From e3acfe74f365b538e4538ef37dcc099211c31852 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:19:18 -0400 Subject: [PATCH 01/13] fix: IzhikevichNodes and CSRMNodes accept multi-dimensional shapes; CSRMNodes reset clears its spike window IzhikevichNodes sized its parameters by the n argument (None when only shape is given) and never reshaped them; CSRMNodes contracted with 'i,kij->kj'. Both now work for any shape; one-dimensional results are bit-identical (goldens conv2d_if_izh and csrm_window trial 0 unchanged). CSRMNodes.reset_state_variables now zeroes last_spikes, which changes results after a reset (csrm_window golden regenerated with that reason). Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/nodes.py | 59 +++++++++++++---------- test/network/test_all_classes.py | 19 +------- test/regression/golden/csrm_window.pt.xz | Bin 7100 -> 7048 bytes 3 files changed, 34 insertions(+), 44 deletions(-) diff --git a/bindsnet/network/nodes.py b/bindsnet/network/nodes.py index 6609c215..58aae4fe 100644 --- a/bindsnet/network/nodes.py +++ b/bindsnet/network/nodes.py @@ -1233,37 +1233,37 @@ def __init__( excitatory = 0 if excitatory == 1: - self.r = torch.rand(n) - self.a = 0.02 * torch.ones(n) - self.b = 0.2 * torch.ones(n) + self.r = torch.rand(self.n) + self.a = 0.02 * torch.ones(self.n) + self.b = 0.2 * torch.ones(self.n) self.c = -65.0 + 15 * (self.r**2) self.d = 8 - 6 * (self.r**2) - self.S = 0.5 * torch.rand(n, n) - self.excitatory = torch.ones(n).byte() + self.S = 0.5 * torch.rand(self.n, self.n) + self.excitatory = torch.ones(self.n).byte() elif excitatory == 0: - self.r = torch.rand(n) + self.r = torch.rand(self.n) self.a = 0.02 + 0.08 * self.r self.b = 0.25 - 0.05 * self.r - self.c = -65.0 * torch.ones(n) - self.d = 2 * torch.ones(n) - self.S = -torch.rand(n, n) + self.c = -65.0 * torch.ones(self.n) + self.d = 2 * torch.ones(self.n) + self.S = -torch.rand(self.n, self.n) - self.excitatory = torch.zeros(n).byte() + self.excitatory = torch.zeros(self.n).byte() else: - self.excitatory = torch.zeros(n).byte() + self.excitatory = torch.zeros(self.n).byte() - ex = int(n * excitatory) - inh = n - ex + ex = int(self.n * excitatory) + inh = self.n - ex # init - self.r = torch.zeros(n) - self.a = torch.zeros(n) - self.b = torch.zeros(n) - self.c = torch.zeros(n) - self.d = torch.zeros(n) - self.S = torch.zeros(n, n) + self.r = torch.zeros(self.n) + self.a = torch.zeros(self.n) + self.b = torch.zeros(self.n) + self.c = torch.zeros(self.n) + self.d = torch.zeros(self.n) + self.S = torch.zeros(self.n, self.n) # excitatory self.r[:ex] = torch.rand(ex) @@ -1271,7 +1271,7 @@ def __init__( self.b[:ex] = 0.2 * torch.ones(ex) self.c[:ex] = -65.0 + 15 * self.r[:ex] ** 2 self.d[:ex] = 8 - 6 * self.r[:ex] ** 2 - self.S[:, :ex] = 0.5 * torch.rand(n, ex) + self.S[:, :ex] = 0.5 * torch.rand(self.n, ex) self.excitatory[:ex] = 1 # inhibitory @@ -1280,10 +1280,15 @@ def __init__( self.b[ex:] = 0.25 - 0.05 * self.r[ex:] self.c[ex:] = -65.0 * torch.ones(inh) self.d[ex:] = 2 * torch.ones(inh) - self.S[:, ex:] = -torch.rand(n, inh) + self.S[:, ex:] = -torch.rand(self.n, inh) self.excitatory[ex:] = 0 - self.register_buffer("v", self.rest * torch.ones(n)) # Neuron voltages. + # Per-neuron parameters take the layer's shape; S stays [n, n] over the + # flattened neurons. + for name in ("r", "a", "b", "c", "d", "excitatory"): + setattr(self, name, getattr(self, name).view(*self.shape)) + + self.register_buffer("v", self.rest * torch.ones(*self.shape)) # Voltages. self.register_buffer("u", self.b * self.v) # Neuron recovery. def forward(self, x: torch.Tensor) -> None: @@ -1300,10 +1305,11 @@ def forward(self, x: torch.Tensor) -> None: # Add inter-columnar input. if self.s.any(): + s = self.s.view(self.s.size(0), -1) x += torch.cat( - [self.S[:, self.s[i]].sum(dim=1)[None] for i in range(self.s.shape[0])], + [self.S[:, s[i]].sum(dim=1)[None] for i in range(s.size(0))], dim=0, - ) + ).view_as(x) # Apply v and u updates. self.v.add_(self.dt * 0.5 * (0.04 * self.v**2 + 5 * self.v + 140 - self.u + x)) @@ -1463,10 +1469,10 @@ def forward(self, x: torch.Tensor) -> None: # Integrate inputs. v = torch.einsum( - "i,kij->kj", self.resKernel, x + "i,ki...->k...", self.resKernel, x ) # Response due to incoming current v += torch.einsum( - "i,kij->kj", self.refKernel, self.last_spikes + "i,ki...->k...", self.refKernel, self.last_spikes ) # Refractoriness due to previous spikes self.v.add_(v.view(x.size(0), *self.shape)) @@ -1494,6 +1500,7 @@ def reset_state_variables(self) -> None: """ super().reset_state_variables() self.v.fill_(self.rest) # Neuron voltages. + self.last_spikes.zero_() # Spikes in the refractory window. def compute_decays(self, dt) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index ad265a7b..0e71eda6 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -94,8 +94,6 @@ def _weights(conn): # --------------------------------------------------------------------------- # NODE_SHAPE = (3, 4) -# Node classes that only work with a one-dimensional shape (see KNOWN_BUGS). -NODE_1D_ONLY = {"CSRMNodes", "IzhikevichNodes"} def _run_nodes(name, shape, batch=BATCH): @@ -122,8 +120,7 @@ def test_nodes_construct_and_run(name): Caught: ``self.v = self.v / 0`` inserted at the end of ``BoostedLIFNodes.forward``. """ - shape = (12,) if name in NODE_1D_ONLY else NODE_SHAPE - net = _run_nodes(name, shape) + net = _run_nodes(name, NODE_SHAPE) _check_layers(net) @@ -795,20 +792,6 @@ def _sparse_dc2015_batch2(): # id -> (what is wrong and where, exception type, message fragment, reproducer). KNOWN_BUGS = { - "CSRMNodes-2d-shape": ( - "CSRMNodes.forward uses einsum 'i,kij->kj', so only one-dimensional " - "shapes work", - RuntimeError, - "einsum", - _nodes_2d("CSRMNodes"), - ), - "IzhikevichNodes-2d-shape": ( - "IzhikevichNodes sizes its parameters by n, not by shape, so a " - "multi-dimensional shape gives a size mismatch (nodes.py forward)", - RuntimeError, - "must match the size", - _nodes_2d("IzhikevichNodes"), - ), "LocalConnection-batch2": ( "LocalConnection.compute reshapes to target.shape without the batch " "dimension (topology.py, `a_post.view(*self.target.shape)`)", diff --git a/test/regression/golden/csrm_window.pt.xz b/test/regression/golden/csrm_window.pt.xz index d29af1ccaaefba398306d484a4099b5d74d25b6b..9a72702608ee8a7ed7feb1b8beced5291b2429cc 100644 GIT binary patch delta 6927 zcmV+q8}Q`3H;6Zo905m>9iD#^2Aeq$K?Gyt9i?pJEdPLWYKFR#9J5XfAE62;Tt5Gn zYf;eGv-oeDY3d4%FD)2t=3*g~9h7kt($2jFu^MeQ8bhk5IXZ68$dAT~bt@W=CVE7T z6MhR!ynNG*TD)LSkh=oUa$>poM 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zM1J(`?=3p4*J1@i#d9;xbl6O%kiG!5Ybx)$4yraVBZr0Vj z0tdY(GKm(ysZHg*c74|W&@9KHFt~p_$mw|kjG29!Nu<$vYk`B#+Q|!>F-#%5kf|Dk_+XwUVX*oa(Wq+$(aCdc2d!?R91N*oF;;i`Ot||SFewtcY z`o<@OOLCc2+_Kr!%FZ~WE*%%=f_Px92GE%M!_}D=js4)LTx(t+_diDdb5l>H~MK!Ou6~DJ5+s@7jjWlYRoYc~nPMP$oMY&QYW@Sqv*`)6J6)X5Vj5Iheecd}7 zugBzRVm1@3QolA9N?$t{T6!mbk!fmg!;S!c0#5*MV`sD92E}e`u+2&C$o3A!VySkr zP8E5*XM1;53v?B>75Fz9E+G-_7%m!4+LmK=QI}*h&Fx7|0054}HhZ|1%Zva4mp8)j V0RXJ>te~;PXZr#G00004Sz2AQ)5QP) From 1c4c098dec8d116712646c0df44f9bd1c38bf86d Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:20:51 -0400 Subject: [PATCH 02/13] fix: LocalConnection batch > 1; MaxPool connections without decay or with one channel LocalConnection.compute dropped the batch dimension in its final view. MaxPool{1,2,3}d multiplied a missing decay (None) and squeeze()d away a channel of size 1; a missing decay now means plain spike counts, and the firing-rate buffer follows the spike tensor's shape. Results that ran before are unchanged (goldens pass). Reproducers kept as test_fixed_bug_stays_fixed. Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 23 ++++++++++++++++------- test/network/test_all_classes.py | 18 ++++++++++++++++++ 2 files changed, 34 insertions(+), 7 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index aa43c5cc..a924b816 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -1193,8 +1193,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool1d( self.firing_rates, @@ -1283,8 +1286,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool2d( self.firing_rates, @@ -1373,8 +1379,11 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - self.firing_rates -= self.decay * self.firing_rates - self.firing_rates += s.float().squeeze() + if self.firing_rates.shape != s.shape: # batch size changed + self.firing_rates = torch.zeros_like(s, dtype=torch.float) + if self.decay is not None: # no decay given: plain spike counts + self.firing_rates -= self.decay * self.firing_rates + self.firing_rates += s.float() _, indices = F.max_pool3d( self.firing_rates, @@ -1561,7 +1570,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: s.float().view(s.size(0), -1) @ self.w.view(self.source.n, self.target.n) + self.b ) - return a_post.view(*self.target.shape) + return a_post.view(s.size(0), *self.target.shape) def update(self, **kwargs) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 0e71eda6..1d4a733a 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -931,6 +931,24 @@ def _sparse_dc2015_batch2(): } +# Fixed for 0.3.5. Each reproducer must now run without error, so the fix stays. +FIXED = [ + "LocalConnection-batch2", + *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), +] +FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} + + +@pytest.mark.parametrize("bug_id", sorted(FIXED_BUGS)) +def test_fixed_bug_stays_fixed(bug_id): + """Each former KNOWN_BUGS reproducer runs cleanly. + + Caught: restoring ``s.float().squeeze()`` in MaxPool2dConnection.compute fails + MaxPool2dConnection-one-channel. + """ + FIXED_BUGS[bug_id][3]() + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 926e60dcbe593715424780b403878a9d45d18729 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:23:40 -0400 Subject: [PATCH 03/13] fix: sparse MulticompartmentConnection learns and runs with batch > 1; NetworkMonitor reset; tuple target shapes - MCC_LearningRule bounded sparse weights into a new tensor that only the rule held, so DiehlAndCook2015(sparse=True) never learned; the bound and the sparse normalisation now write in place. At batch 1 sparse and dense learn bit-identical weights without norm (test_sparse_dc2015_learns_like_dense); with norm they differ by summation order (max 6.0e-8). - MulticompartmentConnection.compute applies per-sample sparse weight copies ([batch, src, tgt]) with bmm; one copy keeps the old arithmetic. - NetworkMonitor.reset_state_variables looked connections up in layers. - [batch] + target.shape failed for tuple shapes. Results change: DiehlAndCook2015(sparse=True) now learns. Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/MCC_learning.py | 3 ++- bindsnet/network/monitors.py | 2 +- bindsnet/network/topology.py | 18 ++++++++++++------ bindsnet/network/topology_features.py | 3 ++- test/network/test_all_classes.py | 21 +++++++++++++++++++++ 5 files changed, 38 insertions(+), 9 deletions(-) diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index 94c867e8..c656e25e 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -133,7 +133,8 @@ def update(self, **kwargs) -> None: self, NoOp ): if self.feature_value.is_sparse: - self.feature_value = ( + # In place: the feature (and compute()) holds this same tensor. + self.feature_value.copy_( self.feature_value.to_dense().clamp_(self.min, self.max).to_sparse() ) else: diff --git a/bindsnet/network/monitors.py b/bindsnet/network/monitors.py index 00d875d1..2070452d 100644 --- a/bindsnet/network/monitors.py +++ b/bindsnet/network/monitors.py @@ -327,5 +327,5 @@ def reset_state_variables(self) -> None: for c in self.connections: if hasattr(self.network.connections[c], v): self.recording[c][v] = torch.zeros( - self.time, *getattr(self.network.layers[c], v).size() + self.time, *getattr(self.network.connections[c], v).size() ) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index a924b816..624b6320 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -522,9 +522,13 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: # Side-effect-only pipeline entries (sub-features) fold as identity. continue if isinstance(factor, torch.Tensor) and factor.is_sparse: - # Sparse feature values carry a leading batch dim ([1, src, tgt]) - # from prime_feature; densify to the fold's [src, tgt] shape. - factor = factor.to_dense().view(self.source.n, self.target.n) + # Sparse feature values carry a leading batch dim ([batch, src, + # tgt], one weight copy per sample) from prime_feature. One copy + # densifies to the fold's [src, tgt] shape; several stay + # [batch, src, tgt] and are applied per sample below. + factor = factor.to_dense() + if factor.size(0) == 1: + factor = factor.view(self.source.n, self.target.n) op = getattr(f, "op", "mul") if op == "mul": a_eff = factor if a_eff is None else a_eff * factor @@ -543,7 +547,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: # Additive terms apply to every synapse regardless of spikes, so # their contribution is the source-sum, a constant [target.n] row. - b_sum = b_eff.sum(dim=0) if b_eff is not None else None + b_sum = b_eff.sum(dim=-2) if b_eff is not None else None if all(getattr(f, "is_static", True) for f in self.pipeline): self._fold_cache = (a_eff, b_sum) @@ -554,7 +558,9 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: use_gather = self.sparse_compute and ( not a_eff.is_cuda or self.source.n * self.target.n >= 4_000_000 ) - if use_gather: + if a_eff.dim() == 3: # one weight copy per sample (sparse, batch > 1) + out = torch.bmm(s.unsqueeze(1).to(a_eff.dtype), a_eff).squeeze(1) + elif use_gather: # Read only the rows of A for source neurons that spiked this step # (numerically identical; faster only when few are active). active = s.any(dim=0).nonzero(as_tuple=False).squeeze(1) @@ -576,7 +582,7 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: if self.traces: self.activity = out - if out.size() != torch.Size([s.size(0)] + self.target.shape): + if out.size() != torch.Size([s.size(0), *self.target.shape]): return out.view(s.size(0), *self.target.shape) return out diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index 8426ee62..c79f20bd 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -285,7 +285,8 @@ def normalize(self) -> None: abs_sum = self.value.sum(1).to_dense() abs_sum[abs_sum == 0] = 1.0 abs_sum = abs_sum.unsqueeze(1).expand(-1, *self.value.shape[1:]) - self.value = self.value * (self.norm / abs_sum) + # In place: the learning rule holds this same tensor. + self.value.copy_(self.value * (self.norm / abs_sum)) else: abs_sum = self.value.sum(0).unsqueeze(0) abs_sum[abs_sum == 0] = 1.0 diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 1d4a733a..4b2ad6fb 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -935,6 +935,10 @@ def _sparse_dc2015_batch2(): FIXED = [ "LocalConnection-batch2", *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), + "NetworkMonitor-reset-with-time", + "MulticompartmentConnection-tuple-shape", + "DiehlAndCook2015-sparse-no-learning", + "DiehlAndCook2015-sparse-batch2", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} @@ -949,6 +953,23 @@ def test_fixed_bug_stays_fixed(bug_id): FIXED_BUGS[bug_id][3]() +def test_sparse_dc2015_learns_like_dense(): + """With one sample there is one weight copy, so sparse and dense weights learn + identically (no normalisation; with it, sparse sums in another order). + + Caught: dropping the in-place copy_ in MCC_LearningRule.update (the sparse + clamp) leaves the sparse weights at their initial values. + """ + kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": 1} + kwargs.update(exc_thresh=-62.0, norm=None) + learned = [] + for sparse in (False, True): + net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, 1) + w = _weights(net.connections[("X", "Ae")]) + learned.append((w.to_dense() if w.is_sparse else w).reshape(16, 8)) + assert torch.equal(learned[0], learned[1]) + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 3a2f53fb120a17bea00fbeea5d4942f7759bf172 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:32:20 -0400 Subject: [PATCH 04/13] fix: MSTDP/MSTDPET/Rmax state cleared on reset; Rmax and MCC MSTDPET work with batch > 1 - LearningRule.reset_state_variables deletes the tensors a rule creates on its first update (_step_state); AbstractConnection.reset_state_variables forwards to the rule. Reset then equals a freshly built network (invariant tests for mstdp_mstdpet and rules_mix now pass). Results change after a reset with learning on: goldens mstdp_mstdpet(_dt05), rules_mix(_dt05) regenerated, trial 0 bit-identical. - Rmax and MCC_learning.MSTDPET keep per-sample state and reduce the update over the batch, as MSTDP does. Batch 1 is bit-identical to the old formula (TestMccMstdpetBatched, goldens); batch 2 with sum equals the sum of single samples to summation order. Op counts at batch 1: MCC MSTDPET 24 -> 27, Rmax 24 -> 26 (regenerated with reason). API snapshot: +1 method. Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/MCC_learning.py | 64 +++++---- bindsnet/learning/learning.py | 37 +++-- bindsnet/network/topology.py | 6 +- test/api_surface.json | 12 +- test/network/test_all_classes.py | 2 + test/network/test_perf_equivalence.py | 135 ++++++++++++++++++ test/regression/golden/mstdp_mstdpet.pt.xz | Bin 55644 -> 50604 bytes .../golden/mstdp_mstdpet_dt05.pt.xz | Bin 56652 -> 54120 bytes test/regression/golden/rules_mix.pt.xz | Bin 40808 -> 41332 bytes test/regression/golden/rules_mix_dt05.pt.xz | Bin 49708 -> 49704 bytes test/regression/op_counts.json | 67 +++++++-- test/regression/test_invariants.py | 16 --- test/regression/test_op_counts.py | 7 +- 13 files changed, 271 insertions(+), 75 deletions(-) diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index c656e25e..c69e38b5 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -872,20 +872,11 @@ def __init__( self.tc_e_trace = torch.tensor( kwargs.get("tc_e_trace", 25.0) ) # How long trace effects weights - self.eligibility = torch.zeros( - *self.feature_value.shape, device=self.feature_value.device - ) - self.eligibility_trace = torch.zeros( - *self.feature_value.shape, device=self.feature_value.device - ) - - # Initialize eligibility, eligibility trace, P^+, and P^-. - if not hasattr(self, "p_plus"): - self.p_plus = torch.zeros((self.source.n), device=self.feature_value.device) - if not hasattr(self, "p_minus"): - self.p_minus = torch.zeros( - (self.target.n), device=self.feature_value.device - ) + # Per-sample state ([batch, ...]), created on the first update. + self.p_plus = None + self.p_minus = None + self.eligibility = None + self.eligibility_trace = None # Initialize variables for average update and continues update self.average_update = kwargs.get("average_update", 0) @@ -913,15 +904,23 @@ def _connection_update(self, **kwargs) -> None: :param float a_minus: Learning rate (pre-synaptic). """ # Reshape pre- and post-synaptic spikes. - source_s = self.source.s.view(-1).float() - target_s = self.target.s.view(-1).float() + batch_size = self.source.batch_size + source_s = self.source.s.view(batch_size, -1).float() + target_s = self.target.s.view(batch_size, -1).float() # Parse keyword arguments. reward = kwargs["reward"] + dev = self.feature_value.device + if self.p_plus is None or self.p_plus.size(0) != batch_size: + n_pre, n_post = self.source.n, self.target.n + self.p_plus = torch.zeros(batch_size, n_pre, device=dev) + self.p_minus = torch.zeros(batch_size, n_post, device=dev) + self.eligibility = torch.zeros(batch_size, n_pre, n_post, device=dev) + self.eligibility_trace = torch.zeros(batch_size, n_pre, n_post, device=dev) + # Build learning-rate and decay tensors, cached on (dt, device) so a # change to either (network.dt edits, .to(device) moves) recomputes them. - dev = self.feature_value.device dt = float(self.connection.dt) if getattr(self, "_decay_key", None) != (dt, dev): self._decay_key = (dt, dev) @@ -953,10 +952,14 @@ def _connection_update(self, **kwargs) -> None: # Compute weight update. + # Dense weights are shared across the batch: reduce the per-sample + # updates. Sparse weights keep one copy per sample ([batch, src, tgt]). + update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace + if not self.feature_value.is_sparse: + update = self.reduction(update, dim=0) + if self.average_update > 0: - self.average_buffer[self.average_buffer_index] = ( - self.nu[0] * self.connection.dt * reward * self.eligibility_trace - ) + self.average_buffer[self.average_buffer_index] = update self.average_buffer_index = ( self.average_buffer_index + 1 ) % self.average_update @@ -967,7 +970,6 @@ def _connection_update(self, **kwargs) -> None: update = update.to_sparse() self.feature_value += update else: - update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace if self.feature_value.is_sparse: update = update.to_sparse() self.feature_value += update @@ -985,10 +987,10 @@ def _connection_update(self, **kwargs) -> None: # p_plus -> +a_plus every spike, with decay # p_minus -> +a_minus every spike, with decay - # Calculate point eligibility value. - self.eligibility = torch.outer(self.p_plus, target_s) + torch.outer( - source_s, self.p_minus - ) + # Calculate point eligibility value (per sample). + self.eligibility = torch.bmm( + self.p_plus.unsqueeze(2), target_s.unsqueeze(1) + ) + torch.bmm(source_s.unsqueeze(2), self.p_minus.unsqueeze(1)) super().update() @@ -999,10 +1001,14 @@ def reset_state_variables(self) -> None: starts from the same state as a freshly-built rule. """ - self.eligibility.zero_() - self.eligibility_trace.zero_() - self.p_plus.zero_() - self.p_minus.zero_() + for state in ( + self.eligibility, + self.eligibility_trace, + self.p_plus, + self.p_minus, + ): + if state is not None: + state.zero_() if self.average_update > 0: self.average_buffer.zero_() self.average_buffer_index = 0 diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index 898bf815..e21903fa 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -190,6 +190,19 @@ def __init__( # Weight decay. self.weight_decay = 1.0 - weight_decay if weight_decay else 1.0 + # Tensors a rule creates on its first update and carries across time steps. + _step_state = () + + def reset_state_variables(self) -> None: + # language=rst + """ + Forget the state carried across time steps. The tensors in + ``_step_state`` are deleted, so the next update re-creates them as zeros + for the current batch size, as in a freshly built rule. + """ + for name in self._step_state: + self.__dict__.pop(name, None) + def update(self) -> None: # language=rst """ @@ -1627,6 +1640,8 @@ class MSTDP(LearningRule): `_. """ + _step_state = ("p_plus", "p_minus", "eligibility") + def __init__( self, connection: AbstractConnection, @@ -2128,6 +2143,8 @@ class MSTDPET(LearningRule): `(Florian 2007) `_. """ + _step_state = ("p_plus", "p_minus", "eligibility", "eligibility_trace") + def __init__( self, connection: AbstractConnection, @@ -2662,6 +2679,8 @@ class Rmax(LearningRule): `_. """ + _step_state = ("eligibility_trace",) + def __init__( self, connection: AbstractConnection, @@ -2730,16 +2749,18 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. """ - # Initialize eligibility trace. + batch_size = self.source.batch_size + + # Initialize eligibility trace (one per sample). if not hasattr(self, "eligibility_trace"): self.eligibility_trace = torch.zeros( - *self.connection.w.shape, device=self.connection.w.device + batch_size, *self.connection.w.shape, device=self.connection.w.device ) # Reshape variables. - target_s = self.target.s.view(-1).float() - target_s_prob = self.target.s_prob.view(-1) - source_x = self.source.x.view(-1) + target_s = self.target.s.view(batch_size, -1).float() + target_s_prob = self.target.s_prob.view(batch_size, -1) + source_x = self.source.x.view(batch_size, -1) # Parse keyword arguments. reward = kwargs["reward"] @@ -2749,10 +2770,10 @@ def _connection_update(self, **kwargs) -> None: self.eligibility_trace += ( target_s - (target_s_prob / (1.0 + self.tc_c / self.connection.dt * target_s_prob)) - ) * source_x[:, None] + )[:, None, :] * source_x[:, :, None] - # Compute weight update. - update = self.nu[0] * reward * self.eligibility_trace + # Compute weight update, reduced over the batch. + update = self.reduction(self.nu[0] * reward * self.eligibility_trace, dim=0) if self.connection.w.is_sparse: update = update.to_sparse() self.connection.w += update diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 624b6320..5feacb5f 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -141,8 +141,12 @@ def update(self, **kwargs) -> None: def reset_state_variables(self) -> None: # language=rst """ - Contains resetting logic for the connection. + Contains resetting logic for the connection. Subclasses call this, which + resets the learning rule's state carried across time steps. """ + reset = getattr(self.update_rule, "reset_state_variables", None) + if reset is not None: + reset() @staticmethod def cast_dtype_if_needed(w, w_dtype): diff --git a/test/api_surface.json b/test/api_surface.json index 1a7df2f4..19438bb1 100644 --- a/test/api_surface.json +++ b/test/api_surface.json @@ -1,8 +1,8 @@ { "meta": { - "reason": "Initial snapshot of the public API (test hardening Phase 6)", - "date": "2026-10-24", - "commit": "db7d193", + "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)", + "date": "2026-10-28", + "commit": "926e60d", "python": "3.11.9", "torch": "2.14.1+cu130" }, @@ -11,6 +11,11 @@ "date": "2026-10-24", "commit": "db7d193", "reason": "Initial snapshot of the public API (test hardening Phase 6)" + }, + { + "date": "2026-10-28", + "commit": "926e60d", + "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)" } ], "surface": { @@ -190,6 +195,7 @@ "bindsnet.learning.learning.DiehlAndCook": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.Hebbian": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.LearningRule": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", + "bindsnet.learning.learning.LearningRule.reset_state_variables": "(self)", "bindsnet.learning.learning.LearningRule.update": "(self)", "bindsnet.learning.learning.MSTDP": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", "bindsnet.learning.learning.MSTDPET": "(connection, nu=None, reduction=None, weight_decay=0.0, **kwargs)", diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 4b2ad6fb..c1fdc332 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -939,6 +939,8 @@ def _sparse_dc2015_batch2(): "MulticompartmentConnection-tuple-shape", "DiehlAndCook2015-sparse-no-learning", "DiehlAndCook2015-sparse-batch2", + "Rmax-batch2", + "MCC_learning.MSTDPET-batch2", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} diff --git a/test/network/test_perf_equivalence.py b/test/network/test_perf_equivalence.py index 342d93b6..5b009548 100644 --- a/test/network/test_perf_equivalence.py +++ b/test/network/test_perf_equivalence.py @@ -34,6 +34,7 @@ Hebbian, MCC_learning, PostPre, + Rmax, WeightDependentPostPre, ) from bindsnet.learning.learning import ( @@ -701,3 +702,137 @@ def test_local_connection_matches_reference(self): ref *= connection.norm / ref.sum(0).view(1, -1) connection.normalize() assert torch.equal(connection.w, ref) + + +class TestMccMstdpetBatched: + """MCC_learning.MSTDPET keeps per-sample state ([batch, ...]) since 0.3.5.""" + + @staticmethod + def _rule(batch_size, reduction=None, n_in=12, n_out=7, dt=1.0): + net = Network(dt=dt, batch_size=batch_size) + net.add_layer(Input(n=n_in), "in") + net.add_layer(LIFNodes(n=n_out), "out") + conn = MulticompartmentConnection( + net.layers["in"], + net.layers["out"], + device="cpu", + pipeline=[ + Weight( + "w", + torch.zeros(n_in, n_out), + range=[-100.0, 100.0], + nu=(1e-2, 1e-2), + reduction=reduction, + learning_rule=MCC_learning.MSTDPET, + ) + ], + ) + net.add_connection(conn, "in", "out") + return conn + + @staticmethod + def _spikes(steps, batch_size, n, seed): + g = torch.Generator().manual_seed(seed) + return torch.rand(steps, batch_size, n, generator=g) < 0.3 + + def _run(self, conn, pre, post, rewards): + for t in range(pre.size(0)): + conn.source.s = pre[t] + conn.target.s = post[t] + conn.update(learning=True, reward=rewards[t]) + return conn.pipeline[0].value.detach().clone() + + @pytest.mark.parametrize("dt", [1.0, 0.5]) + def test_batch1_matches_unbatched_formula(self, dt): + """Batch 1 is bit-identical to the former one-dimensional code + (Florian 2007 eqs. 2.7-2.8 with ``torch.outer``). + + Caught: dropping ``self.connection.dt`` from the weight update. + """ + steps, n_in, n_out = 30, 12, 7 + conn = self._rule(1, dt=dt) + rule = conn.pipeline[0].learning_rule + pre = self._spikes(steps, 1, n_in, 1) + post = self._spikes(steps, 1, n_out, 2) + rewards = torch.linspace(-1.0, 1.0, steps).tolist() + w = self._run(conn, pre, post, rewards) + + decay_plus = torch.exp(-dt / torch.tensor(20.0)) + decay_minus = torch.exp(-dt / torch.tensor(20.0)) + decay_e = torch.exp(-dt / torch.tensor(25.0)) + p_plus, p_minus = torch.zeros(n_in), torch.zeros(n_out) + elig, trace = torch.zeros(n_in, n_out), torch.zeros(n_in, n_out) + ref = torch.zeros(n_in, n_out) + for t in range(steps): + s_pre, s_post = pre[t].view(-1).float(), post[t].view(-1).float() + trace *= decay_e + trace += elig / torch.tensor(25.0) + ref += rule.nu[0] * dt * rewards[t] * trace + ref.clamp_(-100.0, 100.0) + p_plus *= decay_plus + p_plus += torch.tensor(1.0) * s_pre + p_minus *= decay_minus + p_minus += torch.tensor(-1.0) * s_post + elig = torch.outer(p_plus, s_post) + torch.outer(s_pre, p_minus) + assert torch.equal(w, ref) + + def test_batch_sum_equals_sum_of_single_samples(self): + """Traces depend only on spikes, so with reduction=sum the batch-2 weight + change is the sum of each sample's change alone. Floats agree to batch + summation order (rtol 1e-6, atol 1e-7; CLAUDE.md performance rule). + + Caught: using only the first sample's update instead of the reduction. + """ + steps, n_in, n_out = 30, 12, 7 + pre = self._spikes(steps, 2, n_in, 3) + post = self._spikes(steps, 2, n_out, 4) + rewards = [0.5] * steps + both = self._run(self._rule(2, torch.sum), pre, post, rewards) + alone = sum( + self._run( + self._rule(1, torch.sum), pre[:, i : i + 1], post[:, i : i + 1], rewards + ) + for i in range(2) + ) + assert both.abs().max() > 0 + assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) + + +def test_rmax_batch_sum_equals_sum_of_single_samples(): + """Rmax traces depend only on spikes, spike probabilities and input traces, + so with reduction=sum the batch-2 weight change is the sum of each sample's + change alone (Vasilaki et al. 2009 eq. 13 per sample). Floats agree to batch + summation order (rtol 1e-6, atol 1e-7; CLAUDE.md performance rule). + + Caught: using only the first sample's update instead of the reduction. + """ + steps, n_in, n_out = 30, 12, 7 + g = torch.Generator().manual_seed(5) + x = torch.rand(steps, 2, n_in, generator=g) + prob = torch.rand(steps, 2, n_out, generator=g) * 0.5 + spikes = torch.rand(steps, 2, n_out, generator=g) < prob + + def run(batch): + net = Network(dt=1.0, batch_size=len(batch)) + net.add_layer(Input(n=n_in, traces=True, traces_additive=True), "in") + net.add_layer(SRM0Nodes(n=n_out), "out") + conn = Connection( + net.layers["in"], + net.layers["out"], + w=torch.zeros(n_in, n_out), + update_rule=Rmax, + nu=1e-2, + reduction=torch.sum, + ) + net.add_connection(conn, "in", "out") + for t in range(steps): + conn.source.x = x[t, batch] + conn.target.s_prob = prob[t, batch] + conn.target.s = spikes[t, batch] + conn.update(learning=True, reward=0.5) + return conn.w.detach().clone() + + both = run([0, 1]) + alone = run([0]) + run([1]) + assert both.abs().max() > 0 + assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) diff --git a/test/regression/golden/mstdp_mstdpet.pt.xz b/test/regression/golden/mstdp_mstdpet.pt.xz index 710b8b336531b45ed8fb825f2dada878261ba586..1bcc07e992b3809afe6e1ba95fa0ae9d8ead008b 100644 GIT binary patch literal 50604 zcmV(tKvN&ykIBi4U4E!H4|H| zeL=amvoJFluElrdIJTjQ+T>oEh{*l8B{cx~H|;B?9GRFuBKJ$nrV8$jJ3ngqVHvgH z=lUtDbmaKuOkNzSfoKn_IP;=)jl{c^StGl`+MF07Xh9{|y}u(y%+Y?EsrURg4_WL#tdP-Po^+Kk+Jhup+srPRg9-&H9OdzvEgIt%zpbrs zhz!)01yLbE+NS4?h|?uJ6)!_1;I&+q0WAGEeJvto&OFV%d)3A}9);R9aN^09TruDP zbcjob#zI(T{x>^OZUs%B!lQhwA4uqHSc5te15xPV`y>Sk*awAy7+aONW`fq#0%Ye| zM#r8f$PFP_NZX>@hTi?