This invention relates to implementing large multiplication operations in programmable integrated circuit devices such as, e.g., programmable logic devices (PLDs).
As applications for which PLDs are used increase in complexity, it has become more common to design PLDs to include specialized processing blocks in addition to blocks of generic programmable logic resources. Such specialized processing blocks may include a concentration of circuitry on a PLD that has been partly or fully hardwired to perform one or more specific tasks, such as a logical or a mathematical operation. A specialized processing block may also contain one or more specialized structures, such as an array of configurable memory elements. Examples of structures that are commonly implemented in such specialized processing blocks include: multipliers, arithmetic logic units (ALUs), barrel-shifters, various memory elements (such as FIFO/LIFO/SIPO/RAM/ROM/CAM blocks and register files), AND/NAND/OR/NOR arrays, etc., or combinations thereof.
One particularly useful type of specialized processing block that has been provided on PLDs is a digital signal processing (DSP) block, which may be used to process, e.g., audio signals. Such blocks are frequently also referred to as multiply-accumulate (“MAC”) blocks, because they include structures to perform multiplication operations, and sums and/or accumulations of multiplication operations.
For example, PLDs sold by Altera Corporation, of San Jose, Calif., as part of the STRATIX® family, include DSP blocks, each of which may include four 18-by-18 multipliers. Each of those DSP blocks also may include adders and registers, as well as programmable connectors (e.g., multiplexers) that allow the various components to be configured in different ways. In each such block, the multipliers can be configured not only as four individual 18-by-18 multipliers, but also as four smaller multipliers, or as one larger (36-by-36) multiplier. In addition, one 18-by-18 complex multiplication (which decomposes into two 18-by-18 multiplication operations for each of the real and imaginary parts) can be performed.
Larger multiplications can be performed by using more of the 18-by-18 multipliers—e.g., from other DSP blocks. For example, a 54-by-54 multiplier can be decomposed, by linear decomposition, into a 36-by-36 multiplier (which uses the four 18-by-18 multipliers of one DSP block), two 36-by-18 multipliers (each of which uses two 18-by-18 multipliers, for a total of four additional 18-by-18 multipliers, consuming another DSP block), and one 18-by-18 multiplier, consuming a portion of a third DSP block. Thus, using 18-by-18 multipliers, nine multipliers are required to perform a 54-by-54 multiplication. Similarly, as noted above, using 18-by-18 multipliers, four multipliers are required to perform a 36-by-36 multiplication
The present invention reduces the number of multipliers of a particular size that are required to perform a multiplication larger than that size. In the example of a 54-by-54 multiplication, the number of 18-by-18 multipliers required may be reduced from nine to six by using a ternary decomposition. As discussed in more detail below, each 54-bit number is split into three 18-bit numbers. Before multiplication, the 18-bit numbers are added in six different combinations. These combinations are multiplied to produce three terms, and six of the 18-bit numbers are multiplied to produce three terms, for a total of six unique terms. These 6 unique terms are added, with twelve different offsets, to generate the 108-bit product. Although the additional adders required add to the required device area for this computation, the decomposition reduces the number of multipliers required, which are even more area-intensive. And bit is well-suited for a programmable integrated circuit device, where the entire operation can occur in a relatively small number of clock cycles.
In such an implementation, while only six multipliers are required, additional adders may be required. In addition, in at least one embodiment, at least one of the multipliers may be required to handle an additional bit in each input; thus, in the 18-by-18 example given above, at least one of the multiplications may be a 19-by-19 multiplication. 19-by-19 multipliers may be provided, or an “extension” of each multiplication may be provided, by appropriately configuring available programmable logic.
Similarly, in the example of a 36-by-36 multiplication, the number of 18-by-18 multipliers required may be reduced from four to three. This may be achieved by using a binary decomposition rather than a ternary decomposition.
According to a further aspect of the present invention, a specialized processing block including six 18-by-18 multipliers and circuitry for adding the outputs of those multipliers may be used to perform, using a ternary decomposition, a 54-by-54 multiplication, or may be partitioned into two half-blocks having three multipliers, to perform, using binary decomposition, two 36-by-36 multiplications.
