path: root/isl_schedule.c

/*
 * Copyright 2011      INRIA Saclay
 *
 * Use of this software is governed by the GNU LGPLv2.1 license
 *
 * Written by Sven Verdoolaege, INRIA Saclay - Ile-de-France,
 * Parc Club Orsay Universite, ZAC des vignes, 4 rue Jacques Monod,
 * 91893 Orsay, France
 */

#include <isl_ctx_private.h>
#include <isl_map_private.h>
#include <isl_space_private.h>
#include <isl/hash.h>
#include <isl/constraint.h>
#include <isl/schedule.h>
#include <isl_mat_private.h>
#include <isl/set.h>
#include <isl/seq.h>
#include <isl_tab.h>
#include <isl_dim_map.h>
#include <isl_hmap_map_basic_set.h>
#include <isl_qsort.h>
#include <isl_schedule_private.h>
#include <isl_band_private.h>
#include <isl_list_private.h>

/*
 * The scheduling algorithm implemented in this file was inspired by
 * Bondhugula et al., "Automatic Transformations for Communication-Minimized
 * Parallelization and Locality Optimization in the Polyhedral Model".
 */


/* Internal information about a node that is used during the construction
 * of a schedule.
 * dim represents the space in which the domain lives
 * sched is a matrix representation of the schedule being constructed
 *	for this node
 * sched_map is an isl_map representation of the same (partial) schedule
 *	sched_map may be NULL
 * rank is the number of linearly independent rows in the linear part
 *	of sched
 * the columns of cmap represent a change of basis for the schedule
 *	coefficients; the first rank columns span the linear part of
 *	the schedule rows
 * start is the first variable in the LP problem in the sequences that
 *	represents the schedule coefficients of this node
 * nvar is the dimension of the domain
 * nparam is the number of parameters or 0 if we are not constructing
 *	a parametric schedule
 *
 * scc is the index of SCC (or WCC) this node belongs to
 *
 * band contains the band index for each of the rows of the schedule.
 * band_id is used to differentiate between separate bands at the same
 * level within the same parent band, i.e., bands that are separated
 * by the parent band or bands that are independent of each other.
 * zero contains a boolean for each of the rows of the schedule,
 * indicating whether the corresponding scheduling dimension results
 * in zero dependence distances within its band and with respect
 * to the proximity edges.
 *
 * index, min_index and on_stack are used during the SCC detection
 * index represents the order in which nodes are visited.
 * min_index is the index of the root of a (sub)component.
 * on_stack indicates whether the node is currently on the stack.
 */
struct isl_sched_node {
	isl_space *dim;
	isl_mat *sched;
	isl_map *sched_map;
	int	 rank;
	isl_mat *cmap;
	int	 start;
	int	 nvar;
	int	 nparam;

	int	 scc;

	int	*band;
	int	*band_id;
	int	*zero;

	/* scc detection */
	int	 index;
	int	 min_index;
	int	 on_stack;
};

static int node_has_dim(const void *entry, const void *val)
{
	struct isl_sched_node *node = (struct isl_sched_node *)entry;
	isl_space *dim = (isl_space *)val;

	return isl_space_is_equal(node->dim, dim);
}

/* An edge in the dependence graph.  An edge may be used to
 * ensure validity of the generated schedule, to minimize the dependence
 * distance or both
 *
 * map is the dependence relation
 * src is the source node
 * dst is the sink node
 * validity is set if the edge is used to ensure correctness
 * proximity is set if the edge is used to minimize dependence distances
 *
 * For validity edges, start and end mark the sequence of inequality
 * constraints in the LP problem that encode the validity constraint
 * corresponding to this edge.
 */
struct isl_sched_edge {
	isl_map *map;

	struct isl_sched_node *src;
	struct isl_sched_node *dst;

	int validity;
	int proximity;

	int start;
	int end;
};

/* Internal information about the dependence graph used during
 * the construction of the schedule.
 *
 * intra_hmap is a cache, mapping dependence relations to their dual,
 *	for dependences from a node to itself
 * inter_hmap is a cache, mapping dependence relations to their dual,
 *	for dependences between distinct nodes
 *
 * n is the number of nodes
 * node is the list of nodes
 * maxvar is the maximal number of variables over all nodes
 * n_row is the current (maximal) number of linearly independent
 *	rows in the node schedules
 * n_total_row is the current number of rows in the node schedules
 * n_band is the current number of completed bands
 * band_start is the starting row in the node schedules of the current band
 * root is set if this graph is the original dependence graph,
 *	without any splitting
 *
 * sorted contains a list of node indices sorted according to the
 *	SCC to which a node belongs
 *
 * n_edge is the number of edges
 * edge is the list of edges
 * edge_table contains pointers into the edge array, hashed on the source
 *	and sink spaces; the table only contains edges that represent
 *	validity constraints (and that may or may not also represent proximity
 *	constraints)
 *
 * node_table contains pointers into the node array, hashed on the space
 *
 * region contains a list of variable sequences that should be non-trivial
 *
 * lp contains the (I)LP problem used to obtain new schedule rows
 *
 * src_scc and dst_scc are the source and sink SCCs of an edge with
 *	conflicting constraints
 *
 * scc, sp, index and stack are used during the detection of SCCs
 * scc is the number of the next SCC
 * stack contains the nodes on the path from the root to the current node
 * sp is the stack pointer
 * index is the index of the last node visited
 */
struct isl_sched_graph {
	isl_hmap_map_basic_set *intra_hmap;
	isl_hmap_map_basic_set *inter_hmap;

	struct isl_sched_node *node;
	int n;
	int maxvar;
	int n_row;

	int *sorted;

	int n_band;
	int n_total_row;
	int band_start;

	int root;

	struct isl_sched_edge *edge;
	int n_edge;
	struct isl_hash_table *edge_table;

	struct isl_hash_table *node_table;
	struct isl_region *region;

	isl_basic_set *lp;

	int src_scc;
	int dst_scc;

	/* scc detection */
	int scc;
	int sp;
	int index;
	int *stack;
};