-h;06rY3l8uN-9sQ3NQ&pWZj)X?A1;D&0`;C9^!Wna~W4GAHXEFQamNZuW#b*lV zU~wJYjgSEi%>|&ACKWW`oiiPk*%ut{mW-ED5eqo|GwOuzJzN)_3wB&Muffj}&tduk z-e`17Gy0VM_(G*gjEpUF&i>@~PdR$1Iz_hcSGm=4q@9K&;zL}?)l+%L|5PYuD zt1A2aQcKkqZ0u{+!0?J<}{12dyk3}43@e|RCY&- 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Vz6vEYg&wiQXZr#G00004Sz7jCOhNzv diff --git a/test/regression/op_counts.json b/test/regression/op_counts.json index 3a17e277..395fc6ff 100644 --- a/test/regression/op_counts.json +++ b/test/regression/op_counts.json @@ -2,14 +2,11 @@ "meta": { "torch": "2.14.1+cu130", "python": "3.11.9", - "date": "2026-10-24", - "commit": "db7d19303af15e38dc5598cd728065930bee3eef", - "reason": "initial operation counts (Phase 5 of the test hardening plan)" - }, - "excluded": { - "rule.Rmax.b4": "Rmax crashes at batch > 1 on master (view(-1) over the batch, learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", - "mcc.MSTDPET.b4": "MCC_learning.MSTDPET crashes at batch > 1 on master (MCC_learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS" + "date": "2026-10-28", + "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", + "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" }, + "excluded": {}, "totals": { "mcc.DiehlAndCook.b1": 14, "mcc.DiehlAndCook.b4": 14, @@ -17,7 +14,8 @@ "mcc.Hebbian.b4": 15, "mcc.MSTDP.b1": 19, "mcc.MSTDP.b4": 19, - "mcc.MSTDPET.b1": 24, + "mcc.MSTDPET.b1": 27, + "mcc.MSTDPET.b4": 27, "mcc.NoOp.b1": 0, "mcc.NoOp.b4": 0, "mcc.PostPre.b1": 19, @@ -36,7 +34,8 @@ "rule.NoOp.b4": 3, "rule.PostPre.b1": 24, "rule.PostPre.b4": 24, - "rule.Rmax.b1": 24, + "rule.Rmax.b1": 26, + "rule.Rmax.b4": 26, "rule.WeightDependentPostPre.b1": 35, "rule.WeightDependentPostPre.b4": 35, "run.DiehlAndCook2015_784x100.b1": 75, @@ -117,12 +116,29 @@ "aten::_to_copy": 2, "aten::add.Tensor": 1, "aten::add_.Tensor": 4, + "aten::bmm": 2, "aten::clamp_": 1, "aten::div.Tensor": 1, - "aten::mul.Tensor": 7, + "aten::mul.Tensor": 5, "aten::mul_.Tensor": 3, "aten::select.int": 1, - "aten::view": 4 + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 4, + "aten::view": 2 + }, + "mcc.MSTDPET.b4": { + "aten::_to_copy": 2, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 4, + "aten::bmm": 2, + "aten::clamp_": 1, + "aten::div.Tensor": 1, + "aten::mul.Tensor": 5, + "aten::mul_.Tensor": 3, + "aten::select.int": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 4, + "aten::view": 2 }, "mcc.NoOp.b1": {}, "mcc.NoOp.b4": {}, @@ -331,7 +347,27 @@ "aten::rsub.Scalar": 1, "aten::select.int": 1, "aten::sub.Tensor": 1, - "aten::unsqueeze": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 2, + "aten::view": 3 + }, + "rule.Rmax.b4": { + "aten::_local_scalar_dense": 1, + "aten::_to_copy": 1, + "aten::add.Tensor": 1, + "aten::add_.Tensor": 2, + "aten::any": 1, + "aten::clamp_.Tensor": 1, + "aten::div.Tensor": 2, + "aten::mul.Tensor": 5, + "aten::mul_.Tensor": 1, + "aten::ne.Scalar": 1, + "aten::reciprocal": 1, + "aten::rsub.Scalar": 1, + "aten::select.int": 1, + "aten::sub.Tensor": 1, + "aten::sum.dim_IntList": 1, + "aten::unsqueeze": 2, "aten::view": 3 }, "rule.WeightDependentPostPre.b1": { @@ -430,6 +466,13 @@ "date": "2026-10-24", "commit": "db7d19303af15e38dc5598cd728065930bee3eef", "reason": "initial operation counts (Phase 5 of the test hardening plan)" + }, + { + "torch": "2.14.1+cu130", + "python": "3.11.9", + "date": "2026-10-28", + "commit": "926e60dcbe593715424780b403878a9d45d18729+uncommitted bindsnet code changes", + "reason": "MCC_learning.MSTDPET and Rmax keep per-sample state ([batch, ...]) so batch > 1 works: bmm instead of outer and a reduction over the batch; at batch 1 mcc.MSTDPET 24 -> 27 and rule.Rmax 24 -> 26 operations; mcc.MSTDPET.b4 and rule.Rmax.b4 counted again" } ] } diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 0fa17ccf..fa49f4fb 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -56,18 +56,6 @@ def _params(known): None, True, ) -MSTDP_STATE = ( - "MSTDP and MSTDPET keep p_plus, p_minus, eligibility (and eligibility_trace) " - "outside the state_dict and reset_state_variables does not clear them", - None, - True, -) -RMAX_STATE = ( - "Rmax keeps eligibility_trace outside the state_dict and " - "reset_state_variables does not clear it", - None, - True, -) def _first_trial(name): @@ -177,12 +165,8 @@ def test_reset_equals_fresh_learning_off(name): RESET_LEARN_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "mstdp_mstdpet": MSTDP_STATE, - "mstdp_mstdpet_dt05": MSTDP_STATE, "csrm_window": CSRM_WINDOW, "meanfield_norm": MEANFIELD_NORM, - "rules_mix": RMAX_STATE, - "rules_mix_dt05": RMAX_STATE, } diff --git a/test/regression/test_op_counts.py b/test/regression/test_op_counts.py index 14e8a921..b0123b20 100644 --- a/test/regression/test_op_counts.py +++ b/test/regression/test_op_counts.py @@ -48,12 +48,7 @@ LIF_N = 100 # Workloads that are not counted, with the reason (copied into op_counts.json). -EXCLUDED = { - "rule.Rmax.b4": "Rmax crashes at batch > 1 on master (view(-1) over the batch, " - "learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", - "mcc.MSTDPET.b4": "MCC_learning.MSTDPET crashes at batch > 1 on master " - "(MCC_learning.py); pinned in test/network/test_all_classes.py KNOWN_BUGS", -} +EXCLUDED = {} class OpCounter(TorchDispatchMode): From 65723f4108cf92dafb3f61057f4fce3f4725e6e3 Mon Sep 17 00:00:00 2001 From: AHMETHAKANBEZIR1 Date: Wed, 28 Oct 2026 22:38:16 -0400 Subject: [PATCH 05/13] fix: preserve the mean-field weight parameter during normalization (#813) Adopted from #813 (head 53dd2e3) by AHMETHAKANBEZIR1, reviewed with the bindsnet-pr-review skill (sandboxed canaries, fail-then-pass, API, timing); Hananel adopted it as accountable author because the PR says no human reviewed it. MeanFieldConnection.normalize scales w in place by norm over the absolute weight sum (a shared scalar counted once per target), instead of assigning a plain tensor to the Parameter (TypeError on every call). Co-Authored-By: Hananel Hazan Co-Authored-By: OpenAI Codex --- CHANGELOG.md | 3 + bindsnet/network/topology.py | 13 +-- test/network/test_meanfield_normalization.py | 97 ++++++++++++++++++++ 3 files changed, 107 insertions(+), 6 deletions(-) create mode 100644 test/network/test_meanfield_normalization.py diff --git a/CHANGELOG.md b/CHANGELOG.md index 5179fe8c..510caaa9 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -42,6 +42,9 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). - Dockerfile on `python:3.13-slim`, inside `requires-python = ">=3.11,<3.14"` (#810 had moved it to 3.14); Dependabot no longer proposes minor or major Python bumps for the image. +- Mean-field connection normalization preserves the registered weight parameter and + signs, keeps zero weights finite, and counts a shared scalar once per target neuron + when normalizing the total absolute weight. Scalar and per-target forms agree. - API reference on Read the Docs was empty: the build never installed `bindsnet`, so every `automodule` failed to import (`No module named 'matplotlib'`), and `docs/pyproject.toml` downgraded Sphinx to 7.2.6. `.readthedocs.yaml` now installs a diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 5feacb5f..7940f71c 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -2106,7 +2106,8 @@ def __init__( tensor of same size as w :param Union[float, torch.Tensor] wmax: Maximum allowed value(s) on the connection weights. Single value, or tensor of same size as w - :param float norm: Total weight per target neuron normalization constant. + :param float norm: Total absolute weight across target neurons. A shared scalar + weight is counted once per target neuron. """ super().__init__(source, target, nu, weight_decay, **kwargs) @@ -2145,13 +2146,13 @@ def update(self, **kwargs) -> None: def normalize(self) -> None: # language=rst """ - Normalize weights so each target neuron has sum of connection weights equal to - ``self.norm``. + Normalize absolute weights across target neurons to ``self.norm``, preserving + signs and scalar or per-target tensor shape. A shared scalar is counted once + per target neuron. All-zero stored weights remain zero. """ if self.norm is not None: - self.w = self.w.view(1, self.target.n) - self.w *= self.norm / self.w.sum() - self.w = self.w.view(1, *self.target.shape) + total = self.w.abs().sum() * (self.target.n / self.w.numel()) + self.w *= self.norm / total.masked_fill(total == 0, 1) def reset_state_variables(self) -> None: # language=rst diff --git a/test/network/test_meanfield_normalization.py b/test/network/test_meanfield_normalization.py new file mode 100644 index 00000000..7beefcd9 --- /dev/null +++ b/test/network/test_meanfield_normalization.py @@ -0,0 +1,97 @@ +import pytest +import torch + +from bindsnet.network import Network +from bindsnet.network.nodes import Input, LIFNodes +from bindsnet.network.topology import MeanFieldConnection + + +@pytest.mark.parametrize("weight_shape", [(), (4,), (2, 2)]) +@pytest.mark.parametrize("dtype", [torch.float32, torch.float64]) +@pytest.mark.parametrize("norm", [None, 0.0, 2.0]) +def test_meanfield_normalization_preserves_parameter(weight_shape, dtype, norm): + target_shape = weight_shape or (3,) + weights = ( + torch.arange(1, 5, dtype=dtype).reshape(weight_shape) + if weight_shape + else torch.tensor(0.25, dtype=dtype) + ) + connection = MeanFieldConnection( + Input(n=2), + LIFNodes(shape=target_shape), + w=weights.clone(), + w_dtype=dtype, + norm=norm, + ) + parameter = connection.w + state_keys = set(connection.state_dict()) + expected = weights.clone() + if norm is not None: + expected = ( + weights * (norm / 10) + if weight_shape + else torch.tensor(norm / 3, dtype=dtype) + ) + + connection.normalize() + assert connection.w is parameter + assert isinstance(connection.w, torch.nn.Parameter) + assert connection.w.shape == weights.shape + assert set(connection.state_dict()) == state_keys + torch.testing.assert_close(connection.w, expected) + spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) + torch.testing.assert_close(connection.compute(spikes), 0.75 * expected) + connection.normalize() + torch.testing.assert_close(connection.w, expected) + + +@pytest.mark.parametrize("norm", [0.0, 2.0]) +def test_network_run_normalizes_meanfield_connection(norm): + network = Network(dt=1.0) + source, target = Input(n=2), LIFNodes(n=3) + network.add_layer(source, name="source") + network.add_layer(target, name="target") + connection = MeanFieldConnection(source, target, w=torch.tensor(0.25), norm=norm) + network.add_connection(connection, source="source", target="target") + for _ in range(2): + network.run(inputs={"source": torch.ones(2, 1, 2)}, time=2) + torch.testing.assert_close(connection.w, torch.tensor(norm / target.n)) + assert torch.isfinite(target.v).all() + + +@pytest.mark.parametrize( + "weights,expected", + [ + ([-1.0, -2.0], [-2 / 3, -4 / 3]), + ([1.0, -1.0], [1.0, -1.0]), + ([1.0, -0.999999], [2 / 1.999999, -1.999998 / 1.999999]), + ], +) +def test_meanfield_normalization_preserves_signed_weights(weights, expected): + connection = MeanFieldConnection( + Input(n=2), LIFNodes(n=2), w=torch.tensor(weights), norm=2.0 + ) + for _ in range(2): + connection.normalize() + assert torch.isfinite(connection.w).all() + torch.testing.assert_close(connection.w, torch.tensor(expected)) + + +@pytest.mark.parametrize("value", [-0.25, 0.25]) +@pytest.mark.parametrize("target_shape", [(3,), (2, 2)]) +def test_meanfield_shared_and_per_target_weights_agree(value, target_shape): + source, target = Input(n=2), LIFNodes(shape=target_shape) + shared = MeanFieldConnection(source, target, w=torch.tensor(value), norm=2.0) + per_target = MeanFieldConnection( + source, target, w=torch.full(target_shape, value), norm=2.0 + ) + spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) + for _ in range(2): + shared.normalize() + per_target.normalize() + expected = torch.full(target_shape, (2.0 if value > 0 else -2.0) / target.n) + torch.testing.assert_close(shared.w.expand(target_shape), expected) + torch.testing.assert_close(per_target.w, expected) + torch.testing.assert_close( + shared.compute(spikes).expand(target_shape), per_target.compute(spikes) + ) From 5924712e4beff0dbc82600924b896aebc2bd03aa Mon Sep 17 00:00:00 2001 From: AHMETHAKANBEZIR1 Date: Wed, 28 Oct 2026 22:38:16 -0400 Subject: [PATCH 06/13] fix: reset and resize the CSRM connection spike history (#815) Adopted from #815 (head 49c57f8) by AHMETHAKANBEZIR1, reviewed with the bindsnet-pr-review skill; Hananel adopted it as accountable author because the PR says no human reviewed it. Connection.compute_window re-creates s_w when the batch size changes, and reset_state_variables clears it for CSRM targets. Co-Authored-By: Hananel Hazan Co-Authored-By: OpenAI Codex --- CHANGELOG.md | 3 ++ bindsnet/network/topology.py | 4 +- test/network/test_connections.py | 64 +++++++++++++++++++++++++++++++- 3 files changed, 69 insertions(+), 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 510caaa9..0d9ae56c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,9 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). ## [Unreleased] ### Fixed +- Reset the spike-history window of dense connections into `CSRMNodes` when + resetting network state, so spikes from a previous trial do not drive the next one. + Recreate the window when the input batch size changes, matching the neuron state. - `--seed` now makes GPU runs repeatable in `eth_mnist.py`, `batch_eth_mnist.py`, `supervised_mnist.py`, `conv_mnist.py`, `conv1d_MNIST.py`, `conv3d_MNIST.py`, `SOM_LM-SNNs.py` and `breakout/random_network_baseline.py`: they call diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 7940f71c..0074f185 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -384,7 +384,7 @@ def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst """ """ - if self.s_w == None: + if self.s_w is None or self.s_w.size(0) != s.size(0): # Construct a matrix of shape batch size * window size * dimension of layer self.s_w = torch.zeros( self.target.batch_size, self.target.res_window_size, *self.source.shape @@ -432,6 +432,8 @@ def reset_state_variables(self) -> None: Contains resetting logic for the connection. """ super().reset_state_variables() + if isinstance(self.target, CSRMNodes): + self.s_w = None class MulticompartmentConnection(AbstractMulticompartmentConnection): diff --git a/test/network/test_connections.py b/test/network/test_connections.py index d308bc60..b64c165f 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -1,5 +1,6 @@ import math +import pytest import torch import bindsnet.learning.MCC_learning as mcc @@ -14,7 +15,7 @@ WeightDependentPostPre, ) from bindsnet.network import Network -from bindsnet.network.nodes import Input, LIFNodes, SRM0Nodes +from bindsnet.network.nodes import CSRMNodes, Input, LIFNodes, SRM0Nodes from bindsnet.network.topology import * @@ -25,6 +26,67 @@ class TestConnection: device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + @staticmethod + def _make_csrm_network(window, bias=None): + network = Network(learning=False) + source = Input(n=2) + target = CSRMNodes( + n=2, + res_window_size=window, + ref_window_size=2, + rest=0.0, + thresh=100.0, + ) + network.add_layer(source, "X") + network.add_layer(target, "Y") + connection = Connection( + source, target, w=torch.tensor([[1.0, 0.5], [0.25, 1.0]]), b=bias + ) + network.add_connection(connection, "X", "Y") + return network, target, connection + + @pytest.mark.parametrize("window", [3, 5]) + @pytest.mark.parametrize("bias", [None, torch.tensor([0.2, 0.1])]) + def test_csrm_reset_discards_previous_trial(self, window, bias): + reused, target, connection = self._make_csrm_network(window, bias) + fresh, reference, _ = self._make_csrm_network(window, bias) + # A short first trial leaves both occupied and empty slots in the window. + reused.run({"X": torch.ones(2, 2)}, time=2) + weights = connection.w + before = weights.clone() + reused.reset_state_variables() + # No input spikes in the next independent trial: old spikes must not drive it. + for _ in range(window): + reused.run({"X": torch.zeros(1, 2)}, time=1) + fresh.run({"X": torch.zeros(1, 2)}, time=1) + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + assert connection.w is weights + torch.testing.assert_close(connection.w, before) + + def test_csrm_window_survives_run_boundary(self): + split, target, _ = self._make_csrm_network(3) + continuous, reference, _ = self._make_csrm_network(3) + spikes = torch.tensor([[1.0, 0.0], [0.0, 1.0], [0.0, 0.0], [0.0, 0.0]]) + continuous.run({"X": spikes}, time=4) + split.run({"X": spikes[:2]}, time=2) + split.run({"X": spikes[2:]}, time=2) + assert target.v.abs().sum() > 0 + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + + @pytest.mark.parametrize("previous_batch,new_batch", [(1, 2), (2, 1)]) + def test_csrm_window_resizes_with_batch(self, previous_batch, new_batch): + reused, target, _ = self._make_csrm_network(3) + fresh, reference, _ = self._make_csrm_network(3) + reused.run({"X": torch.ones(2, previous_batch, 2)}, time=2) + # Network.run resizes neuron state when a new input batch size arrives. + for _ in range(3): + reused.run({"X": torch.zeros(1, new_batch, 2)}, time=1) + fresh.run({"X": torch.zeros(1, new_batch, 2)}, time=1) + torch.testing.assert_close(target.v, reference.v) + torch.testing.assert_close(target.s, reference.s) + def test_transfer(self): if not torch.cuda.is_available(): return From 5d72052eba9c3e65432dde019b1ef6bba772bc78 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:39:57 -0400 Subject: [PATCH 07/13] test: goldens and invariants after adopting #813 and #815 meanfield_norm and csrm_window goldens regenerated (both used to record a crash). Invariant xfails removed: reset-equals-fresh for csrm_window and meanfield_norm, round trip and batch for meanfield_norm. Still open: the CSRM spike window is not in the state_dict (round trip). 