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[libreriscv.git] / 3d_gpu / microarchitecture.mdwn

# High-level architectural Requirements

* SMP Cache coherency (TileLink?)
* Minumum 800mhz
* Minimum 2-core SMP, more likely 4-core uniform design,
  each core with full 4-wide SIMD-style predicated ALUs
* 6GFLOPS single-precision FP
* 128 64-bit FP and 128 64-bit INT register files
* RV64GC compliance for running full GNU/Linux-based OS
* SimpleV compliance
* xBitManip (required for VPU and ideal for predication)
* On-chip tile buffer (memory-mapped SRAM), likely shared
  between all cores, for the collaborative creation of pixel "tiles".
* 4-lane 2Rx1W SRAMs for registers numbered 32 and above;
  Multi-R x Multi-W for registers 1-31.
  TODO: consider 2R for registers to be used as predication targets
  if >= 32.
* Idea: generic implementation of ports on register file so as to be able
  to experiment with different arrangements.
* Potentially: Lane-swapping / crossing / data-multiplexing
  bus on register data (particularly because of SHAPE-REMAP (1D/2D/3D)
* Potentially: Registers subdivided into 16-bit, to match
  elwidth down to 16-bit (for FP16).  8-bit elwidth only
  goes down as far as twin-SIMD (with predication).  This
  requires registers to have extra hidden bits: register
  x30 is now "x30:0+x30.1+x30.2+x30.3".  have to discuss.

# Conversation Notes

----

'm thinking about using tilelink (or something similar) internally as
having a cache-coherent protocol is required for implementing Vulkan
(unless you want to turn off the cache for the GPU memory, which I
don't think is a good idea), axi is not a cache-coherent protocol,
and tilelink already has atomic rmw operations built into the protocol.
We can use an axi to tilelink bridge to interface with the memory.

I'm thinking we will want to have a dual-core GPU since a single
core with 4xSIMD is too slow to achieve 6GFLOPS with a reasonable
clock speed. Additionally, that allows us to use an 800MHz core clock
instead of the 1.6GHz we would otherwise need, allowing us to lower the
core voltage and save power, since the power used is proportional to
F\*V^2. (just guessing on clock speeds.)

----

I don't know about power, however I have done some research and a 4Kbyte
(or 16, icr) SRAM (what I was thinking of for a tile buffer) takes in the
ballpark of 1000 um^2 in 28nm.
Using a 4xFMA with a banked register file where the bank is selected by the
lower order register number means we could probably get away with 1Rx1W
SRAM as the backing memory for the register file, similarly to Hwacha. I
would suggest 8 banks allowing us to do more in parallel since we could run
other units in parallel with a 4xFMA. 8 banks would also allow us to clock
gate the SRAM banks that are not in use for the current clock cycle
allowing us to save more power. Note that the 4xFMA could be 4 separately
allocated FMA units, it doesn't have to be SIMD style. If we have enough hw
parallelism, we can under-volt and under-clock the GPU cores allowing for a
more efficient GPU. If we are using the GPU cores as CPU cores as well, I
think it would be important to be able to use a faster clock speed when not
using the extended registers (similar to how Intel processors use a lower
clock rate when AVX512 is in use) so that scalar code is not slowed down
too much.

> > Using a 4xFMA with a banked register file where the bank is selected by
> the
> > lower order register number means we could probably get away with 1Rx1W
> > SRAM as the backing memory for the register file, similarly to Hwacha.
>
>  okaaay.... sooo... we make an assumption that the top higher "banks"
> are pretty much always going to be "vectorised", such that, actually,
> they genuinely don't need to be 6R-4W (or whatever).
>
Yeah pretty much, though I had meant the bank number comes from the
least-significant bits of the 7-bit register number.

----

Assuming 64-bit operands:
If you could organize 2 SRAM macros and use the pair of them to
read/write 4 registers at a time (256-bits). The pipeline will allow you to
dedicate 3 cycles for reading and 1 cycle for writing (4 registers each).

