add initial attempt for fixing parameters and broadcasting

src/atoms/affine/left_matmul.c

@@ -63,6 +63,13 @@ static void refresh_param_values(left_matmul_expr *lnode)
 static void forward(expr *node, const double *u)
 {
     left_matmul_expr *lnode = (left_matmul_expr *) node;
+
+    /* call forward on param_source if it exists and needs refresh */
+    if (lnode->param_source != NULL && lnode->base.needs_parameter_refresh)
+    {
+        lnode->param_source->forward(lnode->param_source, NULL);
+    }
+
     refresh_param_values(lnode);
 
     expr *x = node->left;

src/atoms/affine/parameter.c

@@ -18,6 +18,7 @@
 #include "atoms/affine.h"
 #include "subexpr.h"
 #include "utils/tracked_alloc.h"
+#include <stdio.h>
 #include <stdlib.h>
 #include <string.h>
 
@@ -63,13 +64,16 @@ expr *new_parameter(int d1, int d2, int param_id, int n_vars, const double *valu
     expr *node = &pnode->base;
     init_expr(node, d1, d2, n_vars, forward, jacobian_init_impl, eval_jacobian,
               is_affine, wsum_hess_init_impl, eval_wsum_hess, NULL);
-
+
+    // TODO we should assert that the values array has the correct size.
     pnode->param_id = param_id;
 
-    if (values != NULL)
+    if (values == NULL)
     {
-        memcpy(node->value, values, node->size * sizeof(double));
+        fprintf(stderr, "Parameter values should always be set, this is a bug and"
+                        " should be reported\n");
+        exit(1);
     }
-
+    memcpy(node->value, values, node->size * sizeof(double));
     return node;
 }

src/atoms/affine/scalar_mult.c

@@ -28,7 +28,18 @@
 static void forward(expr *node, const double *u)
 {
     expr *child = node->left;
-    double a = ((scalar_mult_expr *) node)->param_source->value[0];
+    scalar_mult_expr *snode = (scalar_mult_expr *) node;
+
+    /* call forward for param_source expr tree (this extra logic is needed
+       in case the parameter is a broadcast or promote node which needs to refresh
+       its values) */
+    if (snode->base.needs_parameter_refresh)
+    {
+        snode->param_source->forward(snode->param_source, NULL);
+        snode->base.needs_parameter_refresh = false;
+    }
+
+    double a = snode->param_source->value[0];
 
     /* child's forward pass */
     child->forward(child, u);
@@ -119,5 +130,8 @@ expr *new_scalar_mult(expr *param_node, expr *child)
     mult_node->param_source = param_node;
     expr_retain(param_node);
 
+    /* special case for handling broadcasting of constants correctly */
+    mult_node->base.needs_parameter_refresh = true;
+
     return node;
 }

src/atoms/affine/vector_mult.c

@@ -28,7 +28,18 @@
 static void forward(expr *node, const double *u)
 {
     expr *child = node->left;
-    const double *a = ((vector_mult_expr *) node)->param_source->value;
+    vector_mult_expr *vnode = (vector_mult_expr *) node;
+
+    /* call forward for param_source expr tree (this extra logic is needed
+       in case the parameter is a broadcast or promote node which needs to refresh
+       its values) */
+    if (vnode->base.needs_parameter_refresh)
+    {
+        vnode->param_source->forward(vnode->param_source, NULL);
+        vnode->base.needs_parameter_refresh = false;
+    }
+
+    const double *a = vnode->param_source->value;
 
     /* child's forward pass */
     child->forward(child, u);
@@ -129,5 +140,8 @@ expr *new_vector_mult(expr *param_node, expr *child)
     vnode->param_source = param_node;
     expr_retain(param_node);
 
