From 11c8b028747be6fa7dc21cda170e2ceb1af4b2f3 Mon Sep 17 00:00:00 2001
From: smm-ncl <145007783+smm-ncl@users.noreply.github.com>
Date: Tue, 16 Jul 2024 12:42:35 +0200
Subject: [PATCH 01/10] Add pure S4D (#868)

* adding pure S4D

* typo

* rename method

* typo

---------

Co-authored-by: PhilippPlank <32519998+PhilippPlank@users.noreply.github.com>
---
 src/lava/proc/s4d/models.py         |  66 +++++++++++++-
 src/lava/proc/s4d/process.py        |  70 ++++++++++++++
 tests/lava/proc/s4d/dA_complex.npy  |   3 +
 tests/lava/proc/s4d/dB_complex.npy  |   3 +
 tests/lava/proc/s4d/dC_complex.npy  |   3 +
 tests/lava/proc/s4d/test_models.py  |  88 +++++++++++++++++-
 tests/lava/proc/s4d/test_process.py |  28 +++++-
 tests/lava/proc/s4d/utils.py        | 136 +++++++++++++++++++++++++---
 8 files changed, 380 insertions(+), 17 deletions(-)
 create mode 100644 tests/lava/proc/s4d/dA_complex.npy
 create mode 100644 tests/lava/proc/s4d/dB_complex.npy
 create mode 100644 tests/lava/proc/s4d/dC_complex.npy

diff --git a/src/lava/proc/s4d/models.py b/src/lava/proc/s4d/models.py
index c409ba3af..73241b29a 100644
--- a/src/lava/proc/s4d/models.py
+++ b/src/lava/proc/s4d/models.py
@@ -7,12 +7,76 @@
 from lava.proc.sdn.models import AbstractSigmaDeltaModel
 from lava.magma.core.decorator import implements, requires, tag
 from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol
-from lava.proc.s4d.process import SigmaS4dDelta, SigmaS4dDeltaLayer
+from lava.proc.s4d.process import SigmaS4dDelta, SigmaS4dDeltaLayer, S4d
 from lava.magma.core.resources import CPU
 from lava.magma.core.model.py.ports import PyInPort, PyOutPort
 from lava.magma.core.model.py.type import LavaPyType
 from lava.magma.core.model.sub.model import AbstractSubProcessModel
 from lava.proc.sparse.process import Sparse
+from lava.magma.core.model.py.model import PyLoihiProcessModel
+
+
+@implements(proc=S4d, protocol=LoihiProtocol)
+@requires(CPU)
+@tag('floating_pt')
+class S4dModel(PyLoihiProcessModel):
+    a_in = LavaPyType(PyInPort.VEC_DENSE, float)
+    s_out = LavaPyType(PyOutPort.VEC_DENSE, float)
+    s4_exp: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=3)
+
+    # S4 variables
+    s4_state: np.ndarray = LavaPyType(np.ndarray, complex)
+    a: np.ndarray = LavaPyType(np.ndarray, complex)
+    b: np.ndarray = LavaPyType(np.ndarray, complex)
+    c: np.ndarray = LavaPyType(np.ndarray, complex)
+
+    def __init__(self, proc_params: Dict[str, Any]) -> None:
+        """
+        Neuron model that implements S4D
+        (as described by Gu et al., 2022) dynamics.
+
+        Relevant parameters in proc_params
+        --------------------------
+        a: np.ndarray
+            Diagonal elements of the state matrix of the discretized S4D model.
+        b: np.ndarray
+            Diagonal elements of the input matrix of the discretized S4D model.
+        c: np.ndarray
+            Diagonal elements of the output matrix of the discretized S4D model.
+        s4_state: np.ndarray
+            State vector of the S4D discretized model.
+        """
+        super().__init__(proc_params)
+        self.a = self.proc_params['a']
+        self.b = self.proc_params['b']
+        self.c = self.proc_params['c']
+        self.s4_state = self.proc_params['s4_state']
+
+    def run_spk(self) -> None:
+        """Performs S4D dynamics.
+
+        This function simulates the behavior of a linear time-invariant system
+        with diagonalized state-space representation.
+        (For reference see Gu et al., 2022)
+
+        The state-space equations are given by:
+        s4_state_{k+1} = A * s4_state_k + B * input_k
+        act_k = C * s4_state_k
+
+        where:
+        - s4_state_k is the state vector at time step k,
+        - input_k is the input vector at time step k,
+        - act_k is the output vector at time step k,
+        - A is the diagonal state matrix,
+        - B is the diagonal input matrix,
+        - C is the diagonal output matrix.
+
+        The function computes the next output step of the
+        system for the given input signal.
+        """
+        inp = self.a_in.recv()
+        self.s4_state = (self.s4_state * self.a + inp * self.b)
+        self.s_out.send(np.real(self.c * self.s4_state * 2))
 
 
 class AbstractSigmaS4dDeltaModel(AbstractSigmaDeltaModel):
diff --git a/src/lava/proc/s4d/process.py b/src/lava/proc/s4d/process.py
index 218e7292c..18ddc1d43 100644
--- a/src/lava/proc/s4d/process.py
+++ b/src/lava/proc/s4d/process.py
@@ -10,6 +10,76 @@
 from lava.proc.sdn.process import ActivationMode, SigmaDelta
 
 
+class S4d(AbstractProcess):
+    def __init__(
+            self,
+            shape: ty.Tuple[int, ...],
+            a: float,
+            b: float,
+            c: float,
+            s4_state: ty.Optional[int] = 0,
+            s4_exp: ty.Optional[int] = 0) -> None:
+        """
+        Neuron process that implements S4D (described by
+        Gu et al., 2022) dynamics.
+
+        This process simulates the behavior of a linear time-invariant system
+        with diagonal state-space representation.
+        The state-space equations are given by:
+        s4_state_{k+1} = A * s4_state_k + B * inp_k
+        act_k = C * s4_state_k
+
+        where:
+        - s4_state_k is the state vector at time step k,
+        - inp_k is the input vector at time step k,
+        - act_k is the output vector at time step k,
+        - A is the diagonal state matrix,
+        - B is the diagonal input matrix,
+        - C is the diagonal output matrix.
+
+        Parameters
+        ----------
+        shape: Tuple
+            Shape of the sigma process.
+        vth: int or float
+            Threshold of the delta encoder.
+        a: np.ndarray
+            Diagonal elements of the state matrix of the S4D model.
+        b: np.ndarray
+            Diagonal elements of the input matrix of the S4D model.
+        c: np.ndarray
+            Diagonal elements of the output matrix of the S4D model.
+        s4_state: int or float
+            Initial state of the S4D model.
+        s4_exp: int
+            Scaling exponent with base 2 for the S4 state variables.
+            Note: This should only be used for nc models.
+            Default is 0.
+        """
+
+        super().__init__(shape=shape,
+                         a=a,
+                         b=b,
+                         c=c,
+                         s4_state=s4_state,
+                         s4_exp=s4_exp)
+        # Ports
+        self.a_in = InPort(shape=shape)
+        self.s_out = OutPort(shape=shape)
+
+        # Variables for S4
+        self.a = Var(shape=shape, init=a)
+        self.b = Var(shape=shape, init=b)
+        self.c = Var(shape=shape, init=c)
+        self.s4_state = Var(shape=shape, init=0)
+        self.s4_exp = Var(shape=(1,), init=s4_exp)
+
+    @property
+    def shape(self) -> ty.Tuple[int, ...]:
+        """Return shape of the Process."""
+        return self.proc_params['shape']
+
+
 class SigmaS4dDelta(SigmaDelta, AbstractProcess):
     def __init__(
             self,
diff --git a/tests/lava/proc/s4d/dA_complex.npy b/tests/lava/proc/s4d/dA_complex.npy
new file mode 100644
index 000000000..1d61ccc37
--- /dev/null
+++ b/tests/lava/proc/s4d/dA_complex.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:342546700242502415e6c81e2b620c915250f56447b7d46eb56feec9e0bb1629
+size 80128
diff --git a/tests/lava/proc/s4d/dB_complex.npy b/tests/lava/proc/s4d/dB_complex.npy
new file mode 100644
index 000000000..e5c858679
--- /dev/null
+++ b/tests/lava/proc/s4d/dB_complex.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1195dc519e74ffe535918b6112a080e7b0458d61189c9a8e51cf3ea30edd8ec9
+size 80128
diff --git a/tests/lava/proc/s4d/dC_complex.npy b/tests/lava/proc/s4d/dC_complex.npy
new file mode 100644
index 000000000..185cb40fa
--- /dev/null
+++ b/tests/lava/proc/s4d/dC_complex.npy
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7db2dbb793555e0836e557db355d2f6861b32a92b431443bf4c102e4626bf473
+size 80128
diff --git a/tests/lava/proc/s4d/test_models.py b/tests/lava/proc/s4d/test_models.py
index c08e19cf8..64fe33da8 100644
--- a/tests/lava/proc/s4d/test_models.py
+++ b/tests/lava/proc/s4d/test_models.py
@@ -2,18 +2,104 @@
 # SPDX-License-Identifier: BSD-3-Clause
 # See: https://spdx.org/licenses/
 
+
 import unittest
 import numpy as np
 from typing import Tuple
 import lava.proc.io as io
 from lava.magma.core.run_conditions import RunSteps
 from lava.proc.sdn.process import ActivationMode, SigmaDelta
-from lava.proc.s4d.process import SigmaS4dDelta, SigmaS4dDeltaLayer
+from lava.proc.s4d.process import S4d, SigmaS4dDelta, SigmaS4dDeltaLayer
 from lava.proc.sparse.process import Sparse
 from lava.magma.core.run_configs import Loihi2SimCfg
 from tests.lava.proc.s4d.utils import get_coefficients, run_original_model
 
 
+class TestS4DModel(unittest.TestCase):
+    """Tests for S4d neuron"""
+    def run_in_sim(
+        self,
+        inp: np.ndarray,
+        a: np.ndarray,
+        b: np.ndarray,
+        c: np.ndarray,
+        num_steps: int,
+        model_dim: int,
+        d_states: int,
+    ) -> Tuple[np.ndarray]:
+
+        # Get S4D matrices
+        a = a[:model_dim * d_states]
+        b = b[:model_dim * d_states]
+        c = c[:model_dim * d_states]
+
+        # Setup network: input -> expansion -> S4D neuron -> output
+        kron_matrix = np.kron(np.eye(model_dim), np.ones((d_states, )))
+        spiker = io.source.RingBuffer(data=inp)
+        sparse_1 = Sparse(weights=kron_matrix.T, num_message_bits=24)
+        neuron = S4d(shape=((model_dim * d_states,)),
+                     a=a,
+                     b=b,
+                     c=c)
+
+        receiver = io.sink.RingBuffer(buffer=num_steps,
+                                      shape=(model_dim * d_states,))
+        spiker.s_out.connect(sparse_1.s_in)
+        sparse_1.a_out.connect(neuron.a_in)
+        neuron.s_out.connect(receiver.a_in)
+
+        run_cfg = Loihi2SimCfg(select_tag="floating_pt")
+        neuron.run(
+            condition=RunSteps(num_steps=num_steps), run_cfg=run_cfg)
+        received_data_sim = receiver.data.get()
+        neuron.stop()
+
+        return received_data_sim
+
+    def compare_s4d_model_to_original_equations(self,
+                                                model_dim: int = 10,
+                                                d_states: int = 5,
+                                                n_steps: int = 5,
+                                                inp_exp: int = 5,
+                                                is_real: bool = False) -> None:
+
+        """Asserts that the floating point lava simulation for S4d outputs
+        exactly the same values as the original equations."""
+        a, b, c = get_coefficients(is_real=is_real)
+        np.random.seed(0)
+        inp = (np.random.random((model_dim, n_steps)) * 2**inp_exp).astype(int)
+        out_lava = self.run_in_sim(inp=inp,
+                                   num_steps=n_steps,
+                                   a=a,
+                                   b=b,
+                                   c=c,
+                                   model_dim=model_dim,
+                                   d_states=d_states)
+        out_original_equations = run_original_model(inp=inp,
+                                                    num_steps=n_steps,
+                                                    model_dim=model_dim,
+                                                    d_states=d_states,
+                                                    a=a,
+                                                    b=b,
+                                                    c=c,
+                                                    perform_reduction=False)
+
+        np.testing.assert_array_equal(out_original_equations[:, :-1],
+                                      out_lava[:, 1:])
+
+    def test_s4d_real_model_single_hidden_state(self) -> None:
+        self.compare_s4d_model_to_original_equations(is_real=True, d_states=1)
+
+    def test_s4d_real_model_multiple_hidden_state(self) -> None:
+        self.compare_s4d_model_to_original_equations(is_real=True, d_states=5)
+
+    def test_s4d_complex_model_single_hidden_state(self) -> None:
+        self.compare_s4d_model_to_original_equations(is_real=False, d_states=1)
+
+    def test_s4d_complex_model_multiple_hidden_state(self) -> None:
+        self.compare_s4d_model_to_original_equations(is_real=False, d_states=5)
+
+
 class TestSigmaS4DDeltaModels(unittest.TestCase):
     """Tests for SigmaS4Delta neuron"""
     def run_in_lava(
diff --git a/tests/lava/proc/s4d/test_process.py b/tests/lava/proc/s4d/test_process.py
index 5f6cbcc9c..1c33b2357 100644
--- a/tests/lava/proc/s4d/test_process.py
+++ b/tests/lava/proc/s4d/test_process.py
@@ -4,7 +4,31 @@
 
 import unittest
 import numpy as np
-from lava.proc.s4d.process import SigmaS4dDelta, SigmaS4dDeltaLayer
+from lava.proc.s4d.process import SigmaS4dDelta, SigmaS4dDeltaLayer, S4d
+
+
+class TestS4dProcess(unittest.TestCase):
+    """Tests for S4d Class"""
+
+    def test_init(self) -> None:
+        """Tests instantiation of S4d"""
+        shape = 10
+        s4_exp = 12
+        a = np.ones(shape) * 0.5
+        b = np.ones(shape) * 0.8
+        c = np.ones(shape) * 0.9
+        s4d = S4d(shape=(shape,),
+                  s4_exp=s4_exp,
+                  a=a,
+                  b=b,
+                  c=c)
+
+        self.assertEqual(s4d.shape, (shape,))
+        self.assertEqual(s4d.s4_exp.init, s4_exp)
+        np.testing.assert_array_equal(s4d.a.init, a)
+        np.testing.assert_array_equal(s4d.b.init, b)
+        np.testing.assert_array_equal(s4d.c.init, c)
+        self.assertEqual(s4d.s4_state.init, 0)
 
 
 class TestSigmaS4dDeltaProcess(unittest.TestCase):
@@ -37,7 +61,7 @@ def test_init(self) -> None:
         self.assertEqual(sigma_s4_delta.state_exp.init, state_exp)
         self.assertEqual(sigma_s4_delta.s4_state.init, 0)
 
-        # default sigmadelta params - inherited from SigmaDelta class
+        # default sigma-delta params - inherited from SigmaDelta class
         self.assertEqual(sigma_s4_delta.cum_error.init, False)
         self.assertEqual(sigma_s4_delta.spike_exp.init, 0)
         self.assertEqual(sigma_s4_delta.bias.init, 0)
diff --git a/tests/lava/proc/s4d/utils.py b/tests/lava/proc/s4d/utils.py
index 3afd48b2e..2debe72c2 100644
--- a/tests/lava/proc/s4d/utils.py
+++ b/tests/lava/proc/s4d/utils.py
@@ -4,19 +4,127 @@
 
 import os
 import numpy as np
-from typing import Tuple
+from typing import List, Tuple
 
 
-def get_coefficients() -> [np.ndarray, np.ndarray, np.ndarray]:
+def get_coefficients(
+        is_real: bool = True) -> [np.ndarray, np.ndarray, np.ndarray]:
     curr_dir = os.path.dirname(os.path.realpath(__file__))
 
-    # Initialize A, B and C with values trained on efficientnet features.
-    s4d_A = np.load(curr_dir + "/s4d_A.dat.npy").flatten()
-    s4d_B = np.load(curr_dir + "/s4d_B.dat.npy").flatten()
-    s4d_C = np.load(curr_dir + "/s4d_C.dat.npy").flatten().flatten()
+    # Initialize A, B and C with values
+    if is_real:
+        s4d_A = np.load(curr_dir + "/s4d_A.dat.npy").flatten()
+        s4d_B = np.load(curr_dir + "/s4d_B.dat.npy").flatten()
+        s4d_C = np.load(curr_dir + "/s4d_C.dat.npy").flatten().flatten()
+    else:
+        s4d_A = np.load(curr_dir + "/dA_complex.npy").flatten()
+        s4d_B = np.load(curr_dir + "/dB_complex.npy").flatten()
+        s4d_C = np.load(curr_dir + "/dC_complex.npy").flatten().flatten()
+
     return s4d_A, s4d_B, s4d_C
 
 
+def run_bit_acc_model(
+        inp: np.ndarray,
+        num_steps: int,
+        model_dim: int,
+        d_states: int,
+        a: np.ndarray,
+        b: np.ndarray,
+        c: np.ndarray,
+        s4d_exp: int,
+        is_real: bool) -> Tuple[np.ndarray]:
+    """
+    Run original S4d model in fixed precision.
+
+    This function simulates the behavior of a linear time-invariant system
+    with diagonalized state-space representation. (S4D)
+    The state-space equations are given by:
+    s4_state_{k+1} = A * s4_state_k + B * input_k
+    out_k = C * s4_state_k
+
+    where:
+    - s4_state_k is the state vector at time step k,
+    - input_k is the input vector at time step k,
+    - out_k is the output vector at time step k,
+    - A is the diagonal state matrix,
+    - B is the diagonal input matrix,
+    - C is the diagonal output matrix.
+
+    The function computes the next output step of the
+    system for the given input signal.
+
+    The function computes the output of the system for the given input signal
+    over num_steps time steps.
+
+    Parameters
+    ----------
+    inp: np.ndarray
+        Input signal to the model.
+    num_steps: int
+        Number of time steps to simulate the model.
+    model_dim: int
+        Dimensionality of the model.
+    d_states: int
+        Number of model states.
+    a: np.ndarray
+        Diagonal elements of the state matrix of the S4D model.
+    b: np.ndarray
+        Diagonal elements of the input matrix of the S4D model.
+    c: np.ndarray
+        Diagonal elements of the output matrix of the S4D model.
+    s4d_exp: int
+        Bit precision of a, b, c and the s4_state.
+    is_real: bool
+        Whether a, b, c and the s4_state are complex or real valued.
+
+    Returns
+    -------
+    Tuple[np.ndarray]
+        Tuple containing the output of the fixed precision model simulation.
+    """
+
+    a = a[:model_dim * d_states]
+    b = b[:model_dim * d_states]
+    c = c[:model_dim * d_states]
+    out = np.zeros((model_dim * d_states, num_steps))
+    expansion_weights = np.kron(np.eye(model_dim), np.ones(d_states))
+    expanded_inp = np.matmul(expansion_weights.T, inp)
+
+    if is_real:
+        a = (a * 2**s4d_exp).astype(int)
+        b = (b * 2**s4d_exp).astype(int)
+        c = (c * 2**s4d_exp).astype(int)
+        s4_state = np.zeros((model_dim * d_states,)).flatten()
+        for idx, data_in in enumerate(expanded_inp.T):
+            s4_state = (s4_state * a * 2**-s4d_exp).astype(int)
+            + (data_in * b * 2**-s4d_exp).astype(int)
+            out[:, idx] = (c * s4_state * 2**-s4d_exp).astype(int) * 2
+    else:
+        s4_state_real = np.zeros((1, model_dim * d_states)).astype(int)
+        s4_state_imag = np.zeros((1, model_dim * d_states)).astype(int)
+        a_imag = (a.imag * 2**s4d_exp).astype(int)
+        a_real = (a.real * 2**s4d_exp).astype(int)
+        b_imag = (b.imag * 2**s4d_exp).astype(int)
+        b_real = (b.real * 2**s4d_exp).astype(int)
+        c_real = (c.real * 2**s4d_exp).astype(int)
+        c_imag = (c.imag * 2**s4d_exp).astype(int)
+
+        for idx, data_in in enumerate(expanded_inp.T):
+            s4_state_real_copy = np.copy(s4_state_real)
+            s4_state_imag_copy = np.copy(s4_state_imag)
+            s4_state_real = (s4_state_real * a_real * 2**-s4d_exp).astype(int)
+            - (s4_state_imag_copy * a_imag * 2**-s4d_exp).astype(int)
+            + (data_in * b_real * 2**-s4d_exp).astype(int)
+            s4_state_imag = ((s4_state_imag * a_real) * 2**-s4d_exp).astype(int)
+            + ((s4_state_real_copy * a_imag) * 2**-s4d_exp).astype(int)
+            + ((data_in * b_imag) * 2**-s4d_exp).astype(int)
+            out_val = ((c_real * s4_state_real) * 2**-s4d_exp).astype(int)
+            - ((c_imag * s4_state_imag) * 2**-s4d_exp).astype(int)
+            out[:, idx] = 2 * out_val
+    return out
+
+
 def run_original_model(
         inp: np.ndarray,
         num_steps: int,
@@ -24,9 +132,10 @@ def run_original_model(
         d_states: int,
         a: np.ndarray,
         b: np.ndarray,
-        c: np.ndarray) -> Tuple[np.ndarray]:
+        c: np.ndarray,
+        perform_reduction: bool = True) -> Tuple[np.ndarray]:
     """
-    Run original S4d model.
+    Run original S4d model in full precision.
 
