2012-01-25 14:01:45 -05:00
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Migen (Milkymist Generator)
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a Python toolbox for building complex digital hardware
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======================================================
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Background
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==========
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Even though the Milkymist system-on-chip [1] is technically successful,
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it suffers from several limitations stemming from its implementation in
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manually written Verilog HDL:
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(1) The "event-driven" paradigm of today's dominant hardware descriptions
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languages (Verilog and VHDL, collectively referred to as "V*HDL" in the
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rest of this document) is often too general. Today's FPGA architectures
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are optimized for the implementation of fully synchronous circuits. This
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means that the bulk of the code for an efficient FPGA design falls into
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three categories:
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(a) Combinatorial statements
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(b) Synchronous statements
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(c) Initialization of registers at reset
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V*HDL do not follow this organization. This means that a lot of
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repetitive manual coding is needed, which brings sources of human errors,
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petty issues, and confusion for beginners:
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- wire vs. reg in Verilog
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- forgetting to initialize a register at reset
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- deciding whether a combinatorial statement must go into a
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process/always block or not
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- simulation mismatches with combinatorial processes/always blocks
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- and more...
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A little-known fact about FPGAs is that many of them have to ability to
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initialize their registers from the bitstream contents. This can be done
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in a portable and standard way using an "initial" block in Verilog, and
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by affecting a value at the signal declaration in VHDL. This renders an
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explicit reset signal unnecessary in practice in some cases, which opens
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the way for further design optimization. However, this form of
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initialization is entirely not synthesizable for ASIC targets, and it is
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not easy to switch between the two forms of reset using V*HDL.
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(2) V*HDL support for composite types is very limited. Signals having a
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record type in VHDL are unidirectional, which makes them clumsy to use
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e.g. in bus interfaces. There is no record type support in Verilog, which
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means that a lot of copy-and-paste has to be done when forwarding grouped
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signals.
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(3) V*HDL support for procedurally generated logic is extremely limited.
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The most advanced forms of procedural generation of synthesizable logic
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that V*HDL offers are CPP-style directives in Verilog, combinatorial
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functions, and generate statements. Nothing really fancy, and it shows.
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To give a few examples:
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- Building highly flexible bus interconnect is not possible. Even
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arbitrating any given number of bus masters for commonplace protocols
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such as Wishbone cannot be done with the tools at V*HDL puts at our
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disposal. This requires manual recoding of parts of the arbiter to add or
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remove a master, which is tedious and often cause frustrating errors.
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Each occurence of the latter can easily cause one or two hours of lost
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productivity when combined with the long compilation times of moderately
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complex system-on-chip designs.
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- Building a memory infrastructure (including bus interconnect, bridges
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and caches) that can automatically adapt itself at compile-time to any
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word size of the SDRAM is clumsy and tedious.
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- Building register banks for control, status and interrupt management
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of cores can also largely benefit from automation.
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- Many hardware acceleration problems can fit into the dataflow
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programming model. Manual dataflow implementation in V*HDL has, again, a
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lot of redundancy and potential for human errors. See the Milkymist
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texture mapping unit [3][4] for an example of this. The amount of detail
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to deal with manually also makes the design space exploration difficult,
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and therefore hinders the design of efficient architectures.
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- Pre-computation of values, such as filter coefficients for DSP or
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even simply trigonometric tables, must often be done using external tools
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whose results are copy-and-pasted (in the best cases, automatically) into
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the V*HDL source.
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Enter Migen, a Python toolbox for building complex digital hardware. We
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could have designed a brand new programming language, but that would have
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been reinventing the wheel instead of being able to benefit from Python's
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rich features and immense library. The price to pay is a slightly
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cluttered syntax at times when writing descriptions in FHDL, but we
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believe this is totally acceptable, particularly when compared to VHDL
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;-)
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Migen is made up of several related components, which are briefly
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described below.