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z>Kjm)5ZF7l%Rn+^ze7zGN#ilNcX|{cvZCj;Nc$LwOkQMTb3576vDqwfENHL)p7OnO z7o4LySEBA$Ew9O=Ny&GWtE#AW$>1!3dDe|Gz^sH)`z(-`xX#VlMiKx3R&^eRoGHf2 b00H9_^H2Z)`ZDSRvBYQl0ssI200dcDtd%33 diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index fa49f4fb..278444a0 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -38,12 +38,6 @@ def _params(known): # Known failures on master db7d193 (2026-10-24); see the decision log in # logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which # is the signal to remove the entry. -MEANFIELD_NORM = ( - "MeanFieldConnection.normalize assigns a plain tensor to the parameter w " - "(TypeError; open PR #813)", - TypeError, - True, -) CSRM_WINDOW = ( "Connection.s_w (CSRM spike window) is neither reset by " "reset_state_variables nor kept in the state_dict (open PR #815)", @@ -145,7 +139,7 @@ def _reset_path(name, learning): return N.collect(net), net -RESET_XFAIL = {"csrm_window": CSRM_WINDOW, "meanfield_norm": MEANFIELD_NORM} +RESET_XFAIL = {} @pytest.mark.parametrize("name", _params(RESET_XFAIL)) @@ -165,8 +159,6 @@ def test_reset_equals_fresh_learning_off(name): RESET_LEARN_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "csrm_window": CSRM_WINDOW, - "meanfield_norm": MEANFIELD_NORM, } @@ -196,7 +188,6 @@ def test_reset_equals_fresh_learning_on(name): "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, "csrm_window": CSRM_WINDOW, - "meanfield_norm": MEANFIELD_NORM, } @@ -263,9 +254,7 @@ def params(): # --------------------------------------------------------------------------- # BATCH_N = 3 -BATCH_XFAIL = { - "meanfield_norm": MEANFIELD_NORM, -} +BATCH_XFAIL = {} # Floats are compared with a relative tolerance as well as the absolute one: # batched kernels sum in a different order, which moves a float32 value by a # couple of units in the last place (measured: CSRMNodes v off by 7.6e-6 at From 5725c1a5a6330eddb7a2b1821c5e9dc40a6fcffe Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:43:07 -0400 Subject: [PATCH 08/13] fix: CSRM spike window saved in the state_dict; MulticompartmentConnection drives CSRMNodes - Connection.s_w is a registered buffer, so state_dict saves it; a load adopts a saved window or drops one the saved state lacked (_load_window). The csrm_window round-trip invariant now passes; golden regenerated (adds s_w, no value changed). - MulticompartmentConnection.compute_window read s_w and self.w, neither of which it has, so MCC into CSRMNodes always raised. It now keeps a window of its own outputs (pipeline runs once per step), resized on a batch change, cleared on reset, saved in the state_dict. With static weights it matches a Connection bit for bit (test_multicompartment_into_csrm_matches_connection). Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 79 +++++++++++++++-------- test/network/test_connections.py | 35 ++++++++++ test/regression/golden/csrm_window.pt.xz | Bin 9508 -> 9764 bytes test/regression/test_invariants.py | 7 -- 4 files changed, 86 insertions(+), 35 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 0074f185..463e4424 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -9,10 +9,28 @@ from torch.nn import Module, Parameter from torch.nn.modules.utils import _pair, _triple -from bindsnet.network.nodes import CSRMNodes, Nodes +from bindsnet.network.nodes import Nodes from bindsnet.utils import im2col_indices +def _load_window(module, state_dict, prefix, name): + # language=rst + """ + Match ``module``'s spike-window buffer ``name`` (created on the first step) to + a state dict about to be loaded: adopt a saved window, or drop one the saved + state did not have, so ``load_state_dict`` restores the window exactly. + """ + key = prefix + name + if key in state_dict: + if ( + getattr(module, name) is None + or getattr(module, name).shape != state_dict[key].shape + ): + setattr(module, name, torch.empty_like(state_dict[key])) + else: + setattr(module, name, None) + + class AbstractConnection(ABC, Module): # language=rst """ @@ -361,8 +379,12 @@ def __init__( else: self.b = None - if isinstance(self.target, CSRMNodes): - self.s_w = None + # Window of recent input spikes for CSRM targets (see compute_window). + self.register_buffer("s_w", None) + + def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + _load_window(self, state_dict, prefix, "s_w") + super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) def compute(self, s: torch.Tensor) -> torch.Tensor: # language=rst @@ -432,8 +454,7 @@ def reset_state_variables(self) -> None: Contains resetting logic for the connection. """ super().reset_state_variables() - if isinstance(self.target, CSRMNodes): - self.s_w = None + self.s_w = None class MulticompartmentConnection(AbstractMulticompartmentConnection): @@ -484,6 +505,13 @@ def __init__( # change: learning updates, normalize, reset, device/dtype moves. self._fold_cache = None + # Window of recent outputs for CSRM targets (see compute_window). + self.register_buffer("out_w", None) + + def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + _load_window(self, state_dict, prefix, "out_w") + super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) + def _apply(self, fn, recurse=True): self._fold_cache = None return super()._apply(fn, recurse) @@ -594,31 +622,25 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst - """""" - - if self.s_w == None: - # Construct a matrix of shape batch size * window size * dimension of layer - self.s_w = torch.zeros( - self.target.batch_size, self.target.res_window_size, *self.source.shape - ) - - # Add the spike vector into the first in first out matrix of windowed (res) spike trains - self.s_w = torch.cat((self.s_w[:, 1:, :], s[:, None, :]), 1) + """ + Post-synaptic input for CSRM targets: the last ``target.res_window_size`` + outputs of :meth:`compute`, newest last, shape + ``[batch, window, *target.shape]``. The pipeline runs once per step, on that + step's spikes, so features with state advance once per step. - # Compute multiplication of spike activations by weights and add bias. - if self.b is None: - post = ( - self.s_w.view(self.s_w.size(0), self.s_w.size(1), -1).float() @ self.w - ) - else: - post = ( - self.s_w.view(self.s_w.size(0), self.s_w.size(1), -1).float() @ self.w - + self.b + :param s: Incoming spikes, shape ``[batch, *source.shape]``. + """ + out = self.compute(s) + if self.out_w is None or self.out_w.size(0) != s.size(0): + self.out_w = torch.zeros( + s.size(0), + self.target.res_window_size, + *self.target.shape, + device=out.device, + dtype=out.dtype, ) - - return post.view( - self.s_w.size(0), self.target.res_window_size, *self.target.shape - ) + self.out_w = torch.cat((self.out_w[:, 1:], out[:, None]), 1) + return self.out_w def update(self, **kwargs) -> None: # language=rst @@ -650,6 +672,7 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self._fold_cache = None + self.out_w = None for f in self.pipeline: f.reset_state_variables() diff --git a/test/network/test_connections.py b/test/network/test_connections.py index b64c165f..e2319e3a 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -867,3 +867,38 @@ def test_hebbian_predictable(self): args = [[[1, 28, 28], [1, 26, 26], (1, 26), 3, 1]] for conn_type, arg in zip(conn_types, args): tester.check_weights(conn_type, decay=1, update_rule=NoOp, *arg) + + +def test_multicompartment_into_csrm_matches_connection(): + """With static weights a MulticompartmentConnection (window of outputs) drives + CSRMNodes exactly like a Connection (window of input spikes), at batch 2. + + Caught: MulticompartmentConnection.compute_window on master (no s_w, then + self.w), which raised AttributeError. + """ + from bindsnet.network.monitors import Monitor + from bindsnet.network.nodes import CSRMNodes, Input + from bindsnet.network.topology import Connection, MulticompartmentConnection + from bindsnet.network.topology_features import Weight + + w = torch.rand(6, 4, generator=torch.Generator().manual_seed(0)) * 30 + x = torch.rand(40, 2, 6, generator=torch.Generator().manual_seed(1)) < 0.4 + recorded = [] + for mcc in (False, True): + net = Network(dt=1.0, batch_size=2) + net.add_layer(Input(n=6), "in") + net.add_layer(CSRMNodes(n=4), "out") + if mcc: + pipeline = [Weight("w", w.clone())] + conn = MulticompartmentConnection( + net.layers["in"], net.layers["out"], device="cpu", pipeline=pipeline + ) + else: + conn = Connection(net.layers["in"], net.layers["out"], w=w.clone()) + net.add_connection(conn, "in", "out") + net.add_monitor(Monitor(net.layers["out"], ["s", "v"], time=40), "m") + net.run(inputs={"in": x}, time=40) + recorded.append([net.monitors["m"].get(v) for v in ("s", "v")]) + assert recorded[0][0].sum() > 0 + assert torch.equal(recorded[0][0], recorded[1][0]) + assert torch.equal(recorded[0][1], recorded[1][1]) diff --git 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z>?>X{M;BSIuAopxVQ5}7LGJ-sg^VuMLO%JqcR^_>v+(UVcwX{PfFOnq)GYOM!sKZjCCBVIg z+2wmZ?~QNDi}}Fch1U~h>z$l;J9YYTuP71$pf$E0e+y045`AX+@;r48yHOy$fj0ls zD1N-07bui6WoL%> zYg11GGK+beYEr`K+iXUK++ajF0002A8Slsp5Yy-Y0scwCnF0X(QJ$r-#Ao{g00000 G1X)`Af@4tt diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 278444a0..547a9b45 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -38,12 +38,6 @@ def _params(known): # Known failures on master db7d193 (2026-10-24); see the decision log in # logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which # is the signal to remove the entry. -CSRM_WINDOW = ( - "Connection.s_w (CSRM spike window) is neither reset by " - "reset_state_variables nor kept in the state_dict (open PR #815)", - None, - True, -) MCC_WEIGHTS = ( "MulticompartmentConnection keeps its Weight feature outside the state_dict, " "so DiehlAndCook2015's weights are not saved or loaded by state_dict", @@ -187,7 +181,6 @@ def test_reset_equals_fresh_learning_on(name): ROUND_TRIP_XFAIL = { "dc2015_b1": MCC_WEIGHTS, "dc2015_b16": MCC_WEIGHTS, - "csrm_window": CSRM_WINDOW, } From c5ee6e97a5acea8f6cc6e49238d2ac17d008c963 Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:46:18 -0400 Subject: [PATCH 09/13] fix: MeanFieldConnection keeps batch samples apart and applies weight_decay - compute() took the mean over the whole batch, so one sample's input depended on the others; it now uses each sample's own mean (batch 1 bit-identical: goldens pass without the weight_decay change). - weight_decay was passed by position into AbstractConnection's reduction slot and ignored; it is now passed by name. Results change for anyone who set weight_decay on a MeanFieldConnection (golden meanfield_decay regenerated with that reason). - Two #813 test lines expected the batch-wide mean (0.75); corrected to the per-sample means. Co-Authored-By: Claude Opus 5.5 --- bindsnet/network/topology.py | 7 ++++--- test/network/test_all_classes.py | 1 + test/network/test_meanfield_normalization.py | 19 +++++++++++++++++-- test/regression/golden/meanfield_decay.pt.xz | Bin 2756 -> 2856 bytes 4 files changed, 22 insertions(+), 5 deletions(-) diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 463e4424..b23391d2 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -2134,7 +2134,7 @@ def __init__( :param float norm: Total absolute weight across target neurons. A shared scalar weight is counted once per target neuron. """ - super().__init__(source, target, nu, weight_decay, **kwargs) + super().__init__(source, target, nu, weight_decay=weight_decay, **kwargs) w = kwargs.get("w", None) if w is None: @@ -2158,8 +2158,9 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: :return: Incoming spikes multiplied by synaptic weights (with or without decaying spike activation). """ - # Compute multiplication of mean-field pre-activation by connection weights. - return s.float().mean() * self.w + # Mean-field pre-activation of each sample, times the connection weights. + mean = s.float().flatten(1).mean(1) + return mean.view(-1, *[1] * len(self.target.shape)) * self.w def update(self, **kwargs) -> None: # language=rst diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index c1fdc332..0af63f9e 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -941,6 +941,7 @@ def _sparse_dc2015_batch2(): "DiehlAndCook2015-sparse-batch2", "Rmax-batch2", "MCC_learning.MSTDPET-batch2", + "MeanFieldConnection-batch-mixing", ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} diff --git a/test/network/test_meanfield_normalization.py b/test/network/test_meanfield_normalization.py index 7beefcd9..d4754fe7 100644 --- a/test/network/test_meanfield_normalization.py +++ b/test/network/test_meanfield_normalization.py @@ -40,7 +40,9 @@ def test_meanfield_normalization_preserves_parameter(weight_shape, dtype, norm): assert set(connection.state_dict()) == state_keys torch.testing.assert_close(connection.w, expected) spikes = torch.tensor([[0.0, 1.0], [1.0, 1.0]]) - torch.testing.assert_close(connection.compute(spikes), 0.75 * expected) + # Each sample's own mean (0.5 and 1.0); samples do not mix. + means = torch.tensor([0.5, 1.0], dtype=dtype).view(-1, *[1] * len(target_shape)) + torch.testing.assert_close(connection.compute(spikes).to(dtype), means * expected) connection.normalize() torch.testing.assert_close(connection.w, expected) @@ -93,5 +95,18 @@ def test_meanfield_shared_and_per_target_weights_agree(value, target_shape): torch.testing.assert_close(shared.w.expand(target_shape), expected) torch.testing.assert_close(per_target.w, expected) torch.testing.assert_close( - shared.compute(spikes).expand(target_shape), per_target.compute(spikes) + shared.compute(spikes).expand(2, *target_shape), per_target.compute(spikes) ) + + +def test_meanfield_weight_decay_is_applied(): + """weight_decay reaches AbstractConnection as weight_decay (it was passed by + position into the reduction slot and ignored). + + Caught: passing weight_decay by position again. + """ + connection = MeanFieldConnection( + Input(n=2), LIFNodes(n=3), w=torch.tensor(1.0), weight_decay=0.1 + ) + assert connection.reduction is None + assert connection.weight_decay == 0.1 diff --git a/test/regression/golden/meanfield_decay.pt.xz b/test/regression/golden/meanfield_decay.pt.xz index 7e4d7c453f7597420b95a09f15dc3607c0ee93e9..b07eb0b16309b0feb344a4b8ab76d98d9b11eeba 100644 GIT binary patch delta 2702 zcmV;93UT$s6{r@F90BK%9iD#^2Aevct%YL9Jh z_s0_zDabRfu&9>Stj!}0si8V$1MLqlF^uLhzBVf0RPM7+v9Uv4*y_Q~h3(^O!pOAh zl`|0WD9~Jxji>zE@5Q);Y6TY5qsE2mo_4$<`+e+*d{%aIf9%E*clRSZ#)A%e?10y)Y#s3ZxB z(s$*0C-=F2d=dGosImu3kj#FBI`|YF`$p~8Nn%h| 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zbGhV2=GJ5j%)U-PFJxvze%Bf8@>luIe1RSH1K9dmb z$Eco&*x9^kZV3fF*!!&Dc8Sa5Pi=(yIEa|z#QB+WG=KvF++~GS&N;OrNnMKK9s$@3 zuF)8=1m)Mu^V!{`PI?Q@R30$8l08ujZ_5r0_#wo%H@P&TYI~Jer&QcwB%j5>Je& zA!8^|`Z*9L9DGv1RM`d$hk~Sd`)=DmpdrC?b?09Xg&F>^-^D=xx_y|+AqYl}BF<7l+T82P16#jZ{2`Ptb`lgo{ zrJ6@QX>y;BbMHVZ%|rP3%YTgff$(4X6v<{bF@<*S7YqZpZoZU{yLuZJJkv!Pc*~={ zUib5;7(o~2#`J&N z!=@qabd30yA*~Mo3J=dj!pVSsSHDdEq`Mz;OJ&l0BXO0?8+TW<5RigQ)&>$A5`7>ErVOex1eQx z>hm4JqY=mH6R%@;+^IOOCb*U6q!|`;j;+%g)0At?5V*>GUsv;-TYI&@U5`&EguNs) z{R=;4*b~q&cc`F-%?%@Sjj7%%G>F)Mwg3R4nFJkL&!*6D00EyB!-fF>B7Z&~vBYQl L0ssI200dcDy;BXy From d23942464b11deb3feda687188f146eb453911df Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:54:11 -0400 Subject: [PATCH 10/13] fix: MeanField feature, Normalization/Updating sub-features, adaptation features at batch > 1, sparse weight bounds - topology_features.MeanField never called the base constructor (no name) and had no initial value; it now has an optional name, a placeholder value, and a per-sample mean ([batch, src, tgt], applied per sample by compute). - Sub-features (Normalization, Updating) get no-op prime_feature, update, normalize and reset_state_variables, which MulticompartmentConnection calls on every pipeline entry; both now work in the constructor and in Network.run. - AdaptationBaseSynapsHistory/OtherSynaps: a synapse is active when its pre-synaptic neuron spiked in any sample (the mask is shared connectivity); batch 1 gives the same values. - Sparse weights with wmin/wmax: Connection.