/* Initialize node_table based on the list of nodes.
 */
static int graph_init_table(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;

	graph->node_table = isl_hash_table_alloc(ctx, graph->n);
	if (!graph->node_table)
		return -1;

	for (i = 0; i < graph->n; ++i) {
		struct isl_hash_table_entry *entry;
		uint32_t hash;

		hash = isl_space_get_hash(graph->node[i].dim);
		entry = isl_hash_table_find(ctx, graph->node_table, hash,
					    &node_has_dim,
					    graph->node[i].dim, 1);
		if (!entry)
			return -1;
		entry->data = &graph->node[i];
	}

	return 0;
}

/* Return a pointer to the node that lives within the given space,
 * or NULL if there is no such node.
 */
static struct isl_sched_node *graph_find_node(isl_ctx *ctx,
	struct isl_sched_graph *graph, __isl_keep isl_space *dim)
{
	struct isl_hash_table_entry *entry;
	uint32_t hash;

	hash = isl_space_get_hash(dim);
	entry = isl_hash_table_find(ctx, graph->node_table, hash,
				    &node_has_dim, dim, 0);

	return entry ? entry->data : NULL;
}

static int edge_has_src_and_dst(const void *entry, const void *val)
{
	const struct isl_sched_edge *edge = entry;
	const struct isl_sched_edge *temp = val;

	return edge->src == temp->src && edge->dst == temp->dst;
}

/* Initialize edge_table based on the list of edges.
 * Only edges with validity set are added to the table.
 */
static int graph_init_edge_table(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;

	graph->edge_table = isl_hash_table_alloc(ctx, graph->n_edge);
	if (!graph->edge_table)
		return -1;

	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_hash_table_entry *entry;
		uint32_t hash;

		if (!graph->edge[i].validity)
			continue;

		hash = isl_hash_init();
		hash = isl_hash_builtin(hash, graph->edge[i].src);
		hash = isl_hash_builtin(hash, graph->edge[i].dst);
		entry = isl_hash_table_find(ctx, graph->edge_table, hash,
					    &edge_has_src_and_dst,
					    &graph->edge[i], 1);
		if (!entry)
			return -1;
		entry->data = &graph->edge[i];
	}

	return 0;
}

/* Check whether the dependence graph has a (validity) edge
 * between the given two nodes.
 */
static int graph_has_edge(struct isl_sched_graph *graph,
	struct isl_sched_node *src, struct isl_sched_node *dst)
{
	isl_ctx *ctx = isl_space_get_ctx(src->dim);
	struct isl_hash_table_entry *entry;
	uint32_t hash;
	struct isl_sched_edge temp = { .src = src, .dst = dst };
	struct isl_sched_edge *edge;
	int empty;

	hash = isl_hash_init();
	hash = isl_hash_builtin(hash, temp.src);
	hash = isl_hash_builtin(hash, temp.dst);
	entry = isl_hash_table_find(ctx, graph->edge_table, hash,
				    &edge_has_src_and_dst, &temp, 0);
	if (!entry)
		return 0;

	edge = entry->data;
	empty = isl_map_plain_is_empty(edge->map);
	if (empty < 0)
		return -1;

	return !empty;
}

static int graph_alloc(isl_ctx *ctx, struct isl_sched_graph *graph,
	int n_node, int n_edge)
{
	int i;

	graph->n = n_node;
	graph->n_edge = n_edge;
	graph->node = isl_calloc_array(ctx, struct isl_sched_node, graph->n);
	graph->sorted = isl_calloc_array(ctx, int, graph->n);
	graph->region = isl_alloc_array(ctx, struct isl_region, graph->n);
	graph->stack = isl_alloc_array(ctx, int, graph->n);
	graph->edge = isl_calloc_array(ctx,
					struct isl_sched_edge, graph->n_edge);

	graph->intra_hmap = isl_hmap_map_basic_set_alloc(ctx, 2 * n_edge);
	graph->inter_hmap = isl_hmap_map_basic_set_alloc(ctx, 2 * n_edge);

	if (!graph->node || !graph->region || !graph->stack || !graph->edge ||
	    !graph->sorted)
		return -1;

	for(i = 0; i < graph->n; ++i)
		graph->sorted[i] = i;

	return 0;
}

static void graph_free(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;

	isl_hmap_map_basic_set_free(ctx, graph->intra_hmap);
	isl_hmap_map_basic_set_free(ctx, graph->inter_hmap);

	for (i = 0; i < graph->n; ++i) {
		isl_space_free(graph->node[i].dim);
		isl_mat_free(graph->node[i].sched);
		isl_map_free(graph->node[i].sched_map);
		isl_mat_free(graph->node[i].cmap);
		if (graph->root) {
			free(graph->node[i].band);
			free(graph->node[i].band_id);
			free(graph->node[i].zero);
		}
	}
	free(graph->node);
	free(graph->sorted);
	for (i = 0; i < graph->n_edge; ++i)
		isl_map_free(graph->edge[i].map);
	free(graph->edge);
	free(graph->region);
	free(graph->stack);
	isl_hash_table_free(ctx, graph->edge_table);
	isl_hash_table_free(ctx, graph->node_table);
	isl_basic_set_free(graph->lp);
}

/* Add a new node to the graph representing the given set.
 */
static int extract_node(__isl_take isl_set *set, void *user)
{
	int nvar, nparam;
	isl_ctx *ctx;
	isl_space *dim;
	isl_mat *sched;
	struct isl_sched_graph *graph = user;
	int *band, *band_id, *zero;

	ctx = isl_set_get_ctx(set);
	dim = isl_set_get_space(set);
	isl_set_free(set);
	nvar = isl_space_dim(dim, isl_dim_set);
	nparam = isl_space_dim(dim, isl_dim_param);
	if (!ctx->opt->schedule_parametric)
		nparam = 0;
	sched = isl_mat_alloc(ctx, 0, 1 + nparam + nvar);
	graph->node[graph->n].dim = dim;
	graph->node[graph->n].nvar = nvar;
	graph->node[graph->n].nparam = nparam;
	graph->node[graph->n].sched = sched;
	graph->node[graph->n].sched_map = NULL;
	band = isl_alloc_array(ctx, int, graph->n_edge + nvar);
	graph->node[graph->n].band = band;
	band_id = isl_calloc_array(ctx, int, graph->n_edge + nvar);
	graph->node[graph->n].band_id = band_id;
	zero = isl_calloc_array(ctx, int, graph->n_edge + nvar);
	graph->node[graph->n].zero = zero;
	graph->n++;

	if (!sched || !band || !band_id || !zero)
		return -1;