+    /* special case for handling broadcasting of constants correctly */
+    vnode->base.needs_parameter_refresh = true;
+
     return node;
 }

src/problem.c

@@ -369,6 +369,16 @@ void problem_register_params(problem *prob, expr **param_nodes, int n_param_node
     prob->total_parameter_size = 0;
     for (int i = 0; i < n_param_nodes; i++)
     {
+
+        if (((parameter_expr *) param_nodes[i])->param_id == PARAM_FIXED)
+        {
+            fprintf(stderr, "can this ever happen? \n");
+            exit(1);
+        }
+
+        // TODO do we need to skip fixed params? maybe we adopt the convention
+        // that we don't ever register fixed params?
+        if (((parameter_expr *) param_nodes[i])->param_id == PARAM_FIXED) continue;
         prob->total_parameter_size += param_nodes[i]->size;
     }
 }
@@ -387,6 +397,13 @@ void problem_update_params(problem *prob, const double *theta)
     {
         expr *pnode = prob->param_nodes[i];
         parameter_expr *param = (parameter_expr *) pnode;
+
+        if (param->param_id == PARAM_FIXED)
+        {
+            fprintf(stderr, "can this ever happen? \n");
+            exit(1);
+        }
+
         if (param->param_id == PARAM_FIXED) continue;
         int offset = param->param_id;
         memcpy(pnode->value, theta + offset, pnode->size * sizeof(double));

tests/all_tests.c

@@ -49,6 +49,7 @@
 #include "jacobian_tests/other/test_prod_axis_zero.h"
 #include "jacobian_tests/other/test_quad_form.h"
 #include "numerical_diff/test_numerical_diff.h"
+#include "problem/test_param_broadcast.h"
 #include "problem/test_param_prob.h"
 #include "problem/test_problem.h"
 #include "utils/test_cblas.h"
@@ -358,6 +359,15 @@ int main(void)
     mu_run_test(test_param_right_matmul_rectangular, tests_run);
     mu_run_test(test_param_shared_left_matmul_problem, tests_run);
     mu_run_test(test_param_fixed_skip_in_update, tests_run);
+    mu_run_test(test_param_scalar_mult_problem_with_constant, tests_run);
+
+    printf("\n--- Parameter + Broadcast Tests ---\n");
+    mu_run_test(test_constant_broadcast_vector_mult, tests_run);
+    mu_run_test(test_constant_promote_vector_mult, tests_run);
+    mu_run_test(test_param_broadcast_vector_mult, tests_run);
+    mu_run_test(test_param_promote_vector_mult, tests_run);
+    mu_run_test(test_const_sum_scalar_mult, tests_run);
+    mu_run_test(test_param_sum_scalar_mult, tests_run);
 #endif /* PROFILE_ONLY */
 
 #ifdef PROFILE_ONLY

tests/jacobian_tests/affine/test_left_matmul.h

@@ -138,7 +138,7 @@ const char *test_jacobian_left_matmul_exp_composite(void)
     expr *A_exp_Bx = new_left_matmul(NULL, exp_Bx, A);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(A_exp_Bx, x_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(A_exp_Bx, x_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_csr_matrix(A);
     free_csr_matrix(B);

tests/jacobian_tests/composite/test_chain_rule_jacobian.h

@@ -17,7 +17,7 @@ const char *test_jacobian_exp_sum(void)
     expr *exp_sum_x = new_exp(sum_x);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(exp_sum_x, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(exp_sum_x, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(exp_sum_x);
     return 0;
@@ -34,7 +34,7 @@ const char *test_jacobian_exp_sum_mult(void)
     expr *exp_sum_xy = new_exp(sum_xy);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(exp_sum_xy, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(exp_sum_xy, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(exp_sum_xy);
     return 0;
@@ -49,7 +49,7 @@ const char *test_jacobian_sin_cos(void)
     expr *sin_cos_x = new_sin(cos_x);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(sin_cos_x, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(sin_cos_x, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(sin_cos_x);
     return 0;
@@ -68,7 +68,7 @@ const char *test_jacobian_cos_sin_multiply(void)
     expr *multiply = new_elementwise_mult(sum, sin_y);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(multiply);
     return 0;
@@ -87,7 +87,7 @@ const char *test_jacobian_Ax_Bx_multiply(void)
     expr *multiply = new_elementwise_mult(Ax, Bx);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(multiply);
     free_csr_matrix(A);
@@ -107,7 +107,7 @@ const char *test_jacobian_AX_BX_multiply(void)
     expr *multiply = new_elementwise_mult(new_sin(AX), new_cos(BX));
 