__init__ bounds a dense copy, LearningRule.update bounds in place via a dense copy, and WeightDependentPostPre/DiehlAndCook compute their factors from a dense view. PostPre, WeightDependentPostPre and DiehlAndCook on a bounded SparseConnection learn bit-identical weights to the dense Connection. - Test workarounds for these bugs removed (batch-1-only sets, broken pairs, tuple-shape and sparse-bound special cases). Co-Authored-By: Claude Opus 5.5 --- bindsnet/learning/learning.py | 24 +++++-- bindsnet/network/topology.py | 4 +- bindsnet/network/topology_features.py | 54 +++++++++++---- test/api_surface.json | 16 ++++- test/network/test_all_classes.py | 98 +++++++++++++++++++-------- 5 files changed, 147 insertions(+), 49 deletions(-) diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index e21903fa..b156ab6c 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -218,10 +218,16 @@ def update(self) -> None: (self.connection.wmin != -np.inf).any() or (self.connection.wmax != np.inf).any() ) and not isinstance(self, NoOp): - if self.connection.w.is_sparse: - raise Exception("SparseConnection isn't supported for wmin\\wmax") + w = self.connection.w + if w.is_sparse: + # In place, so the connection keeps the same Parameter. + w.copy_( + w.to_dense() + .clamp_(self.connection.wmin, self.connection.wmax) + .to_sparse() + ) else: - self.connection.w.clamp_(self.connection.wmin, self.connection.wmax) + w.clamp_(self.connection.wmin, self.connection.wmax) class NoOp(LearningRule): @@ -757,17 +763,23 @@ def _connection_update(self, **kwargs) -> None: target_x = self.target.x.view(batch_size, -1).unsqueeze(1) update = 0 + # Dense view of w for the weight-dependent factors (sparse w: torch has + # no sparse-dense subtraction). + w = self.connection.w + w = w.to_dense() if w.is_sparse else w # Pre-synaptic update. if self.nu[0].any(): outer_product = self.reduction(torch.bmm(source_s, target_x), dim=0) - update -= self.nu[0] * outer_product * (self.connection.w - self.wmin) + update -= self.nu[0] * outer_product * (w - self.wmin) # Post-synaptic update. if self.nu[1].any(): outer_product = self.reduction(torch.bmm(source_x, target_s), dim=0) - update += self.nu[1] * outer_product * (self.wmax - self.connection.w) + update += self.nu[1] * outer_product * (self.wmax - w) + if self.connection.w.is_sparse and isinstance(update, torch.Tensor): + update = update.to_sparse() self.connection.w += update super().update() @@ -1623,7 +1635,7 @@ def _connection_update(self, **kwargs) -> None: outer = self.reduction( torch.bmm(source_x.unsqueeze(2), target_s.unsqueeze(1)), dim=0 ) - factor = self.connection.wmax - w + factor = self.connection.wmax - (w.to_dense() if w.is_sparse else w) if self.mu != 1.0: factor = factor.clamp(min=0.0) ** self.mu update = self.nu[1] * outer * factor diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index b23391d2..39cfb881 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -368,7 +368,9 @@ def __init__( w = w.to(dtype=w_dtype) else: if (self.wmin != -np.inf).any() or (self.wmax != np.inf).any(): - w = torch.clamp(torch.as_tensor(w), self.wmin, self.wmax) + w = torch.as_tensor(w) + w = w.to_dense() if w.is_sparse else w # no sparse clamp in torch + w = torch.clamp(w, self.wmin, self.wmax) w = self.cast_dtype_if_needed(w, w_dtype) self.w = Parameter(w, requires_grad=False) diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index c79f20bd..026f0eb0 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -569,17 +569,24 @@ class MeanField(AbstractFeature): # Depends on the incoming spikes; never cacheable. is_static = False - def __init__(self) -> None: + def __init__(self, name: str = "mean_field") -> None: # language=rst """ - Takes the mean of all outgoing signals, and outputs that mean across every synapse in the connection + Takes the mean of each sample's incoming spikes, and outputs that mean across + every synapse in the connection. + + :param name: Name of the feature. """ - pass + super().__init__(name=name) def compute(self, s) -> Union[torch.Tensor, float, int]: - return s.float().mean() * torch.ones( - self.source_n, self.target_n, device=s.device - ) + # One [source.n, target.n] factor per sample: samples do not mix. + mean = s.float().flatten(1).mean(1) + return mean.view(-1, 1, 1).expand(-1, self.source_n, self.target_n) + + def initialize_value(self): + # The output depends only on the spikes; the value is a placeholder. + return torch.ones(1) def prime_feature(self, connection, device, **kwargs) -> None: self.source_n = connection.source.n @@ -913,9 +920,13 @@ def forward(self, x): ) def compute(self, s) -> Union[torch.Tensor, float, int]: - # This feature needs the per-synapse spikes, so build them from s - conn_spikes = s.view(s.size(0), -1, 1).expand( - s.size(0), s.size(1), self.value.size(-1) + # This feature needs the per-synapse spikes, so build them from s. The + # mask is connectivity, shared by the batch: a synapse is active when its + # pre-synaptic neuron spiked in any sample. + conn_spikes = ( + s.view(s.size(0), -1, 1) + .expand(s.size(0), s.size(1), self.value.size(-1)) + .any(0) ) # Update the spike buffer @@ -1030,9 +1041,13 @@ def forward(self, x): ) def compute(self, s) -> Union[torch.Tensor, float, int]: - # This feature needs the per-synapse spikes, so build them from s - conn_spikes = s.view(s.size(0), -1, 1).expand( - s.size(0), s.size(1), self.value.size(-1) + # This feature needs the per-synapse spikes, so build them from s. The + # mask is connectivity, shared by the batch: a synapse is active when its + # pre-synaptic neuron spiked in any sample. + conn_spikes = ( + s.view(s.size(0), -1, 1) + .expand(s.size(0), s.size(1), self.value.size(-1)) + .any(0) ) # Update the spike buffer @@ -1117,6 +1132,21 @@ def compute(self, s): self.sub_feature() return None + # The connection calls these on every pipeline entry. A sub-feature has no + # value of its own: its work runs in compute(), and its parent feature is + # primed, updated, normalized and reset as a pipeline entry itself. + def prime_feature(self, connection, device, **kwargs) -> None: + pass + + def update(self, **kwargs) -> None: + pass + + def normalize(self) -> None: + pass + + def reset_state_variables(self) -> None: + pass + class Normalization(AbstractSubFeature): # language=rst diff --git a/test/api_surface.json b/test/api_surface.json index 19438bb1..58f80c36 100644 --- a/test/api_surface.json +++ b/test/api_surface.json @@ -1,8 +1,8 @@ { "meta": { - "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)", + "reason": "Sub-features get no-op prime_feature/update/normalize/reset_state_variables (they broke MulticompartmentConnection); MeanField gets an optional name (it had none) and initialize_value", "date": "2026-10-28", - "commit": "926e60d", + "commit": "c5ee6e9", "python": "3.11.9", "torch": "2.14.1+cu130" }, @@ -16,6 +16,11 @@ "date": "2026-10-28", "commit": "926e60d", "reason": "LearningRule.reset_state_variables added (clears per-step rule state on reset)" + }, + { + "date": "2026-10-28", + "commit": "c5ee6e9", + "reason": "Sub-features get no-op prime_feature/update/normalize/reset_state_variables (they broke MulticompartmentConnection); MeanField gets an optional name (it had none) and initialize_value" } ], "surface": { @@ -392,6 +397,10 @@ "bindsnet.network.topology_features.AbstractFeature.update": "(self, **kwargs)", "bindsnet.network.topology_features.AbstractSubFeature": "(name, parent_feature)", "bindsnet.network.topology_features.AbstractSubFeature.compute": "(self, s)", + "bindsnet.network.topology_features.AbstractSubFeature.normalize": "(self)", + "bindsnet.network.topology_features.AbstractSubFeature.prime_feature": "(self, connection, device, **kwargs)", + "bindsnet.network.topology_features.AbstractSubFeature.reset_state_variables": "(self)", + "bindsnet.network.topology_features.AbstractSubFeature.update": "(self, **kwargs)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps": "(name, value=None, value_dtype=torch.float32, ann_values=None, const_update_rate=0.1, const_decay=0.01, sparse=False, batch_size=1)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps.compute": "(self, s)", "bindsnet.network.topology_features.AdaptationBaseOtherSynaps.reset_state_variables": "(self)", @@ -409,8 +418,9 @@ "bindsnet.network.topology_features.Mask": "(name, value=None, sparse=False, batch_size=1)", "bindsnet.network.topology_features.Mask.compute": "(self, s)", "bindsnet.network.topology_features.Mask.prime_feature": "(self, connection, device, **kwargs)", - "bindsnet.network.topology_features.MeanField": "()", + "bindsnet.network.topology_features.MeanField": "(name='mean_field')", "bindsnet.network.topology_features.MeanField.compute": "(self, s)", + "bindsnet.network.topology_features.MeanField.initialize_value": "(self)", "bindsnet.network.topology_features.MeanField.prime_feature": "(self, connection, device, **kwargs)", "bindsnet.network.topology_features.Normalization": "(name, parent_feature)", "bindsnet.network.topology_features.Probability": "(name, value=None, value_dtype=torch.float32, range=None, norm=None, learning_rule=None, nu=None, reduction=None, decay=0.0, parent_feature=None, sparse=False, batch_size=1)", diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 0af63f9e..c5b99d18 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -170,8 +170,6 @@ def test_nodes_construct_and_run(name): DEFAULT_SPEC = ((20,), (10,), {}) # Extra arguments that are not optional in practice (see KNOWN_BUGS). MAXPOOL = {"MaxPool1dConnection", "MaxPool2dConnection", "MaxPoo3dConnection"} -# Connection classes whose compute() only works for batch size 1 (see KNOWN_BUGS). -CONNECTION_BATCH1_ONLY = {"LocalConnection"} def _build(conn_name, rule=None, batch=BATCH, spec=None, **extra): @@ -192,16 +190,12 @@ def _build(conn_name, rule=None, batch=BATCH, spec=None, **extra): net.add_layer(src, name="in") net.add_layer(tgt, name="out") if cls is topology.MulticompartmentConnection: - if not isinstance(tgt.shape, list): # tuple shapes crash (KNOWN_BUGS) - tgt.shape = list(tgt.shape) w = torch.rand(src.n, tgt.n) weight = tf.Weight(name="w", value=w, range=(0.0, 1.0), **kwargs) conn = cls(source=src, target=tgt, device="cpu", pipeline=[weight]) else: if rule is not None: - kwargs.update(update_rule=rule, nu=(1e-2, 1e-2)) - if conn_name != "SparseConnection": # sparse w rejects wmin/wmax - kwargs.update(wmin=0.0, wmax=1.0) + kwargs.update(update_rule=rule, nu=(1e-2, 1e-2), wmin=0.0, wmax=1.0) conn = cls(src, tgt, **kwargs) net.add_connection(conn, source="in", target="out") return net, conn, src_shape @@ -213,7 +207,7 @@ def test_connection_construct_and_run(name): Caught: ``.view_as(indices)`` changed to ``.view(-1)`` in ``MaxPool1dConnection.compute``. """ - batch = 1 if name in CONNECTION_BATCH1_ONLY else BATCH + batch = BATCH extra = {"decay": 0.5} if name in MAXPOOL else {} net, conn, src_shape = _build(name, batch=batch, **extra) net.run(inputs={"in": _spikes(src_shape, batch)}, time=STEPS) @@ -260,19 +254,13 @@ def test_every_connection_class_has_a_shape_spec(): SUPPORTED = { "NoOp": set(LEARNABLE), "PostPre": set(LEARNABLE), - "WeightDependentPostPre": set(LEARNABLE) - {"SparseConnection"}, + "WeightDependentPostPre": set(LEARNABLE), "Hebbian": set(LEARNABLE), "MSTDP": set(LEARNABLE), "MSTDPET": set(LEARNABLE), - "DiehlAndCook": DENSE_LIKE - {"SparseConnection"}, + "DiehlAndCook": DENSE_LIKE, "Rmax": DENSE_LIKE, } -# Pairs that pass the construction check but crash when run (see KNOWN_BUGS). -BROKEN_PAIRS = { - ("WeightDependentPostPre", "SparseConnection"), - ("DiehlAndCook", "SparseConnection"), -} -RULE_BATCH1_ONLY = {"Rmax"} @pytest.mark.parametrize("conn_name", LEARNABLE) @@ -284,15 +272,11 @@ def test_rule_on_connection(rule_name, conn_name): """ assert rule_name in SUPPORTED, f"add {rule_name} to SUPPORTED" rule = RULE_CLASSES[rule_name] - if (rule_name, conn_name) in BROKEN_PAIRS: - pytest.skip("crashes on master; pinned in KNOWN_BUGS") if conn_name not in SUPPORTED[rule_name]: with pytest.raises(NotImplementedError): _build(conn_name, rule=rule) return batch = BATCH - if rule_name in RULE_BATCH1_ONLY or conn_name in CONNECTION_BATCH1_ONLY: - batch = 1 net, conn, src_shape = _build(conn_name, rule=rule, batch=batch) w0 = _weights(conn).clone() net.run(inputs={"in": _spikes(src_shape, batch)}, time=STEPS, reward=1.0) @@ -306,9 +290,6 @@ def test_rule_on_connection(rule_name, conn_name): assert not torch.equal(w1, w0), "weights did not change" -MCC_RULE_BATCH1_ONLY = {"MSTDPET"} - - @pytest.mark.parametrize("rule_name", sorted(MCC_RULE_CLASSES)) def test_mcc_rule_on_multicompartment_connection(rule_name): """Each MCC rule runs on a MulticompartmentConnection Weight and moves it. @@ -316,7 +297,7 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): Caught: both ``addmm_`` updates removed from ``MCC_learning.Hebbian._connection_update``. """ rule = MCC_RULE_CLASSES[rule_name] - batch = 1 if rule_name in MCC_RULE_BATCH1_ONLY else BATCH + batch = BATCH net, conn, src_shape = _build( "MulticompartmentConnection", batch=batch, learning_rule=rule, nu=(1e-2, 1e-2) ) @@ -444,7 +425,7 @@ def _ann(): w, tf.Degradation("d", _rand(SRC_N, TGT_N), degrade_function=lambda v: v / 2), ], - "MeanField": None, # cannot be built into a pipeline (KNOWN_BUGS) + "MeanField": lambda w: [tf.MeanField(), w], "AdaptationBaseSynapsHistory": lambda w: [ w, tf.AdaptationBaseSynapsHistory("a", _rand(SRC_N, TGT_N), ann_values=_ann()), @@ -469,8 +450,6 @@ def test_feature_in_pipeline(name): Caught: ``return self.value`` changed to ``return self.value * float("nan")`` in ``Bias.compute``. """ assert name in FEATURE_PIPELINES, f"add a pipeline for {name} to FEATURE_PIPELINES" - if FEATURE_PIPELINES[name] is None: - pytest.skip(KNOWN_BUGS[f"{name}-feature"][0]) torch.manual_seed(0) weight = tf.Weight("w", _rand(SRC_N, TGT_N) * 4, norm=8.0) pipeline = FEATURE_PIPELINES[name](weight) @@ -942,6 +921,18 @@ def _sparse_dc2015_batch2(): "Rmax-batch2", "MCC_learning.MSTDPET-batch2", "MeanFieldConnection-batch-mixing", + "MeanField-feature", + "WeightDependentPostPre-SparseConnection", + "DiehlAndCook-SparseConnection", + *( + f"{c}-{case}" + for c in ("Normalization", "Updating") + for case in ("in-constructor", "network-run") + ), + *( + f"{c}-batch2" + for c in ("AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps") + ), ] FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} @@ -973,6 +964,59 @@ def test_sparse_dc2015_learns_like_dense(): assert torch.equal(learned[0], learned[1]) +def test_mean_field_feature_keeps_samples_apart(): + """A MeanField feature uses each sample's own mean: the batch-2 output equals + each sample computed alone. + + Caught: MeanField.compute taking s.float().mean() over the whole batch. + """ + src, tgt = nodes.Input(n=SRC_N), nodes.LIFNodes(n=TGT_N) + weight = tf.Weight("w", _rand(SRC_N, TGT_N)) + conn = topology.MulticompartmentConnection( + source=src, target=tgt, device="cpu", pipeline=[tf.MeanField(), weight] + ) + s = torch.tensor([[1.0] * SRC_N, [1.0] + [0.0] * (SRC_N - 1)]) + both = conn.compute(s) + alone = torch.cat([conn.compute(s[i : i + 1]) for i in range(2)]) + assert not torch.equal(both[0], both[1]) + assert torch.equal(both, alone) + + +@pytest.mark.parametrize( + "rule_name", ["PostPre", "WeightDependentPostPre", "DiehlAndCook"] +) +def test_sparse_connection_learns_like_dense(rule_name): + """Rules on a bounded SparseConnection give the dense result: weight-dependent + factors use a dense view of w and the bounds are applied in place. + + Caught: the sparse branch of LearningRule.update leaving w unbounded (PostPre + fails; the weight-dependent rules never reach the bounds). + """ + w0 = torch.rand(SRC_N, TGT_N, generator=torch.Generator().manual_seed(3)) + inputs = {"in": _spikes((SRC_N,), 1)} + learned = [] + for cls, w in ( + (topology.Connection, w0), + (topology.SparseConnection, w0.to_sparse()), + ): + torch.manual_seed(0) + src = nodes.Input(n=SRC_N, traces=True) + tgt = nodes.LIFNodes(n=TGT_N, traces=True, thresh=-60.0) + net = Network(dt=1.0, batch_size=1) + net.add_layer(src, name="in") + net.add_layer(tgt, name="out") + rule = RULE_CLASSES[rule_name] + conn = cls( + src, tgt, w=w.clone(), update_rule=rule, nu=(0.5, 0.5), wmin=0.0, wmax=1.0 + ) + net.add_connection(conn, source="in", target="out") + net.run(inputs=inputs, time=STEPS) + learned.append(conn.w.to_dense() if conn.w.is_sparse else conn.w) + assert not torch.equal(learned[0], w0) + assert learned[0].min() >= 0.0 and learned[0].max() <= 1.0 + assert torch.equal(learned[0], learned[1]) + + @pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) def test_known_bug_still_fails(bug_id): """Pins each known crash, with its error, so a fix is noticed. From 0983682e08df7a75cc40342b49bcd86ba37ff8ec Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 22:58:27 -0400 Subject: [PATCH 11/13] test: known-bug list becomes FIXED_BUGS; workarounds removed; MulticompartmentConnection feature values in the state_dict - MulticompartmentConnection saves its pipeline feature values as feature. and loads them in place, so DiehlAndCook2015 can be saved and restored (the last four strict xfails in test_invariants.py now pass; dc2015 goldens regenerated: new keys, no value changed). - Every KNOWN_BUGS entry is fixed: the dict becomes FIXED_BUGS (reproducers that must keep running); the empty xfail machinery in test_invariants.py and the batch-1, no-learning-check and sub-feature workarounds in test_all_classes.py are removed, so those classes run at batch 2 with full checks. - CONTRIBUTING, PR template and bindsnet/learning/README.md updated. Co-Authored-By: Claude Opus 5.5 --- .github/PULL_REQUEST_TEMPLATE.md | 2 +- CONTRIBUTING.md | 5 +- bindsnet/learning/README.md | 21 +++--- bindsnet/network/topology.py | 44 ++++++++++- test/network/test_all_classes.py | 93 +++++------------------- test/regression/golden/dc2015_b1.pt.xz | Bin 60516 -> 60788 bytes test/regression/golden/dc2015_b16.pt.xz | Bin 337788 -> 338016 bytes test/regression/test_invariants.py | 50 +------------ 8 files changed, 75 insertions(+), 140 deletions(-) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md index ff8de0b6..a6eefb50 100644 --- a/.github/PULL_REQUEST_TEMPLATE.md +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -21,7 +21,7 @@ - golden files under `test/regression/` - operation-count file under `test/regression/` (if present) - `test/api_surface.json` (public API) - - `KNOWN_BUGS` in `test/network/test_all_classes.py` + - `FIXED_BUGS` in `test/network/test_all_classes.py` - [ ] I added an entry to the `Unreleased` section of `CHANGELOG.md`. - [ ] If I used an AI tool to write or find this change, I name it here: diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index c2250cab..0ad14ac2 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -82,9 +82,8 @@ harmless. Please do not edit them by hand to make them pass. connection, learning rule, feature, monitor and model class is found automatically and run for a few steps. A new connection class needs an entry in `CONNECTION_SPECS` (its source and target shapes), a new model needs one in `MODEL_SPECS`, and a new - learning rule needs one in `SUPPORTED`. Known bugs on `master` are listed in - `KNOWN_BUGS` with their exact error; if your change fixes one, its test fails with - "DID NOT RAISE", and you should remove the entry in the same pull request. + learning rule needs one in `SUPPORTED`. `FIXED_BUGS` holds the reproducers of + crashes fixed in 0.3.5; each must keep running without error. - **Operation counts (`test/regression/op_counts.json`).** `test/regression/test_op_counts.py` counts the tensor operations of one learning-rule update, one simulation step and one neuron update on small fixed networks. It fails when a count grows, because more diff --git a/bindsnet/learning/README.md b/bindsnet/learning/README.md index 3a8189c7..a62bcd86 100644 --- a/bindsnet/learning/README.md +++ b/bindsnet/learning/README.md @@ -39,18 +39,15 @@ step against a from-scratch transcription of the paper. weight by the same amount at any simulation step. (`MSTDPET` does carry the paper's `dt` factor, eq. 2.7.) -- **Reward-rule state survives `reset_state_variables()` and is not saved.** - `MSTDP` (`p_plus`, `p_minus`, `eligibility`), `MSTDPET` (the same plus - `eligibility_trace`) and `Rmax` (`eligibility_trace`) keep these tensors on the - rule object, outside the network's `state_dict()`. A reset does not clear them, - and `load_state_dict` does not restore them, so a second trial after a reset - does not equal a fresh network, and a reloaded network does not continue - exactly. The same holds for the CSRM spike window `Connection.s_w`. Measured - 2026-10-24 by `test/regression/test_invariants.py` (strict expected failures); - a fix changes results and is scheduled for 0.4.0. -- **`MulticompartmentConnection` weights are not in `state_dict()`.** A - `DiehlAndCook2015` network saved with `state_dict()` and loaded back loses its - trained weights. Same test file, same release plan. +- **Reward-rule traces are cleared by a reset but not saved.** Since 0.3.5, + `reset_state_variables()` clears the state `MSTDP` (`p_plus`, `p_minus`, + `eligibility`), `MSTDPET` (the same plus `eligibility_trace`) and `Rmax` + (`eligibility_trace`) carry across time steps, so a trial after a reset equals a + fresh network (`test/regression/test_invariants.py`). These tensors are still not + in `state_dict()`: a network reloaded in the middle of a trial restarts them from + zero. The CSRM spike windows (`Connection.s_w`, `MulticompartmentConnection.out_w`) + and `MulticompartmentConnection` feature values (for example `DiehlAndCook2015`'s + weights) are saved since 0.3.5. ## Using the Diehl & Cook (2015) rule diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 39cfb881..7b364e95 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -510,9 +510,49 @@ def __init__( # Window of recent outputs for CSRM targets (see compute_window). self.register_buffer("out_w", None) - def _load_from_state_dict(self, state_dict, prefix, *args, **kwargs): + # Pipeline features are not submodules, so their values are saved and + # loaded here, under "feature.". + def _feature_values(self): + for f in self.pipeline: + value = getattr(f, "value", None) # sub-features have no value + if isinstance(value, torch.Tensor): + yield f"feature.{f.name}", value + + def _save_to_state_dict(self, destination, prefix, keep_vars): + super()._save_to_state_dict(destination, prefix, keep_vars) + for key, value in self._feature_values(): + destination[prefix + key] = value if keep_vars else value.detach() + + def _load_from_state_dict( + self, + state_dict, + prefix, + local_metadata, + strict, + missing_keys, + unexpected_keys, + error_msgs, + ): _load_window(self, state_dict, prefix, "out_w") - super()._load_from_state_dict(state_dict, prefix, *args, **kwargs) + loaded = set() + for key, value in self._feature_values(): + if prefix + key in state_dict: + with torch.no_grad(): # in place: rules hold the same tensor + value.copy_(state_dict[prefix + key]) + loaded.add(prefix + key) + elif strict: + missing_keys.append(prefix + key) + self._fold_cache = None + super()._load_from_state_dict( + state_dict, + prefix, + local_metadata, + strict, + missing_keys, + unexpected_keys, + error_msgs, + ) + unexpected_keys[:] = [k for k in unexpected_keys if k not in loaded] def _apply(self, fn, recurse=True): self._fold_cache = None diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index c5b99d18..3a620dd3 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -8,10 +8,9 @@ outputs are finite and have the right shapes. Learning-rule cases also check that the weights moved, and the table of which rule supports which connection type is pinned. -Classes or combinations that crash on master are listed in ``KNOWN_BUGS`` at the end -with their exact error. When someone fixes one, its reproducer stops raising, the test -fails with "DID NOT RAISE", and the entry must be removed (and the normal test -widened) in the same change. +``FIXED_BUGS`` at the end holds the reproducers of the crashes found on master in +October 2026 and fixed for 0.3.5, each with what was wrong; each must keep running +cleanly. """ import inspect @@ -168,7 +167,7 @@ def test_nodes_construct_and_run(name): # A connection class not listed above is tried with this dense spec, and # test_every_connection_class_has_a_shape_spec fails until it is listed. DEFAULT_SPEC = ((20,), (10,), {}) -# Extra arguments that are not optional in practice (see KNOWN_BUGS). +# Max-pooling connections (run with decay=0.5; without decay see FIXED_BUGS). MAXPOOL = {"MaxPool1dConnection", "MaxPool2dConnection", "MaxPoo3dConnection"} @@ -322,8 +321,7 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): "TwoLayerNetwork": [({"n_inpt": 16, "n_neurons": 8}, BATCH)], "DiehlAndCook2015": [ ({"n_inpt": 16, "n_neurons": 8}, BATCH), - # Batch 1 and no learning check: see KNOWN_BUGS (sparse-batch2, no-learning). - ({"n_inpt": 16, "n_neurons": 8, "sparse": True, "batch_size": 1}, 1), + ({"n_inpt": 16, "n_neurons": 8, "sparse": True, "batch_size": BATCH}, BATCH), ( { "n_inpt": 16, @@ -336,7 +334,6 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): ], "DiehlAndCook2015v2": [({"n_inpt": 16, "n_neurons": 8}, BATCH)], "IncreasingInhibitionNetwork": [({"n_input": 16, "n_neurons": 9}, BATCH)], - # Batch 1: it is built on LocalConnection (see KNOWN_BUGS). "LocallyConnectedNetwork": [ ( { @@ -346,11 +343,10 @@ def test_mcc_rule_on_multicompartment_connection(rule_name): "stride": 2, "n_filters": 2, }, - 1, + BATCH, ) ], } -MODEL_NO_LEARNING_CHECK = {("DiehlAndCook2015", 1)} MODEL_CASES = [ (name, i) for name in sorted(MODEL_CLASSES) @@ -391,8 +387,7 @@ def test_model_construct_and_run(name, case): assert torch.isfinite(w).all(), f"{k} weights not finite" if not torch.equal(w, _weights(frozen.connections[k])): learned.append(k) - if (name, case) not in MODEL_NO_LEARNING_CHECK: - assert learned, "no connection learned in 10 steps" + assert learned, "no connection learned in 10 steps" # --------------------------------------------------------------------------- # @@ -439,10 +434,6 @@ def _ann(): } -FEATURE_BATCH1_ONLY = {"AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps"} -SUB_FEATURES = {"Normalization", "Updating"} - - @pytest.mark.parametrize("name", sorted(FEATURE_CLASSES)) def test_feature_in_pipeline(name): """Every topology feature runs inside a MulticompartmentConnection for 10 steps. @@ -458,28 +449,17 @@ def test_feature_in_pipeline(name): net = Network(dt=1.0, batch_size=BATCH) net.add_layer(src, name="in") net.add_layer(tgt, name="out") - # Sub-features cannot be primed (KNOWN_BUGS): build without them, then set - # the pipeline, as test_connections.py does. - primable = [f for f in pipeline if isinstance(f, tf.AbstractFeature)] conn = topology.MulticompartmentConnection( - source=src, target=tgt, device="cpu", pipeline=primable + source=src, target=tgt, device="cpu", pipeline=pipeline ) - conn.pipeline = pipeline net.add_connection(conn, source="in", target="out") - batch = 1 if name in FEATURE_BATCH1_ONLY else BATCH - if name in SUB_FEATURES: # Network.run calls update(), which they lack - s = _spikes((SRC_N,), batch)[0] - net.layers["in"].set_batch_size(batch) - else: - net.run(inputs={"in": _spikes((SRC_N,), batch)}, time=STEPS) - _check_layers(net, batch) - s = src.s - out = conn.compute(s) - assert tuple(out.shape) == (batch, TGT_N) + net.run(inputs={"in": _spikes((SRC_N,), BATCH)}, time=STEPS) + _check_layers(net, BATCH) + out = conn.compute(src.s) + assert tuple(out.shape) == (BATCH, TGT_N) assert torch.isfinite(out).all() - if name not in SUB_FEATURES: # they also lack normalize() and reset - conn.normalize() - conn.reset_state_variables() + conn.normalize() + conn.reset_state_variables() # --------------------------------------------------------------------------- # @@ -769,8 +749,8 @@ def _sparse_dc2015_batch2(): _run_model("DiehlAndCook2015", kwargs, 2) -# id -> (what is wrong and where, exception type, message fragment, reproducer). -KNOWN_BUGS = { +# id -> (what was wrong and where, exception type, message fragment, reproducer). +FIXED_BUGS = { "LocalConnection-batch2": ( "LocalConnection.compute reshapes to target.shape without the batch " "dimension (topology.py, `a_post.view(*self.target.shape)`)", @@ -910,36 +890,9 @@ def _sparse_dc2015_batch2(): } -# Fixed for 0.3.5. Each reproducer must now run without error, so the fix stays. -FIXED = [ - "LocalConnection-batch2", - *(f"{name}-{case}" for name in MAXPOOL for case in ("no-decay", "one-channel")), - "NetworkMonitor-reset-with-time", - "MulticompartmentConnection-tuple-shape", - "DiehlAndCook2015-sparse-no-learning", - "DiehlAndCook2015-sparse-batch2", - "Rmax-batch2", - "MCC_learning.MSTDPET-batch2", - "MeanFieldConnection-batch-mixing", - "MeanField-feature", - "WeightDependentPostPre-SparseConnection", - "DiehlAndCook-SparseConnection", - *( - f"{c}-{case}" - for c in ("Normalization", "Updating") - for case in ("in-constructor", "network-run") - ), - *( - f"{c}-batch2" - for c in ("AdaptationBaseSynapsHistory", "AdaptationBaseOtherSynaps") - ), -] -FIXED_BUGS = {bug_id: KNOWN_BUGS.pop(bug_id) for bug_id in FIXED} - - @pytest.mark.parametrize("bug_id", sorted(FIXED_BUGS)) def test_fixed_bug_stays_fixed(bug_id): - """Each former KNOWN_BUGS reproducer runs cleanly. + """Each reproducer of a fixed crash runs cleanly. Caught: restoring ``s.float().squeeze()`` in MaxPool2dConnection.compute fails MaxPool2dConnection-one-channel. @@ -1015,15 +968,3 @@ def test_sparse_connection_learns_like_dense(rule_name): assert not torch.equal(learned[0], w0) assert learned[0].min() >= 0.0 and learned[0].max() <= 1.0 assert torch.equal(learned[0], learned[1]) - - -@pytest.mark.parametrize("bug_id", sorted(KNOWN_BUGS)) -def test_known_bug_still_fails(bug_id): - """Pins each known crash, with its error, so a fix is noticed. - - Caught: a ``return`` added as the first line of ``_rmax_batch2`` fails with DID NOT RAISE. - """ - reason, exc_type, match, reproduce = KNOWN_BUGS[bug_id] - with pytest.raises(exc_type, match=match): - reproduce() - pytest.xfail(reason) diff --git a/test/regression/golden/dc2015_b1.pt.xz b/test/regression/golden/dc2015_b1.pt.xz index 9aa6a565162e2d5f189d02b63f324d270c3e6b3a..09f98c3bcad0b2db96d601ca29d0d07d63fee49c 100644 GIT binary patch literal 60788 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zzS`%lbf(QL(n>~?&6POX@fCD9VwjmOYCOGI6f<527ahIMvk=a1iUXfa%~Xvm>D>;_ z%5VF;=8~Fw=gRfWmQyd>fEi+=C~KC0{SV6Xj~bG+KPQv-TqH&zSUcFom}r%ebZ&&0 z(Zy4miQ3!J4--w!hHVPqgIAyEF$IyIX1tpGD2tVNc`Vp(?2otv7PqVv4uA5h+gOE5 z_Fr*con2qtCInSF0000EN4b;3ZH?*x0n*MC=k=ih0001>VCWwd7dtQm000001X)^Y CT)kcZ diff --git a/test/regression/test_invariants.py b/test/regression/test_invariants.py index 547a9b45..521e54a6 100644 --- a/test/regression/test_invariants.py +++ b/test/regression/test_invariants.py @@ -19,33 +19,6 @@ SEED_A, SEED_B = 11, 12 # input seeds of the two trials used below -def _params(known): - """``NAMES`` as pytest params; names in ``known`` get an xfail mark. - - ``known[name]`` is ``(reason, exception type or None, strict)``. - """ - out = [] - for n in NAMES: - if n in known: - reason, raises, strict = known[n] - mark = pytest.mark.xfail(strict=strict, reason=reason, raises=raises) - out.append(pytest.param(n, marks=mark)) - else: - out.append(n) - return out - - -# Known failures on master db7d193 (2026-10-24); see the decision log in -# logs/test_hardening_2026-10/PLAN.md. A fix makes the strict xfail fail, which -# is the signal to remove the entry. -MCC_WEIGHTS = ( - "MulticompartmentConnection keeps its Weight feature outside the state_dict, " - "so DiehlAndCook2015's weights are not saved or loaded by state_dict", - None, - True, -) - - def _first_trial(name): spec = N.SPECS[name] batch, steps, _ = spec.trials[0] @@ -133,10 +106,7 @@ def _reset_path(name, learning): return N.collect(net), net -RESET_XFAIL = {} - - -@pytest.mark.parametrize("name", _params(RESET_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_reset_equals_fresh_learning_off(name): """Learning off: trial, reset, trial equals a fresh network running the second trial. Caught: LIFNodes.reset_state_variables not zeroing refrac_count.""" @@ -150,13 +120,7 @@ def test_reset_equals_fresh_learning_off(name): _assert_equal(after_reset, N.collect(net), f"{name} reset vs fresh") -RESET_LEARN_XFAIL = { - "dc2015_b1": MCC_WEIGHTS, - "dc2015_b16": MCC_WEIGHTS, -} - - -@pytest.mark.parametrize("name", _params(RESET_LEARN_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_reset_equals_fresh_learning_on(name): """Learning on: after reset, the second trial equals a fresh network that loaded the first trial's state_dict. Caught: PostPre caching the previous step's post @@ -178,13 +142,8 @@ def test_reset_equals_fresh_learning_on(name): # 4. state_dict round trip # --------------------------------------------------------------------------- # -ROUND_TRIP_XFAIL = { - "dc2015_b1": MCC_WEIGHTS, - "dc2015_b16": MCC_WEIGHTS, -} - -@pytest.mark.parametrize("name", _params(ROUND_TRIP_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_state_dict_round_trip(name): """Learning off: a network rebuilt from another seed that loads a saved state_dict continues exactly like the original. Caught: LIFNodes keeping @@ -247,7 +206,6 @@ def