     This function simulates the behavior of a linear time-invariant system
     with diagonalized state-space representation. (S4D)
@@ -50,7 +159,7 @@ def run_original_model(
 
     Parameters
     ----------
-    input: np.ndarray
+    inp: np.ndarray
         Input signal to the model.
     num_steps: int
         Number of time steps to simulate the model.
@@ -79,9 +188,10 @@ def run_original_model(
     out = np.zeros((model_dim * d_states, num_steps))
     s4_state = np.zeros((model_dim * d_states,)).flatten()
 
-    for idx, inp in enumerate(expanded_inp.T):
-        s4_state = np.multiply(s4_state, a) + np.multiply(inp, b)
-        out[:, idx] = np.multiply(c, s4_state) * 2
+    for idx, data_in in enumerate(expanded_inp.T):
+        s4_state = s4_state * a + data_in * b
+        out[:, idx] = np.real(c * s4_state * 2)
 
-    out = np.matmul(expansion_weights, out)
+    if perform_reduction:
+        out = np.matmul(expansion_weights, out)
     return out

From 4f7431f540cbb53e12eeb8aee8d17bd387400edf Mon Sep 17 00:00:00 2001
From: smm-ncl <145007783+smm-ncl@users.noreply.github.com>
Date: Fri, 19 Jul 2024 14:00:05 +0200
Subject: [PATCH 02/10] consider precision of input signal, need to merge lava
 first (#870)

---
 src/lava/proc/s4d/models.py         |   1 +
 src/lava/proc/s4d/process.py        |  13 +++-
 tests/lava/proc/s4d/test_process.py |   3 +
 tests/lava/proc/s4d/utils.py        | 101 ----------------------------
 4 files changed, 14 insertions(+), 104 deletions(-)

diff --git a/src/lava/proc/s4d/models.py b/src/lava/proc/s4d/models.py
index 73241b29a..520f445f1 100644
--- a/src/lava/proc/s4d/models.py
+++ b/src/lava/proc/s4d/models.py
@@ -23,6 +23,7 @@ class S4dModel(PyLoihiProcessModel):
     a_in = LavaPyType(PyInPort.VEC_DENSE, float)
     s_out = LavaPyType(PyOutPort.VEC_DENSE, float)
     s4_exp: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=3)
+    inp_exp: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=3)
 
     # S4 variables
     s4_state: np.ndarray = LavaPyType(np.ndarray, complex)
diff --git a/src/lava/proc/s4d/process.py b/src/lava/proc/s4d/process.py
index 18ddc1d43..a99d3e431 100644
--- a/src/lava/proc/s4d/process.py
+++ b/src/lava/proc/s4d/process.py
@@ -18,7 +18,8 @@ def __init__(
             b: float,
             c: float,
             s4_state: ty.Optional[int] = 0,
-            s4_exp: ty.Optional[int] = 0) -> None:
+            s4_exp: ty.Optional[int] = 0,
+            inp_exp: ty.Optional[int] = 0) -> None:
         """
         Neuron process that implements S4D (described by
         Gu et al., 2022) dynamics.
@@ -55,6 +56,10 @@ def __init__(
             Scaling exponent with base 2 for the S4 state variables.
             Note: This should only be used for nc models.
             Default is 0.
+        inp_exp: int
+            Bit precision of the input signal.
+            Note: This should only be used for nc models.
+            Default is 0.
         """
 
         super().__init__(shape=shape,
@@ -62,7 +67,8 @@ def __init__(
                          b=b,
                          c=c,
                          s4_state=s4_state,
-                         s4_exp=s4_exp)
+                         s4_exp=s4_exp,
+                         inp_exp=inp_exp)
         # Ports
         self.a_in = InPort(shape=shape)
         self.s_out = OutPort(shape=shape)
@@ -71,8 +77,9 @@ def __init__(
         self.a = Var(shape=shape, init=a)
         self.b = Var(shape=shape, init=b)
         self.c = Var(shape=shape, init=c)
-        self.s4_state = Var(shape=shape, init=0)
+        self.s4_state = Var(shape=shape, init=s4_state)
         self.s4_exp = Var(shape=(1,), init=s4_exp)
+        self.inp_exp = Var(shape=(1,), init=inp_exp)
 
     @property
     def shape(self) -> ty.Tuple[int, ...]:
diff --git a/tests/lava/proc/s4d/test_process.py b/tests/lava/proc/s4d/test_process.py
index 1c33b2357..cd6b5f2d3 100644
--- a/tests/lava/proc/s4d/test_process.py
+++ b/tests/lava/proc/s4d/test_process.py
@@ -14,17 +14,20 @@ def test_init(self) -> None:
         """Tests instantiation of S4d"""
         shape = 10
         s4_exp = 12
+        inp_exp = 8
         a = np.ones(shape) * 0.5
         b = np.ones(shape) * 0.8
         c = np.ones(shape) * 0.9
         s4d = S4d(shape=(shape,),
                   s4_exp=s4_exp,
+                  inp_exp=inp_exp,
                   a=a,
                   b=b,
                   c=c)
 
         self.assertEqual(s4d.shape, (shape,))
         self.assertEqual(s4d.s4_exp.init, s4_exp)
+        self.assertEqual(s4d.inp_exp.init, inp_exp)
         np.testing.assert_array_equal(s4d.a.init, a)
         np.testing.assert_array_equal(s4d.b.init, b)
         np.testing.assert_array_equal(s4d.c.init, c)
diff --git a/tests/lava/proc/s4d/utils.py b/tests/lava/proc/s4d/utils.py
index 2debe72c2..a323da338 100644
--- a/tests/lava/proc/s4d/utils.py
+++ b/tests/lava/proc/s4d/utils.py
@@ -24,107 +24,6 @@ def get_coefficients(
     return s4d_A, s4d_B, s4d_C
 
 
-def run_bit_acc_model(
-        inp: np.ndarray,
-        num_steps: int,
-        model_dim: int,
-        d_states: int,
-        a: np.ndarray,
-        b: np.ndarray,
-        c: np.ndarray,
-        s4d_exp: int,
-        is_real: bool) -> Tuple[np.ndarray]:
-    """
-    Run original S4d model in fixed precision.
-
-    This function simulates the behavior of a linear time-invariant system
-    with diagonalized state-space representation. (S4D)
-    The state-space equations are given by:
-    s4_state_{k+1} = A * s4_state_k + B * input_k
-    out_k = C * s4_state_k
-
-    where:
-    - s4_state_k is the state vector at time step k,
-    - input_k is the input vector at time step k,
-    - out_k is the output vector at time step k,
-    - A is the diagonal state matrix,
-    - B is the diagonal input matrix,
-    - C is the diagonal output matrix.
-
-    The function computes the next output step of the
-    system for the given input signal.
-
-    The function computes the output of the system for the given input signal
-    over num_steps time steps.
-
-    Parameters
-    ----------
-    inp: np.ndarray
-        Input signal to the model.
-    num_steps: int
-        Number of time steps to simulate the model.
-    model_dim: int
-        Dimensionality of the model.
-    d_states: int
-        Number of model states.
-    a: np.ndarray
-        Diagonal elements of the state matrix of the S4D model.
-    b: np.ndarray
-        Diagonal elements of the input matrix of the S4D model.
-    c: np.ndarray
-        Diagonal elements of the output matrix of the S4D model.
-    s4d_exp: int
-        Bit precision of a, b, c and the s4_state.
-    is_real: bool
-        Whether a, b, c and the s4_state are complex or real valued.
-
-    Returns
-    -------
-    Tuple[np.ndarray]
-        Tuple containing the output of the fixed precision model simulation.
-    """
-
-    a = a[:model_dim * d_states]
-    b = b[:model_dim * d_states]
-    c = c[:model_dim * d_states]
-    out = np.zeros((model_dim * d_states, num_steps))
-    expansion_weights = np.kron(np.eye(model_dim), np.ones(d_states))
-    expanded_inp = np.matmul(expansion_weights.T, inp)
-
-    if is_real:
-        a = (a * 2**s4d_exp).astype(int)
-        b = (b * 2**s4d_exp).astype(int)
-        c = (c * 2**s4d_exp).astype(int)
-        s4_state = np.zeros((model_dim * d_states,)).flatten()
-        for idx, data_in in enumerate(expanded_inp.T):
-            s4_state = (s4_state * a * 2**-s4d_exp).astype(int)
-            + (data_in * b * 2**-s4d_exp).astype(int)
-            out[:, idx] = (c * s4_state * 2**-s4d_exp).astype(int) * 2
-    else:
-        s4_state_real = np.zeros((1, model_dim * d_states)).astype(int)
-        s4_state_imag = np.zeros((1, model_dim * d_states)).astype(int)
-        a_imag = (a.imag * 2**s4d_exp).astype(int)
-        a_real = (a.real * 2**s4d_exp).astype(int)
-        b_imag = (b.imag * 2**s4d_exp).astype(int)
-        b_real = (b.real * 2**s4d_exp).astype(int)
-        c_real = (c.real * 2**s4d_exp).astype(int)
-        c_imag = (c.imag * 2**s4d_exp).astype(int)
-
-        for idx, data_in in enumerate(expanded_inp.T):
-            s4_state_real_copy = np.copy(s4_state_real)
-            s4_state_imag_copy = np.copy(s4_state_imag)
-            s4_state_real = (s4_state_real * a_real * 2**-s4d_exp).astype(int)
-            - (s4_state_imag_copy * a_imag * 2**-s4d_exp).astype(int)
-            + (data_in * b_real * 2**-s4d_exp).astype(int)
-            s4_state_imag = ((s4_state_imag * a_real) * 2**-s4d_exp).astype(int)
-            + ((s4_state_real_copy * a_imag) * 2**-s4d_exp).astype(int)
-            + ((data_in * b_imag) * 2**-s4d_exp).astype(int)
-            out_val = ((c_real * s4_state_real) * 2**-s4d_exp).astype(int)
-            - ((c_imag * s4_state_imag) * 2**-s4d_exp).astype(int)
-            out[:, idx] = 2 * out_val
-    return out
-
-
 def run_original_model(
         inp: np.ndarray,
         num_steps: int,

From dd9854f91914d1ff457d10f284ebce3c2bc393a5 Mon Sep 17 00:00:00 2001
From: Philipp Plank <philipp.plank@intel.com>
Date: Tue, 23 Jul 2024 04:15:09 -0700
Subject: [PATCH 03/10] security updates

---
 poetry.lock | 1291 +++++++++++++++++++++++++--------------------------
 1 file changed, 642 insertions(+), 649 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 29293164f..780cee9ea 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -35,13 +35,13 @@ files = [
 
 [[package]]
 name = "asteval"
-version = "0.9.32"
+version = "0.9.33"
 description = "Safe, minimalistic evaluator of python expression using ast module"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "asteval-0.9.32-py3-none-any.whl", hash = "sha256:4d0da45a15f15eeb88bb53cf4c352591ccb00f00f81f74649fd7084519adc3fe"},
-    {file = "asteval-0.9.32.tar.gz", hash = "sha256:3bef25a973d378fda21c83a38c6292c4d0d94773f49f42073e69dbb19932bb74"},
+    {file = "asteval-0.9.33-py3-none-any.whl", hash = "sha256:aae3a0308575a545c8cecc43a6632219e6a90963a56380c74632cf54311e43bf"},
+    {file = "asteval-0.9.33.tar.gz", hash = "sha256:94981701f4d252c88aa5e821121b1aabef73a003da138fc6405169c9e675d24d"},
 ]
 
 [package.extras]
@@ -104,13 +104,13 @@ toml = "*"
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
-    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
 ]
 
 [package.dependencies]
@@ -193,26 +193,27 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "build"
-version = "1.1.1"
+version = "1.2.1"
 description = "A simple, correct Python build frontend"
 optional = false
-python-versions = ">= 3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "build-1.1.1-py3-none-any.whl", hash = "sha256:8ed0851ee76e6e38adce47e4bee3b51c771d86c64cf578d0c2245567ee200e73"},
-    {file = "build-1.1.1.tar.gz", hash = "sha256:8eea65bb45b1aac2e734ba2cc8dad3a6d97d97901a395bd0ed3e7b46953d2a31"},
+    {file = "build-1.2.1-py3-none-any.whl", hash = "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"},
+    {file = "build-1.2.1.tar.gz", hash = "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d"},
 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "os_name == \"nt\""}
 importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""}
-packaging = ">=19.0"
+packaging = ">=19.1"
 pyproject_hooks = "*"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
-typing = ["importlib-metadata (>=5.1)", "mypy (>=1.5.0,<1.6.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
+typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+uv = ["uv (>=0.1.18)"]
 virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
@@ -238,13 +239,13 @@ redis = ["redis (>=2.10.5)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -602,43 +603,38 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "42.0.5"
+version = "43.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-42.0.5-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:a30596bae9403a342c978fb47d9b0ee277699fa53bbafad14706af51fe543d16"},
-    {file = "cryptography-42.0.5-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:b7ffe927ee6531c78f81aa17e684e2ff617daeba7f189f911065b2ea2d526dec"},
-    {file = "cryptography-42.0.5-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2424ff4c4ac7f6b8177b53c17ed5d8fa74ae5955656867f5a8affaca36a27abb"},
-    {file = "cryptography-42.0.5-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:329906dcc7b20ff3cad13c069a78124ed8247adcac44b10bea1130e36caae0b4"},
-    {file = "cryptography-42.0.5-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:b03c2ae5d2f0fc05f9a2c0c997e1bc18c8229f392234e8a0194f202169ccd278"},
-    {file = "cryptography-42.0.5-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:f8837fe1d6ac4a8052a9a8ddab256bc006242696f03368a4009be7ee3075cdb7"},
-    {file = "cryptography-42.0.5-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:0270572b8bd2c833c3981724b8ee9747b3ec96f699a9665470018594301439ee"},
-    {file = "cryptography-42.0.5-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:b8cac287fafc4ad485b8a9b67d0ee80c66bf3574f655d3b97ef2e1082360faf1"},
-    {file = "cryptography-42.0.5-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:16a48c23a62a2f4a285699dba2e4ff2d1cff3115b9df052cdd976a18856d8e3d"},
-    {file = "cryptography-42.0.5-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2bce03af1ce5a5567ab89bd90d11e7bbdff56b8af3acbbec1faded8f44cb06da"},
-    {file = "cryptography-42.0.5-cp37-abi3-win32.whl", hash = "sha256:b6cd2203306b63e41acdf39aa93b86fb566049aeb6dc489b70e34bcd07adca74"},
-    {file = "cryptography-42.0.5-cp37-abi3-win_amd64.whl", hash = "sha256:98d8dc6d012b82287f2c3d26ce1d2dd130ec200c8679b6213b3c73c08b2b7940"},
-    {file = "cryptography-42.0.5-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:5e6275c09d2badf57aea3afa80d975444f4be8d3bc58f7f80d2a484c6f9485c8"},
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 [package.dependencies]
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 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
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 test-randomorder = ["pytest-randomly"]
 
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 [[package]]
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-version = "1.2.0"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
@@ -894,13 +890,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
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 [package.extras]
@@ -908,18 +904,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
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 description = "A platform independent file lock."
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 python-versions = ">=3.8"
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 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -992,17 +988,17 @@ test = ["coverage", "coveralls", "mock", "pytest", "pytest-cov"]
 
 [[package]]
 name = "flake8-comprehensions"
-version = "3.14.0"
+version = "3.15.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-flake8 = ">=3.0,<3.2.0 || >3.2.0"
+flake8 = ">=3,<3.2 || >3.2"
 
 [[package]]
 name = "flake8-docstrings"
@@ -1144,53 +1140,53 @@ docs = ["alabaster", "myst-parser (>=0.18.0,<0.19.0)", "pygments-github-lexers",
 
 [[package]]
 name = "fonttools"
-version = "4.50.0"
+version = "4.53.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -1223,20 +1219,21 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.42"
+version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
-test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar"]
+doc = ["sphinx (==4.3.2)", "sphinx-autodoc-typehints", "sphinx-rtd-theme", "sphinxcontrib-applehelp (>=1.0.2,<=1.0.4)", "sphinxcontrib-devhelp (==1.0.2)", "sphinxcontrib-htmlhelp (>=2.0.0,<=2.0.1)", "sphinxcontrib-qthelp (==1.0.3)", "sphinxcontrib-serializinghtml (==1.1.5)"]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions"]
 