	return 0;
}

/* Add a new edge to the graph based on the given map.
 * Edges are first extracted from the validity dependences,
 * from which the edge_table is constructed.
 * Afterwards, the proximity dependences are added.  If a proximity
 * dependence relation happens to be identical to one of the
 * validity dependence relations added before, then we don't create
 * a new edge, but instead mark the original edge as also representing
 * a proximity dependence.
 */
static int extract_edge(__isl_take isl_map *map, void *user)
{
	isl_ctx *ctx = isl_map_get_ctx(map);
	struct isl_sched_graph *graph = user;
	struct isl_sched_node *src, *dst;
	isl_space *dim;

	dim = isl_space_domain(isl_map_get_space(map));
	src = graph_find_node(ctx, graph, dim);
	isl_space_free(dim);
	dim = isl_space_range(isl_map_get_space(map));
	dst = graph_find_node(ctx, graph, dim);
	isl_space_free(dim);

	if (!src || !dst) {
		isl_map_free(map);
		return 0;
	}

	graph->edge[graph->n_edge].src = src;
	graph->edge[graph->n_edge].dst = dst;
	graph->edge[graph->n_edge].map = map;
	graph->edge[graph->n_edge].validity = !graph->edge_table;
	graph->edge[graph->n_edge].proximity = !!graph->edge_table;
	graph->n_edge++;

	if (graph->edge_table) {
		uint32_t hash;
		struct isl_hash_table_entry *entry;
		struct isl_sched_edge *edge;
		int is_equal;

		hash = isl_hash_init();
		hash = isl_hash_builtin(hash, src);
		hash = isl_hash_builtin(hash, dst);
		entry = isl_hash_table_find(ctx, graph->edge_table, hash,
					    &edge_has_src_and_dst,
					    &graph->edge[graph->n_edge - 1], 0);
		if (!entry)
			return 0;
		edge = entry->data;
		is_equal = isl_map_plain_is_equal(map, edge->map);
		if (is_equal < 0)
			return -1;
		if (!is_equal)
			return 0;

		graph->n_edge--;
		edge->proximity = 1;
		isl_map_free(map);
	}

	return 0;
}

/* Check whether there is a validity dependence from src to dst,
 * forcing dst to follow src.
 */
static int node_follows(struct isl_sched_graph *graph, 
	struct isl_sched_node *dst, struct isl_sched_node *src)
{
	return graph_has_edge(graph, src, dst);
}

/* Perform Tarjan's algorithm for computing the strongly connected components
 * in the dependence graph (only validity edges).
 * If directed is not set, we consider the graph to be undirected and
 * we effectively compute the (weakly) connected components.
 */
static int detect_sccs_tarjan(struct isl_sched_graph *g, int i, int directed)
{
	int j;

	g->node[i].index = g->index;
	g->node[i].min_index = g->index;
	g->node[i].on_stack = 1;
	g->index++;
	g->stack[g->sp++] = i;

	for (j = g->n - 1; j >= 0; --j) {
		int f;

		if (j == i)
			continue;
		if (g->node[j].index >= 0 &&
			(!g->node[j].on_stack ||
			 g->node[j].index > g->node[i].min_index))
			continue;
		
		f = node_follows(g, &g->node[i], &g->node[j]);
		if (f < 0)
			return -1;
		if (!f && !directed) {
			f = node_follows(g, &g->node[j], &g->node[i]);
			if (f < 0)
				return -1;
		}
		if (!f)
			continue;
		if (g->node[j].index < 0) {
			detect_sccs_tarjan(g, j, directed);
			if (g->node[j].min_index < g->node[i].min_index)
				g->node[i].min_index = g->node[j].min_index;
		} else if (g->node[j].index < g->node[i].min_index)
			g->node[i].min_index = g->node[j].index;
	}

	if (g->node[i].index != g->node[i].min_index)
		return 0;

	do {
		j = g->stack[--g->sp];
		g->node[j].on_stack = 0;
		g->node[j].scc = g->scc;
	} while (j != i);
	g->scc++;

	return 0;
}

static int detect_ccs(struct isl_sched_graph *graph, int directed)
{
	int i;

	graph->index = 0;
	graph->sp = 0;
	graph->scc = 0;
	for (i = graph->n - 1; i >= 0; --i)
		graph->node[i].index = -1;

	for (i = graph->n - 1; i >= 0; --i) {
		if (graph->node[i].index >= 0)
			continue;
		if (detect_sccs_tarjan(graph, i, directed) < 0)
			return -1;
	}

	return 0;
}

/* Apply Tarjan's algorithm to detect the strongly connected components
 * in the dependence graph.
 */
static int detect_sccs(struct isl_sched_graph *graph)
{
	return detect_ccs(graph, 1);
}

/* Apply Tarjan's algorithm to detect the (weakly) connected components
 * in the dependence graph.
 */
static int detect_wccs(struct isl_sched_graph *graph)
{
	return detect_ccs(graph, 0);
}

static int cmp_scc(const void *a, const void *b, void *data)
{
	struct isl_sched_graph *graph = data;
	const int *i1 = a;
	const int *i2 = b;

	return graph->node[*i1].scc - graph->node[*i2].scc;
}

/* Sort the elements of graph->sorted according to the corresponding SCCs.
 */
static void sort_sccs(struct isl_sched_graph *graph)
{
	isl_quicksort(graph->sorted, graph->n, sizeof(int), &cmp_scc, graph);
}

/* Given a dependence relation R from a node to itself,
 * construct the set of coefficients of valid constraints for elements
 * in that dependence relation.
 * In particular, the result contains tuples of coefficients
 * c_0, c_n, c_x such that
 *
 *	c_0 + c_n n + c_x y - c_x x >= 0 for each (x,y) in R
 *
 * or, equivalently,
 *
 *	c_0 + c_n n + c_x d >= 0 for each d in delta R = { y - x | (x,y) in R }
 *
 * We choose here to compute the dual of delta R.
 * Alternatively, we could have computed the dual of R, resulting
 * in a set of tuples c_0, c_n, c_x, c_y, and then
 * plugged in (c_0, c_n, c_x, -c_x).
 */
static __isl_give isl_basic_set *intra_coefficients(
	struct isl_sched_graph *graph, __isl_take isl_map *map)
{
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_set *delta;
	isl_basic_set *coef;

	if (isl_hmap_map_basic_set_has(ctx, graph->intra_hmap, map))
		return isl_hmap_map_basic_set_get(ctx, graph->intra_hmap, map);