params(): # --------------------------------------------------------------------------- # BATCH_N = 3 -BATCH_XFAIL = {} # Floats are compared with a relative tolerance as well as the absolute one: # batched kernels sum in a different order, which moves a float32 value by a # couple of units in the last place (measured: CSRMNodes v off by 7.6e-6 at @@ -256,7 +214,7 @@ def params(): BATCH_RTOL = 1e-6 -@pytest.mark.parametrize("name", _params(BATCH_XFAIL)) +@pytest.mark.parametrize("name", NAMES) def test_batch_of_copies_equals_batch_one(name): """Learning off: every sample of a batch of N copies equals the batch-1 run; spikes exact, floats within atol 1e-6 plus rtol 1e-6 (summation order). one_spike is turned off and SRM0Nodes layers From ce98f93e17e30e4d72af32fc7283050a4abb7d5b Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:00:08 -0400 Subject: [PATCH 12/13] docs: CHANGELOG for the 0.3.5 bug fixes, results changes listed first Co-Authored-By: Claude Opus 5.5 --- CHANGELOG.md | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 46 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 0d9ae56c..f8c0321e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -6,7 +6,53 @@ see the [GitHub releases / tags](https://github.com/BindsNET/bindsnet/releases). ## [Unreleased] +### Results changes (read this before upgrading) +These fixes change numbers that code produced before. Everything else in this +release either was a crash before or gives bit-identical results (checked by the +golden-output tests in `test/regression/`). +- `reset_state_variables()` now clears the state that `MSTDP`, `MSTDPET` and `Rmax` + carry across time steps (`p_plus`, `p_minus`, `eligibility`, `eligibility_trace`). + Before, the next trial continued the previous trial's traces. Affects any run that + learns with these rules and resets between trials, for example + `examples/breakout/breakout_stdp.py` and `examples/dotTracing/dot_tracing.py`. +- `CSRMNodes.reset_state_variables()` clears the neuron's refractory spike window + (`last_spikes`), and the connection's input window is cleared too (#815). Affects + CSRM runs with more than one trial. +- `DiehlAndCook2015(sparse=True)` now learns. Its input weights never changed before, + because bounding the sparse weights made a new tensor that the connection did not + read. With one sample it now learns the same weights as the dense model (bit for bit + without weight normalisation; with it, sums differ in order by at most 6e-8). +- `MeanFieldConnection` applies `weight_decay`. It was passed by position into the + `reduction` slot and ignored. +- `MeanFieldConnection` and the `MeanField` feature use each sample's own mean + firing rate. Before, the mean was taken over the whole batch, so samples mixed + (batch size 1 is unchanged). +- The published results in `REPRODUCING.md` use code paths whose golden outputs are + bit-identical before and after (dense `DiehlAndCook2015`, `Connection` with + `PostPre`, convolutional and Izhikevich layers); the full experiments were not rerun. + ### Fixed +- Crashes, all with a reproducer kept in `test/network/test_all_classes.py` + (`FIXED_BUGS`): `IzhikevichNodes` and `CSRMNodes` with a multi-dimensional shape; + `LocalConnection` with batch size > 1; `MaxPool1d/2d/3dConnection` without a + `decay` (now plain spike counts) or with one channel at batch size > 1; + `NetworkMonitor.reset_state_variables()` with `time` set (looked connections up + among layers); `MulticompartmentConnection` with a tuple target shape; + `DiehlAndCook2015(sparse=True)` with batch size > 1; `Rmax` and + `MCC_learning.MSTDPET` with batch size > 1 (both now keep one state per sample and + reduce the update over the batch, as `MSTDP` does); `WeightDependentPostPre`, + `DiehlAndCook` and `PostPre` with `wmin`/`wmax` on a `SparseConnection` (now the + same weights as a dense `Connection`); the `MeanField` feature (no name); + `Normalization` and `Updating` sub-features in a pipeline; + `AdaptationBaseSynapsHistory` and `AdaptationBaseOtherSynaps` with batch size > 1 + (a synapse counts as active when it spiked in any sample). +- `MulticompartmentConnection` into `CSRMNodes` always raised; it now keeps a window + of its own outputs and matches a `Connection` with the same static weights bit for + bit. +- `state_dict()` now saves `MulticompartmentConnection` feature values (so a + `DiehlAndCook2015` network can be saved and restored) and the CSRM spike windows. +- `LearningRule.reset_state_variables()` added; connections forward their reset to + their learning rule. - Reset the spike-history window of dense connections into `CSRMNodes` when resetting network state, so spikes from a previous trial do not drive the next one. Recreate the window when the input batch size changes, matching the neuron state. From 02219bf8b8d16b915d6ab5792d5fd30b2fc48dbf Mon Sep 17 00:00:00 2001 From: Hananel Hazan Date: Wed, 28 Oct 2026 23:42:03 -0400 Subject: [PATCH 13/13] fix: issues found by independent review of PR #831 Network (reviewer B): - MulticompartmentConnection state_dict: refuses to save duplicate feature names (they shared one key, and loading put one feature's value into the other); checks shape and sparse layout on load (copy_ broadcast a wrong-shaped tensor silently); saves the adaptation features' mask, spike buffer and counter (only value was saved). - An Updating sub-feature drives its parent's learning; the connection's update skips that parent (it learned twice per step). - A sub-feature whose parent is not in the pipeline is refused at construction (it failed later with an unclear TypeError). insert_pipeline had list.insert's arguments swapped. - Connection.compute_window and MaxPool resets create state on the spikes' device (CUDA device mismatch, also on master). - Docstrings state how the two CSRM windows differ once weights learn. Learning rules (reviewer A): - MCC_learning.DiehlAndCook crashed on sparse weights (twin of the learning.py fix). Sparse MCC weight copies now all get the batch's shared update in PostPre, DiehlAndCook and MSTDPET (as MSTDP did), so sparse equals dense; the default squeeze reduction means a sum over a larger batch, as in the fused dense path (_reduce_batch, _add_to_feature). - Docs: per-sample reward shape [batch, 1, 1]; reset keeps the reduction chosen at construction. CHANGELOG: checkpoint compatibility (strict=False for old checkpoints), new state shapes, sparse and Updating semantics. Each fix has a test that fails on ce98f93 and passes here. Co-Authored-By: Claude Opus 5.5 --- CHANGELOG.md | 14 +++ bindsnet/learning/MCC_learning.py | 56 ++++++++--- bindsnet/learning/learning.py | 10 +- bindsnet/network/topology.py | 106 ++++++++++++++++---- bindsnet/network/topology_features.py | 33 ++++++- test/network/test_all_classes.py | 32 ++++-- test/network/test_connections.py | 32 ++++++ test/network/test_mcc_state.py | 135 ++++++++++++++++++++++++++ test/network/test_perf_equivalence.py | 41 ++++++++ 9 files changed, 412 insertions(+), 47 deletions(-) create mode 100644 test/network/test_mcc_state.py diff --git a/CHANGELOG.md b/CHANGELOG.md index f8c0321e..5eb6461a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -27,6 +27,20 @@ golden-output tests in `test/regression/`). - `MeanFieldConnection` and the `MeanField` feature use each sample's own mean firing rate. Before, the mean was taken over the whole batch, so samples mixed (batch size 1 is unchanged). +- Sparse `MulticompartmentConnection` weights hold one copy per sample; every + learning rule (`PostPre`, `DiehlAndCook`, `MSTDP`, `MSTDPET`) now gives every copy + the batch's shared update, so sparse weights learn as dense ones do (batch size > 1 + crashed before, so no earlier results exist). +- `Rmax.eligibility_trace` and `MCC_learning.MSTDPET`'s state tensors now have a + leading batch dimension (`[batch, source, target]`); code that reads them directly + sees the new shape. +- An `Updating` sub-feature now drives its parent's learning: the connection's own + update skips that parent, so it learns once per step (it crashed before). +- Checkpoints: `state_dict()` of a network with a `MulticompartmentConnection` now + holds `feature.` entries (and CSRM windows), so a checkpoint saved by an + earlier version fails `load_state_dict(..., strict=True)` with missing keys. Load + it with `strict=False`; the feature values then keep their constructed values, + as before. Feature names in one pipeline must be unique to save. - The published results in `REPRODUCING.md` use code paths whose golden outputs are bit-identical before and after (dense `DiehlAndCook2015`, `Connection` with `PostPre`, convolutional and Izhikevich layers); the full experiments were not rerun. diff --git a/bindsnet/learning/MCC_learning.py b/bindsnet/learning/MCC_learning.py index c69e38b5..7dd514a3 100644 --- a/bindsnet/learning/MCC_learning.py +++ b/bindsnet/learning/MCC_learning.py @@ -30,6 +30,28 @@ def _dense_outer_update_ok(rule, w: torch.Tensor) -> bool: ) +def _reduce_batch(reduction, x: torch.Tensor) -> torch.Tensor: + # language=rst + """ + Reduce per-sample updates ``x`` (``[batch, ...]``) over the batch. The default + ``torch.squeeze`` (chosen for batch size 1) means a sum over a larger batch, as + in the fused dense path; for one sample both are exact. + """ + return x.sum(0) if reduction is torch.squeeze else reduction(x, dim=0) + + +def _add_to_feature(value: torch.Tensor, update: torch.Tensor) -> None: + # language=rst + """ + ``value += update`` for a batch-reduced ``update``. A sparse value holds one + weight copy per sample (``[batch, src, tgt]``); every copy gets the same update, + so sparse weights learn as the dense (shared) weights do. + """ + if value.is_sparse: + update = update.expand(value.shape).to_sparse() + value += update + + def _batch_outer(a: torch.Tensor, b: torch.Tensor, reduction) -> torch.Tensor: # language=rst """ @@ -301,7 +323,10 @@ def _connection_update(self, **kwargs) -> None: self.feature_value -= torch.mean(self.average_buffer_pre, dim=0) else: if self.feature_value.is_sparse: - self.feature_value -= (torch.bmm(source_s, target_x)).to_sparse() + _add_to_feature( + self.feature_value, + -_reduce_batch(self.reduction, torch.bmm(source_s, target_x)), + ) else: self.feature_value -= self.reduction( torch.bmm(source_s, target_x), dim=0 @@ -330,7 +355,10 @@ def _connection_update(self, **kwargs) -> None: self.feature_value += torch.mean(self.average_buffer_post, dim=0) else: if self.feature_value.is_sparse: - self.feature_value += (torch.bmm(source_x, target_s)).to_sparse() + _add_to_feature( + self.feature_value, + _reduce_batch(self.reduction, torch.bmm(source_x, target_s)), + ) else: self.feature_value += self.reduction( torch.bmm(source_x, target_s), dim=0 @@ -539,11 +567,11 @@ def _connection_update(self, **kwargs) -> None: source_x = self.source.x.view(batch_size, -1) - self.x_tar target_s = self.target.s.view(batch_size, -1).float() outer = _batch_outer(source_x, target_s, self.reduction) - factor = self.max - w + factor = self.max - (w.to_dense() if w.is_sparse else w) if self.mu != 1.0: factor = factor.clamp(min=0.0) ** self.mu if w.is_sparse: - w += (self.nu[1] * outer * factor.to_dense()).to_sparse() + _add_to_feature(w, self.nu[1] * outer * factor) else: w += self.nu[1] * outer * factor super().update() @@ -652,6 +680,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -900,6 +929,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -952,11 +982,10 @@ def _connection_update(self, **kwargs) -> None: # Compute weight update. - # Dense weights are shared across the batch: reduce the per-sample - # updates. Sparse weights keep one copy per sample ([batch, src, tgt]). + # Weights are shared across the batch: reduce the per-sample updates (a + # sparse value's per-sample copies all get the same update). update = self.nu[0] * self.connection.dt * reward * self.eligibility_trace - if not self.feature_value.is_sparse: - update = self.reduction(update, dim=0) + update = _reduce_batch(self.reduction, update) if self.average_update > 0: self.average_buffer[self.average_buffer_index] = update @@ -965,14 +994,11 @@ def _connection_update(self, **kwargs) -> None: ) % self.average_update if self.continues_update or self.average_buffer_index == 0: - update = torch.mean(self.average_buffer, dim=0) - if self.feature_value.is_sparse: - update = update.to_sparse() - self.feature_value += update + _add_to_feature( + self.feature_value, torch.mean(self.average_buffer, dim=0) + ) else: - if self.feature_value.is_sparse: - update = update.to_sparse() - self.feature_value += update + _add_to_feature(self.feature_value, update) # Update P^+ and P^- values. self.p_plus *= self._decay_plus # Decay diff --git a/bindsnet/learning/learning.py b/bindsnet/learning/learning.py index b156ab6c..2feaa2ca 100644 --- a/bindsnet/learning/learning.py +++ b/bindsnet/learning/learning.py @@ -198,7 +198,10 @@ def reset_state_variables(self) -> None: """ Forget the state carried across time steps. The tensors in ``_step_state`` are deleted, so the next update re-creates them as zeros - for the current batch size, as in a freshly built rule. + for the current batch size, as in a freshly built rule. The default batch + reduction is still the one chosen when the rule was built (``squeeze`` for + batch size 1, ``sum`` otherwise), so a rule built for batch size 1 does not + run a larger batch; pass ``reduction=torch.sum`` to allow both. """ for name in self._step_state: self.__dict__.pop(name, None) @@ -1727,6 +1730,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2101,6 +2105,7 @@ def _conv_connection_update(self, dim: int, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2233,6 +2238,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2628,6 +2634,7 @@ def _conv_connection_update(self, dim: int, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. :param float a_plus: Learning rate (post-synaptic). :param float a_minus: Learning rate (pre-synaptic). """ @@ -2760,6 +2767,7 @@ def _connection_update(self, **kwargs) -> None: :param Union[float, torch.Tensor] reward: Reward signal from reinforcement learning task. + A per-sample reward has shape ``[batch, 1, 1]``. """ batch_size = self.source.batch_size diff --git a/bindsnet/network/topology.py b/bindsnet/network/topology.py index 7b364e95..3a009fa0 100644 --- a/bindsnet/network/topology.py +++ b/bindsnet/network/topology.py @@ -215,14 +215,28 @@ def __init__( [] if pipeline is None else pipeline ) # <- *Ordered* executables for features - # TODO: Make it so there can't be repeated names!!! # Initialize feature index & prime self.feature_index = ( {} ) # <- *Unordered* and named set of references for features - for feature in pipeline: + for feature in self.pipeline: self.feature_index[feature.name] = feature feature.prime_feature(connection=self, device=self.device, **kwargs) + self._check_sub_features() + + def _check_sub_features(self) -> None: + # language=rst + """ + A sub-feature (``Normalization``, ``Updating``) runs a method of its parent + feature, which must be primed as an entry of the same pipeline. + """ + for f in self.pipeline: + parent = getattr(f, "parent", None) + if parent is not None and not any(parent is g for g in self.pipeline): + raise ValueError( + f"sub-feature {f.name!r}: its parent feature {parent.name!r} " + "must be in the same pipeline" + ) @abstractmethod def compute(self, s: torch.Tensor) -> None: @@ -262,6 +276,7 @@ def append_pipeline(self, feature) -> None: self.pipeline.append(feature) feature.prime_feature(connection=self, device=self.device) self.feature_index[feature.name] = feature + self._check_sub_features() def insert_pipeline(self, feature, index) -> None: # language=rst @@ -270,9 +285,10 @@ def insert_pipeline(self, feature, index) -> None: :param index: Index for where to insert the feature """ - self.pipeline.insert(feature, index) + self.pipeline.insert(index, feature) feature.prime_feature(connection=self, device=self.device) self.feature_index[feature.name] = feature + self._check_sub_features() def remove_pipeline(self, feature) -> None: # language=rst @@ -406,12 +422,22 @@ def compute(self, s: torch.Tensor) -> torch.Tensor: def compute_window(self, s: torch.Tensor) -> torch.Tensor: # language=rst - """ """ + """ + Post-synaptic input for CSRM targets: the last ``target.res_window_size`` + input spike vectors, each multiplied by the *current* weights, shape + ``[batch, window, *target.shape]``. (``MulticompartmentConnection`` keeps its + past outputs instead, so the two differ once the weights learn.) + + :param s: Incoming spikes, shape ``[batch, *source.shape]``. + """ if self.s_w is None or self.s_w.size(0) != s.size(0): # Construct a matrix of shape batch size * window size * dimension of layer self.s_w = torch.zeros( - self.target.batch_size, self.target.res_window_size, *self.source.shape + self.target.batch_size, + self.target.res_window_size, + *self.source.shape, + device=s.device, ) # Add the spike vector into the first in first out matrix of windowed (res) spike trains @@ -513,14 +539,24 @@ def __init__( # Pipeline features are not submodules, so their values are saved and # loaded here, under "feature.". def _feature_values(self): + # (key, tensor, feature, extra-state name or None) for every saved tensor. for f in self.pipeline: value = getattr(f, "value", None) # sub-features have no value if isinstance(value, torch.Tensor): - yield f"feature.