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@ -5,6 +5,18 @@ from artiq.language.types import TInt32, TInt64, TFloat
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class Spline:
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"""Spline interpolating RTIO channel.
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One knot of a polynomial basis spline (B-spline) :math:`u(t)`
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is defined by the coefficients :math:`u_n` up to order :math:`n = k`.
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If the knot is evaluated starting at time :math:`t_0`, the output
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:math:`u(t)` for :math:`t > t_0, t_0` is:
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.. math::
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u(t) = \sum_{n=0}^k \frac{u_n}{n!} (t - t_0)^n
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= u_0 + u_1 (t - t_0) + \frac{u_2}{2} (t - t_0)^2 + \dots
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"""
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kernel_invariants = {"channel", "core", "scale", "width",
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"time_width", "time_scale"}
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@ -19,14 +31,20 @@ class Spline:
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@portable(flags={"fast-math"})
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def to_mu(self, value: TFloat) -> TInt32:
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"""Convert floating point `value` from physical units to 32 bit
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integer machine units."""
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return int32(round(value*self.scale))
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@portable(flags={"fast-math"})
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def from_mu(self, value: TInt32) -> TFloat:
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"""Convert 32 bit integer `value` from machine units to floating point
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physical units."""
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return value/self.scale
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@portable(flags={"fast-math"})
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def to_mu64(self, value: TFloat) -> TInt64:
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"""Convert floating point `value` from physical units to 64 bit
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integer machine units."""
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return int64(round(value*self.scale))
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@kernel
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@ -60,6 +78,15 @@ class Spline:
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@portable(flags={"fast-math"})
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def pack_coeff_mu(self, coeff, packed): # TList(TInt64), TList(TInt32)
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"""Pack coefficients into RTIO data
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:param coeff: TList(TInt64) list of machine units spline coefficients.
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Lowest (zeroth) order first. The coefficient list is zero-extended
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by the RTIO gateware.
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:param packed: TList(TInt32) list for packed RTIO data. Must be
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pre-allocated. Length in bits is
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`n*width + (n - 1)*n//2*time_width`
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"""
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pos = 0
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for i in range(len(coeff)):
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wi = self.width + i*self.time_width
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@ -80,6 +107,13 @@ class Spline:
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@portable(flags={"fast-math"})
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def coeff_to_mu(self, coeff, coeff64): # TList(TFloat), TList(TInt64)
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"""Convert a floating point list of coefficients into a 64 bit
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integer (preallocated).
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:param coeff: TList(TFloat) list of coefficients in physical units.
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:param coeff64: TList(TInt64) preallocated list of coefficients in
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machine units.
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"""
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for i in range(len(coeff)):
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vi = coeff[i] * self.scale
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for j in range(i):
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@ -94,6 +128,12 @@ class Spline:
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coeff64[1] += ci // 6 >> 2*self.time_width
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def coeff_as_packed_mu(self, coeff64):
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"""Pack 64 bit integer machine units coefficients into 32 bit integer
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RTIO data list.
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This is a host-only method that can be used to generate packed
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spline knot data to be frozen into kernels at compile time.
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"""
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n = len(coeff64)
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width = n*self.width + (n - 1)*n//2*self.time_width
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packed = [int32(0)] * ((width + 31)//32)
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@ -101,6 +141,12 @@ class Spline:
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return packed
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def coeff_as_packed(self, coeff):
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"""Convert floating point spline coefficients into 32 bit integer
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packed data.
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This is a host-only method that can be used to generate packed
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spline knot data to be frozen into kernels at compile time.
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"""
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coeff64 = [int64(0)] * len(coeff)
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self.coeff_to_mu(coeff, coeff64)
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return self.coeff_as_packed_mu(coeff64)
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@ -109,6 +155,12 @@ class Spline:
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def set_coeff(self, coeff): # TList(TFloat)
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"""Set spline coefficients.
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Missing coefficients (high order) are zero-extended byt the RTIO
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gateware.
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If more coefficients are supplied than the gateware supports the extra
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coefficients are ignored.
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:param value: List of floating point spline knot coefficients,
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lowest order (constant) coefficient first. Units are the
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unit of this spline's value times increasing powers of 1/s.
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@ -126,10 +178,14 @@ class Spline:
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order: TInt32):
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"""Initiate an interpolated value change.
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The third order interpolation is constrained to have zero first
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order derivative at both start and stop.
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For zeroth order (step) interpolation, the step is at
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`start + duration/2`.
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For zeroth order (step) interpolation, the step is at duration/2.
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First order interpolation corresponds to a linear value ramp from
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`start` to `stop` over `duration`.
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The third order interpolation is constrained to have zero first
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order derivative at both `start` and `stop`.
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For first order and third order interpolation (linear and cubic)
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the interpolator needs to be stopped (or fed a new spline knot)
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@ -137,9 +193,9 @@ class Spline:
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This method advances the timeline by `duration`.
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:param start: Initial value of the change.
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:param stop: Final value of the change.
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:param duration: Duration of the interpolation.
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:param start: Initial value of the change. In physical units.
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:param stop: Final value of the change. In physical units.
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:param duration: Duration of the interpolation. In physical units.
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:param order: Order of the interpolation. Only 0, 1,
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and 3 are valid: step, linear, cubic.
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"""
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