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/*
* ******************************************************************************
* *
* *
* * This program and the accompanying materials are made available under the
* * terms of the Apache License, Version 2.0 which is available at
* * https://www.apache.org/licenses/LICENSE-2.0.
* *
* * See the NOTICE file distributed with this work for additional
* * information regarding copyright ownership.
* * Unless required by applicable law or agreed to in writing, software
* * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* * License for the specific language governing permissions and limitations
* * under the License.
* *
* * SPDX-License-Identifier: Apache-2.0
* *****************************************************************************
*/
package org.nd4j.linalg.api.shape.options;
import lombok.NonNull;
import lombok.val;
import org.nd4j.linalg.api.buffer.DataType;
import org.nd4j.linalg.api.shape.Shape;
import org.nd4j.linalg.exception.ND4JIllegalStateException;
import org.nd4j.linalg.exception.ND4JUnknownDataTypeException;
public class ArrayOptionsHelper {
public static final long ATYPE_SPARSE_BIT = 2;
public static final long ATYPE_COMPRESSED_BIT = 4;
public static final long ATYPE_EMPTY_BIT = 8;
public static final long DTYPE_COMPRESSED_BIT = 4;
public static final long DTYPE_BFLOAT16_BIT = 2048;
public static final long DTYPE_HALF_BIT = 4096;
public static final long DTYPE_FLOAT_BIT = 8192;
public static final long DTYPE_DOUBLE_BIT = 16384;
public static final long DTYPE_INT_BIT = 131072;
public static final long DTYPE_LONG_BIT = 262144;
public static final long DTYPE_BOOL_BIT = 524288;
public static final long DTYPE_BYTE_BIT = 32768; //Also used for UBYTE in conjunction with sign bit
public static final long DTYPE_SHORT_BIT = 65536;
public static final long DTYPE_UTF8_BIT = 1048576;
public static final long DTYPE_UNSIGNED_BIT = 8388608;
public static final long HAS_PADDED_BUFFER = (1<<25);
public static boolean hasBitSet(long[] shapeInfo, long bit) {
val opt = Shape.options(shapeInfo);
return hasBitSet(opt, bit);
}
public static long setOptionBit(long extras, long bit) {
return extras | bit;
}
public static void setOptionBit(long[] storage, ArrayType type) {
int length = Shape.shapeInfoLength(storage);
storage[length - 3] = setOptionBit(storage[length - 3], type);
}
public static boolean hasBitSet(long storage, long bit) {
return ((storage & bit) == bit);
}
public static ArrayType arrayType(long[] shapeInfo) {
val opt = Shape.options(shapeInfo);
if (hasBitSet(opt, ATYPE_SPARSE_BIT))
return ArrayType.SPARSE;
else if (hasBitSet(opt, ATYPE_COMPRESSED_BIT))
return ArrayType.COMPRESSED;
else if (hasBitSet(opt, ATYPE_EMPTY_BIT))
return ArrayType.EMPTY;
else
return ArrayType.DENSE;
}
public static DataType dataType(long opt) {
if (hasBitSet(opt, DTYPE_COMPRESSED_BIT))
return DataType.COMPRESSED;
else if (hasBitSet(opt, DTYPE_HALF_BIT))
return DataType.HALF;
else if (hasBitSet(opt, DTYPE_BFLOAT16_BIT))
return DataType.BFLOAT16;
else if (hasBitSet(opt, DTYPE_FLOAT_BIT))
return DataType.FLOAT;
else if (hasBitSet(opt, DTYPE_DOUBLE_BIT))
return DataType.DOUBLE;
else if (hasBitSet(opt, DTYPE_INT_BIT))
return hasBitSet(opt, DTYPE_UNSIGNED_BIT) ? DataType.UINT32 : DataType.INT;
else if (hasBitSet(opt, DTYPE_LONG_BIT))