{f.name}", value + yield f"feature.{f.name}", value, f, None + extra = getattr(f, "extra_state_tensors", None) + for name, t in (extra() if extra else {}).items(): + yield f"feature.{f.name}.{name}", t, f, name def _save_to_state_dict(self, destination, prefix, keep_vars): super()._save_to_state_dict(destination, prefix, keep_vars) - for key, value in self._feature_values(): + names = [f.name for f in self.pipeline] + repeated = sorted({n for n in names if names.count(n) > 1}) + if repeated: + raise ValueError( + f"pipeline feature names must be unique to save the state: {repeated}" + ) + for key, value, _, _ in self._feature_values(): destination[prefix + key] = value if keep_vars else value.detach() def _load_from_state_dict( @@ -534,14 +570,30 @@ def _load_from_state_dict( error_msgs, ): _load_window(self, state_dict, prefix, "out_w") - loaded = set() - for key, value in self._feature_values(): - if prefix + key in state_dict: + loaded, extras = set(), {} + for key, value, feature, extra in list(self._feature_values()): + key = prefix + key + if key not in state_dict: + if strict: + missing_keys.append(key) + continue + saved = state_dict[key] + loaded.add(key) + if saved.shape != value.shape or saved.is_sparse != value.is_sparse: + error_msgs.append( + f"size mismatch for {key}: copying a " + f"{'sparse' if saved.is_sparse else 'dense'} tensor of shape " + f"{tuple(saved.shape)} from checkpoint, the current one is " + f"{'sparse' if value.is_sparse else 'dense'} with shape " + f"{tuple(value.shape)}." + ) + elif extra is None: with torch.no_grad(): # in place: rules hold the same tensor - value.copy_(state_dict[prefix + key]) - loaded.add(prefix + key) - elif strict: - missing_keys.append(prefix + key) + value.copy_(saved) + else: + extras.setdefault(feature, {})[extra] = saved + for feature, tensors in extras.items(): + feature.load_extra_state_tensors(tensors) self._fold_cache = None super()._load_from_state_dict( state_dict, @@ -668,7 +720,10 @@ def compute_window(self, s: torch.Tensor) -> torch.Tensor: Post-synaptic input for CSRM targets: the last ``target.res_window_size`` outputs of :meth:`compute`, newest last, shape ``[batch, window, *target.shape]``. The pipeline runs once per step, on that - step's spikes, so features with state advance once per step. + step's spikes, so features with state advance once per step. Each past + output keeps the weights of its own step (``Connection.compute_window`` + applies the current weights to past spikes instead; with static weights the + two agree). :param s: Incoming spikes, shape ``[batch, *source.shape]``. """ @@ -691,10 +746,15 @@ def update(self, **kwargs) -> None: """ learning = kwargs.get("learning", False) if learning and not self.manual_update: - # Pipeline learning + # Pipeline learning. A feature driven by an ``Updating`` sub-feature + # learns when that entry runs, so it is not updated a second time here. self._fold_cache = None + driven = [ + f.parent for f in self.pipeline if getattr(f, "drives_update", False) + ] for f in self.pipeline: - f.update(**kwargs) + if not any(f is d for d in driven): + f.update(**kwargs) def normalize(self) -> None: # language=rst @@ -1308,7 +1368,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) @@ -1401,7 +1463,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) @@ -1494,7 +1558,9 @@ def reset_state_variables(self) -> None: super().reset_state_variables() self.firing_rates = torch.zeros( - self.source.batch_size, *(self.source.s.shape[1:]) + self.source.batch_size, + *(self.source.s.shape[1:]), + device=self.firing_rates.device, ) diff --git a/bindsnet/network/topology_features.py b/bindsnet/network/topology_features.py index 026f0eb0..cb703aec 100644 --- a/bindsnet/network/topology_features.py +++ b/bindsnet/network/topology_features.py @@ -847,7 +847,30 @@ def compute(self, s) -> Union[torch.Tensor, float, int]: return self.value -class AdaptationBaseSynapsHistory(AbstractFeature): +class _AdaptationState: + # The adaptation features' state besides ``value``, saved in the state_dict by + # MulticompartmentConnection (``feature..``). + def extra_state_tensors(self) -> dict: + return { + "mask": self.mask, + "spike_buffer": self.spike_buffer, + "counter": torch.tensor(self.counter), + "start_counter": torch.tensor(self.start_counter), + } + + def load_extra_state_tensors(self, tensors: dict) -> None: + for name in ("mask", "spike_buffer"): + if name in tensors: + setattr( + self, name, tensors[name].clone().to(getattr(self, name).device) + ) + if "counter" in tensors: + self.counter = int(tensors["counter"]) + if "start_counter" in tensors: + self.start_counter = bool(tensors["start_counter"]) + + +class AdaptationBaseSynapsHistory(_AdaptationState, AbstractFeature): # Value evolves with the spike history every step; never cacheable. is_static = False @@ -968,7 +991,7 @@ def reset_state_variables( self.value = self.init_value.clone().detach() # initial mask -class AdaptationBaseOtherSynaps(AbstractFeature): +class AdaptationBaseOtherSynaps(_AdaptationState, AbstractFeature): # Value evolves with the spike history every step; never cacheable. is_static = False @@ -1167,9 +1190,13 @@ def __init__( class Updating(AbstractSubFeature): # language=rst """ - Update parent features values using the assigned update rule. + Update parent features values using the assigned update rule, at this entry's + place in the pipeline. The connection's own update then skips the parent, so it + learns once per step. """ + drives_update = True + def __init__( self, name: str, diff --git a/test/network/test_all_classes.py b/test/network/test_all_classes.py index 3a620dd3..c76590db 100644 --- a/test/network/test_all_classes.py +++ b/test/network/test_all_classes.py @@ -900,21 +900,37 @@ def test_fixed_bug_stays_fixed(bug_id): FIXED_BUGS[bug_id][3]() -def test_sparse_dc2015_learns_like_dense(): - """With one sample there is one weight copy, so sparse and dense weights learn - identically (no normalisation; with it, sparse sums in another order). +@pytest.mark.parametrize("batch", [1, 2]) +@pytest.mark.parametrize("rule", ["default", "DiehlAndCook"]) +def test_sparse_dc2015_learns_like_dense(rule, batch): + """Sparse weights hold one copy per sample, and every copy gets the batch's + shared update, so sparse and dense DiehlAndCook2015 learn the same weights (no + normalisation; with it, sparse sums in another order). Caught: dropping the in-place copy_ in MCC_LearningRule.update (the sparse - clamp) leaves the sparse weights at their initial values. + clamp) leaves the sparse weights at their initial values; per-sample sparse + updates (no batch reduction) make batch 2 differ from dense. """ - kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": 1} + kwargs = {"n_inpt": 16, "n_neurons": 8, "batch_size": batch} kwargs.update(exc_thresh=-62.0, norm=None) + if rule == "DiehlAndCook": + kwargs.update( + learning_rule=mcc_learning.DiehlAndCook, learning_rule_kwargs={"x_tar": 0.4} + ) learned = [] for sparse in (False, True): - net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, 1) + net = _run_model("DiehlAndCook2015", {**kwargs, "sparse": sparse}, batch) w = _weights(net.connections[("X", "Ae")]) - learned.append((w.to_dense() if w.is_sparse else w).reshape(16, 8)) - assert torch.equal(learned[0], learned[1]) + w = w.to_dense() if w.is_sparse else w + learned.append(w.reshape(-1, 16, 8)) + dense, copies = learned[0][0], learned[1] + assert copies.shape[0] == batch + for copy in copies: + assert torch.allclose( + copy, dense, rtol=1e-6, atol=1e-7 + ) # batch summation order + if batch == 1: + assert torch.equal(copies[0], dense) def test_mean_field_feature_keeps_samples_apart(): diff --git a/test/network/test_connections.py b/test/network/test_connections.py index e2319e3a..b5a5249d 100644 --- a/test/network/test_connections.py +++ b/test/network/test_connections.py @@ -902,3 +902,35 @@ def test_multicompartment_into_csrm_matches_connection(): assert recorded[0][0].sum() > 0 assert torch.equal(recorded[0][0], recorded[1][0]) assert torch.equal(recorded[0][1], recorded[1][1]) + + +@pytest.mark.skipif(not torch.cuda.is_available(), reason="CUDA not available") +def test_windows_and_maxpool_state_stay_on_gpu(): + """The CSRM input window and MaxPool firing rates are created on the spikes' + device, also after a reset. + + Caught: torch.zeros without device= in Connection.compute_window and in + MaxPool2dConnection.reset_state_variables (device mismatch on CUDA). + """ + from bindsnet.network.nodes import CSRMNodes, Input + from bindsnet.network.topology import Connection, MaxPool2dConnection + + net = Network(dt=1.0) + net.add_layer(Input(n=6), "in") + net.add_layer(CSRMNodes(n=4), "out") + net.add_connection(Connection(net.layers["in"], net.layers["out"]), "in", "out") + net.add_layer(Input(shape=(1, 4, 4)), "img") + net.add_layer(Input(shape=(1, 2, 2)), "pool") + pool = MaxPool2dConnection( + net.layers["img"], net.layers["pool"], kernel_size=2, stride=2, decay=0.5 + ) + net.add_connection(pool, "img", "pool") + net.to("cuda") + inputs = { + "in": (torch.rand(5, 1, 6) < 0.5).cuda(), + "img": (torch.rand(5, 1, 1, 4, 4) < 0.5).cuda(), + } + for _ in range(2): + net.run(inputs=inputs, time=5) + net.reset_state_variables() + assert pool.firing_rates.is_cuda diff --git a/test/network/test_mcc_state.py b/test/network/test_mcc_state.py new file mode 100644 index 00000000..210c8d87 --- /dev/null +++ b/test/network/test_mcc_state.py @@ -0,0 +1,135 @@ +"""MulticompartmentConnection pipeline bookkeeping: saving and loading feature state, +sub-features, and pipeline edits.""" + +import pytest +import torch + +from bindsnet.learning import MCC_learning +from bindsnet.network import Network +from bindsnet.network import topology_features as tf +from bindsnet.network.nodes import Input, LIFNodes +from bindsnet.network.topology import MulticompartmentConnection + + +def _net(pipeline, n_in=6, n_out=4, batch=1): + net = Network(dt=1.0, batch_size=batch) + net.add_layer(Input(n=n_in, traces=True), "in") + net.add_layer(LIFNodes(n=n_out, traces=True, thresh=-60.0), "out") + conn = MulticompartmentConnection( + net.layers["in"], net.layers["out"], device="cpu", pipeline=pipeline + ) + net.add_connection(conn, "in", "out") + return net, conn + + +def _spikes(steps, n=6, batch=1, seed=0): + g = torch.Generator().manual_seed(seed) + return torch.rand(steps, batch, n, generator=g) < 0.5 + + +def test_duplicate_feature_names_refuse_to_save(): + """Two features named "w" would share one state_dict key. + + Caught: saving without the name check (the Bias value overwrote the Weight's). + """ + _, conn = _net( + [tf.Weight("w", torch.ones(6, 4)), tf.Bias("w", torch.full((6, 4), 7.0))] + ) + with pytest.raises(ValueError, match="unique"): + conn.state_dict() + + +def test_load_rejects_wrong_shape(): + """A feature value of another shape is an error, as for a normal Parameter. + + Caught: loading with a plain copy_ (a [1, 4] row was broadcast over [6, 4]). + """ + _, conn = _net([tf.Weight("w", torch.rand(6, 4))]) + state = conn.state_dict() + state["feature.w"] = torch.ones(1, 4) + with pytest.raises(RuntimeError, match="size mismatch for feature.w"): + conn.load_state_dict(state) + + +def test_adaptation_feature_state_round_trip(): + """The adaptation features' mask, spike buffer and counter are saved and loaded, + so a reloaded copy continues exactly. + + Caught: saving only ``value`` (the copy's mask and counter restarted). + """ + + def build(): + torch.manual_seed(0) + ann = [torch.rand(4, 4) - 0.5, torch.rand(1, 4) - 0.5] + adapt = tf.AdaptationBaseSynapsHistory( + "a", value=torch.rand(6, 4) - 0.5, ann_values=ann + ) + return _net([tf.Weight("w", torch.rand(6, 4) * 4, range=[0, 10]), adapt]) + + net, _ = build() + x = _spikes(80) + net.run(inputs={"in": x[:40]}, time=40) + copy, _ = build() + copy.load_state_dict(net.state_dict()) + net.run(inputs={"in": x[40:]}, time=40) + copy.run(inputs={"in": x[40:]}, time=40) + a, b = net.connections[("in", "out")], copy.connections[("in", "out")] + assert torch.equal(a.feature_index["a"].mask, b.feature_index["a"].mask) + assert torch.equal(a.feature_index["a"].value, b.feature_index["a"].value) + assert torch.equal(net.layers["out"].v, copy.layers["out"].v) + + +def test_updating_parent_learns_once_per_step(): + """With an Updating sub-feature in the pipeline, its parent learns when that + entry runs, not a second time in the connection's update. + + Caught: the connection's update also updating the driven parent (the weight + change doubled). + """ + x = _spikes(20) + + def change(with_updating): + torch.manual_seed(0) + w = tf.Weight( + "w", + torch.rand(6, 4) * 4, + range=[0, 10], + nu=(1e-2, 1e-2), + learning_rule=MCC_learning.PostPre, + ) + pipeline = [w, tf.Updating("u", parent_feature=w)] if with_updating else [w] + net, conn = _net(pipeline) + w0 = w.value.clone() + net.run(inputs={"in": x}, time=20) + return (w.value - w0).sum() + + once, via_updating = change(False), change(True) + assert once != 0 + # Updating runs during compute, so the schedule differs slightly; the change + # must be that of one update per step, not two. + assert (via_updating - once).abs() < (via_updating - 2 * once).abs() + + +def test_sub_feature_parent_must_be_in_pipeline(): + """A sub-feature runs a method of its parent, which must be primed in the same + pipeline; otherwise the constructor says so. + + Caught: building it (Network.run later raised an unclear TypeError). + """ + w = tf.Weight( + "w", torch.rand(6, 4), nu=(1e-2, 1e-2), learning_rule=MCC_learning.PostPre + ) + with pytest.raises(ValueError, match="must be in the same pipeline"): + _net([tf.Weight("v", torch.rand(6, 4)), tf.Updating("u", parent_feature=w)]) + + +def test_insert_pipeline_inserts_at_index(): + """insert_pipeline(feature, index) puts the feature at ``index``. + + Caught: list.insert called with its arguments swapped (TypeError). + """ + w = tf.Weight("w", torch.rand(6, 4)) + _, conn = _net([w]) + bias = tf.Bias("b", torch.rand(6, 4)) + conn.insert_pipeline(bias, 0) + assert conn.pipeline[0] is bias and conn.feature_index["b"] is bias diff --git a/test/network/test_perf_equivalence.py b/test/network/test_perf_equivalence.py index 5b009548..9a6f2899 100644 --- a/test/network/test_perf_equivalence.py +++ b/test/network/test_perf_equivalence.py @@ -836,3 +836,44 @@ def run(batch): alone = run([0]) + run([1]) assert both.abs().max() > 0 assert torch.allclose(both, alone, rtol=1e-6, atol=1e-7) + + +def test_mcc_mstdpet_sparse_copies_learn_like_dense(): + """A sparse MCC weight keeps one copy per sample; MSTDPET gives every copy the + batch's shared update, equal to the dense weights (to summation order). + + Caught: per-sample sparse updates (each copy learned only from its sample). + """ + T = TestMccMstdpetBatched + steps, batch = 30, 3 + pre, post = T._spikes(steps, batch, 12, 7), T._spikes(steps, batch, 7, 8) + results = [] + for sparse in (False, True): + net = Network(dt=1.0, batch_size=batch) + net.add_layer(Input(n=12), "in") + net.add_layer(LIFNodes(n=7), "out") + w = torch.zeros(12, 7) + 0.5 + conn = MulticompartmentConnection( + net.layers["in"], + net.layers["out"], + device="cpu", + pipeline=[ + Weight( + "w", + w.unsqueeze(0).repeat(batch, 1, 1) if sparse else w, + range=[-100.0, 100.0], + nu=(1e-2, 1e-2), + reduction=torch.sum, + learning_rule=MCC_learning.MSTDPET, + sparse=sparse, + batch_size=batch, + ) + ], + ) + net.add_connection(conn, "in", "out") + value = T()._run(conn, pre, post, [0.5] * steps) + results.append(value.to_dense() if value.is_sparse else value) + dense, copies = results + assert not torch.equal(dense, torch.full_like(dense, 0.5)) + for copy in copies: + assert torch.allclose(copy, dense, rtol=1e-6, atol=1e-7)