	delta = isl_set_remove_divs(isl_map_deltas(isl_map_copy(map)));
	coef = isl_set_coefficients(delta);
	isl_hmap_map_basic_set_set(ctx, graph->intra_hmap, map,
					isl_basic_set_copy(coef));

	return coef;
}

/* Given a dependence relation R, * construct the set of coefficients
 * of valid constraints for elements in that dependence relation.
 * In particular, the result contains tuples of coefficients
 * c_0, c_n, c_x, c_y such that
 *
 *	c_0 + c_n n + c_x x + c_y y >= 0 for each (x,y) in R
 *
 */
static __isl_give isl_basic_set *inter_coefficients(
	struct isl_sched_graph *graph, __isl_take isl_map *map)
{
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_set *set;
	isl_basic_set *coef;

	if (isl_hmap_map_basic_set_has(ctx, graph->inter_hmap, map))
		return isl_hmap_map_basic_set_get(ctx, graph->inter_hmap, map);

	set = isl_map_wrap(isl_map_remove_divs(isl_map_copy(map)));
	coef = isl_set_coefficients(set);
	isl_hmap_map_basic_set_set(ctx, graph->inter_hmap, map,
					isl_basic_set_copy(coef));

	return coef;
}

/* Add constraints to graph->lp that force validity for the given
 * dependence from a node i to itself.
 * That is, add constraints that enforce
 *
 *	(c_i_0 + c_i_n n + c_i_x y) - (c_i_0 + c_i_n n + c_i_x x)
 *	= c_i_x (y - x) >= 0
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x)
 * of valid constraints for (y - x) and then plug in (0, 0, c_i_x^+ - c_i_x^-),
 * where c_i_x = c_i_x^+ - c_i_x^-, with c_i_x^+ and c_i_x^- non-negative.
 * In graph->lp, the c_i_x^- appear before their c_i_x^+ counterpart.
 *
 * Actually, we do not construct constraints for the c_i_x themselves,
 * but for the coefficients of c_i_x written as a linear combination
 * of the columns in node->cmap.
 */
static int add_intra_validity_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge)
{
	unsigned total;
	isl_map *map = isl_map_copy(edge->map);
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *node = edge->src;

	coef = intra_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set), isl_mat_copy(node->cmap));

	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, -1);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, 1);
	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);

	return 0;
}

/* Add constraints to graph->lp that force validity for the given
 * dependence from node i to node j.
 * That is, add constraints that enforce
 *
 *	(c_j_0 + c_j_n n + c_j_x y) - (c_i_0 + c_i_n n + c_i_x x) >= 0
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x, c_y)
 * of valid constraints for R and then plug in
 * (c_j_0 - c_i_0, c_j_n^+ - c_j_n^- - (c_i_n^+ - c_i_n^-),
 *  c_j_x^+ - c_j_x^- - (c_i_x^+ - c_i_x^-)),
 * where c_* = c_*^+ - c_*^-, with c_*^+ and c_*^- non-negative.
 * In graph->lp, the c_*^- appear before their c_*^+ counterpart.
 *
 * Actually, we do not construct constraints for the c_*_x themselves,
 * but for the coefficients of c_*_x written as a linear combination
 * of the columns in node->cmap.
 */
static int add_inter_validity_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge)
{
	unsigned total;
	isl_map *map = isl_map_copy(edge->map);
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *src = edge->src;
	struct isl_sched_node *dst = edge->dst;

	coef = inter_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set), isl_mat_copy(src->cmap));
	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set) + src->nvar,
		    isl_mat_copy(dst->cmap));

	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);

	isl_dim_map_range(dim_map, dst->start, 0, 0, 0, 1, 1);
	isl_dim_map_range(dim_map, dst->start + 1, 2, 1, 1, dst->nparam, -1);
	isl_dim_map_range(dim_map, dst->start + 2, 2, 1, 1, dst->nparam, 1);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, -1);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, 1);

	isl_dim_map_range(dim_map, src->start, 0, 0, 0, 1, -1);
	isl_dim_map_range(dim_map, src->start + 1, 2, 1, 1, src->nparam, 1);
	isl_dim_map_range(dim_map, src->start + 2, 2, 1, 1, src->nparam, -1);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, 1);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, -1);

	edge->start = graph->lp->n_ineq;
	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);
	edge->end = graph->lp->n_ineq;

	return 0;
}

/* Add constraints to graph->lp that bound the dependence distance for the given
 * dependence from a node i to itself.
 * If s = 1, we add the constraint
 *
 *	c_i_x (y - x) <= m_0 + m_n n
 *
 * or
 *
 *	-c_i_x (y - x) + m_0 + m_n n >= 0
 *
 * for each (x,y) in R.
 * If s = -1, we add the constraint
 *
 *	-c_i_x (y - x) <= m_0 + m_n n
 *
 * or
 *
 *	c_i_x (y - x) + m_0 + m_n n >= 0
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x)
 * of valid constraints for (y - x) and then plug in (m_0, m_n, -s * c_i_x),
 * with each coefficient (except m_0) represented as a pair of non-negative
 * coefficients.
 *
 * Actually, we do not construct constraints for the c_i_x themselves,
 * but for the coefficients of c_i_x written as a linear combination
 * of the columns in node->cmap.
 */
static int add_intra_proximity_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge, int s)
{
	unsigned total;
	unsigned nparam;
	isl_map *map = isl_map_copy(edge->map);
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *node = edge->src;

	coef = intra_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set), isl_mat_copy(node->cmap));

	nparam = isl_space_dim(node->dim, isl_dim_param);
	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);
	isl_dim_map_range(dim_map, 1, 0, 0, 0, 1, 1);
	isl_dim_map_range(dim_map, 4, 2, 1, 1, nparam, -1);
	isl_dim_map_range(dim_map, 5, 2, 1, 1, nparam, 1);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, s);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, -s);
	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);