Therefore, in accordance with the present invention, there is provided a specialized processing block for performing multiplication operations in a programmable integrated circuit device. The specialized processing block includes a first number of multiplier circuits of a first size, a second number of pre-adders, and a third number of block inputs. Respective pairs of the block inputs are connected to respective ones of a first subset of the multiplier circuits. The respective pairs of the block inputs are also combined in the pre-adders and then input to a second subset of the multiplier circuits. There also is a fourth number of additional inputs. A first set of controllable elements controllably select between the additional inputs, and outputs of some of the pre-adders, for input to one of the multipliers, and also controllably select between the additional inputs, and some of the block inputs, for input to some of the pre-adders. A plurality of shifters shift partial product outputs of each of the multipliers by one or more shift amounts to provide one or more shifted partial product outputs from each of the multipliers. A joint adder structure combines the shifted partial product outputs of the multipliers. A second set of controllable elements controllably connects and disconnects certain ones of the shifted partial products to or from the joint adder structure. A third controllable element selectively splits the joint adder structure into two smaller adder structures.
A method for configuring such a programmable device, and a machine-readable data storage medium encoded with software for performing the method, are also provided.
The above and other advantages of the invention will be apparent upon consideration of the following detailed description, taken in conjunction with the accompanying drawings, in which like reference characters refer to like parts throughout, and in which:
When a 54-by-54 multiplication (e.g., for double-precision floating-point operations) is implemented in 18-by-18 multipliers using a ternary linear decomposition, each of the two 54-bit operands a and b can be expressed as a set of 18-bit numbers a2:a1:a0 and b2:b1:b0, so that their product can be represented as follows:
(22x+a2+2xa1+a0)*(22x+b2+2xb1+b0)
The power-of-2 factors represent left-shifting by a number of places equal to the exponent. Expanding, the 54-by-54 multiplication is:
24xa2b2+23xa2b1+22xa2b0+23xa1b2+22xa1b1+2xa1b0+22xa0b2+2xa1b1+a0b0
There are nine unique terms anbm, so nine multipliers are required.
Instead, however, the 18-bit components an, bm can be combined as follows:
A:(a2+a1)*(b2+b1)=a2b2+a2b1+a1b2+a1b1
B:(a1+a0)*(b1+b0)=a1b1+a1b0+a0b1+a0b0
C:(a2+a0)*(b2+b0)=a2b2+a2b0+a0b2+a0b0
Grouping terms from the linear decomposition:
24xa2b2+23x(a2b1+a1b2)+22x(a2b0+a0b2)+2x(a1b0+a1b1)+a0b0
Substituting A, B, and C into these expressions:
24xa2b2+23x(A−a2b1+a1b1)+22x(C−a2b2−a0b0+a1b1)+2x(B−a2b2−a0b0)+a0b0
In this formulation of the computation, there are only six unique terms A, B, C and anbm (n=0, 1, 2), but a total of twelve terms. By comparison, the linear decomposition includes nine unique terms anbm (n=0, 1, 2; m=0, 1, 2), constituting nine total terms. Therefore, it is possible to trade off multipliers (specific and expensive) for adders (general purpose and inexpensive).
Each term A, B, C is a product of two terms (an+am) and (bp+bq), each of which is the sum of two 18-bit numbers and is therefore 19-bits wide. Thus, computing A, B or C requires a 19-by-19 multiplier. These multipliers may be provided on the device, or a 19-by-19 multiplication may be performed by “extending” an 18-by-18 multiplier using three AND gates and an adder, as described below. 18-by-19 multipliers are provided in the STRATIX® V FPGA available from Altera Corporation, and such multipliers also may be extended for 19-by-19 operations.
As noted above, according to a further aspect of the present invention, a specialized processing block including six 18-by-18 multipliers (extendable as discussed above, and further discussed below), and circuitry for adding the outputs of those multipliers, may be particularly well-suited for implementing this computation which, as mentioned above, includes six unique terms. Pre-adders for preprocessing of the inputs also may be included in the specialized processing block.
In addition, it sometimes is necessary or desired to perform a 36-by-36 multiplication (e.g., for single-precision floating-point operations), which normally requires four 18-by-18 multipliers. However, such a multiplication also may be implemented using a binary decomposition, in which each of the two 36-bit operands a and b can be expressed as a set of 18-bit numbers a1:a0 and b1:b0. It can readily be established that such a decomposed operation can be implemented using three 18-by-18 multipliers rather than the four 18-by-18 multipliers otherwise required. This type of decomposition, and recursive extensions thereof, is referred to as a “Karatsuba decomposition.” Higher-order versions of this decomposition, such as the ternary decomposition described above, are sometimes referred to as “Karatsuba-like.” However, for ease of description, both binary and higher-order decompositions of this type will be described as “Karatsuba decompositions.”