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Migen FHDL
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==========
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The Fragmented Hardware Description Language (FHDL) is the lowest layer
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of Migen. It consists of a formal system to describe signals, and
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combinatorial and synchronous statements operating on them. The formal
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system itself is low level and close to the synthesizable subset of
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Verilog, and we then rely on Python algorithms to build complex
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structures by combining FHDL elements and encapsulating them in
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"fragments".
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The FHDL module also contains a back-end to produce synthesizable
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Verilog, and some basic analysis functions. It would be possible to
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develop a VHDL back-end as well, though more difficult than for Verilog -
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we are "cheating" a bit now as Verilog provides most of the FHDL
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semantics.
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FHDL differs from MyHDL [2] in fundamental ways. MyHDL follows the
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event-driven paradigm of traditional HDLs (see Background, #1) while FHDL
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separates the code into combinatorial statements, synchronous statements,
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and reset values. In MyHDL, the logic is described directly in the Python
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AST. The converter to Verilog or VHDL then examines the Python AST and
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recognizes a subset of Python that it translates into V*HDL statements.
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This seriously impedes the capability of MyHDL to generate logic
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procedurally. With FHDL, you manipulate a custom AST from Python, and you
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can more easily design algorithms that operate on it.
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FHDL is made of several elements, which are briefly explained below.
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BV
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--
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The bit vector (BV) object defines if a constant or signal is signed or
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unsigned, and how many bits it has. This is useful e.g. to:
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- determine when to perform sign extension (FHDL uses the same rules as
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Verilog).
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- determine the size of registers.
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- determine how many bits should be used by each value in
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concatenations.
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Constant
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--------
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This object should be self-explanatory. All constant objects contain a BV
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object and a value. If no BV object is specified, one will be made up
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using the following rules:
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- If the value is positive, the BV is unsigned and has the minimum
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number of bits needed to represent the constant's value in the canonical
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base-2 system.
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- If the value is negative, the BV is signed, and has the minimum
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number of bits needed to represent the constant's value in the canonical
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two's complement, base-2 system.
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Signal
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------
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The signal object represents a value that is expected to change in the
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circuit. It does exactly what Verilog's "wire" and "reg" and VHDL's
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"signal" and "variable" do.
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The main point of the signal object is that it is identified by its
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Python ID (as returned by the id() function), and nothing else. It is the
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responsibility of the V*HDL back-end to establish an injective mapping
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between Python IDs and the V*HDL namespace. It should perform name
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mangling to ensure this. The consequence of this is that signal objects
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can safely become members of arbitrary Python classes, or be passed as
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parameters to functions or methods that generate logic involving them.
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The properties of a signal object are:
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- a bit vector description
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- a name, used as a hint for the V*HDL back-end name mangler.
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- a boolean "variable". If true, the signal will behave like a VHDL
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variable, or a Verilog reg that uses blocking assignment. This parameter
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only has an effect when the signal's value is modified in a synchronous
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statement.
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- the signal's reset value. It must be an integer, and defaults to 0.
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When the signal's value is modified with a synchronous statement, the
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reset value is the initialization value of the associated register.
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When the signal is assigned to in a conditional combinatorial statement
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(If or Case), the reset value is the value that the signal has when no
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condition that causes the signal to be driven is verified. This enforces
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the absence of latches in designs. If the signal is permanently driven
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using a combinatorial statement, the reset value has no effect.
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The sole purpose of the name property is to make the generated V*HDL code
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easier to understand and debug. From a purely functional point of view,
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it is perfectly OK to have several signals with the same name property.
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The back-end will generate a unique name for each object. If no name
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property is specified, Migen will analyze the code that created the
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signal object, and try to extract the variable or member name from there.
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It then uses the module name that created the signal, a underscore, and
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the variable name. For example, if we are in module "foo", the following
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statements will create one or several signal(s) named "foo_bar":
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bar = Signal()
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self.bar = Signal()
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self.baz.bar = Signal()
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bar = [Signal() for x in range(42)]
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Operators
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---------
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Operators are represented by the _Operator object, which generally should
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not be used directly. Instead, most FHDL objects overload the usual
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Python logic and arithmetic operators, which allows a much lighter syntax
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to be used. For example, the expression:
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a * b + c
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is equivalent to:
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_Operator('+', [_Operator('*', [a, b]), c])
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Slices
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------
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Likewise, slices are represented by the _Slice object, which often should
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not be used in favor of the Python slice operation [x:y].