	return 0;
}

/* Add constraints to graph->lp that bound the dependence distance for the given
 * dependence from node i to node j.
 * If s = 1, we add the constraint
 *
 *	(c_j_0 + c_j_n n + c_j_x y) - (c_i_0 + c_i_n n + c_i_x x)
 *		<= m_0 + m_n n
 *
 * or
 *
 *	-(c_j_0 + c_j_n n + c_j_x y) + (c_i_0 + c_i_n n + c_i_x x) +
 *		m_0 + m_n n >= 0
 *
 * for each (x,y) in R.
 * If s = -1, we add the constraint
 *
 *	-((c_j_0 + c_j_n n + c_j_x y) - (c_i_0 + c_i_n n + c_i_x x))
 *		<= m_0 + m_n n
 *
 * or
 *
 *	(c_j_0 + c_j_n n + c_j_x y) - (c_i_0 + c_i_n n + c_i_x x) +
 *		m_0 + m_n n >= 0
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x, c_y)
 * of valid constraints for R and then plug in
 * (m_0 - s*c_j_0 + s*c_i_0, m_n - s*c_j_n + s*c_i_n,
 *  -s*c_j_x+s*c_i_x)
 * with each coefficient (except m_0, c_j_0 and c_i_0)
 * represented as a pair of non-negative coefficients.
 *
 * Actually, we do not construct constraints for the c_*_x themselves,
 * but for the coefficients of c_*_x written as a linear combination
 * of the columns in node->cmap.
 */
static int add_inter_proximity_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge, int s)
{
	unsigned total;
	unsigned nparam;
	isl_map *map = isl_map_copy(edge->map);
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *src = edge->src;
	struct isl_sched_node *dst = edge->dst;

	coef = inter_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set), isl_mat_copy(src->cmap));
	coef = isl_basic_set_transform_dims(coef, isl_dim_set,
		    isl_space_dim(dim, isl_dim_set) + src->nvar,
		    isl_mat_copy(dst->cmap));

	nparam = isl_space_dim(src->dim, isl_dim_param);
	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);

	isl_dim_map_range(dim_map, 1, 0, 0, 0, 1, 1);
	isl_dim_map_range(dim_map, 4, 2, 1, 1, nparam, -1);
	isl_dim_map_range(dim_map, 5, 2, 1, 1, nparam, 1);

	isl_dim_map_range(dim_map, dst->start, 0, 0, 0, 1, -s);
	isl_dim_map_range(dim_map, dst->start + 1, 2, 1, 1, dst->nparam, s);
	isl_dim_map_range(dim_map, dst->start + 2, 2, 1, 1, dst->nparam, -s);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, s);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, -s);

	isl_dim_map_range(dim_map, src->start, 0, 0, 0, 1, s);
	isl_dim_map_range(dim_map, src->start + 1, 2, 1, 1, src->nparam, -s);
	isl_dim_map_range(dim_map, src->start + 2, 2, 1, 1, src->nparam, s);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, -s);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, s);

	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);

	return 0;
}

static int add_all_validity_constraints(struct isl_sched_graph *graph)
{
	int i;

	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge= &graph->edge[i];
		if (!edge->validity)
			continue;
		if (edge->src != edge->dst)
			continue;
		if (add_intra_validity_constraints(graph, edge) < 0)
			return -1;
	}

	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge = &graph->edge[i];
		if (!edge->validity)
			continue;
		if (edge->src == edge->dst)
			continue;
		if (add_inter_validity_constraints(graph, edge) < 0)
			return -1;
	}

	return 0;
}

/* Add constraints to graph->lp that bound the dependence distance
 * for all dependence relations.
 * If a given proximity dependence is identical to a validity
 * dependence, then the dependence distance is already bounded
 * from below (by zero), so we only need to bound the distance
 * from above.
 * Otherwise, we need to bound the distance both from above and from below.
 */
static int add_all_proximity_constraints(struct isl_sched_graph *graph)
{
	int i;

	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge= &graph->edge[i];
		if (!edge->proximity)
			continue;
		if (edge->src == edge->dst &&
		    add_intra_proximity_constraints(graph, edge, 1) < 0)
			return -1;
		if (edge->src != edge->dst &&
		    add_inter_proximity_constraints(graph, edge, 1) < 0)
			return -1;
		if (edge->validity)
			continue;
		if (edge->src == edge->dst &&
		    add_intra_proximity_constraints(graph, edge, -1) < 0)
			return -1;
		if (edge->src != edge->dst &&
		    add_inter_proximity_constraints(graph, edge, -1) < 0)
			return -1;
	}

	return 0;
}

/* Compute a basis for the rows in the linear part of the schedule
 * and extend this basis to a full basis.  The remaining rows
 * can then be used to force linear independence from the rows
 * in the schedule.
 *
 * In particular, given the schedule rows S, we compute
 *
 *	S = H Q
 *
 * with H the Hermite normal form of S.  That is, all but the
 * first rank columns of Q are zero and so each row in S is
 * a linear combination of the first rank rows of Q.
 * The matrix Q is then transposed because we will write the
 * coefficients of the next schedule row as a column vector s
 * and express this s as a linear combination s = Q c of the
 * computed basis.
 */
static int node_update_cmap(struct isl_sched_node *node)
{
	isl_mat *H, *Q;
	int n_row = isl_mat_rows(node->sched);

	H = isl_mat_sub_alloc(node->sched, 0, n_row,
			      1 + node->nparam, node->nvar);

	H = isl_mat_left_hermite(H, 0, NULL, &Q);
	isl_mat_free(node->cmap);
	node->cmap = isl_mat_transpose(Q);
	node->rank = isl_mat_initial_non_zero_cols(H);
	isl_mat_free(H);

	if (!node->cmap || node->rank < 0)
		return -1;
	return 0;
}

/* Count the number of equality and inequality constraints
 * that will be added for the given map.
 * If once is set, then we count
 * each edge exactly once.  Otherwise, we count as follows
 * validity		-> 1 (>= 0)
 * validity+proximity	-> 2 (>= 0 and upper bound)
 * proximity		-> 2 (lower and upper bound)
 */
static int count_map_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge, __isl_take isl_map *map,
	int *n_eq, int *n_ineq, int once)
{
	isl_basic_set *coef;
	int f = once ? 1 : edge->proximity ? 2 : 1;

	if (edge->src == edge->dst)
		coef = intra_coefficients(graph, map);
	else
		coef = inter_coefficients(graph, map);
	if (!coef)
		return -1;
	*n_eq += f * coef->n_eq;
	*n_ineq += f * coef->n_ineq;
	isl_basic_set_free(coef);

	return 0;
}

/* Count the number of equality and inequality constraints
 * that will be added to the main lp problem.
 * If once is set, then we count
 * each edge exactly once.  Otherwise, we count as follows
 * validity		-> 1 (>= 0)
 * validity+proximity	-> 2 (>= 0 and upper bound)
 * proximity		-> 2 (lower and upper bound)
 */
static int count_constraints(struct isl_sched_graph *graph,
	int *n_eq, int *n_ineq, int once)
{
	int i;