Because a ternary Karatsuba decomposition uses six multipliers while a binary Karatsuba decomposition uses three multipliers, in accordance with a still further aspect of the present invention the aforementioned six-multiplier specialized processing block (which is capable of performing a ternary Karatsuba decomposition) may be partitioned into two sub-blocks, each containing three 18-by-18 multipliers (and each therefore able to perform a respective 36-by-36 multiplication using a binary Karatsuba decomposition).
As discussed further below, the partitioning of the larger six-multiplier specialized processing block may be achieved by providing programmable elements, such as multiplexers and AND gates (although other programmable elements also may be used), to make or break certain connections as described below.
The invention will now be described with reference to
The output of multiplier 111 is shifted by 72-bit left-shifter 1111 representing the 24x factor above, by 54-bit left-shifter 1112 representing the 23x factor above, and by 36-bit left-shifter 1113 representing the 22x factor above. The output of multiplier 112 is shifted by 54-bit left-shifter 1122 representing the 23x factor above, by 36-bit left-shifter 1121 representing the 22x factor above, and by 18-bit left-shifter 1123 representing the 2x factor above. The output of multiplier 113 is shifted by 36-bit left-shifter 1132 representing the 22x factor above, by 18-bit left-shifter 1133 representing the 2x factor above, and by 0-bit left-shifter 1131 (which could be omitted).
Each of registers 101-106 also feeds appropriate ones of adders 114, 115, 116, 117, 118, 119, each of which provides one of terms (an+am) or (bp+bq) as described above for input to 19-by-19 multipliers 121, 122, 123 that compute A, B and C. Each 19-by-19 multiplier 121, 122, 123 includes a respective 18-by-18 multiplier 131, 132, 133, that operates on the lower 18 bits of the adder outputs (designated in the drawing as AA, BB and CC because they compute only a portion of A, B or C), plus an extension block 134.
The output 1310 of multiplier 131 of multiplier 121 is shifted by 54-bit left-shifter 1311 representing the 23x factor above. The extension process requires an additional 18-bit shift, so the output 1341 of extension block 134 of multiplier 121 is shifted by 72-bit left-shifter 1312 representing the 23x factor and the additional 18 bits. The output 1320 of multiplier 132 of multiplier 122 is shifted by 36-bit left-shifter 1321 representing the 22x factor above. The output 1342 of extension block 134 of multiplier 122 is shifted by 54-bit left-shifter 1322 representing the 22x factor and the additional 18 bits. The output 1330 of multiplier 133 of multiplier 123 is shifted by 18-bit left-shifter 1331 representing the 2x factor above. The output 1343 of extension block 134 of multiplier 123 is shifted by 72-bit left-shifter 1332 representing the 2x factor and the additional 18 bits.
The various shifter outputs are summed as shown by summers 141, 142, and sum 1420 is subtracted from sum 1410 at 143, as shown to provide the final 108-bit result 1430.
The aforementioned extension process works as follows:
If the two 19-bit inputs are referred to as “x” and “y,” then if the 19th or most-significant bit (MSB) of x (x[18]) is “1”, then the 18 least-significant bits of y (y[17:0]), left shifted by 18 bits, should be added to the product xy[35:0]. If the MSB (19th bit) of y (y[18]) is “1,” then the 18 least-significant bits of x (x[17:0]), left shifted by 18 bits, should be added the product xy[35:0]. The logical AND of the two MSBs (x[18] and y[18]), left shifted by 36 bits, also should be added the product xy[35:0]. These additions occur in summers 141, 142.
AND-gate 23 combines the X[18] bit and the Y[17:0] bits to implement the aforementioned addition of Y[17:0] when X[18] is “1”. AND-gate 24 combines the Y[18] bit and the X[17:0] bits to implement the aforementioned addition of X[17:0] when Y[18] is “1”. AND-gate 25 combines the X[18] bit and the Y[18] bit, and that result is concatenated at 26 with 18 0's, to implement the aforementioned logical ANDing of the two MSBs, and 18 bits of the aforementioned 36-bit shifting of that logical AND result. These three results are then summed at 27.