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Implicit indices using the forms [x], [x:] and [:y] are supported.
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Beware! Slices work like Python slices, not like VHDL or Verilog slices.
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The first bound is the index of the LSB and is inclusive. The second
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bound is the index of MSB and is exclusive. In V*HDL, bounds are MSB:LSB
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and both are inclusive.
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Concatenations
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--------------
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Concatenations are done using the Cat object. To make the syntax lighter,
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its constructor takes a variable number of arguments, which are the
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signals to be concatenated together (you can use the Python '*' operator
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to pass a list instead).
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To be consistent with slices, the first signal is connected to the bits
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with the lowest indices in the result. This is the opposite of the way
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the '{}' construct works in Verilog.
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Replications
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------------
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The Replicate object represents the equivalent of {count{expression}} in
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Verilog.
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Assignments
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-----------
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Assignments are represented with the _Assign object. Since using it
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directly would result in a cluttered syntax, the preferred technique for
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assignments is to use the eq() method provided by objects that can have a
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value assigned to them. They are signals, and their combinations with the
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slice and concatenation operators.
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As an example, the statement:
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a[0].eq(b)
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is equivalent to:
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_Assign(_Slice(a, 0, 1), b)
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If statement
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------------
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The If object takes a first parameter which must be an expression
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(combination of the Constant, Signal, _Operator, _Slice, etc. objects)
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representing the condition, then a variable number of parameters
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representing the statements (_Assign, If, Case, etc. objects) to be
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executed when the condition is verified.
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The If object defines a Else() method, which when called defines the
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statements to be executed when the condition is not true. Those
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statements are passed as parameters to the variadic method.
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For convenience, there is also a Elif() method.
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Example:
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If(tx_count16 == 0,
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tx_bitcount.eq(tx_bitcount + 1),
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If(tx_bitcount == 8,
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self.tx.eq(1)
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).Elif(tx_bitcount == 9,
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self.tx.eq(1),
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tx_busy.eq(0)
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).Else(
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self.tx.eq(tx_reg[0]),
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tx_reg.eq(Cat(tx_reg[1:], 0))
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)
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)
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Case statement
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--------------
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The Case object constructor takes as first parameter the expression to be
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tested, then a variable number of lists describing the various cases.
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Each list contains an expression (typically a constant) describing the
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value to be matched, followed by the statements to be executed when there
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is a match. The head of the list can be the an instance of the Default
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object.
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Instances
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---------
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Instance objects represent the parametrized instantiation of a V*HDL
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module, and the connection of its ports to FHDL signals. They are useful
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in a number of cases:
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- reusing legacy or third-party V*HDL code.
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- using special FPGA features (DCM, ICAP, ...).
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- implementing logic that cannot be expressed with FHDL (asynchronous
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circuits, ...).
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- breaking down a Migen system into multiple sub-systems, possibly
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using different clock domains.
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The properties of the instance object are:
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- the type of the instance (i.e. name of the instantiated module).
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- a list of output ports of the instantiated module. Each element of
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the list is a pair containing a string, which is the name of the
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module's port, and either an existing signal (on which the port will
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be connected to) or a BV (which will cause the creation of a new
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signal).
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- a list of input ports (likewise).
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- a list of (name, value) pairs for the parameters ("generics" in VHDL)
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of the module.
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- the name of the clock port of the module (if any). If this is
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specified, the port will be connected to the system clock.
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- the name of the reset port of the module (likewise).
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- the name of the instance (can be mangled like signal names).
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Memories
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--------
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2012-01-27 15:23:17 -05:00
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Memories (on-chip SRAM) are supported using a mechanism similar to
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instances.