 [[package]]
 name = "idna"
@@ -1262,22 +1259,22 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "8.0.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
+    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "importlib-resources"
@@ -1321,13 +1318,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.3"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.3-py3-none-any.whl", hash = "sha256:5aa086a4175b0229d4eca211e181fb473ea78ffd9869af36ba7694c947302a21"},
-    {file = "ipykernel-6.29.3.tar.gz", hash = "sha256:e14c250d1f9ea3989490225cc1a542781b095a18a19447fcf2b5eaf7d0ac5bd2"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -1407,20 +1404,20 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jaraco-classes"
-version = "3.3.1"
+version = "3.4.0"
 description = "Utility functions for Python class constructs"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.classes-3.3.1-py3-none-any.whl", hash = "sha256:86b534de565381f6b3c1c830d13f931d7be1a75f0081c57dff615578676e2206"},
-    {file = "jaraco.classes-3.3.1.tar.gz", hash = "sha256:cb28a5ebda8bc47d8c8015307d93163464f9f2b91ab4006e09ff0ce07e8bfb30"},
+    {file = "jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790"},
+    {file = "jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd"},
 ]
 
 [package.dependencies]
 more-itertools = "*"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
@@ -1476,24 +1473,24 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.3.2"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"},
-    {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
+    {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
+    {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -1506,7 +1503,7 @@ rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -1525,13 +1522,13 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.1"
+version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
-    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
+    {file = "jupyter_client-8.6.2-py3-none-any.whl", hash = "sha256:50cbc5c66fd1b8f65ecb66bc490ab73217993632809b6e505687de18e9dea39f"},
+    {file = "jupyter_client-8.6.2.tar.gz", hash = "sha256:2bda14d55ee5ba58552a8c53ae43d215ad9868853489213f37da060ced54d8df"},
 ]
 
 [package.dependencies]
@@ -1544,7 +1541,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -1864,13 +1861,13 @@ python-dateutil = ">=2.7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.6"
+version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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-    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
+    {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
+    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
 ]
 
 [package.dependencies]
@@ -1900,13 +1897,13 @@ files = [
 
 [[package]]
 name = "more-itertools"
-version = "10.2.0"
+version = "10.3.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "more-itertools-10.2.0.tar.gz", hash = "sha256:8fccb480c43d3e99a00087634c06dd02b0d50fbf088b380de5a41a015ec239e1"},
-    {file = "more_itertools-10.2.0-py3-none-any.whl", hash = "sha256:686b06abe565edfab151cb8fd385a05651e1fdf8f0a14191e4439283421f8684"},
+    {file = "more-itertools-10.3.0.tar.gz", hash = "sha256:e5d93ef411224fbcef366a6e8ddc4c5781bc6359d43412a65dd5964e46111463"},
+    {file = "more_itertools-10.3.0-py3-none-any.whl", hash = "sha256:ea6a02e24a9161e51faad17a8782b92a0df82c12c1c8886fec7f0c3fa1a1b320"},
 ]
 
 [[package]]
@@ -2036,19 +2033,19 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.10.3"
+version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "nbformat-5.10.3.tar.gz", hash = "sha256:60ed5e910ef7c6264b87d644f276b1b49e24011930deef54605188ddeb211685"},
+    {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
+    {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
 ]
 
 [package.dependencies]
-fastjsonschema = "*"
+fastjsonschema = ">=2.15"
 jsonschema = ">=2.6"
-jupyter-core = "*"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -2123,13 +2120,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "24.0"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
 ]
 
 [[package]]
@@ -2192,18 +2189,18 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 files = [
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-    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
+    {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
+    {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
 ]
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pbr"
@@ -2258,84 +2255,95 @@ files = [
 
 [[package]]
 name = "pillow"
-version = "10.3.0"
+version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
 files = [
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+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
@@ -2344,13 +2352,13 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pkginfo"
-version = "1.10.0"
+version = "1.11.1"
 description = "Query metadata from sdists / bdists / installed packages."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2369,28 +2377,29 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2399,13 +2408,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poetry"
-version = "1.8.2"
+version = "1.8.3"
 description = "Python dependency management and packaging made easy."
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2420,7 +2429,7 @@ installer = ">=0.7.0,<0.8.0"
 keyring = ">=24.0.0,<25.0.0"
 packaging = ">=23.1"
 pexpect = ">=4.7.0,<5.0.0"
-pkginfo = ">=1.9.4,<2.0.0"
+pkginfo = ">=1.10,<2.0"
 platformdirs = ">=3.0.0,<5"
 poetry-core = "1.9.0"
 poetry-plugin-export = ">=1.6.0,<2.0.0"
@@ -2447,28 +2456,28 @@ files = [
 
 [[package]]
 name = "poetry-plugin-export"
-version = "1.7.1"
+version = "1.8.0"
 description = "Poetry plugin to export the dependencies to various formats"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
-poetry = ">=1.8.0,<2.0.0"
-poetry-core = ">=1.7.0,<2.0.0"
+poetry = ">=1.8.0,<3.0.0"
+poetry-core = ">=1.7.0,<3.0.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2476,27 +2485,28 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.8"
+version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
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+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ba0ed0dc6763d8bd6e5de5cf0d746d28e706a10b615ea382ac0ab17bb7388633"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:474bc83233abdcf2124ed3f66230a1c8435896046caa4b0b5ab6013c640803cc"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:329c719d31362355a96b435f4653e3b4b061fcc9eba9f91dd40804ca637d914e"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:ef9101f3f7b59043a34f1dccbb385ca760467590951952d6701df0da9893ca0c"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:0121803b0f424ee2109d6e1f27db45b166ebaa4b32ff47d6aa225642636cd834"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:8344127403dea42f5970adccf6c5957a71a47f522171fafaf4c6ddb41b61703a"},
+    {file = "rpds_py-0.19.0-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:443cec402ddd650bb2b885113e1dcedb22b1175c6be223b14246a714b61cd521"},
+    {file = "rpds_py-0.19.0.tar.gz", hash = "sha256:4fdc9afadbeb393b4bbbad75481e0ea78e4469f2e1d713a90811700830b553a9"},
 ]
 
 [[package]]
@@ -3511,24 +3504,24 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
 [[package]]
 name = "threadpoolctl"
-version = "3.4.0"
+version = "3.5.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "threadpoolctl-3.4.0-py3-none-any.whl", hash = "sha256:8f4c689a65b23e5ed825c8436a92b818aac005e0f3715f6a1664d7c7ee29d262"},
-    {file = "threadpoolctl-3.4.0.tar.gz", hash = "sha256:f11b491a03661d6dd7ef692dd422ab34185d982466c49c8f98c8f716b5c93196"},
+    {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
+    {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
 ]
 
 [[package]]
 name = "tinycss2"
-version = "1.2.1"
+version = "1.3.0"
 description = "A tiny CSS parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tinycss2-1.2.1-py3-none-any.whl", hash = "sha256:2b80a96d41e7c3914b8cda8bc7f705a4d9c49275616e886103dd839dfc847847"},
-    {file = "tinycss2-1.2.1.tar.gz", hash = "sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627"},
+    {file = "tinycss2-1.3.0-py3-none-any.whl", hash = "sha256:54a8dbdffb334d536851be0226030e9505965bb2f30f21a4a82c55fb2a80fae7"},
+    {file = "tinycss2-1.3.0.tar.gz", hash = "sha256:152f9acabd296a8375fbca5b84c961ff95971fcfc32e79550c8df8e29118c54d"},
 ]
 
 [package.dependencies]
@@ -3536,7 +3529,7 @@ webencodings = ">=0.4"
 
 [package.extras]
 doc = ["sphinx", "sphinx_rtd_theme"]
-test = ["flake8", "isort", "pytest"]
+test = ["pytest", "ruff"]
 
 [[package]]
 name = "toml"
@@ -3562,13 +3555,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.4"
+version = "0.13.0"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tomlkit-0.12.4-py3-none-any.whl", hash = "sha256:5cd82d48a3dd89dee1f9d64420aa20ae65cfbd00668d6f094d7578a78efbb77b"},
-    {file = "tomlkit-0.12.4.tar.gz", hash = "sha256:7ca1cfc12232806517a8515047ba66a19369e71edf2439d0f5824f91032b6cc3"},
+    {file = "tomlkit-0.13.0-py3-none-any.whl", hash = "sha256:7075d3042d03b80f603482d69bf0c8f345c2b30e41699fd8883227f89972b264"},
+    {file = "tomlkit-0.13.0.tar.gz", hash = "sha256:08ad192699734149f5b97b45f1f18dad7eb1b6d16bc72ad0c2335772650d7b72"},
 ]
 
 [[package]]
@@ -3607,39 +3600,39 @@ linecache2 = "*"
 
 [[package]]
 name = "traitlets"
-version = "5.14.2"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
-    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "trove-classifiers"
-version = "2024.3.25"
+version = "2024.7.2"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
 optional = false
 python-versions = "*"
 files = [
-    {file = "trove-classifiers-2024.3.25.tar.gz", hash = "sha256:6de68d06edd6fec5032162b6af22e818a4bb6f4ae2258e74699f8a41064b7cad"},
-    {file = "trove_classifiers-2024.3.25-py3-none-any.whl", hash = "sha256:c400e0bdceb018913339d53b07682d09a42aada687d070e90ee3c08477bec024"},
+    {file = "trove_classifiers-2024.7.2-py3-none-any.whl", hash = "sha256:ccc57a33717644df4daca018e7ec3ef57a835c48e96a1e71fc07eb7edac67af6"},
+    {file = "trove_classifiers-2024.7.2.tar.gz", hash = "sha256:8328f2ac2ce3fd773cbb37c765a0ed7a83f89dc564c7d452f039b69249d0ac35"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.10.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
-    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -3677,13 +3670,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.25.1"
+version = "20.26.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
-    {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
+    {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
+    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
 ]
 
 [package.dependencies]
@@ -3692,7 +3685,7 @@ filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
 
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
@@ -3792,18 +3785,18 @@ test = ["pytest"]
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"

From 1c0e8e062b73395d1a66eb4badb79de086f40f32 Mon Sep 17 00:00:00 2001
From: Philipp Plank <philipp.plank@intel.com>
Date: Tue, 23 Jul 2024 05:10:43 -0700
Subject: [PATCH 04/10] security udpates; minimum python version 3.9 now

---
 poetry.lock    | 740 ++++++++++++++++++++++++++++---------------------
 pyproject.toml |   4 +-
 2 files changed, 429 insertions(+), 315 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 780cee9ea..772b4025a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,20 +1,22 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.3.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
-version = "0.7.13"
-description = "A configurable sidebar-enabled Sphinx theme"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
+category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 files = [
-    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
-    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+    {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+    {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
 ]
 
 [[package]]
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -26,6 +28,7 @@ files = [
 name = "argparse"
 version = "1.4.0"
 description = "Python command-line parsing library"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -37,6 +40,7 @@ files = [
 name = "asteval"
 version = "0.9.33"
 description = "Safe, minimalistic evaluator of python expression using ast module"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -54,6 +58,7 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "asttokens"
 version = "2.4.1"
 description = "Annotate AST trees with source code positions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -72,6 +77,7 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -91,6 +97,7 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "autopep8"
 version = "1.6.0"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -106,6 +113,7 @@ toml = "*"
 name = "babel"
 version = "2.15.0"
 description = "Internationalization utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -113,27 +121,14 @@ files = [
     {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
 ]
 
-[package.dependencies]
-pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
-
 [[package]]
 name = "bandit"
 version = "1.7.4"
 description = "Security oriented static analyser for python code."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -156,6 +151,7 @@ yaml = ["PyYAML"]
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
+category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -177,6 +173,7 @@ lxml = ["lxml"]
 name = "bleach"
 version = "6.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -195,6 +192,7 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 name = "build"
 version = "1.2.1"
 description = "A simple, correct Python build frontend"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -220,6 +218,7 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 name = "cachecontrol"
 version = "0.14.0"
 description = "httplib2 caching for requests"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -241,6 +240,7 @@ redis = ["redis (>=2.10.5)"]
 name = "certifi"
 version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -252,6 +252,7 @@ files = [
 name = "cffi"
 version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -316,6 +317,7 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -415,6 +417,7 @@ files = [
 name = "cleo"
 version = "2.1.0"
 description = "Cleo allows you to create beautiful and testable command-line interfaces."
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -430,6 +433,7 @@ rapidfuzz = ">=3.0.0,<4.0.0"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -441,6 +445,7 @@ files = [
 name = "comm"
 version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -456,79 +461,73 @@ test = ["pytest"]
 
 [[package]]
 name = "contourpy"
-version = "1.1.1"
+version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "contourpy-1.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:46e24f5412c948d81736509377e255f6040e94216bf1a9b5ea1eaa9d29f6ec1b"},
-    {file = "contourpy-1.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0e48694d6a9c5a26ee85b10130c77a011a4fedf50a7279fa0bdaf44bafb4299d"},
-    {file = "contourpy-1.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a66045af6cf00e19d02191ab578a50cb93b2028c3eefed999793698e9ea768ae"},
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+[package.dependencies]
+numpy = ">=1.20"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.4.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
-test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
 version = "6.5.0"
 description = "Code coverage measurement for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -594,6 +593,7 @@ toml = ["tomli"]
 name = "crashtest"
 version = "0.4.1"
 description = "Manage Python errors with ease"
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -605,6 +605,7 @@ files = [
 name = "cryptography"
 version = "43.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -654,6 +655,7 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -669,6 +671,7 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 name = "darglint"
 version = "1.8.1"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
+category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -680,6 +683,7 @@ files = [
 name = "debugpy"
 version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -711,6 +715,7 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -722,6 +727,7 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -733,6 +739,7 @@ files = [
 name = "distlib"
 version = "0.3.8"
 description = "Distribution utilities"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -744,6 +751,7 @@ files = [
 name = "docutils"
 version = "0.17.1"
 description = "Docutils -- Python Documentation Utilities"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -755,6 +763,7 @@ files = [
 name = "dulwich"
 version = "0.21.7"
 description = "Python Git Library"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -842,6 +851,7 @@ pgp = ["gpg"]
 name = "entrypoints"
 version = "0.4"
 description = "Discover and load entry points from installed packages."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -853,6 +863,7 @@ files = [
 name = "eradicate"
 version = "2.3.0"
 description = "Removes commented-out code."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -864,6 +875,7 @@ files = [
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -878,6 +890,7 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -892,6 +905,7 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 name = "fastjsonschema"
 version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -906,6 +920,7 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.15.4"
 description = "A platform independent file lock."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -922,6 +937,7 @@ typing = ["typing-extensions (>=4.8)"]
 name = "flake8"
 version = "4.0.1"
 description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -938,6 +954,7 @@ pyflakes = ">=2.4.0,<2.5.0"
 name = "flake8-bandit"
 version = "3.0.0"
 description = "Automated security testing with bandit and flake8."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -955,6 +972,7 @@ pycodestyle = "*"
 name = "flake8-bugbear"
 version = "22.12.6"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -973,6 +991,7 @@ dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
 name = "flake8-builtins"
 version = "1.5.3"
 description = "Check for python builtins being used as variables or parameters."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -990,6 +1009,7 @@ test = ["coverage", "coveralls", "mock", "pytest", "pytest-cov"]
 name = "flake8-comprehensions"
 version = "3.15.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1004,6 +1024,7 @@ flake8 = ">=3,<3.2 || >3.2"
 name = "flake8-docstrings"
 version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1019,6 +1040,7 @@ pydocstyle = ">=2.1"
 name = "flake8-eradicate"
 version = "1.4.0"
 description = "Flake8 plugin to find commented out code"
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -1035,6 +1057,7 @@ flake8 = ">=3.5,<6"
 name = "flake8-isort"
 version = "4.2.0"
 description = "flake8 plugin that integrates isort ."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1053,6 +1076,7 @@ test = ["pytest-cov"]
 name = "flake8-mutable"
 version = "1.2.0"
 description = "mutable defaults flake8 extension"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1067,6 +1091,7 @@ flake8 = "*"
 name = "flake8-plugin-utils"
 version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
+category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -1078,6 +1103,7 @@ files = [
 name = "flake8-polyfill"
 version = "1.0.2"
 description = "Polyfill package for Flake8 plugins"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1092,6 +1118,7 @@ flake8 = "*"
 name = "flake8-pytest-style"
 version = "1.7.2"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
+category = "dev"
 optional = false
 python-versions = ">=3.7.2,<4.0.0"
 files = [
@@ -1106,6 +1133,7 @@ flake8-plugin-utils = ">=1.3.2,<2.0.0"
 name = "flake8-spellcheck"
 version = "0.25.0"
 description = "Spellcheck variables, comments and docstrings"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1120,6 +1148,7 @@ flake8 = ">3.0.0"
 name = "flakeheaven"
 version = "3.3.0"
 description = "FlakeHeaven is a [Flake8](https://gitlab.com/pycqa/flake8) wrapper to make it cool."
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -1142,6 +1171,7 @@ docs = ["alabaster", "myst-parser (>=0.18.0,<0.19.0)", "pygments-github-lexers",
 name = "fonttools"
 version = "4.53.1"
 description = "Tools to manipulate font files"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1207,6 +1237,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "gitdb"
 version = "4.0.11"
 description = "Git Object Database"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1221,6 +1252,7 @@ smmap = ">=3.0.1,<6"
 name = "gitpython"
 version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1239,6 +1271,7 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 name = "idna"
 version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1250,6 +1283,7 @@ files = [
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1261,6 +1295,7 @@ files = [
 name = "importlib-metadata"
 version = "8.0.0"
 description = "Read metadata from Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1280,6 +1315,7 @@ test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "p
 name = "importlib-resources"
 version = "6.4.0"
 description = "Read resources from Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1298,6 +1334,7 @@ testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "p
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1309,6 +1346,7 @@ files = [
 name = "installer"
 version = "0.7.0"
 description = "A library for installing Python wheels."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1320,6 +1358,7 @@ files = [
 name = "ipykernel"
 version = "6.29.5"
 description = "IPython Kernel for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1333,7 +1372,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1351,47 +1390,47 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
+category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "isort"
 version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1406,6 +1445,7 @@ colors = ["colorama (>=0.4.6)"]
 name = "jaraco-classes"
 version = "3.4.0"
 description = "Utility functions for Python class constructs"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1424,6 +1464,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-ena
 name = "jedi"
 version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1443,6 +1484,7 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jeepney"
 version = "0.8.0"
 description = "Low-level, pure Python DBus protocol wrapper."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1458,6 +1500,7 @@ trio = ["async_generator", "trio"]
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1475,6 +1518,7 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1486,6 +1530,7 @@ files = [
 name = "jsonschema"
 version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1495,9 +1540,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 jsonschema-specifications = ">=2023.03.6"
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 referencing = ">=0.28.4"
 rpds-py = ">=0.7.1"
 