<pre>
RS1 = Read of operand S1
WRd = Write of result Dst
FMx = Floating Point Multiplier, x = stage.

   |RS1|RS2|RS3|FWD|FM1|FM2|FM3|FM4|
                   |FWD|FM1|FM2|FM3|FM4|
                       |FWD|FM1|FM2|FM3|FM4|
                           |FWD|FM1|FM2|FM3|FM4|WRd|
                   |RS1|RS2|RS3|FWD|FM1|FM2|FM3|FM4|
                                   |FWD|FM1|FM2|FM3|FM4|
                                       |FWD|FM1|FM2|FM3|FM4|
                                           |FWD|FM1|FM2|FM3|FM4|WRd|
                                   |RS1|RS2|RS3|FWD|FM1|FM2|FM3|FM4|
                                                   |FWD|FM1|FM2|FM3|FM4|
                                                       |FWD|FM1|FM2|FM3|FM4|
                                                           |FWD|FM1|FM2|FM3|FM4|WRd|
</pre>

The only trick is getting the read and write dedicated on different clocks.
When the RS3 operand is not needed (60% of the time) you can use
the time slot for reading or writing on behalf of memory refs; STs read,
LDs write.

You will find doing VRFs a lot more compact this way. In GPU land we
called the flip-flops orchestrating the timing "collectors".

----

Justification for Branch Prediction

<http://lists.libre-riscv.org/pipermail/libre-riscv-dev/2018-December/000212.html>

We can combine several branch predictors to make a decent predictor:
call/return predictor -- important as it can predict calls and returns
with around 99.8% accuracy loop predictor -- basically counts loop
iterations some kind of global predictor -- handles everything else

We will also want a btb, a smaller one will work, it reduces average
branch cycle count from 2-3 to 1 since it predicts which instructions
are taken branches while the instructions are still being fetched,
allowing the fetch to go to the target address on the next clock rather
than having to wait for the fetched instructions to be decoded.

----

> https://www.researchgate.net/publication/316727584_A_case_for_standard-cell_based_RAMs_in_highly-ported_superscalar_processor_structures

well, there is this concept:
https://www.princeton.edu/~rblee/ELE572Papers/MultiBankRegFile_ISCA2000.pdf

it is a 2-level hierarchy for register cacheing.  honestly, though, the
reservation stations of the tomasulo algorithm are similar to a cache,
although only of the intermediate results, not of the initial operands.

i have a feeling we should investigate putting a 2-level register cache
in front of a multiplexed SRAM.

----

For GPU workloads FP64 is not common so I think having 1 FP64 alu would
be sufficient. Since indexed loads and stores are not supported, it will
be important to support 4x64 integer operations to generate addresses
for loads/stores.

I was thinking we would use scoreboarding to keep track of operations
and dependencies since it doesn't need a cam per alu. We should be able
to design it to forward past the register file to allow for 0-latency
forwarding. If we combined that with register renaming it should prevent
most war and waw data hazards.

I think branch prediction will be essential if only to fetch and decode
operations since it will reduce the branch penalty substantially.

Note that even if we have a zero-overhead loop extension, branch
prediction will still be useful as we will want to be able to run code
like compilers and standard RV code with decent performance. Additionally,
quite a few shaders have branching in their internal loops so
zero-overhead loops won't be able to fix all the branching problems.

----

> you would need a 4-wide cdb anyway, since that's the performance we're
> trying for.

 if the 32-bit ops can be grouped as 2x SIMD to a 64-bit-wide ALU,
then only 2 such ALUs would be needed to give 4x 32-bit FP per cycle
per core, which means only a 2-wide CDB, a heck of a lot better than
4.

 oh: i thought of another way to cut the power-impact of the Reorder
Buffer CAMs: a simple bit-field (a single-bit 2RWW memory, of address
length equal to the number of registers, 2 is because of 2-issue).

 the CAM of a ROB is on the instruction destination register.  key:
ROBnum, value: instr-dest-reg.  if you have a bitfleid that says "this
destreg has no ROB tag", it's dead-easy to check that bitfield, first.