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A memory object has the following parameters:
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- the width, which is the number of bits in each word.
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- the depth, which represents the number of words in the memory.
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- an optional list of integers used to initialize the memory.
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- a list of port descriptions.
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Each port description contains:
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- the address signal (mandatory).
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- the data read signal (mandatory).
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- the write enable signal (optional). If the port is using masked
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writes, the width of the write enable signal should match the number
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of sub-words.
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- the data write signal (iff there is a write enable signal).
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- whether reads are synchronous (default) or asynchronous.
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- the read enable port (optional, ignored for asynchronous ports).
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- the write granularity (default 0), which defines the number of bits
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in each sub-word. If it is set to 0, the port is using whole-word
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writes only and the width of the write enable signal must be 1. This
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parameter is ignored if there is no write enable signal.
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- the mode of the port (default WRITE_FIRST, ignored for asynchronous
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ports). It can be:
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* READ_FIRST: during a write, the previous value is read.
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* WRITE_FIRST: the written value is returned.
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* NO_CHANGE: the data read signal keeps its previous value on a
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write.
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Migen generates behavioural V*HDL code that should be compatible with all
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simulators and, if the number of ports is <= 2, most FPGA synthesizers.
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If a specific code is needed, the memory generator function can be
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overriden using the memory_handler parameter of the conversion function.
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2012-01-25 14:01:45 -05:00
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Fragments
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---------
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A "fragment" is a unit of logic, which is composed of:
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- a list of combinatorial statements.
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- a list of synchronous statements.
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- a list of instances.
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- a list of memories.
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- a set of pads, which are signals intended to be connected to
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off-chip devices.
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Fragments can reference arbitrary signals, including signals that are
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referenced in other fragments. Fragments can be combined using the "+"
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operator, which returns a new fragment containing the concatenation of
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each pair of lists.
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Fragments can be passed to the back-end for conversion to Verilog.
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By convention, classes that generate logic implement a method called
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"get_fragment". When called, this method builds a new fragment
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implementing the desired functionality of the class, and returns it. This
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convention allows fragments to be built automatically by combining the
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fragments from all relevant objects in the local scope, by using the
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autofragment module.
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Migen Core Logic
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================
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Migen Core Logic is a convenience library of common logic circuits
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implemented using FHDL:
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- a multi-cycle integer divider.
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- a round-robin arbiter, useful to build bus arbiters.
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- a multiplexer bank (multimux), useful to multiplex composite
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(grouped) signals.
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- a condition-triggered static scheduler of FHDL synchronous statements
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(timeline).
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Migen Bus
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=========
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Migen Bus contains classes providing a common structure for master and
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slave interfaces of the following buses:
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- Wishbone [5], the general purpose bus recommended by Opencores.
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- CSR-2, a low-bandwidth, resource-sensitive bus designed for
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accessing the configuration and status registers of cores from
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software.
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- ASMIbus, a split-transaction bus optimized for use with a
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high-performance, out-of-order SDRAM controller.
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- DFI [12] (partial), a standard interface protocol between memory
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controller logic and PHY interfaces.
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It also provides interconnect components for these buses, such as
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arbiters and address decoders. The strength of the Migen procedurally
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generated logic can be illustrated by the following example:
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wbcon = wishbone.InterconnectShared(
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[cpu.ibus, cpu.dbus, ethernet.dma, audio.dma],
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[(0, norflash.bus), (1, wishbone2asmi.wishbone),
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(3, wishbone2csr.wishbone)])
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In this example, the interconnect component generates a 4-way round-robin
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arbiter, multiplexes the master bus signals into a shared bus, determines
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that the address decoding must occur on 2 bits, and connects all slave
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interfaces to the shared bus, inserting the address decoder logic in the
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bus cycle qualification signals and multiplexing the data return path. It
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can recognize the signals in each core's bus interface thanks to the
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common structure mandated by Migen Bus. All this happens automatically,
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using only that much user code. The resulting interconnect logic can be
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retrieved using wbcon.get_fragment(), and combined with the fragments
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from the rest of the system.
