: (attribs) ->
+ params = attribs?.slice_param
+ @slicePoint = params?.slice_point
+ @axis = getValueOrDefault params.axis, 1
+
+ inferShapes: (bottoms, tops) =>
+ unless tops?[0]? then return
+ @slicePoint = getParameterAsArray @slicePoint, tops.length-1, 'slice_point'
+ @checkParameters bottoms, tops
+ firstInputShape = bottoms[0].shape
+ for i in [0...tops.length-1]
+ tops[i].shape = firstInputShape[..]
+ tops[i].shape[@axis] = @slicePoint[i]
+ tops[tops.length-1].shape = firstInputShape[..]
+ tops[tops.length-1].shape[@axis] = firstInputShape[@axis] - @slicePoint[@slicePoint.length-1]
+
+ checkParameters: (bottoms, tops) =>
+ unless bottoms?[0]?
+ throw 'Slice layer must have at least one bottom blob.'
+ unless tops?[1]?
+ throw 'Slice layer must have at least two top blob.'
+
+layers.Permute =
+class @PermuteLayer
+ constructor: (attribs) ->
+ params = attribs?.permute_param
+ @order = params?.order
+
+ inferShapes: (bottoms, tops) =>
+ @order = getParameterAsArray @order, bottoms[0].shape.length, 'order'
+ firstInputShape = bottoms[0].shape
+ top = tops[0]
+ bottom = bottoms[0]
+ top.shape = firstInputShape[..]
+ for i in [0...@order.length]
+ top.shape[i] = bottom.shape[@order[i]]
+
+layers.Flatten =
+class @FlattenLayer
+ constructor: (attribs) ->
+ params = attribs?.flatten_param
+ @axis = getValueOrDefault params.axis, 1
+
+ inferShapes: (bottoms, tops) =>
+ outputShape = bottoms[0].shape
+ top = tops[0]
+ top.shape = outputShape[0...@axis+1]
+ for i in [@axis+1...outputShape.length]
+ top.shape[@axis] *= outputShape[i]
+
+layers.PriorBox =
+class @PriorBoxLayer
+ constructor: (attribs) ->
+ params = attribs?.prior_box_param
+ @min_size = params?.min_size
+ @max_size = params?.max_size
+ @aspect_ratio = params?.aspect_ratio
+ @flip = params?.flip
+
+ inferShapes: (bottoms, tops) =>
+ min_size_length = getParameterLength @min_size
+ max_size_length = getParameterLength @max_size
+ aspect_ratio_param_length = getParameterLength @aspect_ratio
+ aspect_ratios = [1.0]
+ if aspect_ratio_param_length == 1
+ ar = @aspect_ratio
+ already_exist = false
+ for j in aspect_ratios.length
+ if Math.abs(ar-aspect_ratios[j]) < 1e-6
+ already_exist = true
+ break
+ if already_exist != true
+ aspect_ratios.push(ar)
+ if @flip
+ aspect_ratios.push(1.0/ar)
+ else
+ for i in @aspect_ratio
+ ar = i
+ already_exist = false
+ for j in aspect_ratios.length
+ if Math.abs(ar-aspect_ratios[j]) < 1e-6
+ already_exist = true
+ break
+ if already_exist != true
+ aspect_ratios.push(ar)
+ if @flip
+ aspect_ratios.push(1.0/ar)
+ aspect_ratio_length = aspect_ratios.length
+ outputShape = bottoms[0].shape
+ height = bottoms[0].shape[2]
+ width = bottoms[0].shape[3]
+ num_priors = aspect_ratio_length * min_size_length + max_size_length
+ tops[0].shape = outputShape[0...3]
+ tops[0].shape[0] = 1
+ tops[0].shape[1] = 2
+ tops[0].shape[2] = height * width * num_priors * 4
+
+layers.Reshape =
+class @ReshapeLayer
+ constructor: (attribs) ->
+ params = attribs?.reshape_param
+ @shape = params?.shape
+
+ inferShapes: (bottoms, tops) =>
+ dim_length = getParameterLength @shape.dim
+ dim = getParameterAsArray @shape.dim, dim_length, 'dim'
+ outputShape = bottoms[0].shape
+ sum = 1
+ for i in [0...bottoms[0].shape.length]
+ sum *= bottoms[0].shape[i]
+ tops[0].shape = outputShape[0...dim_length]
+ other_sum = 1
+ for i in [0...dim_length]
+ if dim[i] != 0 and dim[i] != -1
+ tops[0].shape[i] = dim[i]
+ if dim[i] != -1
+ other_sum *= tops[0].shape[i]
+ for i in [0...dim_length]
+ if dim[i] == -1
+ tops[0].shape[i] = sum / other_sum
+
+layers.Tiling =
+class @TilingLayer
+ constructor: (attribs) ->
+ params = attribs?.tiling_param
+ @tile_dim = params?.tile_dim
+
+ inferShapes: (bottoms, tops) =>
+ @checkParameters bottoms, tops
+ outputShape = bottoms[0].shape
+ channels = bottoms[0].shape[1]
+ height = bottoms[0].shape[2]
+ width = bottoms[0].shape[3]
+ tops[0].shape = outputShape
+ tops[0].shape[1] = channels / (@tile_dim * @tile_dim)
+ tops[0].shape[2] = height * @tile_dim
+ tops[0].shape[3] = width * @tile_dim
+
+ checkParameters: (bottoms, tops) =>
+ unless @tile_dim?
+ throw 'tile_dim must be specified.'
+ unless @tile_dim > 0
+ throw 'tile_dim must be positive.'
+ unless bottoms[0].shape[1] % (@tile_dim * @tile_dim) == 0
+ throw 'The number of input channels for tiling layer must be multiples of the tile_dim.'