----

Avoiding Memory Hazards

* WAR and WAR hazards through memory are eliminated with speculation
because actual updating of memory occurs in order, when a store is at
the head of the ROB, and hence, no earlier loads or stores can still
be pending
* RAW hazards are maintained by two restrictions:
  1. not allowing a load to initiate the second step of its execution if
    any active ROB entry occupied by a store has a destination
    field that matches the value of the A field of the load and
  2. maintaining the program order for the computation of an effective
      address of a load with respect to all earlier stores
* These restrictions ensure that any load that access a memory location
  written to by an earlier store cannot perform the memory access until
  the store has written the data.

Advantages of Speculation, Load and Store hazards:

* A store updates memoryy only when it reached the head of the ROB
* WAW and WAR type of hazards are eliminated with speculation
  (actual updating of memory occurs in order)
* RAW hazards through memory are maintained by not allowing a load
  to initiate the second step of its execution
* Check if any store has a destination field that matched the
  value of the load:
    - SD F1 100(R2)
    - LD F2 100(R2)

Exceptions

* Exceptions are handled by not recognising the exception until
  instruction that caused it is ready to commit in ROB (reaches head
  of ROB)

Reorder Buffer

* Results of an instruction become visible externally when it leaves
  the ROB
    - Registers updated
    - Memory updated

Reorder Buffer Entry

* Instruction type
    - branch (no destination resutl)
    - store (has a memory address destination)
    - register operation (ALU operation or load, which has reg dests)
* Destination
    - register number (for loads and ALU ops) or
    - memory address (for stores) where the result should be written
* Value
    - value of instruction result, pending a commit
* Ready
    - indicates that the instruction has completed execution: value is ready

----

Register Renaming resources

* <https://www.youtube.com/watch?v=p4SdrUhZrBM>
* <https://www.d.umn.edu/~gshute/arch/register-renaming.xhtml>
* ROBs + Rename <http://euler.mat.uson.mx/~havillam/ca/CS323/0708.cs-323010.html>

Video @ 3:24, "RAT" table - Register Aliasing Table:

<img src="/3d_gpu/rat_table.png" />

This scheme looks very much like a Reservation Station.

----

There is another way to get precise ordering of the writes in a scoreboard.
First, one has to implement forwarding in the scoreboard.
Second, the function units need an output queue <of say 4 registers>
Now, one can launch an instruction and pick up its operand either
from the RF or from the function unit output while the result sits
in the function unit waiting for its GO_Write signal.

Thus the launching of instructions is not delayed due to hazards
but the results are delivered to the RF in program order.

This looks surprisingly like a 'belt' at the end of the function unit.

----

> https://salsa.debian.org/Kazan-team/kazan/blob/e4b516e29469e26146e717e0ef4b552efdac694b/docs/ALU%20lanes.svg

 so, coming back to this diagram, i think if we stratify the
Functional Units into lanes as well, we may get a multi-issue
architecture.

 the 6600 scoreboard rules - which are awesomely simple and actually
involve D-Latches (3 gates) *not* flip-flops (10 gates) can be executed
in parallel because there will be no overlap between stratified registers.

 if using that odd-even / msw-lsw division (instead of modulo 4 on the
register number) it will be more like a 2-issue for standard RV
instructions and a 4-issue for when SV 32-bit ops are loop-generated.

 by subdividing the registers into odd-even banks we will need a
_pair_ of (completely independent) register-renaming tables:
  https://libre-riscv.org/3d_gpu/rat_table.png

 for SIMD'd operations, if we have the same type of reservation
station queue as with Tomasulo, it can be augmented with the byte-mask:
if the byte-masks in the queue of both the src and dest registers do
not overlap, the operations may be done in parallel.

