public Layer(LayerArgs args)
{
this.args = args;
// A stateful layer is a layer whose updates are run during inference too,
// for instance stateful RNNs.
stateful = false;
// Indicates whether `build` needs to be called upon layer call, to create
// the layer's weights.
built = false;
SupportsMasking = false;
_init_set_name(args.Name);
trainable_weights = new List <IVariableV1>();
non_trainable_weights = new List <IVariableV1>();
computePreviousMask = false;
updates = new List <Operation>();
inboundNodes = new List <Node>();
outboundNodes = new List <Node>();
// Manage input shape information if passed.
if (args.BatchInputShape == null && args.InputShape != null)
{
args.BatchInputShape = new int[] { args.BatchSize }.Concat(args.InputShape.dims).ToArray();
}
}
static Layer GetLayer <T>(LayerArgs args)
{
Layer layer = default;
var assemble = Assembly.Load("TensorFlow.Keras.Layers");
foreach (var type in assemble.GetTypes().Where(x => x.GetInterface(typeof(T).Name) != null))
{
layer = (Layer)Activator.CreateInstance(type, new object[] { args });
}
if (layer == null)
{
throw new NotImplementedException($"Can't find implementation for type {args.GetType().Name}");
}
return(layer);
}
public Layer(LayerArgs args)
{
_args = args;
// A stateful layer is a layer whose updates are run during inference too,
// for instance stateful RNNs.
stateful = false;
// Indicates whether `build` needs to be called upon layer call, to create
// the layer's weights.
built = false;
this.supports_masking = false;
_init_set_name(name);
_trainable_weights = new List <IVariableV1>();
_non_trainable_weights = new List <IVariableV1>();
_compute_previous_mask = false;
_updates = new List <Operation>();
// Manage input shape information if passed.
_inbound_nodes = new List <Node>();
}
public static Dense from_config(LayerArgs args)
{
return(new Dense(args as DenseArgs));
}
public Swish(LayerArgs args) : base(args)
{
// Swish has no arguments
}
public Softsign(LayerArgs args) : base(args)
{
// Softsign has no arguments
}
public Softplus(LayerArgs args) : base(args)
{
// Softplus has no arguments
}
/// <summary>
/// 数据检查
/// </summary>
/// <param name="fileList">文件列表</param>
/// <returns>转换信息</returns>
public DataCheckResult DataCheck(List <string> fileList, bool IsExcel)
{
List <LayerArgs> _lyrArgsList = new List <LayerArgs>();
if (fileList.Count <= 0)
{
return(null);
}
List <DataChackLog> _checkLogs = new List <DataChackLog>();
foreach (string s in fileList)
{
if (ExtCheck(s, "DataCheckExtension") == false)
{
_checkLogs.Add(new DataChackLog(s, new List <string> {
UtilityMessageConvert.Get("属性检查：文件类型错误")
}));
continue;
}
string Lyr = GetlyrTypeByFile(s);
//if (Lyr == "")
//{
// Lyr = GetlyrTypeByFolder(s);
//}
if (Lyr == "")
{
_checkLogs.Add(new DataChackLog(s, new List <string> {
UtilityMessageConvert.Get("属性检查：不在检查范围内")
}));
continue;
}
string[] arr = Lyr.Split('/');
LayerArgs args = new LayerArgs()
{
TxName = arr[0],
TjName = arr[1],
LayerName = arr[2],
LayerPath = s,
DataLayer = arr[3]
};
_lyrArgsList.Add(args);
}
DicInfoReader _dicReader = new DicInfoReader();
List <string> errorInfo = new List <string>();
for (int i = 0; i < _lyrArgsList.Count; i++)
{
try
{
List <string> rlts = LayerAttChecker.CheckLayer(_lyrArgsList[i], _dicReader);
if (rlts != null && rlts.Count > 0)
{
_checkLogs.Add(new DataChackLog(_lyrArgsList[i].LayerPath, rlts));
}
}
catch (Exception ex)
{
_checkLogs.Add(new DataChackLog(_lyrArgsList[i].LayerPath, new List <string> {
"属性检查：" + ex.Message
}));
}
}
DataCheckResult ret = new DataCheckResult();
ret.CheckInfoList = _checkLogs;
if (IsExcel == true)
{
string ExcelFile = ExprotCheck(_checkLogs, _lyrArgsList);
ret.ExcelFile = ExcelFile;
}
else
{
ret.ExcelFile = "";
}
return(ret);
}
public static InputLayer from_config(LayerArgs args)
{
return(new InputLayer(args as InputLayerArgs));
}
public SELU(LayerArgs args) : base(args)
{
// SELU has no arguments
}
public Exponential(LayerArgs args) : base(args)
{
// Exponential has no args
}
public HardSigmoid(LayerArgs args) : base(args)
{
// hard sigmoid has no arguments
}
public Tanh(LayerArgs args) : base(args)
{
// Tanh has no arguments
}