     mu_assert("check_jacobian failed",
-              check_jacobian(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(multiply, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(multiply);
     free_csr_matrix(A);
@@ -137,7 +137,7 @@ const char *test_jacobian_quad_form_Ax(void)
     expr *node = new_quad_form(sin_Ax, Q);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(node);
     free_csr_matrix(A);
@@ -164,7 +164,7 @@ const char *test_jacobian_quad_form_exp(void)
     expr *node = new_quad_form(exp_x, Q);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(node);
     free_csr_matrix(Q);
@@ -183,7 +183,7 @@ const char *test_jacobian_matmul_exp_exp(void)
     expr *Z = new_matmul(exp_X, exp_Y);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(Z);
     return 0;
@@ -201,7 +201,7 @@ const char *test_jacobian_matmul_sin_cos(void)
     expr *Z = new_matmul(sin_X, cos_Y);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(Z);
     return 0;
@@ -222,7 +222,7 @@ const char *test_jacobian_matmul_Ax_By(void)
     expr *Z = new_matmul(AX, BY);           /* 3x2 */
 
     mu_assert("check_jacobian failed",
-              check_jacobian(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(Z);
     free_csr_matrix(A);
@@ -246,7 +246,7 @@ const char *test_jacobian_matmul_sin_Ax_cos_Bx(void)
     expr *Z = new_matmul(sin_AX, cos_BX);   /* 2x2 */
 
     mu_assert("check_jacobian failed",
-              check_jacobian(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(Z);
     free_csr_matrix(A);
@@ -263,7 +263,7 @@ const char *test_jacobian_matmul_X_X(void)
     expr *Z = new_matmul(X, X); /* 2x2 */
 
     mu_assert("check_jacobian failed",
-              check_jacobian(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(Z, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(Z);
     return 0;

tests/jacobian_tests/composite/test_composite_exp.h

@@ -71,7 +71,7 @@ const char *test_jacobian_composite_exp_add(void)
     expr *sum = new_add(exp_Ax, exp_By);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(sum, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(sum, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(sum);
     free_csr_matrix(A);

tests/numerical_diff.c

@@ -61,7 +61,7 @@ double *numerical_jacobian(expr *node, const double *u, double h)
     return J;
 }
 
-int check_jacobian(expr *node, const double *u, double h)
+int check_jacobian_num(expr *node, const double *u, double h)
 {
     int m = node->size;
     int n = node->n_vars;

tests/numerical_diff.h

@@ -13,7 +13,7 @@ double *numerical_jacobian(expr *node, const double *u, double h);
 /* Evaluate analytical Jacobian, compute numerical Jacobian,
  * and compare. Returns 1 on match, 0 on mismatch.
  * Prints diagnostic on first failing entry. */
-int check_jacobian(expr *node, const double *u, double h);
+int check_jacobian_num(expr *node, const double *u, double h);
 
 /* Compute dense numerical weighted-sum Hessian via central
  * differences on the gradient g(u) = J(u)^T w.

tests/numerical_diff/test_numerical_diff.h

@@ -22,7 +22,7 @@ const char *test_check_jacobian_composite_exp(void)
     expr *exp_node = new_exp(Au);
 
     mu_assert("check_jacobian failed",
-              check_jacobian(exp_node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
+              check_jacobian_num(exp_node, u_vals, NUMERICAL_DIFF_DEFAULT_H));
 
     free_expr(exp_node);
     free_csr_matrix(A);