@@ -1509,6 +1552,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jsonschema-specifications"
 version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1517,13 +1561,13 @@ files = [
 ]
 
 [package.dependencies]
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
 version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1533,7 +1577,7 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1547,6 +1591,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-core"
 version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1567,6 +1612,7 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 name = "jupyterlab-pygments"
 version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1578,6 +1624,7 @@ files = [
 name = "keyring"
 version = "24.3.1"
 description = "Store and access your passwords safely."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1587,7 +1634,6 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
-importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
 "jaraco.classes" = "*"
 jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
 pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
@@ -1602,6 +1648,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-ena
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1715,6 +1762,7 @@ files = [
 name = "linecache2"
 version = "1.0.0"
 description = "Backports of the linecache module"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1726,6 +1774,7 @@ files = [
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1793,58 +1842,41 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.7.5"
+version = "3.9.1"
 description = "Python plotting package"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "matplotlib-3.7.5-cp310-cp310-macosx_10_12_universal2.whl", hash = "sha256:4a87b69cb1cb20943010f63feb0b2901c17a3b435f75349fd9865713bfa63925"},
-    {file = "matplotlib-3.7.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:d3ce45010fefb028359accebb852ca0c21bd77ec0f281952831d235228f15810"},
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 ]
 
 [package.dependencies]
@@ -1852,17 +1884,21 @@ contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
-kiwisolver = ">=1.0.1"
-numpy = ">=1.20,<2"
+kiwisolver = ">=1.3.1"
+numpy = ">=1.23"
 packaging = ">=20.0"
-pillow = ">=6.2.0"
+pillow = ">=8"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
+[package.extras]
+dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
+
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1877,6 +1913,7 @@ traitlets = "*"
 name = "mccabe"
 version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1888,6 +1925,7 @@ files = [
 name = "mistune"
 version = "2.0.5"
 description = "A sane Markdown parser with useful plugins and renderers"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1899,6 +1937,7 @@ files = [
 name = "more-itertools"
 version = "10.3.0"
 description = "More routines for operating on iterables, beyond itertools"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1910,6 +1949,7 @@ files = [
 name = "msgpack"
 version = "1.0.8"
 description = "MessagePack serializer"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1975,6 +2015,7 @@ files = [
 name = "nbclient"
 version = "0.10.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1984,7 +2025,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -1997,6 +2038,7 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 name = "nbconvert"
 version = "7.2.10"
 description = "Converting Jupyter Notebooks"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2035,6 +2077,7 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.10.4"
 description = "The Jupyter Notebook format"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2045,7 +2088,7 @@ files = [
 [package.dependencies]
 fastjsonschema = ">=2.15"
 jsonschema = ">=2.6"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -2056,6 +2099,7 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2067,6 +2111,7 @@ files = [
 name = "networkx"
 version = "2.8.7"
 description = "Python package for creating and manipulating graphs and networks"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2083,45 +2128,55 @@ test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
 
 [[package]]
 name = "numpy"
-version = "1.24.4"
+version = "1.26.4"
 description = "Fundamental package for array computing in Python"
-optional = false
-python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "packaging"
 version = "24.1"
 description = "Core utilities for Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2133,6 +2188,7 @@ files = [
 name = "pandas"
 version = "1.5.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2180,6 +2236,7 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 name = "pandocfilters"
 version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2191,6 +2248,7 @@ files = [
 name = "parso"
 version = "0.8.4"
 description = "A Python Parser"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2206,6 +2264,7 @@ testing = ["docopt", "pytest"]
 name = "pbr"
 version = "6.0.0"
 description = "Python Build Reasonableness"
+category = "dev"
 optional = false
 python-versions = ">=2.6"
 files = [
@@ -2217,6 +2276,7 @@ files = [
 name = "pep8-naming"
 version = "0.12.1"
 description = "Check PEP-8 naming conventions, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2232,6 +2292,7 @@ flake8-polyfill = ">=1.0.2,<2"
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2242,21 +2303,11 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
-[[package]]
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-version = "0.7.5"
-description = "Tiny 'shelve'-like database with concurrency support"
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-
 [[package]]
 name = "pillow"
 version = "10.4.0"
 description = "Python Imaging Library (Fork)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2354,6 +2405,7 @@ xmp = ["defusedxml"]
 name = "pkginfo"
 version = "1.11.1"
 description = "Query metadata from sdists / bdists / installed packages."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2364,21 +2416,11 @@ files = [
 [package.extras]
 testing = ["pytest", "pytest-cov", "wheel"]
 
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-version = "1.3.10"
-description = "Resolve a name to an object."
-optional = false
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-
 [[package]]
 name = "platformdirs"
 version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2395,6 +2437,7 @@ type = ["mypy (>=1.8)"]
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2410,6 +2453,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "poetry"
 version = "1.8.3"
 description = "Python dependency management and packaging made easy."
+category = "dev"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
@@ -2447,6 +2491,7 @@ xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
 name = "poetry-core"
 version = "1.9.0"
 description = "Poetry PEP 517 Build Backend"
+category = "dev"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -2458,6 +2503,7 @@ files = [
 name = "poetry-plugin-export"
 version = "1.8.0"
 description = "Poetry plugin to export the dependencies to various formats"
+category = "dev"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
@@ -2473,6 +2519,7 @@ poetry-core = ">=1.7.0,<3.0.0"
 name = "prompt-toolkit"
 version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2487,6 +2534,7 @@ wcwidth = "*"
 name = "psutil"
 version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -2516,6 +2564,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2527,6 +2576,7 @@ files = [
 name = "pure-eval"
 version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2541,6 +2591,7 @@ tests = ["pytest"]
 name = "pycodestyle"
 version = "2.8.0"
 description = "Python style guide checker"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -2552,6 +2603,7 @@ files = [
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2563,6 +2615,7 @@ files = [
 name = "pydocstyle"
 version = "6.3.0"
 description = "Python docstring style checker"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2580,6 +2633,7 @@ toml = ["tomli (>=1.2.3)"]
 name = "pyflakes"
 version = "2.4.0"
 description = "passive checker of Python programs"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2591,6 +2645,7 @@ files = [
 name = "pygments"
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2605,6 +2660,7 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyparsing"
 version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 files = [
@@ -2619,6 +2675,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyproject-hooks"
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 description = "Wrappers to call pyproject.toml-based build backend hooks."
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 python-versions = ">=3.7"
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 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
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 python-versions = ">=3.7"
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@@ -2652,6 +2710,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
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 version = "3.0.0"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
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@@ -2670,6 +2729,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
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+category = "dev"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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@@ -2684,6 +2744,7 @@ six = ">=1.5"
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 version = "2024.1"
 description = "World timezone definitions, modern and historical"
+category = "dev"
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 python-versions = "*"
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 version = "306"
 description = "Python for Window Extensions"
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 python-versions = "*"
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+category = "dev"
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 version = "26.0.3"
 description = "Python bindings for 0MQ"
+category = "dev"
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 python-versions = ">=3.7"
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 name = "rapidfuzz"
 version = "3.9.4"
 description = "rapid fuzzy string matching"
+category = "dev"
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 name = "referencing"
 version = "0.35.1"
 description = "JSON Referencing + Python"
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@@ -2998,6 +3065,7 @@ rpds-py = ">=0.7.0"
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
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 optional = false
 python-versions = ">=3.8"
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 description = "A utility belt for advanced users of python-requests"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 version = "0.19.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
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-
-[package.dependencies]
-numpy = ">=1.19.5,<1.27.0"
-
-[package.extras]
-dev = ["click", "doit (>=0.36.0)", "flake8", "mypy", "pycodestyle", "pydevtool", "rich-click", "typing_extensions"]
-doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
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+category = "main"
+optional = false
+python-versions = ">=3.9"
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+]
+
+[package.dependencies]
+numpy = ">=1.22.4,<2.3"
+
+[package.extras]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.12.0)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
+test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "secretstorage"
 version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3241,6 +3316,7 @@ jeepney = ">=0.6"
 name = "shellingham"
 version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3252,6 +3328,7 @@ files = [
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3263,6 +3340,7 @@ files = [
 name = "smmap"
 version = "5.0.1"
 description = "A pure Python implementation of a sliding window memory map manager"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3274,6 +3352,7 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3285,6 +3364,7 @@ files = [
 name = "soupsieve"
 version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3296,6 +3376,7 @@ files = [
 name = "sphinx"
 version = "4.5.0"
 description = "Python documentation generator"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3331,6 +3412,7 @@ test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 name = "sphinx-rtd-theme"
 version = "1.3.0"
 description = "Read the Docs theme for Sphinx"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3350,6 +3432,7 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 name = "sphinx-tabs"
 version = "3.4.5"
 description = "Tabbed views for Sphinx"
+category = "dev"
 optional = false
 python-versions = "~=3.7"
 files = [
@@ -3368,53 +3451,60 @@ testing = ["bs4", "coverage", "pygments", "pytest (>=7.1,<8)", "pytest-cov", "py
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.4"
+version = "1.0.8"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
+category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
-version = "1.0.2"
-description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
+version = "1.0.6"
+description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
+category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
 files = [
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+    {file = "sphinxcontrib_devhelp-1.0.6.tar.gz", hash = "sha256:9893fd3f90506bc4b97bdb977ceb8fbd823989f4316b28c3841ec128544372d3"},
 ]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "2.0.1"
+version = "2.0.6"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
+category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "sphinxcontrib-htmlhelp-2.0.1.tar.gz", hash = "sha256:0cbdd302815330058422b98a113195c9249825d681e18f11e8b1f78a2f11efff"},
-    {file = "sphinxcontrib_htmlhelp-2.0.1-py3-none-any.whl", hash = "sha256:c38cb46dccf316c79de6e5515e1770414b797162b23cd3d06e67020e1d2a6903"},
+    {file = "sphinxcontrib_htmlhelp-2.0.6-py3-none-any.whl", hash = "sha256:1b9af5a2671a61410a868fce050cab7ca393c218e6205cbc7f590136f207395c"},
+    {file = "sphinxcontrib_htmlhelp-2.0.6.tar.gz", hash = "sha256:c6597da06185f0e3b4dc952777a04200611ef563882e0c244d27a15ee22afa73"},
 ]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jquery"
 version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
+category = "dev"
 optional = false
 python-versions = ">=2.7"
 files = [
@@ -3429,6 +3519,7 @@ Sphinx = ">=1.8"
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3441,38 +3532,43 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
-version = "1.0.3"
-description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
+version = "1.0.8"
+description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
+category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
 files = [
-    {file = "sphinxcontrib-qthelp-1.0.3.tar.gz", hash = "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72"},
-    {file = "sphinxcontrib_qthelp-1.0.3-py2.py3-none-any.whl", hash = "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"},
+    {file = "sphinxcontrib_qthelp-1.0.8-py3-none-any.whl", hash = "sha256:323d6acc4189af76dfe94edd2a27d458902319b60fcca2aeef3b2180c106a75f"},
+    {file = "sphinxcontrib_qthelp-1.0.8.tar.gz", hash = "sha256:db3f8fa10789c7a8e76d173c23364bdf0ebcd9449969a9e6a3dd31b8b7469f03"},
 ]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
-test = ["pytest"]
+standalone = ["Sphinx (>=5)"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
-version = "1.1.5"
-description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
+version = "1.1.10"
+description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
+category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.9"
 files = [
-    {file = "sphinxcontrib-serializinghtml-1.1.5.tar.gz", hash = "sha256:aa5f6de5dfdf809ef505c4895e51ef5c9eac17d0f287933eb49ec495280b6952"},
-    {file = "sphinxcontrib_serializinghtml-1.1.5-py2.py3-none-any.whl", hash = "sha256:352a9a00ae864471d3a7ead8d7d79f5fc0b57e8b3f95e9867eb9eb28999b92fd"},
+    {file = "sphinxcontrib_serializinghtml-1.1.10-py3-none-any.whl", hash = "sha256:326369b8df80a7d2d8d7f99aa5ac577f51ea51556ed974e7716cfd4fca3f6cb7"},
+    {file = "sphinxcontrib_serializinghtml-1.1.10.tar.gz", hash = "sha256:93f3f5dc458b91b192fe10c397e324f262cf163d79f3282c158e8436a2c4511f"},
 ]
 
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "stack-data"
 version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3492,6 +3588,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "stevedore"
 version = "5.2.0"
 description = "Manage dynamic plugins for Python applications"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3506,6 +3603,7 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 name = "threadpoolctl"
 version = "3.5.0"
 description = "threadpoolctl"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3517,6 +3615,7 @@ files = [
 name = "tinycss2"
 version = "1.3.0"
 description = "A tiny CSS parser"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3535,6 +3634,7 @@ test = ["pytest", "ruff"]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
+category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3546,6 +3646,7 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3557,6 +3658,7 @@ files = [
 name = "tomlkit"
 version = "0.13.0"
 description = "Style preserving TOML library"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3568,6 +3670,7 @@ files = [
 name = "tornado"
 version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3588,6 +3691,7 @@ files = [
 name = "traceback2"
 version = "1.4.0"
 description = "Backports of the traceback module"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3602,6 +3706,7 @@ linecache2 = "*"
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3617,6 +3722,7 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 name = "trove-classifiers"
 version = "2024.7.2"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3628,6 +3734,7 @@ files = [
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3639,6 +3746,7 @@ files = [
 name = "unittest2"
 version = "1.1.0"
 description = "The new features in unittest backported to Python 2.4+."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3655,6 +3763,7 @@ traceback2 = "*"
 name = "urllib3"
 version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3672,6 +3781,7 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "virtualenv"
 version = "20.26.3"
 description = "Virtual Python Environment builder"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3692,6 +3802,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3703,6 +3814,7 @@ files = [
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3714,6 +3826,7 @@ files = [
 name = "xattr"
 version = "1.1.0"
 description = "Python wrapper for extended filesystem attributes"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3787,6 +3900,7 @@ test = ["pytest"]
 name = "zipp"
 version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3800,5 +3914,5 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8, <3.11"
-content-hash = "d2ed74644f3e06a1e22de2a3ae7469cb8935a019442c43ed98dffdc3b6f13e0e"
+python-versions = ">=3.9, <3.11"
+content-hash = "df9f150793719c02fe5e833ee8b2247fc4dce17cfb922a6d74b151e39ee3fce8"
diff --git a/pyproject.toml b/pyproject.toml
index 1dc5b8fc5..387b9608c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,13 +46,13 @@ classifiers = [
 "Discussions" = "https://github.com/lava-nc/lava/discussions"
 
 [tool.poetry.dependencies]
-python = ">=3.8, <3.11"
+python = ">=3.9, <3.11"
 
 numpy = "^1.24.4"
 scipy = "^1.10.1"
 networkx = "<=2.8.7"
 asteval = "^0.9.31"
-scikit-learn = "^1.3.1"
+scikit-learn = "^1.5.0"
 
 [tool.poetry.dev-dependencies]
 bandit = "1.7.4"

From ae13b7a5c0e262d54a262d3024e3feb46c65b0cf Mon Sep 17 00:00:00 2001
From: Marcus G K Williams <168222+mgkwill@users.noreply.github.com>
Date: Thu, 25 Jul 2024 14:26:09 -0700
Subject: [PATCH 05/10] Merge demo to main (#869)

* Conv inp var model created

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Redesigned NcConvSpikeInVarModel

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Mapper note added

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Make ethernet chip id and idx configuration in Connection Config

* Update project for demo

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Pass connection config and remove eth interface hard coding in pyncchannel.py

* ID Broadcast (#821)

* id broadcast proc and model to support lava-loihi CLP

* fixed linting

---------

Co-authored-by: Marcus G K Williams <168222+mgkwill@users.noreply.github.com>

* Update poetry.lock

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Remove poetry.lock

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Async Injector and Extractor models

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Async Injector and Extractor models

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Added advance to timestep call for asyncwrapper

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Added advance to timestep call for asyncwrapper

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Ethernet IO changes for Demo (#828)

* Conv inp var model created

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Redesigned NcConvSpikeInVarModel

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Mapper note added

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Make ethernet chip id and idx configuration in Connection Config

* Pass connection config and remove eth interface hard coding in pyncchannel.py

* Async Injector and Extractor models

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Async Injector and Extractor models

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Added advance to timestep call for asyncwrapper

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Added advance to timestep call for asyncwrapper

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

---------

Signed-off-by: bamsumit <bam_sumit@hotmail.com>
Co-authored-by: Joyesh Mishra <joyesh.mishra@intel.com>

* model cashing from Joyesh

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* caching fixes

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Update poetry.lock

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Update cache logic

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* 10G ethernet switch patch from Harry (#854)

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* remove poetry.lock

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Update ci.yml

* Update ci.yml

* Update ci.yml

* Update ci.yml

* Update to latest in poetry.lock

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Fix CI for windows

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Update poetry deps

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Remove ununsed imports

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Fix flakeheaven issues

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Fix mock name in test_compile_proc_groups

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Remove whitespace fix lint

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Fix indent for lint in channel_map.py

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

* Fix codacy issue

Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>

---------

Signed-off-by: bamsumit <bam_sumit@hotmail.com>
Signed-off-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>
Co-authored-by: bamsumit <bam_sumit@hotmail.com>
Co-authored-by: Joyesh Mishra <joyesh.mishra@intel.com>
Co-authored-by: Marcus G K Williams <Marcus G K Williams 168222+mgkwill@users.noreply.github.com>
Co-authored-by: Danielle Rager <83376999+drager-intel@users.noreply.github.com>
---
 .github/workflows/ci.yml                      |   6 +-
 poetry.lock                                   | 511 ++++++------------
 pyproject.toml                                |   2 +-
 src/lava/magma/compiler/channel_map.py        |  92 +++-
 src/lava/magma/compiler/compiler.py           |  54 +-
 src/lava/magma/compiler/mapper.py             |   4 +
 .../subcompilers/py/pyproc_compiler.py        |  14 +-
 src/lava/magma/compiler/var_model.py          |   8 +
 src/lava/magma/core/model/py/model.py         |   4 +
 .../core/process/ports/connection_config.py   |   4 +
 src/lava/proc/clp/id_broadcast/models.py      |  32 ++
 src/lava/proc/clp/id_broadcast/process.py     |  34 ++
 src/lava/proc/io/extractor.py                 |  26 +
 src/lava/proc/io/injector.py                  |  47 ++
 tests/lava/magma/compiler/test_compiler.py    |   4 +
 15 files changed, 480 insertions(+), 362 deletions(-)
 create mode 100644 src/lava/proc/clp/id_broadcast/models.py
 create mode 100644 src/lava/proc/clp/id_broadcast/process.py

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 71ff7c6ad..200c8dd8e 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -21,7 +21,7 @@ jobs:
         lfs: true
 
     - name: setup CI
-      uses: lava-nc/ci-setup-composite-action@v1.2
+      uses: lava-nc/ci-setup-composite-action@v1.5.10_py3.10
       with:
         repository: 'Lava'    
 