 i still have not yet thought through how the Reorder Buffer would
work: here, again, i am tempted to recommend that, again, we "stratify"
the ROB into odd-even (modulo 2) or perhaps modulo 4, with 32 entries,
however the CAM is only 4-bit or 3-bit wide.

 if an instruction's destination register does not meet the modulo
requirements, that ROB entry is *left empty*.  this does mean that,
for a 32-entry Reorder Buffer, if the stratification is 4-wide (modulo
4), and there are 4 sequential instructions that happen e.g. to have
a destination of r4 for insn1, r24 for insn2, r16 for insn3.... etc.
etc.... the ROB will only hold 8 such instructions

and that i think is perfectly fine, because, statistically, it'll balance
out, and SV generates sequentially-incrementing instruction registers,
so *that* is fine, too.

i'll keep working on diagrams, and also reading mitch alsup's chapters
on the 6600.  they're frickin awesome.  the 6600 could do multi-issue
LD and ST by way of having dedicated registers to LD and ST.  X1-X5 were
for ST, X6 and X7 for LD.

----

i took a shot at explaining this also on comp.arch today, and that
allowed me to identify a problem with the proposed modulo-4 "lanes"
stratification.

when a result is created in one lane, it may need to be passed to the next
lane.  that means that each of the other lanes needs to keep a watchful
eye on when another lane updates the other regfiles (all 3 of them).

when an incoming update occurs, there may be up to 3 register writes
(that need to be queued?) that need to be broadcast (written) into
reservation stations.

what i'm not sure of is: can data consistency be preserved, even if
there's a delay?  my big concern is that during the time where the data is
broadcast from one lane, the head of the ROB arrives at that instruction
(which is the "commit" condition), it gets committed, then, unfortunately,
the same ROB# gets *reused*.

now that i think about it, as long as the length of the queue is below
the size of the Reorder Buffer (preferably well below), and as long as
it's guaranteed to be emptied by the time the ROB cycles through the
whole buffer, it *should* be okay.

----

> Don't forget that in these days of Spectre and Meltdown, merely
> preventing dead instruction results from being written to registers or
> memory is NOT ENOUGH. You also need to prevent load instructions from
> altering cache and branch instructions from altering branch prediction
> state.

Which, oddly enough, provides a necessity for being able to consume
multiple containers from the cache Miss buffers, which oddly enough,
are what makes a crucial mechanism in the Virtual Vector Method work.

In the past, one would forward the demand container to the waiting
memref and then write the whole the line into the cache. S&M means you
have to forward multiple times from the miss buffers and avoid damaging
the cache until the instruction retires. VVM uses this to avoid having
a vector strip mine the data cache.

# Design Layout

ok,so continuing some thoughts-in-order notes:

## Scoreboards

scoreboards are not just scoreboards, they are dependency matrices,
and there are several of them:

* one for LOAD/STORE-to-LOAD/STORE
  - most recent LOADs prevent later STOREs
  - most recent STOREs prevent later LOADs.
* one for Function-Unit to Function-Unit.
  - it expresses both RAW and WAW hazards through "Go_Write"
     and "Go_Read" signals, which are stopped from proceeding by
     dependent 1-bit CAM latches
  - exceptions may ALSO be made "precise" by holding a "Write prevention"
     signal.  only when the Function Unit knows that an exception is
     not going to occur (memory has been fetched, for example), does
     it release the signal
  - speculative branch execution likewise may hold a "Write prevention",
       however it also needs a "Go die" signal, to clear out the
       incorrectly-taken branch.
  - LOADs/STOREs *also* must be considered as "Functional Units" and thus
       must also have corresponding entries (plural) in the FU-to-FU Matrix
  - it is permitted for ALUs to *BEGIN* execution (read operands are
       valid) without being permitted to *COMMIT*.  thus, each FU must
       store (buffer) results, until such time as a "commit" signal is
       received
  - we may need to express an inter-dependence on the instruction order
       (raising the WAW hazard line to do so) as a way to preserve execution
       order.  only the oldest instructions will have this flag dropped,
       permitting execution that has *begun* to also reach "commit" phase.
* one for Function-Unit to Registers.
  - it expresses the read and write requirements: the source
      and destination registers on which the operation depends.  source
      registers are marked "need read", dest registers marked
      "need write".
  - by having *more than one* Functional Unit matrix row per ALU
      it becomes possible to effectively achieve "Reservation Stations"
      orthogonality with the Tomasulo Algorithm.  the FU row must, like
      RS's, take and store a copy of the src register values.