	*n_eq = *n_ineq = 0;
	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge= &graph->edge[i];
		isl_map *map = isl_map_copy(edge->map);

		if (count_map_constraints(graph, edge, map,
					  n_eq, n_ineq, once) < 0)
			return -1;
	}

	return 0;
}

/* Construct an ILP problem for finding schedule coefficients
 * that result in non-negative, but small dependence distances
 * over all dependences.
 * In particular, the dependence distances over proximity edges
 * are bounded by m_0 + m_n n and we compute schedule coefficients
 * with small values (preferably zero) of m_n and m_0.
 *
 * All variables of the ILP are non-negative.  The actual coefficients
 * may be negative, so each coefficient is represented as the difference
 * of two non-negative variables.  The negative part always appears
 * immediately before the positive part.
 * Other than that, the variables have the following order
 *
 *	- sum of positive and negative parts of m_n coefficients
 *	- m_0
 *	- sum of positive and negative parts of all c_n coefficients
 *		(unconstrained when computing non-parametric schedules)
 *	- sum of positive and negative parts of all c_x coefficients
 *	- positive and negative parts of m_n coefficients
 *	- for each node
 *		- c_i_0
 *		- positive and negative parts of c_i_n (if parametric)
 *		- positive and negative parts of c_i_x
 *
 * The c_i_x are not represented directly, but through the columns of
 * node->cmap.  That is, the computed values are for variable t_i_x
 * such that c_i_x = Q t_i_x with Q equal to node->cmap.
 *
 * The constraints are those from the edges plus two or three equalities
 * to express the sums.
 *
 * If force_zero is set, then we add equalities to ensure that
 * the sum of the m_n coefficients and m_0 are both zero.
 */
static int setup_lp(isl_ctx *ctx, struct isl_sched_graph *graph,
	int force_zero)
{
	int i, j;
	int k;
	unsigned nparam;
	unsigned total;
	isl_space *dim;
	int parametric;
	int param_pos;
	int n_eq, n_ineq;

	parametric = ctx->opt->schedule_parametric;
	nparam = isl_space_dim(graph->node[0].dim, isl_dim_param);
	param_pos = 4;
	total = param_pos + 2 * nparam;
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[graph->sorted[i]];
		if (node_update_cmap(node) < 0)
			return -1;
		node->start = total;
		total += 1 + 2 * (node->nparam + node->nvar);
	}

	if (count_constraints(graph, &n_eq, &n_ineq, 0) < 0)
		return -1;

	dim = isl_space_set_alloc(ctx, 0, total);
	isl_basic_set_free(graph->lp);
	n_eq += 2 + parametric + force_zero;
	graph->lp = isl_basic_set_alloc_space(dim, 0, n_eq, n_ineq);

	k = isl_basic_set_alloc_equality(graph->lp);
	if (k < 0)
		return -1;
	isl_seq_clr(graph->lp->eq[k], 1 +  total);
	if (!force_zero)
		isl_int_set_si(graph->lp->eq[k][1], -1);
	for (i = 0; i < 2 * nparam; ++i)
		isl_int_set_si(graph->lp->eq[k][1 + param_pos + i], 1);

	if (force_zero) {
		k = isl_basic_set_alloc_equality(graph->lp);
		if (k < 0)
			return -1;
		isl_seq_clr(graph->lp->eq[k], 1 +  total);
		isl_int_set_si(graph->lp->eq[k][2], -1);
	}

	if (parametric) {
		k = isl_basic_set_alloc_equality(graph->lp);
		if (k < 0)
			return -1;
		isl_seq_clr(graph->lp->eq[k], 1 +  total);
		isl_int_set_si(graph->lp->eq[k][3], -1);
		for (i = 0; i < graph->n; ++i) {
			int pos = 1 + graph->node[i].start + 1;

			for (j = 0; j < 2 * graph->node[i].nparam; ++j)
				isl_int_set_si(graph->lp->eq[k][pos + j], 1);
		}
	}

	k = isl_basic_set_alloc_equality(graph->lp);
	if (k < 0)
		return -1;
	isl_seq_clr(graph->lp->eq[k], 1 +  total);
	isl_int_set_si(graph->lp->eq[k][4], -1);
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int pos = 1 + node->start + 1 + 2 * node->nparam;

		for (j = 0; j < 2 * node->nvar; ++j)
			isl_int_set_si(graph->lp->eq[k][pos + j], 1);
	}

	if (add_all_validity_constraints(graph) < 0)
		return -1;
	if (add_all_proximity_constraints(graph) < 0)
		return -1;

	return 0;
}

/* Analyze the conflicting constraint found by
 * isl_tab_basic_set_non_trivial_lexmin.  If it corresponds to the validity
 * constraint of one of the edges between distinct nodes, living, moreover
 * in distinct SCCs, then record the source and sink SCC as this may
 * be a good place to cut between SCCs.
 */
static int check_conflict(int con, void *user)
{
	int i;
	struct isl_sched_graph *graph = user;

	if (graph->src_scc >= 0)
		return 0;

	con -= graph->lp->n_eq;

	if (con >= graph->lp->n_ineq)
		return 0;

	for (i = 0; i < graph->n_edge; ++i) {
		if (!graph->edge[i].validity)
			continue;
		if (graph->edge[i].src == graph->edge[i].dst)
			continue;
		if (graph->edge[i].src->scc == graph->edge[i].dst->scc)
			continue;
		if (graph->edge[i].start > con)
			continue;
		if (graph->edge[i].end <= con)
			continue;
		graph->src_scc = graph->edge[i].src->scc;
		graph->dst_scc = graph->edge[i].dst->scc;
	}

	return 0;
}

/* Check whether the next schedule row of the given node needs to be
 * non-trivial.  Lower-dimensional domains may have some trivial rows,
 * but as soon as the number of remaining required non-trivial rows
 * is as large as the number or remaining rows to be computed,
 * all remaining rows need to be non-trivial.
 */
static int needs_row(struct isl_sched_graph *graph, struct isl_sched_node *node)
{
	return node->nvar - node->rank >= graph->maxvar - graph->n_row;
}