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Migen Bank
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==========
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Migen Bank is a system comparable to wishbone-gen [6], which automates
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the creation of configuration and status register banks and
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interrupt/event managers implemented in cores.
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Bank takes a description made up of a list of registers and generates
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logic implementing it with a slave interface compatible with Migen Bus.
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A register can be "raw", which means that the core has direct access to
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it. It also means that the register width must be less or equal to the
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bus word width. In that case, the register object provides the following
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signals:
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- r, which contains the data written from the bus interface.
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- re, which is the strobe signal for r. It is active for one cycle,
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after or during a write from the bus. r is only valid when re is
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high.
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- w, which must provide at all times the value to be read from the
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bus.
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Registers that are not raw are managed by Bank and contain fields. If the
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sum of the widths of all fields attached to a register exceeds the bus
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word width, the register will automatically be sliced into words of the
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maximum size and implemented at consecutive bus addresses, MSB first.
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Field objects have two parameters, access_bus and access_dev, determining
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respectively the access policies for the bus and core sides. They can
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take the values READ_ONLY, WRITE_ONLY and READ_WRITE.
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If the device can read, the field object provides the r signal, which
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contains at all times the current value of the field (kept by the logic
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generated by Bank).
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If the device can write, the field object provides the following signals:
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- w, which provides the value to be written into the field.
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- we, which strobes the value into the field.
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Migen Flow (Work in progress)
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==========
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Many hardware acceleration problems can be expressed in the dataflow
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paradigm, that is, using a directed graph representing the flow of data
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between actors.
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Actors in Migen are written directly in FHDL. This maximizes the
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flexibility: for example, an actor can implement a DMA master to read
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data from system memory. It is conceivable that a CAL [7] to FHDL
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compiler be implemented at some point, to support higher level
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descriptions of some actors and reuse of third-party RVC-CAL
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applications. [8] [9] [10]
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Actors communicate by exchanging tokens, whose flow is typically
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controlled using handshake signals (strobe/ack).
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Each actor has a "scheduling model". It can be:
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- N-sequential: the actor fires when tokens are available at all its
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inputs, and it produces one output token after N cycles. It cannot
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accept new input tokens until it has produced its output. A
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multicycle integer divider would use this model.
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- N-pipelined: similar to the sequential model, but the actor can
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always accept new input tokens. It produces an output token N cycles
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of latency after accepting input tokens. A pipelined multiplier would
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use this model.
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- Dynamic: the general case, when no simple hypothesis can be made on
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the token flow behaviour of the actor. An actor accessing system
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memory on a shared bus would use this model.
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Migen Flow automatically generates handshake logic for the first two
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scheduling models. In the third case, the FHDL descriptions for the logic
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driving the handshake signals must be provided by the actor.
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If sequential or pipelined actors are connected together, Migen Flow will
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attempt to find a static schedule, remove the handshake signals, optimize
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away the control logic in each actor and replace it with a centralized
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FSM implementing the static schedule.
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An actor can be a composition of other actors.
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Actor graphs are managed using the NetworkX [11] library.
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References:
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[ 1] http://milkymist.org
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[ 2] http://www.myhdl.org
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[ 3] http://milkymist.org/thesis/thesis.pdf
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[ 4] http://www.xilinx.com/publications/archives/xcell/Xcell77.pdf p30-35
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[ 5] http://cdn.opencores.org/downloads/wbspec_b4.pdf
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[ 6] http://www.ohwr.org/projects/wishbone-gen
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[ 7] http://opendf.svn.sourceforge.net/viewvc/opendf/trunk/doc/
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GentleIntro/GentleIntro.pdf
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[ 8] http://orcc.sourceforge.net/
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[ 9] http://orc-apps.sourceforge.net/
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[10] http://opendf.sourceforge.net/
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[11] http://networkx.lanl.gov/
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[12] http://www.ddr-phy.org/
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