@@ -39,7 +39,7 @@ jobs:
         lfs: true
 
     - name: setup CI
-      uses: lava-nc/ci-setup-composite-action@v1.2
+      uses: lava-nc/ci-setup-composite-action@v1.5.10_py3.10
       with:
         repository: 'Lava'
 
@@ -62,7 +62,7 @@ jobs:
         lfs: true
 
     - name: setup CI
-      uses: lava-nc/ci-setup-composite-action@v1.2
+      uses: lava-nc/ci-setup-composite-action@v1.5.10_py3.10
       with:
         repository: 'Lava'
 
diff --git a/poetry.lock b/poetry.lock
index 772b4025a..9d12c8b21 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.3.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
 version = "0.7.16"
 description = "A light, configurable Sphinx theme"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "appnope"
 version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -28,7 +26,6 @@ files = [
 name = "argparse"
 version = "1.4.0"
 description = "Python command-line parsing library"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -40,7 +37,6 @@ files = [
 name = "asteval"
 version = "0.9.33"
 description = "Safe, minimalistic evaluator of python expression using ast module"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -58,7 +54,6 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "asttokens"
 version = "2.4.1"
 description = "Annotate AST trees with source code positions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -77,7 +72,6 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 name = "attrs"
 version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -97,7 +91,6 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 name = "autopep8"
 version = "1.6.0"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -113,7 +106,6 @@ toml = "*"
 name = "babel"
 version = "2.15.0"
 description = "Internationalization utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -128,7 +120,6 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 name = "bandit"
 version = "1.7.4"
 description = "Security oriented static analyser for python code."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -151,7 +142,6 @@ yaml = ["PyYAML"]
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
-category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -173,7 +163,6 @@ lxml = ["lxml"]
 name = "bleach"
 version = "6.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -192,7 +181,6 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 name = "build"
 version = "1.2.1"
 description = "A simple, correct Python build frontend"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -218,7 +206,6 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 name = "cachecontrol"
 version = "0.14.0"
 description = "httplib2 caching for requests"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -240,7 +227,6 @@ redis = ["redis (>=2.10.5)"]
 name = "certifi"
 version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -252,7 +238,6 @@ files = [
 name = "cffi"
 version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -317,7 +302,6 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -417,7 +401,6 @@ files = [
 name = "cleo"
 version = "2.1.0"
 description = "Cleo allows you to create beautiful and testable command-line interfaces."
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -433,7 +416,6 @@ rapidfuzz = ">=3.0.0,<4.0.0"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -445,7 +427,6 @@ files = [
 name = "comm"
 version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -463,7 +444,6 @@ test = ["pytest"]
 name = "contourpy"
 version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -527,7 +507,6 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 name = "coverage"
 version = "6.5.0"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -593,7 +572,6 @@ toml = ["tomli"]
 name = "crashtest"
 version = "0.4.1"
 description = "Manage Python errors with ease"
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -605,7 +583,6 @@ files = [
 name = "cryptography"
 version = "43.0.0"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -655,7 +632,6 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -671,7 +647,6 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 name = "darglint"
 version = "1.8.1"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -683,7 +658,6 @@ files = [
 name = "debugpy"
 version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -715,7 +689,6 @@ files = [
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -727,7 +700,6 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -739,7 +711,6 @@ files = [
 name = "distlib"
 version = "0.3.8"
 description = "Distribution utilities"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -751,7 +722,6 @@ files = [
 name = "docutils"
 version = "0.17.1"
 description = "Docutils -- Python Documentation Utilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -763,7 +733,6 @@ files = [
 name = "dulwich"
 version = "0.21.7"
 description = "Python Git Library"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -851,7 +820,6 @@ pgp = ["gpg"]
 name = "entrypoints"
 version = "0.4"
 description = "Discover and load entry points from installed packages."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -863,7 +831,6 @@ files = [
 name = "eradicate"
 version = "2.3.0"
 description = "Removes commented-out code."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -875,7 +842,6 @@ files = [
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -890,7 +856,6 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -905,7 +870,6 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 name = "fastjsonschema"
 version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -920,7 +884,6 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.15.4"
 description = "A platform independent file lock."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -937,7 +900,6 @@ typing = ["typing-extensions (>=4.8)"]
 name = "flake8"
 version = "4.0.1"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -954,7 +916,6 @@ pyflakes = ">=2.4.0,<2.5.0"
 name = "flake8-bandit"
 version = "3.0.0"
 description = "Automated security testing with bandit and flake8."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -972,7 +933,6 @@ pycodestyle = "*"
 name = "flake8-bugbear"
 version = "22.12.6"
 description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -991,7 +951,6 @@ dev = ["coverage", "hypothesis", "hypothesmith (>=0.2)", "pre-commit", "tox"]
 name = "flake8-builtins"
 version = "1.5.3"
 description = "Check for python builtins being used as variables or parameters."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1009,7 +968,6 @@ test = ["coverage", "coveralls", "mock", "pytest", "pytest-cov"]
 name = "flake8-comprehensions"
 version = "3.15.0"
 description = "A flake8 plugin to help you write better list/set/dict comprehensions."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1024,7 +982,6 @@ flake8 = ">=3,<3.2 || >3.2"
 name = "flake8-docstrings"
 version = "1.7.0"
 description = "Extension for flake8 which uses pydocstyle to check docstrings"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1040,7 +997,6 @@ pydocstyle = ">=2.1"
 name = "flake8-eradicate"
 version = "1.4.0"
 description = "Flake8 plugin to find commented out code"
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -1057,7 +1013,6 @@ flake8 = ">=3.5,<6"
 name = "flake8-isort"
 version = "4.2.0"
 description = "flake8 plugin that integrates isort ."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1076,7 +1031,6 @@ test = ["pytest-cov"]
 name = "flake8-mutable"
 version = "1.2.0"
 description = "mutable defaults flake8 extension"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1091,7 +1045,6 @@ flake8 = "*"
 name = "flake8-plugin-utils"
 version = "1.3.3"
 description = "The package provides base classes and utils for flake8 plugin writing"
-category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 files = [
@@ -1103,7 +1056,6 @@ files = [
 name = "flake8-polyfill"
 version = "1.0.2"
 description = "Polyfill package for Flake8 plugins"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1118,7 +1070,6 @@ flake8 = "*"
 name = "flake8-pytest-style"
 version = "1.7.2"
 description = "A flake8 plugin checking common style issues or inconsistencies with pytest-based tests."
-category = "dev"
 optional = false
 python-versions = ">=3.7.2,<4.0.0"
 files = [
@@ -1133,7 +1084,6 @@ flake8-plugin-utils = ">=1.3.2,<2.0.0"
 name = "flake8-spellcheck"
 version = "0.25.0"
 description = "Spellcheck variables, comments and docstrings"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1148,7 +1098,6 @@ flake8 = ">3.0.0"
 name = "flakeheaven"
 version = "3.3.0"
 description = "FlakeHeaven is a [Flake8](https://gitlab.com/pycqa/flake8) wrapper to make it cool."
-category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -1171,7 +1120,6 @@ docs = ["alabaster", "myst-parser (>=0.18.0,<0.19.0)", "pygments-github-lexers",
 name = "fonttools"
 version = "4.53.1"
 description = "Tools to manipulate font files"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1237,7 +1185,6 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "gitdb"
 version = "4.0.11"
 description = "Git Object Database"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1252,7 +1199,6 @@ smmap = ">=3.0.1,<6"
 name = "gitpython"
 version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1271,7 +1217,6 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 name = "idna"
 version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1283,7 +1228,6 @@ files = [
 name = "imagesize"
 version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -1293,14 +1237,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.0.0"
+version = "8.2.0"
 description = "Read metadata from Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
-    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
+    {file = "importlib_metadata-8.2.0-py3-none-any.whl", hash = "sha256:11901fa0c2f97919b288679932bb64febaeacf289d18ac84dd68cb2e74213369"},
+    {file = "importlib_metadata-8.2.0.tar.gz", hash = "sha256:72e8d4399996132204f9a16dcc751af254a48f8d1b20b9ff0f98d4a8f901e73d"},
 ]
 
 [package.dependencies]
@@ -1311,30 +1254,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke
 perf = ["ipython"]
 test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
-[[package]]
-name = "importlib-resources"
-version = "6.4.0"
-description = "Read resources from Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
-    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
-]
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1346,7 +1269,6 @@ files = [
 name = "installer"
 version = "0.7.0"
 description = "A library for installing Python wheels."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1358,7 +1280,6 @@ files = [
 name = "ipykernel"
 version = "6.29.5"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1372,7 +1293,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1390,14 +1311,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.18.1"
+version = "8.26.0"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
-    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
+    {file = "ipython-8.26.0-py3-none-any.whl", hash = "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"},
+    {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
 ]
 
 [package.dependencies]
@@ -1406,31 +1326,31 @@ decorator = "*"
 exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
 prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+traitlets = ">=5.13.0"
+typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "isort"
 version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -1445,7 +1365,6 @@ colors = ["colorama (>=0.4.6)"]
 name = "jaraco-classes"
 version = "3.4.0"
 description = "Utility functions for Python class constructs"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1464,7 +1383,6 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-ena
 name = "jedi"
 version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1484,7 +1402,6 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jeepney"
 version = "0.8.0"
 description = "Low-level, pure Python DBus protocol wrapper."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1500,7 +1417,6 @@ trio = ["async_generator", "trio"]
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1518,7 +1434,6 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1530,7 +1445,6 @@ files = [
 name = "jsonschema"
 version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1552,7 +1466,6 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jsonschema-specifications"
 version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1567,7 +1480,6 @@ referencing = ">=0.31.0"
 name = "jupyter-client"
 version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1576,8 +1488,7 @@ files = [
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -1591,7 +1502,6 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-core"
 version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1612,7 +1522,6 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 name = "jupyterlab-pygments"
 version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1624,7 +1533,6 @@ files = [
 name = "keyring"
 version = "24.3.1"
 description = "Store and access your passwords safely."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1648,7 +1556,6 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-ena
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1762,7 +1669,6 @@ files = [
 name = "linecache2"
 version = "1.0.0"
 description = "Backports of the linecache module"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1774,7 +1680,6 @@ files = [
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1844,7 +1749,6 @@ files = [
 name = "matplotlib"
 version = "3.9.1"
 description = "Python plotting package"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -1883,7 +1787,6 @@ files = [
 contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
-importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
 kiwisolver = ">=1.3.1"
 numpy = ">=1.23"
 packaging = ">=20.0"
@@ -1898,7 +1801,6 @@ dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setupto
 name = "matplotlib-inline"
 version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1913,7 +1815,6 @@ traitlets = "*"
 name = "mccabe"
 version = "0.6.1"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1925,7 +1826,6 @@ files = [
 name = "mistune"
 version = "2.0.5"
 description = "A sane Markdown parser with useful plugins and renderers"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1937,7 +1837,6 @@ files = [
 name = "more-itertools"
 version = "10.3.0"
 description = "More routines for operating on iterables, beyond itertools"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1949,7 +1848,6 @@ files = [
 name = "msgpack"
 version = "1.0.8"
 description = "MessagePack serializer"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2015,7 +1913,6 @@ files = [
 name = "nbclient"
 version = "0.10.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2025,7 +1922,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -2038,7 +1935,6 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 name = "nbconvert"
 version = "7.2.10"
 description = "Converting Jupyter Notebooks"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2050,7 +1946,6 @@ files = [
 beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
@@ -2077,7 +1972,6 @@ webpdf = ["pyppeteer (>=1,<1.1)"]
 name = "nbformat"
 version = "5.10.4"
 description = "The Jupyter Notebook format"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2088,7 +1982,7 @@ files = [
 [package.dependencies]
 fastjsonschema = ">=2.15"
 jsonschema = ">=2.6"
-jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -2099,7 +1993,6 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2111,7 +2004,6 @@ files = [
 name = "networkx"
 version = "2.8.7"
 description = "Python package for creating and manipulating graphs and networks"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2130,7 +2022,6 @@ test = ["codecov (>=2.1)", "pytest (>=7.1)", "pytest-cov (>=3.0)"]
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2176,7 +2067,6 @@ files = [
 name = "packaging"
 version = "24.1"
 description = "Core utilities for Python packages"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2188,7 +2078,6 @@ files = [
 name = "pandas"
 version = "1.5.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2222,10 +2111,7 @@ files = [
 ]
 
 [package.dependencies]
-numpy = [
-    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
-]
+numpy = {version = ">=1.21.0", markers = "python_version >= \"3.10\""}
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
 
@@ -2236,7 +2122,6 @@ test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 name = "pandocfilters"
 version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2248,7 +2133,6 @@ files = [
 name = "parso"
 version = "0.8.4"
 description = "A Python Parser"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2264,7 +2148,6 @@ testing = ["docopt", "pytest"]
 name = "pbr"
 version = "6.0.0"
 description = "Python Build Reasonableness"
-category = "dev"
 optional = false
 python-versions = ">=2.6"
 files = [
@@ -2276,7 +2159,6 @@ files = [
 name = "pep8-naming"
 version = "0.12.1"
 description = "Check PEP-8 naming conventions, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2292,7 +2174,6 @@ flake8-polyfill = ">=1.0.2,<2"
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2307,7 +2188,6 @@ ptyprocess = ">=0.5"
 name = "pillow"
 version = "10.4.0"
 description = "Python Imaging Library (Fork)"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2405,7 +2285,6 @@ xmp = ["defusedxml"]
 name = "pkginfo"
 version = "1.11.1"
 description = "Query metadata from sdists / bdists / installed packages."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2420,7 +2299,6 @@ testing = ["pytest", "pytest-cov", "wheel"]
 name = "platformdirs"
 version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2437,7 +2315,6 @@ type = ["mypy (>=1.8)"]
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2453,7 +2330,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "poetry"
 version = "1.8.3"
 description = "Python dependency management and packaging made easy."
-category = "dev"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
@@ -2468,7 +2344,6 @@ cleo = ">=2.1.0,<3.0.0"
 crashtest = ">=0.4.1,<0.5.0"
 dulwich = ">=0.21.2,<0.22.0"
 fastjsonschema = ">=2.18.0,<3.0.0"
-importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 installer = ">=0.7.0,<0.8.0"
 keyring = ">=24.0.0,<25.0.0"
 packaging = ">=23.1"
@@ -2491,7 +2366,6 @@ xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
 name = "poetry-core"
 version = "1.9.0"
 description = "Poetry PEP 517 Build Backend"
-category = "dev"
 optional = false
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@@ -2519,7 +2392,6 @@ poetry-core = ">=1.7.0,<3.0.0"
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 description = "Library for building powerful interactive command lines in Python"
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@@ -2534,7 +2406,6 @@ wcwidth = "*"
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-category = "dev"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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@@ -2564,7 +2435,6 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
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+    {file = "scipy-1.14.0-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:a7d46c3e0aea5c064e734c3eac5cf9eb1f8c4ceee756262f2c7327c4c2691c86"},
+    {file = "scipy-1.14.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9eee2989868e274aae26125345584254d97c56194c072ed96cb433f32f692ed8"},
+    {file = "scipy-1.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e3154691b9f7ed73778d746da2df67a19d046a6c8087c8b385bc4cdb2cfca74"},
+    {file = "scipy-1.14.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:c40003d880f39c11c1edbae8144e3813904b10514cd3d3d00c277ae996488cdb"},
+    {file = "scipy-1.14.0-cp311-cp311-win_amd64.whl", hash = "sha256:5b083c8940028bb7e0b4172acafda6df762da1927b9091f9611b0bcd8676f2bc"},
+    {file = "scipy-1.14.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:bff2438ea1330e06e53c424893ec0072640dac00f29c6a43a575cbae4c99b2b9"},
+    {file = "scipy-1.14.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:bbc0471b5f22c11c389075d091d3885693fd3f5e9a54ce051b46308bc787e5d4"},
+    {file = "scipy-1.14.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:64b2ff514a98cf2bb734a9f90d32dc89dc6ad4a4a36a312cd0d6327170339eb0"},
+    {file = "scipy-1.14.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:7d3da42fbbbb860211a811782504f38ae7aaec9de8764a9bef6b262de7a2b50f"},
+    {file = "scipy-1.14.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d91db2c41dd6c20646af280355d41dfa1ec7eead235642178bd57635a3f82209"},
+    {file = "scipy-1.14.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a01cc03bcdc777c9da3cfdcc74b5a75caffb48a6c39c8450a9a05f82c4250a14"},
+    {file = "scipy-1.14.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:65df4da3c12a2bb9ad52b86b4dcf46813e869afb006e58be0f516bc370165159"},
+    {file = "scipy-1.14.0-cp312-cp312-win_amd64.whl", hash = "sha256:4c4161597c75043f7154238ef419c29a64ac4a7c889d588ea77690ac4d0d9b20"},
+    {file = "scipy-1.14.0.tar.gz", hash = "sha256:b5923f48cb840380f9854339176ef21763118a7300a88203ccd0bdd26e58527b"},
+]
+
+[package.dependencies]
+numpy = ">=1.23.5,<2.3"
+
+[package.extras]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "secretstorage"
 version = "3.3.3"
 description = "Python bindings to FreeDesktop.org Secret Service API"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3316,7 +3166,6 @@ jeepney = ">=0.6"
 name = "shellingham"
 version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3328,7 +3177,6 @@ files = [
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3340,7 +3188,6 @@ files = [
 name = "smmap"
 version = "5.0.1"
 description = "A pure Python implementation of a sliding window memory map manager"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3352,7 +3199,6 @@ files = [
 name = "snowballstemmer"
 version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3364,7 +3210,6 @@ files = [
 name = "soupsieve"
 version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3376,7 +3221,6 @@ files = [
 name = "sphinx"
 version = "4.5.0"
 description = "Python documentation generator"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3390,7 +3234,6 @@ babel = ">=1.3"
 colorama = {version = ">=0.3.5", markers = "sys_platform == \"win32\""}
 docutils = ">=0.14,<0.18"
 imagesize = "*"
-importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 Jinja2 = ">=2.3"
 packaging = "*"
 Pygments = ">=2.0"
@@ -3412,7 +3255,6 @@ test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 name = "sphinx-rtd-theme"
 version = "1.3.0"
 description = "Read the Docs theme for Sphinx"
-category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3432,7 +3274,6 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 name = "sphinx-tabs"
 version = "3.4.5"
 description = "Tabbed views for Sphinx"
-category = "dev"
 optional = false
 python-versions = "~=3.7"
 files = [
@@ -3453,7 +3294,6 @@ testing = ["bs4", "coverage", "pygments", "pytest (>=7.1,<8)", "pytest-cov", "py
 name = "sphinxcontrib-applehelp"
 version = "1.0.8"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3470,7 +3310,6 @@ test = ["pytest"]
 name = "sphinxcontrib-devhelp"
 version = "1.0.6"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3487,7 +3326,6 @@ test = ["pytest"]
 name = "sphinxcontrib-htmlhelp"
 version = "2.0.6"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3504,7 +3342,6 @@ test = ["html5lib", "pytest"]
 name = "sphinxcontrib-jquery"
 version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
-category = "dev"
 optional = false
 python-versions = ">=2.7"
 files = [
@@ -3519,7 +3356,6 @@ Sphinx = ">=1.8"
 name = "sphinxcontrib-jsmath"
 version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -3534,7 +3370,6 @@ test = ["flake8", "mypy", "pytest"]
 name = "sphinxcontrib-qthelp"
 version = "1.0.8"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3551,7 +3386,6 @@ test = ["defusedxml (>=0.7.1)", "pytest"]
 name = "sphinxcontrib-serializinghtml"
 version = "1.1.10"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3568,7 +3402,6 @@ test = ["pytest"]
 name = "stack-data"
 version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3588,7 +3421,6 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "stevedore"
 version = "5.2.0"
 description = "Manage dynamic plugins for Python applications"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3603,7 +3435,6 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 name = "threadpoolctl"
 version = "3.5.0"
 description = "threadpoolctl"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3615,7 +3446,6 @@ files = [
 name = "tinycss2"
 version = "1.3.0"
 description = "A tiny CSS parser"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3634,7 +3464,6 @@ test = ["pytest", "ruff"]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -3646,7 +3475,6 @@ files = [
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3658,7 +3486,6 @@ files = [
 name = "tomlkit"
 version = "0.13.0"
 description = "Style preserving TOML library"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3670,7 +3497,6 @@ files = [
 name = "tornado"
 version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3691,7 +3517,6 @@ files = [
 name = "traceback2"
 version = "1.4.0"
 description = "Backports of the traceback module"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3706,7 +3531,6 @@ linecache2 = "*"
 name = "traitlets"
 version = "5.14.3"
 description = "Traitlets Python configuration system"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3722,7 +3546,6 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 name = "trove-classifiers"
 version = "2024.7.2"
 description = "Canonical source for classifiers on PyPI (pypi.org)."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3734,7 +3557,6 @@ files = [
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3746,7 +3568,6 @@ files = [
 name = "unittest2"
 version = "1.1.0"
 description = "The new features in unittest backported to Python 2.4+."
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3763,7 +3584,6 @@ traceback2 = "*"
 name = "urllib3"
 version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3781,7 +3601,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "virtualenv"
 version = "20.26.3"
 description = "Virtual Python Environment builder"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3802,7 +3621,6 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3814,7 +3632,6 @@ files = [
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3826,7 +3643,6 @@ files = [
 name = "xattr"
 version = "1.1.0"
 description = "Python wrapper for extended filesystem attributes"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3900,7 +3716,6 @@ test = ["pytest"]
 name = "zipp"
 version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3914,5 +3729,5 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9, <3.11"
-content-hash = "df9f150793719c02fe5e833ee8b2247fc4dce17cfb922a6d74b151e39ee3fce8"
+python-versions = ">=3.10, <3.11"
+content-hash = "699b81595c61a64c61d4b845d250e948d8230a063d676e81570b3556a47a3f44"
diff --git a/pyproject.toml b/pyproject.toml
index 387b9608c..6751f518e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,7 +46,7 @@ classifiers = [
 "Discussions" = "https://github.com/lava-nc/lava/discussions"
 