Although multiplication operations in accordance with the invention have been described thus far in terms of a 54-by-54 multiplication being broken down into a number of 18-by-18 multiplications, the present invention can be used to break down any large multiplication by breaking the inputs down into smaller segments. Thus, a 48-by-48 multiplication can be broken down into a number of 16-by-16 multiplications by breaking the inputs into three 16-bit segments. The number of multipliers needed will be equal to the number of terms—e.g., two numbers each broken into three segments will require six multipliers (plus three extension blocks)—instead of the square of the number of terms. And if the segments are smaller than 18-by-18, where 18-by-18 multipliers are available, then no extension blocks would be required.
In specialized processing block 300, the foregoing first, second and third numbers are six and the fourth number is two, so that specialized processing block 300 has eight inputs 301, six pre-adders 312, 322, 332, 342, 352 and 362 (collectively referred to as 302), and six multipliers 313, 323, 333, 343, 353 and 363 (collectively referred to as 303) which may, as noted above, be 18-by-18 multipliers and may further be extendable as discussed. Various shifters 317, 327, 337, 347, 357, 367, 377, 387, 388, 389, 397 and 398 (collectively referred to as 307) are applied to the outputs of multipliers 303. The indicated shifts are denoted in numbers of words (e.g., numbers of groups of 18 bits in a case where the multipliers 303 are 18-by-18 multipliers), and align the multiplier outputs as discussed below in connection with
Multiplexers 305/315/325/335 and AND gates 306/316/326/336/346 may be provided to programmably select between the full specialized processing block 300 for use, e.g., in a 54-by-54 multiplication as described, and the partitioned specialized processing block 300, divided into the aforementioned sub-blocks, for use, e.g., in two 36-by-36 multiplications as described. Multiplexers 305/315/325/335 control the routing of inputs 301 to pre-adders 302, while one AND gate 306 partitions the joint compressor/carry-propagate adder structure 304 into two smaller compressor/carry-propagate adder structures 314/324, and the remaining AND gates 316/326/336/346 determine whether or not certain shifted multiplier outputs are routed to the compressor/carry-propagate adder structures 304/314/324.
The differences between the input, pre-adder and multiplier pattern of implementation 400 of
a. There are two additional 18-bit inputs (a2 and b2). These inputs (a2 and b2) feed multiplier 333, bypassing pre-adders 332/342;
b. Inputs a2 and b2 also feed the right inputs of pre-adders 312/322.
These input, pre-adder and multiplier pattern differences account for multiplexers 305/315/325/335.
The differences between the shift pattern into the compressor/carry-propagate adder structure of implementation 400 of
a. 2-word shifter 337 is not used;
b. Additional 3-word shifter 357 is used (multiplier 333 is 19-by-19, so this requires a 38-bit AND-gate 326).
c. 3-word shifter 387 is not used (this saves a 38-bit AND-gate 336); alternatively, shifter 387 could be multiplexed between outputs of multiplier 333 (for 36-by-36 mode) and multiplier 353 (for 54-by-54 mode);
d. 2-word shifter 397 is not used (this saves a 36-bit AND gate 346).
Remembering that specialized processing block 300 is a single block regardless of whether implementation 400 or implementation 500 is in use, and considering the rightmost end as drawn to be the least significant bit, the reason for the different shifting patterns of the two implementations becomes clear. There are thirteen possible inputs to compressor/carry-propagate adder structure 304, including the twelve inputs that pass through one of the twelve shifters 317, 327, 337, 347, 357, 367, 377, 387, 388, 389, 397 and 398, as well as one input on lead 399 which may be considered a zero shift.
If one considers the two sub-blocks 501, 502 of
This is shown in
In comparison,
As seen in
The two resulting sum and carry vector pairs 653/654 and 663/664, can be overlapped as shown at 801, and further combined with shifted values 337 and 397 (provided by turning ON AND-gates 316 and 346 which are turned OFF for the 36-by-36 case) using two overlapping carry-propagate adders as shown at 802, providing the result shown in
Outputs 966/967 of carry-propagate adders 956/957 can be the separate 36-by-36 outputs in the 36-by-36 case, where sum vector S2 (653) and carry vector C2 (654) are input to carry-propagate adder 956 and sum vector S1 (663) and carry vector C1 (664) are input to carry-propagate adder 957. Alternatively, in the 54-by-54 case, the carry from the 36th bit of carry-propagate adder 956 is routed via AND-gate 958 to the carry input of carry-propagate adder 957. In the 54-by-54 case, C2 and S2, along with the lower 36 bits of each of CC and CS are input via 4:2 multiplexer 954 to carry-propagate adder 956, while C1 and S1, along with the upper 72 bits of each of CC and CS are input via 4:2 multiplexer 955 to carry-propagate adder 957. Other splits between carry-propagate adders 956 and 957 can be used, as long as a value is carried out from the most significant compressor input position of carry-propagate adder 956 and carried in to carry-propagate adder 957.