/* Solve the ILP problem constructed in setup_lp.
 * For each node such that all the remaining rows of its schedule
 * need to be non-trivial, we construct a non-triviality region.
 * This region imposes that the next row is independent of previous rows.
 * In particular the coefficients c_i_x are represented by t_i_x
 * variables with c_i_x = Q t_i_x and Q a unimodular matrix such that
 * its first columns span the rows of the previously computed part
 * of the schedule.  The non-triviality region enforces that at least
 * one of the remaining components of t_i_x is non-zero, i.e.,
 * that the new schedule row depends on at least one of the remaining
 * columns of Q.
 */
static __isl_give isl_vec *solve_lp(struct isl_sched_graph *graph)
{
	int i;
	isl_vec *sol;
	isl_basic_set *lp;

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int skip = node->rank;
		graph->region[i].pos = node->start + 1 + 2*(node->nparam+skip);
		if (needs_row(graph, node))
			graph->region[i].len = 2 * (node->nvar - skip);
		else
			graph->region[i].len = 0;
	}
	lp = isl_basic_set_copy(graph->lp);
	sol = isl_tab_basic_set_non_trivial_lexmin(lp, 2, graph->n,
				       graph->region, &check_conflict, graph);
	return sol;
}

/* Update the schedules of all nodes based on the given solution
 * of the LP problem.
 * The new row is added to the current band.
 * All possibly negative coefficients are encoded as a difference
 * of two non-negative variables, so we need to perform the subtraction
 * here.  Moreover, if use_cmap is set, then the solution does
 * not refer to the actual coefficients c_i_x, but instead to variables
 * t_i_x such that c_i_x = Q t_i_x and Q is equal to node->cmap.
 * In this case, we then also need to perform this multiplication
 * to obtain the values of c_i_x.
 *
 * If check_zero is set, then the first two coordinates of sol are
 * assumed to correspond to the dependence distance.  If these two
 * coordinates are zero, then the corresponding scheduling dimension
 * is marked as being zero distance.
 */
static int update_schedule(struct isl_sched_graph *graph,
	__isl_take isl_vec *sol, int use_cmap, int check_zero)
{
	int i, j;
	int zero = 0;
	isl_vec *csol = NULL;

	if (!sol)
		goto error;
	if (sol->size == 0)
		isl_die(sol->ctx, isl_error_internal,
			"no solution found", goto error);

	if (check_zero)
		zero = isl_int_is_zero(sol->el[1]) &&
			   isl_int_is_zero(sol->el[2]);

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int pos = node->start;
		int row = isl_mat_rows(node->sched);

		isl_vec_free(csol);
		csol = isl_vec_alloc(sol->ctx, node->nvar);
		if (!csol)
			goto error;

		isl_map_free(node->sched_map);
		node->sched_map = NULL;
		node->sched = isl_mat_add_rows(node->sched, 1);
		if (!node->sched)
			goto error;
		node->sched = isl_mat_set_element(node->sched, row, 0,
						  sol->el[1 + pos]);
		for (j = 0; j < node->nparam + node->nvar; ++j)
			isl_int_sub(sol->el[1 + pos + 1 + 2 * j + 1],
				    sol->el[1 + pos + 1 + 2 * j + 1],
				    sol->el[1 + pos + 1 + 2 * j]);
		for (j = 0; j < node->nparam; ++j)
			node->sched = isl_mat_set_element(node->sched,
					row, 1 + j, sol->el[1+pos+1+2*j+1]);
		for (j = 0; j < node->nvar; ++j)
			isl_int_set(csol->el[j],
				    sol->el[1+pos+1+2*(node->nparam+j)+1]);
		if (use_cmap)
			csol = isl_mat_vec_product(isl_mat_copy(node->cmap),
						   csol);
		if (!csol)
			goto error;
		for (j = 0; j < node->nvar; ++j)
			node->sched = isl_mat_set_element(node->sched,
					row, 1 + node->nparam + j, csol->el[j]);
		node->band[graph->n_total_row] = graph->n_band;
		node->zero[graph->n_total_row] = zero;
	}
	isl_vec_free(sol);
	isl_vec_free(csol);

	graph->n_row++;
	graph->n_total_row++;

	return 0;
error:
	isl_vec_free(sol);
	isl_vec_free(csol);
	return -1;
}

/* Convert node->sched into a map and return this map.
 * We simply add equality constraints that express each output variable
 * as the affine combination of parameters and input variables specified
 * by the schedule matrix.
 *
 * The result is cached in node->sched_map, which needs to be released
 * whenever node->sched is updated.
 */
static __isl_give isl_map *node_extract_schedule(struct isl_sched_node *node)
{
	int i, j;
	isl_space *dim;
	isl_local_space *ls;
	isl_basic_map *bmap;
	isl_constraint *c;
	int nrow, ncol;
	isl_int v;

	if (node->sched_map)
		return isl_map_copy(node->sched_map);

	nrow = isl_mat_rows(node->sched);
	ncol = isl_mat_cols(node->sched) - 1;
	dim = isl_space_from_domain(isl_space_copy(node->dim));
	dim = isl_space_add_dims(dim, isl_dim_out, nrow);
	bmap = isl_basic_map_universe(isl_space_copy(dim));
	ls = isl_local_space_from_space(dim);

	isl_int_init(v);

	for (i = 0; i < nrow; ++i) {
		c = isl_equality_alloc(isl_local_space_copy(ls));
		isl_constraint_set_coefficient_si(c, isl_dim_out, i, -1);
		isl_mat_get_element(node->sched, i, 0, &v);
		isl_constraint_set_constant(c, v);
		for (j = 0; j < node->nparam; ++j) {
			isl_mat_get_element(node->sched, i, 1 + j, &v);
			isl_constraint_set_coefficient(c, isl_dim_param, j, v);
		}
		for (j = 0; j < node->nvar; ++j) {
			isl_mat_get_element(node->sched,
					    i, 1 + node->nparam + j, &v);
			isl_constraint_set_coefficient(c, isl_dim_in, j, v);
		}
		bmap = isl_basic_map_add_constraint(bmap, c);
	}

	isl_int_clear(v);

	isl_local_space_free(ls);

	node->sched_map = isl_map_from_basic_map(bmap);
	return isl_map_copy(node->sched_map);
}