 [tool.poetry.dependencies]
-python = ">=3.9, <3.11"
+python = ">=3.10, <3.11"
 
 numpy = "^1.24.4"
 scipy = "^1.10.1"
diff --git a/src/lava/magma/compiler/channel_map.py b/src/lava/magma/compiler/channel_map.py
index 2eadd52cc..5c963792c 100644
--- a/src/lava/magma/compiler/channel_map.py
+++ b/src/lava/magma/compiler/channel_map.py
@@ -11,6 +11,7 @@
 from lava.magma.compiler.utils import PortInitializer
 from lava.magma.core.process.ports.ports import AbstractPort
 from lava.magma.core.process.ports.ports import AbstractSrcPort, AbstractDstPort
+from lava.magma.core.process.process import AbstractProcess
 
 
 @dataclass(eq=True, frozen=True)
@@ -27,6 +28,10 @@ class Payload:
     dst_port_initializer: PortInitializer = None
 
 
+def lmt_init_id():
+    return -1
+
+
 class ChannelMap(dict):
     """The ChannelMap is used by the SubCompilers during compilation to
     communicate how they are planning to partition Processes onto their
@@ -35,7 +40,7 @@ class ChannelMap(dict):
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self._initializers_lookup = dict()
-        self._lmt_allocation_dict: ty.Dict[int, int] = defaultdict(lambda: -1)
+        self._lmt_allocation_dict: ty.Dict[int, int] = defaultdict(lmt_init_id)
 
     def __setitem__(
         self, key: PortPair, value: Payload, dict_setitem=dict.__setitem__
@@ -91,7 +96,8 @@ def from_proc_groups(self,
         return channel_map
 
     @classmethod
-    def _get_port_pairs_from_proc_groups(self, proc_groups: ty.List[ProcGroup]):
+    def _get_port_pairs_from_proc_groups(cls,
+                                         proc_groups: ty.List[ProcGroup]):
         """Loop over processes connectivity and get all connected port pairs."""
         processes = list(itertools.chain.from_iterable(proc_groups))
         port_pairs = []
@@ -102,7 +108,7 @@ def _get_port_pairs_from_proc_groups(self, proc_groups: ty.List[ProcGroup]):
             for src_port in src_ports:
                 dst_ports = src_port.get_dst_ports()
                 for dst_port in dst_ports:
-                    if self._is_leaf_process_port(dst_port, processes):
+                    if cls._is_leaf_process_port(dst_port, processes):
                         port_pairs.append(PortPair(src=src_port, dst=dst_port))
         return port_pairs
 
@@ -111,9 +117,9 @@ def _is_leaf_process_port(dst_port, processes):
         dst_process = dst_port.process
         return True if dst_process in processes else False
 
-    def set_port_initializer(
-        self, port: AbstractPort, port_initializer: PortInitializer
-    ):
+    def set_port_initializer(self,
+                             port: AbstractPort,
+                             port_initializer: PortInitializer):
         if port in self._initializers_lookup.keys():
             raise AssertionError(
                 "An initializer for this port has already " "been assigned."
@@ -125,3 +131,77 @@ def get_port_initializer(self, port):
 
     def has_port_initializer(self, port) -> bool:
         return port in self._initializers_lookup
+
+    def write_to_cache(self,
+                       cache_object: ty.Dict[ty.Any, ty.Any],
+                       proc_to_procname_map: ty.Dict[AbstractProcess, str]):
+        cache_object["lmt_allocation"] = self._lmt_allocation_dict
+
+        initializers_serializable: ty.List[ty.Tuple[str, str,
+                                                    PortInitializer]] = []
+        port: AbstractPort
+        pi: PortInitializer
+        for port, pi in self._initializers_lookup.items():
+            procname = proc_to_procname_map[port.process]
+            if procname.startswith("Process_"):
+                msg = f"Unable to Cache. " \
+                      f"Please give unique names to every process. " \
+                      f"Violation Name: {procname=}"
+                raise Exception(msg)
+
+            initializers_serializable.append((procname, port.name, pi))
+        cache_object["initializers"] = initializers_serializable
+
+        cm_serializable: ty.List[ty.Tuple[ty.Tuple[str, str],
+                                          ty.Tuple[str, str],
+                                          Payload]] = []
+        port_pair: PortPair
+        payload: Payload
+        for port_pair, payload in self.items():
+            src_port: AbstractPort = ty.cast(AbstractPort, port_pair.src)
+            dst_port: AbstractPort = ty.cast(AbstractPort, port_pair.dst)
+            src_proc_name: str = proc_to_procname_map[src_port.process]
+            src_port_info = (src_proc_name, src_port.name)
+            dst_proc_name: str = proc_to_procname_map[dst_port.process]
+            dst_port_info = (dst_proc_name, dst_port.name)
+            if src_proc_name.startswith("Process_") or \
+                    dst_proc_name.startswith("Process_"):
+                msg = f"Unable to Cache. " \
+                      f"Please give unique names to every process. " \
+                      f"Violation Name: {src_proc_name=} {dst_proc_name=}"
+                raise Exception(msg)
+
+            cm_serializable.append((src_port_info, dst_port_info, payload))
+        cache_object["channelmap_dict"] = cm_serializable
+
+    def read_from_cache(self,
+                        cache_object: ty.Dict[ty.Any, ty.Any],
+                        procname_to_proc_map: ty.Dict[str, AbstractProcess]):
+        self._lmt_allocation_dict = cache_object["lmt_allocation"]
+        initializers_serializable = cache_object["initializers"]
+        cm_serializable = cache_object["channelmap_dict"]
+
+        for procname, port_name, pi in initializers_serializable:
+            process: AbstractProcess = procname_to_proc_map[procname]
+            port: AbstractPort = getattr(process, port_name)
+            self._initializers_lookup[port] = pi
+
+        src_port_info: ty.Tuple[str, str]
+        dst_port_info: ty.Tuple[str, str]
+        payload: Payload
+        for src_port_info, dst_port_info, payload in cm_serializable:
+            src_port_process: AbstractProcess = procname_to_proc_map[
+                src_port_info[0]]
+            src: AbstractPort = getattr(src_port_process,
+                                        src_port_info[1])
+            dst_port_process: AbstractProcess = procname_to_proc_map[
+                dst_port_info[0]]
+            dst: AbstractPort = getattr(dst_port_process,
+                                        dst_port_info[1])
+            for port_pair, pld in self.items():
+                s, d = port_pair.src, port_pair.dst
+                if s.name == src.name and d.name == dst.name and \
+                    s.process.name == src_port_process.name and \
+                        d.process.name == dst_port_process.name:
+                    pld.src_port_initializer = payload.src_port_initializer
+                    pld.dst_port_initializer = payload.dst_port_initializer
diff --git a/src/lava/magma/compiler/compiler.py b/src/lava/magma/compiler/compiler.py
index 1daddb2ad..4a45b5fe5 100644
--- a/src/lava/magma/compiler/compiler.py
+++ b/src/lava/magma/compiler/compiler.py
@@ -4,6 +4,8 @@
 
 import itertools
 import logging
+import os
+import pickle  # noqa: S403 # nosec
 import typing as ty
 from collections import OrderedDict, defaultdict
 
@@ -219,6 +221,32 @@ def _compile_proc_groups(
             The global dict-like ChannelMap given as input but with values
             updated according to partitioning done by subcompilers.
         """
+        procname_to_proc_map: ty.Dict[str, AbstractProcess] = {}
+        proc_to_procname_map: ty.Dict[AbstractProcess, str] = {}
+        for proc_group in proc_groups:
+            for p in proc_group:
+                procname_to_proc_map[p.name] = p
+                proc_to_procname_map[p] = p.name
+
+        if self._compile_config.get("cache", False):
+            cache_dir = self._compile_config["cache_dir"]
+            if os.path.exists(os.path.join(cache_dir, "cache")):
+                with open(os.path.join(cache_dir, "cache"), "rb") \
+                        as cache_file:
+                    cache_object = pickle.load(cache_file)  # noqa: S301 # nosec
+
+                proc_builders_values = cache_object["procname_to_proc_builder"]
+                proc_builders = {}
+                for proc_name, pb in proc_builders_values.items():
+                    proc = procname_to_proc_map[proc_name]
+                    proc_builders[proc] = pb
+                    pb.proc_params = proc.proc_params
+
+                channel_map.read_from_cache(cache_object, procname_to_proc_map)
+                print(f"\nBuilders and Channel Map loaded from "
+                      f"Cache {cache_dir}\n")
+                return proc_builders, channel_map
+
         # Create the global ChannelMap that is passed between
         # SubCompilers to communicate about Channels between Processes.
 
@@ -248,6 +276,28 @@ def _compile_proc_groups(
             subcompilers, channel_map
         )
 
+        if self._compile_config.get("cache", False):
+            cache_dir = self._compile_config["cache_dir"]
+            os.makedirs(cache_dir, exist_ok=True)
+            cache_object = {}
+            # Validate All Processes are Named
+            procname_to_proc_builder = {}
+            for p, pb in proc_builders.items():
+                if p.name in procname_to_proc_builder or \
+                        "Process_" in p.name:
+                    msg = f"Unable to Cache. " \
+                          f"Please give unique names to every process. " \
+                          f"Violation Name: {p.name=}"
+                    raise Exception(msg)
+                procname_to_proc_builder[p.name] = pb
+                pb.proc_params = None
+            cache_object["procname_to_proc_builder"] = procname_to_proc_builder
+            channel_map.write_to_cache(cache_object, proc_to_procname_map)
+            with open(os.path.join(cache_dir, "cache"), "wb") as cache_file:
+                pickle.dump(cache_object, cache_file)
+            for p, pb in proc_builders.items():
+                pb.proc_params = p.proc_params
+            print(f"\nBuilders and Channel Map stored to Cache {cache_dir}\n")
         return proc_builders, channel_map
 
     @staticmethod
@@ -713,8 +763,8 @@ def _create_runtime_service_builder(
                 model_ids: ty.List[int] = [p.id for p in sync_domain.processes]
 
                 rs_kwargs = {
-                    "c_builders" : list(c_builders.values()),
-                    "nc_builders" : list(nc_builders.values())
+                    "c_builders": list(c_builders.values()),
+                    "nc_builders": list(nc_builders.values())
                 }
                 if isinstance(run_cfg, AbstractLoihiHWRunCfg):
                     rs_kwargs["callback_fxs"] = run_cfg.callback_fxs
diff --git a/src/lava/magma/compiler/mapper.py b/src/lava/magma/compiler/mapper.py
index e05939f89..b3ddb170f 100644
--- a/src/lava/magma/compiler/mapper.py
+++ b/src/lava/magma/compiler/mapper.py
@@ -162,6 +162,10 @@ def map_cores(self, executable: Executable,
                         address.update(chips)
                         break
             if len(address) > 1 and hasattr(var_model, "address"):
+                print('=' * 50)
+                print('Note to JOYESH from the future:')
+                print('Add logic to make multichip conv input work for YOLO.')
+                print('=' * 50)
                 raise ValueError("Lava Compiler doesn't support port"
                                  "splitting currently. MultiChip "
                                  "Not Supported ")
diff --git a/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py b/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
index d916a1e52..9c74c92d8 100644
--- a/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
+++ b/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
@@ -30,6 +30,7 @@
     ImplicitVarPort,
     VarPort,
 )
+from lava.magma.core.process.ports.connection_config import ConnectionConfig
 from lava.magma.core.process.process import AbstractProcess
 from lava.magma.compiler.subcompilers.constants import SPIKE_BLOCK_CORE
 
@@ -189,7 +190,11 @@ def _create_inport_initializers(
                 pi.embedded_counters = \
                     np.arange(counter_start_idx,
                               counter_start_idx + num_counters, dtype=np.int32)
-                pi.connection_config = list(port.connection_configs.values())[0]
+                if port.connection_configs.values():
+                    conn_config = list(port.connection_configs.values())[0]
+                else:
+                    conn_config = ConnectionConfig()
+                pi.connection_config = conn_config
                 port_initializers.append(pi)
                 self._tmp_channel_map.set_port_initializer(port, pi)
             else:
@@ -209,7 +214,7 @@ def _create_outport_initializers(
         self, process: AbstractProcess
     ) -> ty.List[PortInitializer]:
         port_initializers = []
-        for port in list(process.out_ports):
+        for k, port in enumerate(list(process.out_ports)):
             pi = PortInitializer(
                 port.name,
                 port.shape,
@@ -218,6 +223,11 @@ def _create_outport_initializers(
                 self._compile_config["pypy_channel_size"],
                 port.get_incoming_transform_funcs(),
             )
+            if port.connection_configs.values():
+                conn_config = list(port.connection_configs.values())[k]
+            else:
+                conn_config = ConnectionConfig()
+            pi.connection_config = conn_config
             port_initializers.append(pi)
             self._tmp_channel_map.set_port_initializer(port, pi)
         return port_initializers
diff --git a/src/lava/magma/compiler/var_model.py b/src/lava/magma/compiler/var_model.py
index e33f3fbd9..94097e71e 100644
--- a/src/lava/magma/compiler/var_model.py
+++ b/src/lava/magma/compiler/var_model.py
@@ -269,6 +269,14 @@ class NcSpikeIOVarModel(NcVarModel):
     interface: SpikeIOInterface = SpikeIOInterface.ETHERNET
     spike_io_port: SpikeIOPort = SpikeIOPort.ETHERNET
     spike_io_mode: SpikeIOMode = SpikeIOMode.TIME_COMPARE
+    ethernet_chip_id: ty.Optional[ty.Tuple[int, int, int]] = None
+    ethernet_chip_idx: ty.Optional[int] = None
     decode_config: ty.Optional[DecodeConfig] = None
     time_compare: ty.Optional[TimeCompare] = None
     spike_encoder: ty.Optional[SpikeEncoder] = None
+
+
+@dataclass
+class NcConvSpikeInVarModel(NcSpikeIOVarModel):
+    # Tuple will be in the order of [atom_paylod, atom_axon, addr_idx]
+    region_map: ty.List[ty.List[ty.Tuple[int, int, int]]] = None
diff --git a/src/lava/magma/core/model/py/model.py b/src/lava/magma/core/model/py/model.py
index 40235d4e1..ec6c252bc 100644
--- a/src/lava/magma/core/model/py/model.py
+++ b/src/lava/magma/core/model/py/model.py
@@ -759,6 +759,10 @@ def run_async(self) -> None:
             if py_loihi_model.post_guard(self):
                 py_loihi_model.run_post_mgmt(self)
             self.time_step += 1
+            # self.advance_to_time_step(self.time_step)
+            for port in self.py_ports:
+                if isinstance(port, PyOutPort):
+                    port.advance_to_time_step(self.time_step)
 
     py_async_model = type(
         name,
diff --git a/src/lava/magma/core/process/ports/connection_config.py b/src/lava/magma/core/process/ports/connection_config.py
index 86b0a6d3d..2b5aca897 100644
--- a/src/lava/magma/core/process/ports/connection_config.py
+++ b/src/lava/magma/core/process/ports/connection_config.py
@@ -14,6 +14,7 @@
 # expressly stated in the License.
 from dataclasses import dataclass
 from enum import IntEnum, Enum
+import typing as ty
 