## Register Renaming

Register-renaming will be done with a single extra mutually-exclusive bit
in the FUxReg Dependency Matrix, which may be set on only one FU (per register).
This bit indicates which of the FUs has the **most recent** destination
register value pending.  It is **directly** functionally equivalent to
the Reorder Buffer Dest Reg# CAM value, except that now it is a
string of 1-bit "CAMs".

When an FU needs a src reg and finds that it needs to create a
dependency waiting for a result to be created, it must use this
bit to determine which FU it creates a dependency on.

If there is a destination register that already has a bit set
(anywhere in the column), it is **cleared** and **replaced**
with a bit in the FU's row and the destination register's column.

See https://groups.google.com/d/msg/comp.arch/w5fUBkrcw-s/c80jRn4PCQAJ

MUL r1, r2, r3

    FU name  Reg name
             12345678
    add-0    ........
    add-1    ........
    mul-0    X.......
    mul-1    ........

ADD r4, r1, r3

    FU name  Reg name
             12345678
    add-0    ...X....
    add-1    ........
    mul-0    X.......
    mul-1    ........

ADD r1, r5, r6

    FU name  Reg name
             12345678
    add-0    ...X....
    add-1    X.......
    mul-0    ........
    mul-1    ........

note how on the 3rd instruction, the (mul-0,R1) entry is **cleared**
and **replaced** with an (add-1,R1) entry.  future instructions now
know that if their src operands require R1, they are to place a
RaW dependency on **add-1**, not mul-0

## Multi-issue

we may potentially have 2-issue (or 4-issue) and a simpler issue and
detection by "striping" the register file according to modulo 2 (or 4)
on the destination   register number

* the Function Unit rows are multiplied up by 2 (or 4) however they are
  actually connected to the same ALUs (pipelined and with both src and
  dest register buffers/latches).
* the Register Read and Write signals are then "striped" such that
  read/write requests for every 2nd (or 4th) register are "grouped" and
  will have to fight for access to a multiplexer in order to access
  registers that do not   have the same modulo 2 (or 4) match.
* we MAY potentially be able to drop the destination (write) multiplexer(s)
  by only permitting FU rows with the same modulo to write to that
  destination bank.  FUs with indices 0,4,8,12 may only write to registers
  similarly numbered.
* there will therefore be FOUR separate register-data buses, with (at least)
  the Read buses multiplexed so that all FU banks may read all src registers
  (even if there is contention for the multiplexers)

## FU-to-Register address de-muxed already

an oddity / artefact of the FU-to-Registers Dependency Matrix is that the
write/read enable signals already exist as single-bits.  "normal" processors
store the src/dest registers as an index (5 bits == 0-31), where in this
design, that has been expanded out to 32 individual Read/Write wires,
already.

* the register file verilog implementation therefore must take in an
  array of 128-bit write-enable and 128-bit read-enable signals.
* however the data buses will be multiplexed modulo 2 (or 4) according
  to the lower bits of the register number, in order to cross "lanes".