return hasBitSet(opt, DTYPE_UNSIGNED_BIT) ? DataType.UINT64 : DataType.LONG;
else if (hasBitSet(opt, DTYPE_BOOL_BIT))
return DataType.BOOL;
else if (hasBitSet(opt, DTYPE_BYTE_BIT)) {
return hasBitSet(opt, DTYPE_UNSIGNED_BIT) ? DataType.UBYTE : DataType.BYTE; //Byte bit set for both UBYTE and BYTE
} else if (hasBitSet(opt, DTYPE_SHORT_BIT))
return hasBitSet(opt, DTYPE_UNSIGNED_BIT) ? DataType.UINT16 : DataType.SHORT;
else if (hasBitSet(opt, DTYPE_UTF8_BIT))
return DataType.UTF8;
else
throw new ND4JUnknownDataTypeException("Unknown extras set: [" + opt + "]");
}
public static DataType dataType(long[] shapeInfo) {
val opt = Shape.options(shapeInfo);
return dataType(opt);
}
public static long setOptionBit(long storage, DataType type) {
long bit = 0;
switch (type) {
case HALF:
bit = DTYPE_HALF_BIT;
break;
case BFLOAT16:
bit = DTYPE_BFLOAT16_BIT;
break;
case FLOAT:
bit = DTYPE_FLOAT_BIT;
break;
case DOUBLE:
bit = DTYPE_DOUBLE_BIT;
break;
case UINT32:
storage |= DTYPE_UNSIGNED_BIT;
case INT:
bit = DTYPE_INT_BIT;
break;
case UINT64:
storage |= DTYPE_UNSIGNED_BIT;
case LONG:
bit = DTYPE_LONG_BIT;
break;
case BOOL:
bit = DTYPE_BOOL_BIT;
break;
case UBYTE:
storage |= DTYPE_UNSIGNED_BIT; // unsigned bit
//Intentional fallthrough
case BYTE:
bit = DTYPE_BYTE_BIT;
break;
case UINT16:
storage |= DTYPE_UNSIGNED_BIT;
case SHORT:
bit = DTYPE_SHORT_BIT;
break;
case UTF8:
bit = DTYPE_UTF8_BIT;
break;
case COMPRESSED:
bit = DTYPE_COMPRESSED_BIT;
break;
case UNKNOWN:
default:
throw new UnsupportedOperationException();
}
storage |= bit;
return storage;
}
public static long setOptionBit(long storage, ArrayType type) {
long bit = 0;
switch (type) {
case SPARSE:
bit = ATYPE_SPARSE_BIT;
break;
case COMPRESSED:
bit = ATYPE_COMPRESSED_BIT;
break;
case EMPTY:
bit = ATYPE_EMPTY_BIT;
break;
default:
case DENSE:
return storage;
}
storage |= bit;
return storage;
}
public static DataType convertToDataType(org.tensorflow.framework.DataType dataType) {
switch (dataType) {
case DT_UINT16:
return DataType.UINT16;
case DT_UINT32:
return DataType.UINT32;
case DT_UINT64:
return DataType.UINT64;
case DT_BOOL:
return DataType.BOOL;
case DT_BFLOAT16:
return DataType.BFLOAT16;
case DT_FLOAT:
return DataType.FLOAT;
case DT_INT32:
return DataType.INT;
case DT_INT64:
return DataType.LONG;
case DT_INT8:
return DataType.BYTE;
case DT_INT16:
return DataType.SHORT;
case DT_DOUBLE:
return DataType.DOUBLE;
case DT_UINT8:
return DataType.UBYTE;
case DT_HALF:
return DataType.HALF;
case DT_STRING:
return DataType.UTF8;
default:
throw new UnsupportedOperationException("Unknown TF data type: [" + dataType.name() + "]");
}
}
public static DataType dataType(@NonNull String dataType) {
switch (dataType) {
case "uint64":
return DataType.UINT64;
case "uint32":
return DataType.UINT32;
case "uint16":
return DataType.UINT16;
case "int64":
return DataType.LONG;
case "int32":
return DataType.INT;
case "int16":
return DataType.SHORT;
case "int8":
return DataType.BYTE;
case "bool":
return DataType.BOOL;
case "resource": //special case, nodes like Enter
case "float32":
return DataType.FLOAT;
case "float64":
case "double":
return DataType.DOUBLE;
case "string":
return DataType.UTF8;
case "uint8":
case "ubyte":
return DataType.UBYTE;
case "bfloat16":
return DataType.BFLOAT16;
case "float16":
return DataType.HALF;
default:
throw new ND4JIllegalStateException("Unknown data type used: [" + dataType + "]");
}
}
}