 
 class SpikeIOInterface(IntEnum):
@@ -54,3 +55,6 @@ class ConnectionConfig:
     spike_io_mode: SpikeIOMode = SpikeIOMode.TIME_COMPARE
     num_time_buckets: int = 1 << 16
     ethernet_mac_address: str = "0x90e2ba01214c"
+    loihi_mac_address: str = "0x0015edbeefed"
+    ethernet_chip_id: ty.Optional[ty.Tuple[int, int, int]] = None
+    ethernet_chip_idx: ty.Optional[int] = None
diff --git a/src/lava/proc/clp/id_broadcast/models.py b/src/lava/proc/clp/id_broadcast/models.py
new file mode 100644
index 000000000..96b7f283b
--- /dev/null
+++ b/src/lava/proc/clp/id_broadcast/models.py
@@ -0,0 +1,32 @@
+# Copyright (C) 2022 Intel Corporation
+# SPDX-License-Identifier: BSD-3-Clause
+# See: https://spdx.org/licenses/
+
+import numpy as np
+from lava.magma.core.decorator import implements, requires
+from lava.magma.core.model.py.model import PyLoihiProcessModel
+from lava.magma.core.model.py.ports import PyInPort, PyOutPort
+from lava.magma.core.model.py.type import LavaPyType
+from lava.magma.core.resources import CPU
+from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol
+
+from lava.proc.clp.id_broadcast.process import IdBroadcast
+
+
+@implements(proc=IdBroadcast, protocol=LoihiProtocol)
+@requires(CPU)
+class IdBroadcastModel(PyLoihiProcessModel):
+    """CPU model for the IdBroadcast process.
+
+    The process sends out a graded spike with payload equal to a_in.
+    """
+    a_in: PyInPort = LavaPyType(PyInPort.VEC_DENSE, int)
+    s_out: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, int)
+    val: np.ndarray = LavaPyType(np.ndarray, np.int32)
+
+    def run_spk(self):
+        """Execute spiking phase, send value of a_in."""
+
+        a_in_data = self.a_in.recv()
+        self.val = a_in_data
+        self.s_out.send(a_in_data)
diff --git a/src/lava/proc/clp/id_broadcast/process.py b/src/lava/proc/clp/id_broadcast/process.py
new file mode 100644
index 000000000..6e4e27c85
--- /dev/null
+++ b/src/lava/proc/clp/id_broadcast/process.py
@@ -0,0 +1,34 @@
+# Copyright (C) 2022 Intel Corporation
+# SPDX-License-Identifier: BSD-3-Clause
+# See: https://spdx.org/licenses/
+
+import typing as ty
+
+from lava.magma.core.process.ports.ports import InPort, OutPort
+from lava.magma.core.process.variable import Var
+from lava.magma.core.process.process import AbstractProcess, LogConfig
+
+
+class IdBroadcast(AbstractProcess):
+    """Process that sends out a graded spike with payload equal to a_in.
+
+    Parameters
+    ----------
+    shape : tuple(int)
+        Shape of the population of process units.
+    name : str
+        Name of the Process. Default is 'Process_ID', where ID is an
+        integer value that is determined automatically.
+    log_config : LogConfig
+        Configuration options for logging.
+    """
+
+    def __init__(self, *,
+                 shape: ty.Tuple[int, ...] = (1,),
+                 name: ty.Optional[str] = None,
+                 log_config: ty.Optional[LogConfig] = None) -> None:
+        super().__init__(shape=shape, name=name, log_config=log_config)
+        self.a_in = InPort(shape=shape)
+        self.s_out = OutPort(shape=shape)
+
+        self.val = Var(shape=shape, init=0)
diff --git a/src/lava/proc/io/extractor.py b/src/lava/proc/io/extractor.py
index 7316ac17f..053bcf4b1 100644
--- a/src/lava/proc/io/extractor.py
+++ b/src/lava/proc/io/extractor.py
@@ -10,7 +10,9 @@
 from lava.magma.core.resources import CPU
 from lava.magma.core.decorator import implements, requires
 from lava.magma.core.model.py.model import PyLoihiProcessModel
+from lava.magma.core.model.py.model import PyAsyncProcessModel
 from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol
+from lava.magma.core.sync.protocols.async_protocol import AsyncProtocol
 from lava.magma.core.model.py.type import LavaPyType
 from lava.magma.core.model.py.ports import PyInPort, PyOutPort, PyRefPort
 from lava.magma.compiler.channels.pypychannel import PyPyChannel
@@ -124,6 +126,30 @@ def run_spk(self) -> None:
                    self.in_port.recv())
 
 
+@implements(proc=Extractor, protocol=AsyncProtocol)
+@requires(CPU)
+class PyLoihiExtractorModelAsync(PyAsyncProcessModel):
+    in_port: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float)
+
+    def __init__(self, proc_params: dict) -> None:
+        super().__init__(proc_params=proc_params)
+
+        channel_config = self.proc_params["channel_config"]
+        self._pm_to_p_src_port = self.proc_params["pm_to_p_src_port"]
+        self._pm_to_p_src_port.start()
+
+        self._send = channel_config.get_send_full_function()
+        self.time_step = 1
+
+    def run_async(self) -> None:
+        while self.time_step != self.num_steps + 1:
+            self._send(self._pm_to_p_src_port, self.in_port.recv())
+            self.time_step += 1
+
+    def __del__(self) -> None:
+        self._pm_to_p_src_port.join()
+
+
 class VarWire(AbstractProcess):
     """VarWire allows non-Lava code, such as a third-party Python library
     to tap data from a Lava Process Variable (Var) while the Lava Runtime is
diff --git a/src/lava/proc/io/injector.py b/src/lava/proc/io/injector.py
index 78d200fac..381e4d646 100644
--- a/src/lava/proc/io/injector.py
+++ b/src/lava/proc/io/injector.py
@@ -10,7 +10,9 @@
 from lava.magma.core.resources import CPU
 from lava.magma.core.decorator import implements, requires
 from lava.magma.core.model.py.model import PyLoihiProcessModel
+from lava.magma.core.model.py.model import PyAsyncProcessModel
 from lava.magma.core.sync.protocols.loihi_protocol import LoihiProtocol
+from lava.magma.core.sync.protocols.async_protocol import AsyncProtocol
 from lava.magma.core.model.py.type import LavaPyType
 from lava.magma.core.model.py.ports import PyInPort, PyOutPort
 from lava.proc.io import utils
@@ -122,3 +124,48 @@ def run_spk(self) -> None:
                 elements_in_buffer)
 
         self.out_port.send(data)
+
+    def __del__(self) -> None:
+        self._p_to_pm_dst_port.join()
+
+
+@implements(proc=Injector, protocol=AsyncProtocol)
+@requires(CPU)
+class PyLoihiInjectorModelAsync(PyAsyncProcessModel):
+    """PyAsyncProcessModel for the Injector Process."""
+    out_port: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)
+
+    def __init__(self, proc_params: dict) -> None:
+        super().__init__(proc_params=proc_params)
+
+        shape = self.proc_params["shape"]
+        channel_config = self.proc_params["channel_config"]
+        self._p_to_pm_dst_port = self.proc_params["p_to_pm_dst_port"]
+        self._p_to_pm_dst_port.start()
+
+        self._zeros = np.zeros(shape)
+
+        self._receive_when_empty = channel_config.get_receive_empty_function()
+        self._receive_when_not_empty = \
+            channel_config.get_receive_not_empty_function()
+        self.time_step = 1
+
+    def run_async(self) -> None:
+        while self.time_step != self.num_steps + 1:
+            self._zeros.fill(0)
+            elements_in_buffer = self._p_to_pm_dst_port._queue.qsize()
+
+            if elements_in_buffer == 0:
+                data = self._receive_when_empty(
+                    self._p_to_pm_dst_port,
+                    self._zeros)
+            else:
+                data = self._receive_when_not_empty(
+                    self._p_to_pm_dst_port,
+                    self._zeros,
+                    elements_in_buffer)
+            self.out_port.send(data)
+            self.time_step += 1
+
+    def __del__(self) -> None:
+        self._p_to_pm_dst_port.join()
diff --git a/tests/lava/magma/compiler/test_compiler.py b/tests/lava/magma/compiler/test_compiler.py
index 1046253c3..0d4e6d07f 100644
--- a/tests/lava/magma/compiler/test_compiler.py
+++ b/tests/lava/magma/compiler/test_compiler.py
@@ -170,6 +170,10 @@ def create_mock_proc_groups() -> ty.List[ProcGroup]:
     py_pg2_p1 = Mock(spec_set=AbstractProcess())
     py_pg2_p2 = Mock(spec_set=AbstractProcess())
 
+    py_pg1_p1.configure_mock(name='py_pg1_p1')
+    py_pg2_p1.configure_mock(name='py_pg2_p1')
+    py_pg2_p2.configure_mock(name='py_pg2_p2')
+
     proc_list = [py_pg1_p1, py_pg2_p1, py_pg2_p2]
 
     proc_model_types = [

From a82abc146bc4e6c93d8953b7f82c7e756751f531 Mon Sep 17 00:00:00 2001
From: PhilippPlank <32519998+PhilippPlank@users.noreply.github.com>
Date: Thu, 1 Aug 2024 17:31:50 +0200
Subject: [PATCH 06/10] Enable manual partitioning (#876)

* enable manual partitioning

* fix codacy complaint

* fix unit tests

* fixed unit tests

* fixed linting
---
 src/lava/magma/compiler/compiler.py                 | 13 ++++++++++---
 .../compiler/subcompilers/py/pyproc_compiler.py     |  3 ++-
 tests/lava/magma/compiler/test_compiler.py          | 13 ++++++++-----
 3 files changed, 20 insertions(+), 9 deletions(-)

diff --git a/src/lava/magma/compiler/compiler.py b/src/lava/magma/compiler/compiler.py
index 4a45b5fe5..e447b488c 100644
--- a/src/lava/magma/compiler/compiler.py
+++ b/src/lava/magma/compiler/compiler.py
@@ -247,6 +247,9 @@ def _compile_proc_groups(
                       f"Cache {cache_dir}\n")
                 return proc_builders, channel_map
 
+        # Get manual partitioning, if available
+        partitioning = self._compile_config.get("partitioning", None)
+
         # Create the global ChannelMap that is passed between
         # SubCompilers to communicate about Channels between Processes.
 
@@ -266,7 +269,8 @@ def _compile_proc_groups(
             subcompilers.append(pg_subcompilers)
 
             # Compile this ProcGroup.
-            self._compile_proc_group(pg_subcompilers, channel_map)
+            self._compile_proc_group(pg_subcompilers, channel_map,
+                                     partitioning)
 
         # Flatten the list of all SubCompilers.
         subcompilers = list(itertools.chain.from_iterable(subcompilers))
@@ -403,7 +407,8 @@ def _create_subcompilers(
 
     @staticmethod
     def _compile_proc_group(
-        subcompilers: ty.List[AbstractSubCompiler], channel_map: ChannelMap
+        subcompilers: ty.List[AbstractSubCompiler], channel_map: ChannelMap,
+        partitioning: ty.Dict[str, ty.Dict]
     ) -> None:
         """For a given list of SubCompilers that have been initialized with
         the Processes of a single ProcGroup, iterate through the compilation
@@ -419,6 +424,8 @@ def _compile_proc_group(
         channel_map : ChannelMap
             The global ChannelMap that contains information about Channels
             between Processes.
+        partitioning: ty.Dict
+            Optional manual mapping dictionary used by ncproc compiler.
         """
         channel_map_prev = None
 
@@ -431,7 +438,7 @@ def _compile_proc_group(
             for subcompiler in subcompilers:
                 # Compile the Processes registered with each SubCompiler and
                 # update the ChannelMap.
-                channel_map = subcompiler.compile(channel_map)
+                channel_map = subcompiler.compile(channel_map, partitioning)
 
     @staticmethod
     def _extract_proc_builders(
diff --git a/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py b/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
index 9c74c92d8..c5948a399 100644
--- a/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
+++ b/src/lava/magma/compiler/subcompilers/py/pyproc_compiler.py
@@ -89,7 +89,8 @@ def __init__(
         super().__init__(proc_group, compile_config)
         self._spike_io_counter_offset: Offset = Offset()
 
-    def compile(self, channel_map: ChannelMap) -> ChannelMap:
+    def compile(self, channel_map: ChannelMap,
+                partitioning: ty.Dict = None) -> ChannelMap:
         return self._update_channel_map(channel_map)
 
     def __del__(self):
diff --git a/tests/lava/magma/compiler/test_compiler.py b/tests/lava/magma/compiler/test_compiler.py
index 0d4e6d07f..876def248 100644
--- a/tests/lava/magma/compiler/test_compiler.py
+++ b/tests/lava/magma/compiler/test_compiler.py
@@ -217,7 +217,8 @@ def create_patches(
     and the compile() method returns the given ChannelMap unchanged.
     ."""
 
-    def compile_return(channel_map: ChannelMap) -> ChannelMap:
+    def compile_return(channel_map: ChannelMap,
+                       partitioning=None) -> ChannelMap:
         return channel_map
 
     py_patch = patch(
@@ -391,13 +392,13 @@ def test_compile_proc_group_single_loop(self) -> None:
         subcompilers = [py_proc_compiler]
 
         # Call the method to be tested.
-        self.compiler._compile_proc_group(subcompilers, channel_map)
+        self.compiler._compile_proc_group(subcompilers, channel_map, None)
 
         # Check that it called compile() on every SubCompiler instance
         # exactly once. After that, the while loop should exit because the
         # ChannelMap instance has not changed.
         for sc in subcompilers:
-            sc.compile.assert_called_once_with({})
+            sc.compile.assert_called_once_with({}, None)
 
     def test_compile_proc_group_multiple_loops(self) -> None:
         """Test whether the correct methods are called on all objects when
@@ -424,13 +425,15 @@ def test_compile_proc_group_multiple_loops(self) -> None:
         subcompilers = [py_proc_compiler]
 
         # Call the method to be tested.
-        self.compiler._compile_proc_group(subcompilers, channel_map)
+        self.compiler._compile_proc_group(subcompilers, channel_map,
+                                          None)
 
         # Check that it called compile() on every SubCompiler instance
         # exactly once. After that, the while loop should exit because the
         # ChannelMap instance has not changed.
         for sc in subcompilers:
-            sc.compile.assert_called_with({**channel_map1, **channel_map2})
+            sc.compile.assert_called_with({**channel_map1, **channel_map2},
+                                          None)
             self.assertEqual(sc.compile.call_count, 3)
 
     def test_extract_proc_builders(self) -> None:

From d22e8292e41cdb94aec9500dd252ca6814c49bf1 Mon Sep 17 00:00:00 2001
From: "E. Paxon Frady" <paxon.frady@gmail.com>
Date: Mon, 5 Aug 2024 13:55:37 -0400
Subject: [PATCH 07/10] Graded relu (#860)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* GradedReluVec process and tests.

* changed test to use thresh not 0.

* removed duplicate docstring line.

* Bump tornado from 6.4 to 6.4.1 (#863)

Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.4 to 6.4.1.
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.4.0...v6.4.1)

---
updated-dependencies:
- dependency-name: tornado
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Fix: subthreshold dynamics equation of refractory lif (#842)

* Fix: subthreshold dynamics equation of refractory lif

* Fix: RefractoryLIF unit test to test the voltage dynamics

* Bump urllib3 from 2.2.1 to 2.2.2 (#865)

Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.2.1 to 2.2.2.
- [Release notes](https://github.com/urllib3/urllib3/releases)
- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)
- [Commits](https://github.com/urllib3/urllib3/compare/2.2.1...2.2.2)

---
updated-dependencies:
- dependency-name: urllib3
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: PhilippPlank <32519998+PhilippPlank@users.noreply.github.com>

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: João Gil <monkinsmurf@gmail.com>
Co-authored-by: PhilippPlank <32519998+PhilippPlank@users.noreply.github.com>
Co-authored-by: Marcus G K Williams <168222+mgkwill@users.noreply.github.com>
---
 src/lava/proc/graded/models.py        | 40 +++++++++++-
 src/lava/proc/graded/process.py       | 39 ++++++++++++
 tests/lava/proc/graded/test_graded.py | 90 ++++++++++++++++++++++++++-
 3 files changed, 166 insertions(+), 3 deletions(-)

diff --git a/src/lava/proc/graded/models.py b/src/lava/proc/graded/models.py
index 969caa1d4..870b0b301 100644
--- a/src/lava/proc/graded/models.py
+++ b/src/lava/proc/graded/models.py
@@ -11,7 +11,8 @@
 from lava.magma.core.decorator import implements, requires, tag
 from lava.magma.core.model.py.model import PyLoihiProcessModel
 
-from lava.proc.graded.process import GradedVec, NormVecDelay, InvSqrt
+from lava.proc.graded.process import (GradedVec, GradedReluVec,
+                                      NormVecDelay, InvSqrt)
 
 
 class AbstractGradedVecModel(PyLoihiProcessModel):
@@ -51,6 +52,43 @@ class PyGradedVecModelFixed(AbstractGradedVecModel):
     exp: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=24)
 
 
+class AbstractGradedReluVecModel(PyLoihiProcessModel):
+    """Implementation of GradedReluVec"""
+
+    a_in = None
+    s_out = None
+    v = None
+    vth = None
+    exp = None
+
+    def run_spk(self) -> None:
+        """The run function that performs the actual computation during
+        execution orchestrated by a PyLoihiProcessModel using the
+        LoihiProtocol.
+        """
+        a_in_data = self.a_in.recv()
+        self.v += a_in_data
+
+        is_spike = self.v > self.vth
+        sp_out = self.v * is_spike
+
+        self.v[:] = 0
+
+        self.s_out.send(sp_out)
+
+
+@implements(proc=GradedReluVec, protocol=LoihiProtocol)
+@requires(CPU)
+@tag('fixed_pt')
+class PyGradedReluVecModelFixed(AbstractGradedReluVecModel):
+    """Fixed point implementation of GradedVec"""
+    a_in = LavaPyType(PyInPort.VEC_DENSE, np.int32, precision=24)
+    s_out = LavaPyType(PyOutPort.VEC_DENSE, np.int32, precision=24)
+    vth: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=24)
+    v: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=24)
+    exp: np.ndarray = LavaPyType(np.ndarray, np.int32, precision=24)
+
+
 @implements(proc=NormVecDelay, protocol=LoihiProtocol)
 @requires(CPU)
 @tag('fixed_pt')
diff --git a/src/lava/proc/graded/process.py b/src/lava/proc/graded/process.py
index ed7c41b3f..25c881b50 100644
--- a/src/lava/proc/graded/process.py
+++ b/src/lava/proc/graded/process.py
@@ -34,6 +34,45 @@ class GradedVec(AbstractProcess):
     Graded spike vector layer. Transmits accumulated input as
     graded spike with no dynamics.
 