## FU "Grouping"

with so many Function Units in RISC-V (dozens of instructions, times 2
to provide Reservation Stations, times 2 OR 4 for dual (or quad) issue),
we almost certainly are going to have to deploy a "grouping" scheme:

* rather than dedicate 2x4 FUs to ADD, 2x4 FUs to SUB, 2x4 FUs
  to MUL etc., instead we group the FUs by how many src and dest
  registers are required, and *pass the opcode down to them*
* only FUs with the exact same number (and type) of register profile
  will receive like-minded opcodes.
* when src and dest are free for a particular op (and an ALU pipeline is
  not stalled) the FU is at liberty to push the operands into the
  appropriate free ALU.
* FUs therefore only really express the register, memory, and execution
  dependencies: they don't actually do the execution.

## Recommendations

* Include a merged address-generator in the INT ALU
* Have simple ALU units duplicated and allow more than one FU to
  receive (and process) the src operands.

## Register file workloads

Note: Vectorisation also includes predication, which is one extra integer read

Integer workloads:

* 43% Integer
* 21% Load
* 12% store
* 24% branch

* 100% of the instruction stream can be integer instructions
* 75% utilize two source operand registers.
* 50% of the instruction stream can be Load instructions
* 25% can be store instructions,
* 25% can be branch instructions

FP workloads:

* 30% Integer
* 25% Load
* 10% Store
* 13% Multiplication
* 17% Addition
* 5% branch

----

>  in particular i found it fascinating that analysis of INT
>  instructions found a 50% LD, 25% ST and 25% branch, and that
>  70% were 2-src ops.  therefore you made sure that the number
>  of read and write ports matched these, to ensure no bottlenecks,
>  bearing in mind that ST requires reading an address *and*
>  a data register.

I never had a problem in "reading the write slot" in any of my pipelines.
That is, take a pipeline where LD (cache hit) has a latency of 3 cycles
(AGEN, Cache, Align). Align would be in the cycle where the data was being
forwarded, and the subsequent cycle, data could be written into the RF.

|dec|AGN|$$$|ALN|LDW|

For stores I would read the LDs write slot Align the store data and merge
into the cache as::

|dec|AGEN|tag|---|STR|ALN|$$$|

You know 4 cycles in advance that a store is coming, 2 cycles after hit
so there is easy logic to decide to read the write slot (or not), and it
costs 2 address comparators to disambiguate this short shadow in the pipeline.

This is a lower expense than building another read port into the RF, in
both area and power, and uses the pipeline efficiently.


# References

* <https://en.wikipedia.org/wiki/Tomasulo_algorithm>
* <https://en.wikipedia.org/wiki/Reservation_station>
* <https://en.wikipedia.org/wiki/Register_renaming> points out that
  reservation stations take a *lot* of power.
* <http://home.deib.polimi.it/silvano/FilePDF/AAC/Lesson_4_ILP_PartII_Scoreboard.pdf> scoreboarding
* MESI cache protocol, python <https://github.com/sunkarapk/mesi-cache.git>
  <https://github.com/afwolfe/mesi-simulator>
* <https://kshitizdange.github.io/418CacheSim/final-report> report on
  types of caches
* <https://github.com/ssc3?tab=repositories> interesting stuff
* <https://en.wikipedia.org/wiki/Classic_RISC_pipeline#Solution_A._Bypassing>
  pipeline bypassing
* <http://ece-research.unm.edu/jimp/611/slides/chap4_7.html> Tomasulo / Reorder
* Register File Bank Cacheing <https://www.princeton.edu/~rblee/ELE572Papers/MultiBankRegFile_ISCA2000.pdf>
* Discussion <http://lists.libre-riscv.org/pipermail/libre-riscv-dev/2018-November/000157.html>
* <https://github.com/UCSBarchlab/PyRTL/blob/master/examples/example5-instrospection.py>
* <https://github.com/ataradov/riscv/blob/master/rtl/riscv_core.v#L210>
* <https://www.eda.ncsu.edu/wiki/FreePDK>