+
+layers.Normalize =
+class @NormalizeLayer
+ constructor: (attribs) ->
+ params = attribs?.norm_param
+ @across_spatial = params?.across_spatial
+ @channel_shared = params?.channel_shared
+
+ inferShapes: (bottoms, tops) =>
+ outputShape = bottoms[0].shape
+ tops[0].shape = outputShape
+
layers.Eltwise =
class @EltwiseLayer
inferShapes: (bottoms, tops) =>
@@ -330,6 +498,31 @@ class @EltwiseLayer
"#{shapesToString(inputShapes)}. " +
"All axes must have the same sizes."
+layers.Axpy =
+class @AxpyLayer
+ inferShapes: (bottoms, tops) =>
+ unless tops?[0]? then return
+ @checkParameters bottoms, tops
+ firstInputShape = bottoms[1].shape
+ tops[0].shape = firstInputShape[..]
+
+ checkParameters: (bottoms, tops) =>
+ if bottoms?.length != 3
+ throw 'Axpy layer must have three inputs.'
+ inputShapes = (bottom.shape for bottom in bottoms)
+ firstShape = inputShapes[0]
+ if inputShapes[0][0] != inputShapes[1][0]
+ throw "InputShapes 0 and 1 at 0 axe must have the same sizes."
+ if inputShapes[0][1] != inputShapes[1][1]
+ throw "InputShapes 0 and 1 at 1 axe must have the same sizes."
+ if inputShapes[0].length == 4
+ if inputShapes[0][2] != 1 or inputShapes[0][3] != 1
+ throw "InputShapes 0 at 2、3 axe must be 1."
+ unless areShapesEqual inputShapes[1], inputShapes[2]
+ throw "Axpy layer received incorrect input shapes: " +
+ "#{shapesToString(inputShapes)}. " +
+ "InputShapes 1 and 2 at all axes must have the same sizes."
+
layers.Crop =
class @CropLayer
constructor: (attribs) ->
@@ -348,6 +541,61 @@ class @CropLayer
if bottoms?.length != 2
throw 'Crop layer must have exactly two bottom blobs.'
+layers.Interp =
+class @InterpLayer
+ constructor: (attribs) ->
+ @params = attribs.interp_param
+ @height = getValueOrDefault @params?.height, 0
+ @width = getValueOrDefault @params?.width, 0
+ @zoom_factor = getValueOrDefault @params?.zoom_factor, 1
+ @shrink_factor = getValueOrDefault @params?.shrink_factor, 1
+ @pad_beg = getValueOrDefault @params?.pad_beg, 0
+ @pad_end = getValueOrDefault @params?.pad_end, 0
+
+ inferShapes: (bottoms, tops) =>
+ @checkParameters bottoms, tops
+ outputShape = bottoms[0].shape
+ height_in = bottoms[0].shape[2]
+ width_in = bottoms[0].shape[3]
+ tops[0].shape = outputShape
+ height_in_eff = height_in + @pad_beg + @pad_end
+ width_in_eff = width_in + @pad_beg + @pad_end
+ if (@params.shrink_factor?) and (not @params.zoom_factor?)
+ height_out = (height_in_eff - 1) / @shrink_factor + 1;
+ width_out = (width_in_eff - 1) / @shrink_factor + 1;
+ else if (not @params.shrink_factor?) and (@params.zoom_factor?)
+ height_out = height_in_eff + (height_in_eff - 1) * (@zoom_factor - 1);
+ width_out = width_in_eff + (width_in_eff - 1) * (@zoom_factor - 1);
+ else if @params.height? and @params.width?
+ height_out = @height;
+ width_out = @width;
+ else if (@params.shrink_factor?) and (@params.zoom_factor?)
+ height_out = (height_in_eff - 1) / @shrink_factor + 1;
+ width_out = (width_in_eff - 1) / @shrink_factor + 1;
+ height_out = height_out + (height_out - 1) * (@zoom_factor - 1);
+ width_out = width_out + (width_out - 1) * (@zoom_factor - 1);
+
+ unless height_in_eff > 0
+ throw 'height should be positive.'
+ unless width_in_eff > 0
+ throw 'width should be positive.'
+ unless height_out > 0
+ throw 'height should be positive.'
+ unless width_out > 0
+ throw 'width should be positive.'
+
+ tops[0].shape[2] = height_out
+ tops[0].shape[3] = width_out
+
+ checkParameters: (bottoms, tops) =>
+ if @params.shrink_factor?
+ unless @shrink_factor >= 1
+ throw 'shrink_factor must be positive.'
+ if @params.zoom_factor?
+ unless @zoom_factor >= 1
+ throw 'zoom_factor must be positive.'
+
+
isLossLayer = (layerType) ->
/loss/i.test layerType
@@ -372,6 +620,8 @@ isUniformLayer = (lt) ->
(/lrn/i.test lt) or
(/dropout/i.test lt) or
(/batchnorm/i.test lt) or
+ (/groupnorm/i.test lt) or
+ (/bn/i.test lt) or
(/mvn/i.test lt) or
(/softmax/i.test lt)
diff --git a/worklog.txt b/worklog.txt
new file mode 100644
index 0000000..00b3329
--- /dev/null
+++ b/worklog.txt
@@ -0,0 +1,18 @@
+------------------netscope------------------
+netscope\src\caffe\layers.coffee
+netscope\lib\caffe\layers.js
+netscope\assets\js\netscope.js
+【node.js command】coffee --compile --output lib/ src/
+
+------------------apache--------------------
+Start apache in a DOS box:
+
+>httpd.exe
+
+Install as a service:
+
+>httpd.exe -k install
+
+ApacheMonitor:
+
+Double click ApacheMonitor.exe, or put it in your Startup folder.
\ No newline at end of file