+    v[t] = a_in
+    s_out = v[t] * (|v[t]| > vth)
+
+    Parameters
+    ----------
+    shape: tuple(int)
+        number and topology of neurons
+    vth: int
+        threshold for spiking
+    exp: int
+        fixed point base
+    """
+
+    def __init__(
+            self,
+            shape: ty.Tuple[int, ...],
+            vth: ty.Optional[int] = 1,
+            exp: ty.Optional[int] = 0) -> None:
+
+        super().__init__(shape=shape)
+
+        self.a_in = InPort(shape=shape)
+        self.s_out = OutPort(shape=shape)
+
+        self.v = Var(shape=shape, init=0)
+        self.vth = Var(shape=(1,), init=vth)
+        self.exp = Var(shape=(1,), init=exp)
+
+    @property
+    def shape(self) -> ty.Tuple[int, ...]:
+        """Return shape of the Process."""
+        return self.proc_params['shape']
+
+
+class GradedReluVec(AbstractProcess):
+    """GradedReluVec
+    Graded spike vector layer. Transmits accumulated input as
+    graded spike with no dynamics.
+
     v[t] = a_in
     s_out = v[t] * (v[t] > vth)
 
diff --git a/tests/lava/proc/graded/test_graded.py b/tests/lava/proc/graded/test_graded.py
index b2acbe882..3c65b6087 100644
--- a/tests/lava/proc/graded/test_graded.py
+++ b/tests/lava/proc/graded/test_graded.py
@@ -6,7 +6,8 @@
 import numpy as np
 from scipy.sparse import csr_matrix
 
-from lava.proc.graded.process import GradedVec, NormVecDelay, InvSqrt
+from lava.proc.graded.process import (GradedVec, GradedReluVec,
+                                      NormVecDelay, InvSqrt)
 from lava.proc.graded.models import inv_sqrt
 from lava.proc.dense.process import Dense
 from lava.proc.sparse.process import Sparse
@@ -59,7 +60,7 @@ def test_gradedvec_dot_dense(self):
         self.assertTrue(np.all(out_data[:, (3, 7)] == expected_out[:, (2, 6)]))
 
     def test_gradedvec_dot_sparse(self):
-        """Tests that GradedVec and Dense computes dot product."""
+        """Tests that GradedVec and Sparse computes dot product"""
         num_steps = 10
         v_thresh = 1
 
@@ -99,6 +100,91 @@ def test_gradedvec_dot_sparse(self):
         self.assertTrue(np.all(out_data[:, (3, 7)] == expected_out[:, (2, 6)]))
 
 
+class TestGradedReluVecProc(unittest.TestCase):
+    """Tests for GradedReluVec"""
+
+    def test_gradedreluvec_dot_dense(self):
+        """Tests that GradedReluVec and Dense computes dot product"""
+        num_steps = 10
+        v_thresh = 1
+
+        weights1 = np.zeros((10, 1))
+        weights1[:, 0] = (np.arange(10) - 5) * 0.2
+
+        inp_data = np.zeros((weights1.shape[1], num_steps))
+        inp_data[:, 2] = 1000
+        inp_data[:, 6] = 20000
+
+        weight_exp = 7
+        weights1 *= 2**weight_exp
+        weights1 = weights1.astype('int')
+
+        dense1 = Dense(weights=weights1, num_message_bits=24,
+                       weight_exp=-weight_exp)
+        vec1 = GradedReluVec(shape=(weights1.shape[0],),
+                             vth=v_thresh)
+
+        generator = io.source.RingBuffer(data=inp_data)
+        logger = io.sink.RingBuffer(shape=(weights1.shape[0],),
+                                    buffer=num_steps)
+
+        generator.s_out.connect(dense1.s_in)
+        dense1.a_out.connect(vec1.a_in)
+        vec1.s_out.connect(logger.a_in)
+
+        vec1.run(condition=RunSteps(num_steps=num_steps),
+                 run_cfg=Loihi2SimCfg(select_tag='fixed_pt'))
+        out_data = logger.data.get().astype('int')
+        vec1.stop()
+
+        ww = np.floor(weights1 / 2) * 2
+        expected_out = np.floor((ww @ inp_data) / 2**weight_exp)
+        expected_out *= expected_out > v_thresh
+
+        self.assertTrue(np.all(out_data[:, (3, 7)] == expected_out[:, (2, 6)]))
+
+    def test_gradedreluvec_dot_sparse(self):
+        """Tests that GradedReluVec and Sparse computes dot product"""
+        num_steps = 10
+        v_thresh = 1
+
+        weights1 = np.zeros((10, 1))
+        weights1[:, 0] = (np.arange(10) - 5) * 0.2
+
+        inp_data = np.zeros((weights1.shape[1], num_steps))
+        inp_data[:, 2] = 1000
+        inp_data[:, 6] = 20000
+
+        weight_exp = 7
+        weights1 *= 2**weight_exp
+        weights1 = weights1.astype('int')
+
+        sparse1 = Sparse(weights=csr_matrix(weights1),
+                         num_message_bits=24,
+                         weight_exp=-weight_exp)
+        vec1 = GradedReluVec(shape=(weights1.shape[0],),
+                             vth=v_thresh)
+
+        generator = io.source.RingBuffer(data=inp_data)
+        logger = io.sink.RingBuffer(shape=(weights1.shape[0],),
+                                    buffer=num_steps)
+
+        generator.s_out.connect(sparse1.s_in)
+        sparse1.a_out.connect(vec1.a_in)
+        vec1.s_out.connect(logger.a_in)
+
+        vec1.run(condition=RunSteps(num_steps=num_steps),
+                 run_cfg=Loihi2SimCfg(select_tag='fixed_pt'))
+        out_data = logger.data.get().astype('int')
+        vec1.stop()
+
+        ww = np.floor(weights1 / 2) * 2
+        expected_out = np.floor((ww @ inp_data) / 2**weight_exp)
+        expected_out *= expected_out > v_thresh
+
+        self.assertTrue(np.all(out_data[:, (3, 7)] == expected_out[:, (2, 6)]))
+
+
 class TestInvSqrtProc(unittest.TestCase):
     """Tests for inverse square process."""
 

From efbe872616492e62d44f74ed96f731f4f052386d Mon Sep 17 00:00:00 2001
From: bamsumit <bam_sumit@hotmail.com>
Date: Wed, 7 Aug 2024 18:55:05 -0700
Subject: [PATCH 08/10] Extractor and Injector async models fixed (#881)

* Fixes to injector and extractor async models

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

* Deletd redundant time increase

Signed-off-by: bamsumit <bam_sumit@hotmail.com>

---------

Signed-off-by: bamsumit <bam_sumit@hotmail.com>
---
 src/lava/proc/io/extractor.py |  9 +++------
 src/lava/proc/io/injector.py  | 12 ++++++------
 2 files changed, 9 insertions(+), 12 deletions(-)

diff --git a/src/lava/proc/io/extractor.py b/src/lava/proc/io/extractor.py
index 053bcf4b1..48ea87de6 100644
--- a/src/lava/proc/io/extractor.py
+++ b/src/lava/proc/io/extractor.py
@@ -130,25 +130,22 @@ def run_spk(self) -> None:
 @requires(CPU)
 class PyLoihiExtractorModelAsync(PyAsyncProcessModel):
     in_port: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float)
+    out_port: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)
 
     def __init__(self, proc_params: dict) -> None:
         super().__init__(proc_params=proc_params)
 
         channel_config = self.proc_params["channel_config"]
-        self._pm_to_p_src_port = self.proc_params["pm_to_p_src_port"]
-        self._pm_to_p_src_port.start()
 
         self._send = channel_config.get_send_full_function()
         self.time_step = 1
 
     def run_async(self) -> None:
         while self.time_step != self.num_steps + 1:
-            self._send(self._pm_to_p_src_port, self.in_port.recv())
+            self._send(self.out_port.csp_ports[-1],
+                       self.in_port.recv())
             self.time_step += 1
 
-    def __del__(self) -> None:
-        self._pm_to_p_src_port.join()
-
 
 class VarWire(AbstractProcess):
     """VarWire allows non-Lava code, such as a third-party Python library
diff --git a/src/lava/proc/io/injector.py b/src/lava/proc/io/injector.py
index 381e4d646..65ad0c8d0 100644
--- a/src/lava/proc/io/injector.py
+++ b/src/lava/proc/io/injector.py
@@ -46,6 +46,7 @@ class Injector(AbstractProcess):
         buffer is full and how the dst_port behaves when the buffer is empty
         and not empty.
     """
+
     def __init__(self,
                  shape: ty.Tuple[int, ...],
                  buffer_size: ty.Optional[int] = 50,
@@ -133,6 +134,7 @@ def __del__(self) -> None:
 @requires(CPU)
 class PyLoihiInjectorModelAsync(PyAsyncProcessModel):
     """PyAsyncProcessModel for the Injector Process."""
+    in_port: PyInPort = LavaPyType(PyInPort.VEC_DENSE, float)
     out_port: PyOutPort = LavaPyType(PyOutPort.VEC_DENSE, float)
 
     def __init__(self, proc_params: dict) -> None:
@@ -140,9 +142,6 @@ def __init__(self, proc_params: dict) -> None:
 
         shape = self.proc_params["shape"]
         channel_config = self.proc_params["channel_config"]
-        self._p_to_pm_dst_port = self.proc_params["p_to_pm_dst_port"]
-        self._p_to_pm_dst_port.start()
-
         self._zeros = np.zeros(shape)
 
         self._receive_when_empty = channel_config.get_receive_empty_function()
@@ -153,17 +152,18 @@ def __init__(self, proc_params: dict) -> None:
     def run_async(self) -> None:
         while self.time_step != self.num_steps + 1:
             self._zeros.fill(0)
-            elements_in_buffer = self._p_to_pm_dst_port._queue.qsize()
+            elements_in_buffer = self.in_port.csp_ports[-1]._queue.qsize()
 
             if elements_in_buffer == 0:
                 data = self._receive_when_empty(
-                    self._p_to_pm_dst_port,
+                    self.in_port,
                     self._zeros)
             else:
                 data = self._receive_when_not_empty(
-                    self._p_to_pm_dst_port,
+                    self.in_port,
                     self._zeros,
                     elements_in_buffer)
+
             self.out_port.send(data)
             self.time_step += 1
 

From 223307ecfad126442e59bedf36322401a38adf3b Mon Sep 17 00:00:00 2001
From: Marcus G K Williams <168222+mgkwill@users.noreply.github.com>
Date: Wed, 7 Aug 2024 21:22:37 -0700
Subject: [PATCH 09/10] Release 0.10.0 (#882)

* Update pyproject.toml

* Delete RELEASE.md

* Update ci.yml
---
 .github/workflows/ci.yml |  2 +-
 RELEASE.md               | 82 ----------------------------------------
 pyproject.toml           |  2 +-
 3 files changed, 2 insertions(+), 84 deletions(-)
 delete mode 100644 RELEASE.md

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 200c8dd8e..497a33c34 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -55,7 +55,7 @@ jobs:
     runs-on: ${{ matrix.operating-system }}
     strategy:
       matrix:
-        operating-system: [ubuntu-latest, windows-latest, macos-13]
+        operating-system: [ubuntu-latest, macos-13]
     steps:
     - uses: actions/checkout@v3
       with:
diff --git a/RELEASE.md b/RELEASE.md
deleted file mode 100644
index 1852313be..000000000
--- a/RELEASE.md
+++ /dev/null
@@ -1,82 +0,0 @@
-_Lava_ v0.4.0 brings initial support to compile and run models on Loihi 2 via Intel’s cloud hosted Loihi systems through participation in the Intel Neuromorphic Research Community (INRC). In addition, new tutorials and documentation explain how to build Lava Processes written in Python or C for CPU and Loihi backends (C and Loihi tutorials available via the INRC). 
-
-While this release offers few high-level application examples, Lava v0.4.0 provides major enhancements to the overall Lava architecture. It forms the basis for the open-source community to enable the full Loihi feature set, such as on-chip learning, convolutional connectivity, or accelerated spike IO. The Lava Compiler and Runtime architecture has also been generalized allowing extension to other backends or neuromorphic processors. 
-
-## New Features and Improvements
-Features marked with * are available as part of the Loihi 2 extension.
--   *Extended Process library including new ProcessModels and additional improvements:
-    -   LIF, Sigma-Delta, and Dense Processes execute on Loihi NeuroCores.
-    -   Prototype Convolutional Process added.
-    -   Sending and receiving spikes to NeuroCores via embedded processes that can be programmed in C with examples included. 
-    -   All Lava Processes now list all constructor arguments explicitly with type annotations. 
--   *Added high-level API to develop custom ProcessModels that use Loihi 2 features:
-    -   Loihi NeuroCores can be programmed in Python by allocating neural network resources like Axons, Synapses or Neurons. In particular, Loihi 2 NeuroCore Neurons can be configured by writing highly flexible assembly programs.
-    -   Loihi embedded processors can be programmed in C. But unlike the prior NxSDK, no knowledge of low-level registers details is required anymore. Instead, the C API mirrors the high-level Python API to interact with other processes via channels.
--   Compiler and Runtime support for Loihi 2:
-    -   General redesign of Compiler and Runtime architecture to support compilation of Processes that execute across a heterogenous backend of different compute resources. CPU and Loihi are supported via separate sub compilers.
-    -   *The Loihi NeuroCore sub compiler automatically distributes neural network resources across multiple cores.
-    -   *The Runtime supports direct channel-based communication between Processes running on Loihi NeuroCores, embedded CPUs or host CPUs written in Python or C. Of all combinations, only Python<->C and C<->NeuroCore are currently supported.
-    -   *Added support to access Process Variables on Loihi NeuroCores at runtime via Var.set and Var.get().
--   New tutorials and improved class and method docstrings explain how new Lava features can be used such as *NeuroCore and *embedded processor programming.
--   An extended suite of unit tests and new *integration tests validate the correctness of the Lava framework.
-
-
-## Bug Fixes and Other Changes
-
--   Support for virtual ports on multiple incoming connections (Python Processes only) (Issue [#223](https://github.com/lava-nc/lava/issues/223), PR [#224](https://github.com/lava-nc/lava/pull/224))
--   Added conda install instructions (PR [#225](https://github.com/lava-nc/lava/pull/225))
--   Var.set/get() works when RunContinuous RunMode is used (Issue [#255](https://github.com/lava-nc/lava/issues/255), PR [#256](https://github.com/lava-nc/lava/pull/256)) 
--   Successful execution of tutorials now covered by unit tests (Issue [#243](https://github.com/lava-nc/lava/issues/243), PR [#244](https://github.com/lava-nc/lava/pull/244))
--   Fixed PYTHONPATH in tutorial_01 (Issue [#45](https://github.com/lava-nc/lava/issues/45), PR [#239](https://github.com/lava-nc/lava/pull/239))
--   Fixed output of tutorial_07 (Issue [#249](https://github.com/lava-nc/lava/issues/249), PR [#253](https://github.com/lava-nc/lava/pull/253))
-
-## Breaking Changes
-
--   Process constructors for standard library processes now require explicit keyword/value pairs and do not accept arbitrary input arguments via **kwargs anymore. This might break some workloads.
--   use_graded_spike kwarg has been changed to num_message_bits for all the built-in processes.
--   shape kwarg has been removed from Dense process. It is automatically inferred from the weight parameter’s shape.
--   Conv Process has additional arguments weight_exp and num_weight_bits that are relevant for fixed-point implementations.
--   The sign_mode argument in the Dense Process is now an enum rather than an integer.
--   New parameters u and v in the LIF Process enable setting initial values for current and voltage.
--   The bias parameter in the LIF Process has been renamed to bias_mant.
-
-
-## Known Issues
-
--   Lava does currently not support on-chip learning, Loihi 1 and a variety of connectivity compression features such as convolutional encoding.
--   All Processes in a network must currently be connected via channels. Running unconnected Processes using NcProcessModels in parallel currently gives incorrect results.
--   Only one instance of a Process targeting an embedded processor (using CProcessModel) can currently be created. Creating multiple instances in a network, results in an error. As a workaround, the behavior of multiple Processes can be fused into a single CProcessModel.
--   Direct channel connections between Processes using a PyProcessModel and NcProcessModel are not supported.
--   In the scenario that InputAxons are duplicated across multiple cores and users expect to inject spikes based on the declared port size, then the current implementation leads to buffer overflows and memory corruption.
--   Channel communication between PyProcessModels is slow.
--   The Lava Compiler is still inefficient and in need of improvement to performance and memory utilization.
--   Virtual ports are only supported between Processes using PyProcModels, but not between Processes when CProcModels or NcProcModels are involved. In addition, VirtualPorts do not support concatenation yet.
--   Joining and forking of virtual ports is not supported.
--   The Monitor Process does currently only support probing of a single Var per Process implemented via a PyProcessModel. The Monitor Process does currently not support probing of Vars mapped to NeuroCores.
--   Despite new docstrings, type annotations, and parameter descriptions to most of the public user-facing API, some parts of the code still have limited documentation and are missing type annotations.
-
-
-## What's Changed
-*   Virtual ports on multiple incoming connections by @mathisrichter in https://github.com/lava-nc/lava/pull/224
-*   Add conda install to README by @Tobias-Fischer in https://github.com/lava-nc/lava/pull/225
-*   PYTHONPATH fix in tutorial by @jlubo in https://github.com/lava-nc/lava/pull/239
-*   Fix tutorial04_execution.ipynb by @mgkwill in https://github.com/lava-nc/lava/pull/241
-*   Tutorial tests by @mgkwill in https://github.com/lava-nc/lava/pull/244
-*   Update README.md remove vlab instructions by @mgkwill in https://github.com/lava-nc/lava/pull/248
-*   Tutorial bug fix by @PhilippPlank in https://github.com/lava-nc/lava/pull/253
-*   Fix get set var by @PhilippPlank in https://github.com/lava-nc/lava/pull/256
-*   Update runtime_service.py by @PhilippPlank in https://github.com/lava-nc/lava/pull/258
-*   Release/v0.4.0 by @mgkwill in https://github.com/lava-nc/lava/pull/265
-
-## Thanks to our Contributors
-
--   Intel Corporation: All contributing members of the Intel Neuromorphic Computing Lab
-
-### Open-source community: 
--   [Tobias-Fischer](https://github.com/Tobias-Fischer), Tobias Fischer 
--   [jlubo](https://github.com/jlubo), Jannik Luboeinski
-
-## New Contributors
-*  @jlubo made their first contribution in https://github.com/lava-nc/lava/pull/239
-
-**Full Changelog**: https://github.com/lava-nc/lava/compare/v0.3.0...v0.4.0
diff --git a/pyproject.toml b/pyproject.toml
index 6751f518e..a95e711c5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ packages = [
     {include = "tests"}
 ]
 include = ["tutorials"]
-version = "0.9.0.dev0"
+version = "0.10.0"
 readme = "README.md"
 description = "A Software Framework for Neuromorphic Computing"
 homepage = "https://lava-nc.org/"

From f71eaaaccc16debe26e01b84589e8bf0a439db08 Mon Sep 17 00:00:00 2001
From: Marcus G K Williams <168222+mgkwill@users.noreply.github.com>
Date: Wed, 7 Aug 2024 22:04:12 -0700
Subject: [PATCH 10/10] Set version back to dev0

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index a95e711c5..2f27f3f75 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ packages = [
     {include = "tests"}
 ]
 include = ["tutorials"]
-version = "0.10.0"
+version = "0.11.0.dev0"
 readme = "README.md"
 description = "A Software Framework for Neuromorphic Computing"
 homepage = "https://lava-nc.org/"