It should be noted that each of the shifter elements described above could be implemented as logic, or could include essentially only wires, with little or no additional logic required.
Thus it is seen that a block such as block 301 including a number of multipliers can be used to efficiently carry out either a ternary decomposition of a larger multiplication or two binary decompositions of two smaller multiplications (using half the number multipliers for each), using essentially the same partial product alignment pattern.
A method according to the invention configures a programmable integrated circuit device, such as a PLD, having such a block, to create the structures shown in
Instructions for carrying out the method according to this invention may be encoded on a machine-readable medium, to be executed by a suitable computer or similar device to implement the method of the invention for programming or configuring programmable integrated circuit devices to perform operations as described above. For example, a personal computer may be equipped with an interface to which a programmable integrated circuit device can be connected, and the personal computer can be used by a user to program the programmable integrated circuit device using a suitable software tool, such as the QUARTUS® II software available from Altera Corporation, of San Jose, Calif.
The magnetic domains of coating 602 of medium 600 are polarized or oriented so as to encode, in manner which may be conventional, a machine-executable program, for execution by a programming system such as a personal computer or other computer or similar system, having a socket or peripheral attachment into which the PLD to be programmed may be inserted, to configure appropriate portions of the PLD, including its specialized processing blocks, if any, in accordance with the invention.
In the case of a CD-based or DVD-based medium, as is well known, coating 702 is reflective and is impressed with a plurality of pits 703, arranged on one or more layers, to encode the machine-executable program. The arrangement of pits is read by reflecting laser light off the surface of coating 702. A protective coating 704, which preferably is substantially transparent, is provided on top of coating 702.
In the case of magneto-optical disk, as is well known, coating 702 has no pits 703, but has a plurality of magnetic domains whose polarity or orientation can be changed magnetically when heated above a certain temperature, as by a laser (not shown). The orientation of the domains can be read by measuring the polarization of laser light reflected from coating 702. The arrangement of the domains encodes the program as described above.
Thus it is seen that a method for efficiently carrying out large multiplications in a programmable integrated circuit device, a programmable integrated circuit device programmed to perform the method, and software for carrying out the programming, have been provided.
A PLD 90 programmed according to the present invention may be used in many kinds of electronic devices. One possible use is in a data processing system 900 shown in
System 900 can be used in a wide variety of applications, such as computer networking, data networking, instrumentation, video processing, digital signal processing, or any other application where the advantage of using programmable or reprogrammable logic is desirable. PLD 90 can be used to perform a variety of different logic functions.
For example, PLD 90 can be configured as a processor or controller that works in cooperation with processor 901. PLD 90 may also be used as an arbiter for arbitrating access to a shared resources in system 900. In yet another example, PLD 90 can be configured as an interface between processor 901 and one of the other components in system 900. It should be noted that system 900 is only exemplary, and that the true scope and spirit of the invention should be indicated by the following claims.
Various technologies can be used to implement PLDs 90 as described above and incorporating this invention.
It will be understood that the foregoing is only illustrative of the principles of the invention, and that various modifications can be made by those skilled in the art without departing from the scope and spirit of the invention.
For example, the various elements of this invention can be provided on a programmable integrated circuit device in any desired number and/or arrangement. One skilled in the art will appreciate that the present invention can be practiced by other than the described embodiments, which are presented for purposes of illustration and not of limitation, and the present invention is limited only by the claims that follow.
This is a continuation-in-part of copending, commonly-assigned U.S. patent application Ser. No. 13/545,263, filed Jul. 10, 2012, which is a continuation of commonly-assigned U.S. patent application Ser. No. 12/034,146, filed Feb. 20, 2008, now abandoned, each of which is hereby incorporated by reference herein in its respective entirety.
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Number | Date | Country | |
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Parent | 12034146 | Feb 2008 | US |
Child | 13545263 | US |
Number | Date | Country | |
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Parent | 13545263 | Jul 2012 | US |
Child | 13677924 | US |