/* Update the given dependence relation based on the current schedule.
 * That is, intersect the dependence relation with a map expressing
 * that source and sink are executed within the same iteration of
 * the current schedule.
 * This is not the most efficient way, but this shouldn't be a critical
 * operation.
 */
static __isl_give isl_map *specialize(__isl_take isl_map *map,
	struct isl_sched_node *src, struct isl_sched_node *dst)
{
	isl_map *src_sched, *dst_sched, *id;

	src_sched = node_extract_schedule(src);
	dst_sched = node_extract_schedule(dst);
	id = isl_map_apply_range(src_sched, isl_map_reverse(dst_sched));
	return isl_map_intersect(map, id);
}

/* Update the dependence relations of all edges based on the current schedule.
 * If a dependence is carried completely by the current schedule, then
 * it is removed and edge_table is updated accordingly.
 */
static int update_edges(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;
	int reset_table = 0;

	for (i = graph->n_edge - 1; i >= 0; --i) {
		struct isl_sched_edge *edge = &graph->edge[i];
		edge->map = specialize(edge->map, edge->src, edge->dst);
		if (!edge->map)
			return -1;

		if (isl_map_plain_is_empty(edge->map)) {
			reset_table = 1;
			isl_map_free(edge->map);
			if (i != graph->n_edge - 1)
				graph->edge[i] = graph->edge[graph->n_edge - 1];
			graph->n_edge--;
		}
	}

	if (reset_table) {
		isl_hash_table_free(ctx, graph->edge_table);
		graph->edge_table = NULL;
		return graph_init_edge_table(ctx, graph);
	}

	return 0;
}

static void next_band(struct isl_sched_graph *graph)
{
	graph->band_start = graph->n_total_row;
	graph->n_band++;
}

/* Topologically sort statements mapped to same schedule iteration
 * and add a row to the schedule corresponding to this order.
 */
static int sort_statements(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i, j;

	if (graph->n <= 1)
		return 0;

	if (update_edges(ctx, graph) < 0)
		return -1;

	if (graph->n_edge == 0)
		return 0;

	if (detect_sccs(graph) < 0)
		return -1;

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int row = isl_mat_rows(node->sched);
		int cols = isl_mat_cols(node->sched);

		isl_map_free(node->sched_map);
		node->sched_map = NULL;
		node->sched = isl_mat_add_rows(node->sched, 1);
		if (!node->sched)
			return -1;
		node->sched = isl_mat_set_element_si(node->sched, row, 0,
						     node->scc);
		for (j = 1; j < cols; ++j)
			node->sched = isl_mat_set_element_si(node->sched,
							     row, j, 0);
		node->band[graph->n_total_row] = graph->n_band;
	}

	graph->n_total_row++;
	next_band(graph);

	return 0;
}

/* Construct an isl_schedule based on the computed schedule stored
 * in graph and with parameters specified by dim.
 */
static __isl_give isl_schedule *extract_schedule(struct isl_sched_graph *graph,
	__isl_take isl_space *dim)
{
	int i;
	isl_ctx *ctx;
	isl_schedule *sched = NULL;
		
	if (!dim)
		return NULL;

	ctx = isl_space_get_ctx(dim);
	sched = isl_calloc(ctx, struct isl_schedule,
			   sizeof(struct isl_schedule) +
			   (graph->n - 1) * sizeof(struct isl_schedule_node));
	if (!sched)
		goto error;

	sched->ref = 1;
	sched->n = graph->n;
	sched->n_band = graph->n_band;
	sched->n_total_row = graph->n_total_row;

	for (i = 0; i < sched->n; ++i) {
		int r, b;
		int *band_end, *band_id, *zero;

		band_end = isl_alloc_array(ctx, int, graph->n_band);
		band_id = isl_alloc_array(ctx, int, graph->n_band);
		zero = isl_alloc_array(ctx, int, graph->n_total_row);
		sched->node[i].sched = node_extract_schedule(&graph->node[i]);
		sched->node[i].band_end = band_end;
		sched->node[i].band_id = band_id;
		sched->node[i].zero = zero;
		if (!band_end || !band_id || !zero)
			goto error;

		for (r = 0; r < graph->n_total_row; ++r)
			zero[r] = graph->node[i].zero[r];
		for (r = b = 0; r < graph->n_total_row; ++r) {
			if (graph->node[i].band[r] == b)
				continue;
			band_end[b++] = r;
			if (graph->node[i].band[r] == -1)
				break;
		}
		if (r == graph->n_total_row)
			band_end[b++] = r;
		sched->node[i].n_band = b;
		for (--b; b >= 0; --b)
			band_id[b] = graph->node[i].band_id[b];
	}

	sched->dim = dim;

	return sched;
error:
	isl_space_free(dim);
	isl_schedule_free(sched);
	return NULL;
}

/* Copy nodes that satisfy node_pred from the src dependence graph
 * to the dst dependence graph.
 */
static int copy_nodes(struct isl_sched_graph *dst, struct isl_sched_graph *src,
	int (*node_pred)(struct isl_sched_node *node, int data), int data)
{
	int i;

	dst->n = 0;
	for (i = 0; i < src->n; ++i) {
		if (!node_pred(&src->node[i], data))
			continue;
		dst->node[dst->n].dim = isl_space_copy(src->node[i].dim);
		dst->node[dst->n].nvar = src->node[i].nvar;
		dst->node[dst->n].nparam = src->node[i].nparam;
		dst->node[dst->n].sched = isl_mat_copy(src->node[i].sched);
		dst->node[dst->n].sched_map =
			isl_map_copy(src->node[i].sched_map);
		dst->node[dst->n].band = src->node[i].band;
		dst->node[dst->n].band_id = src->node[i].band_id;
		dst->node[dst->n].zero = src->node[i].zero;
		dst->n++;
	}

	return 0;
}

/* Copy non-empty edges that satisfy edge_pred from the src dependence graph
 * to the dst dependence graph.
 */
static int copy_edges(isl_ctx *ctx, struct isl_sched_graph *dst,
	struct isl_sched_graph *src,
	int (*edge_pred)(struct isl_sched_edge *edge, int data), int data)
{
	int i;

	dst->n_edge = 0;
	for (i = 0; i < src->n_edge; ++i) {
		struct isl_sched_edge *edge = &src->edge[i];
		isl_map *map;

		if (!edge_pred(edge, data))
			continue;

		if (isl_map_plain_is_empty(edge->map))
			continue;

		map = isl_map_copy(edge->map);

		dst->edge[dst->n_edge].src =
			graph_find_node(ctx, dst, edge->src->dim);
		dst->edge[dst->n_edge].dst =
			graph_find_node(ctx, dst, edge->dst->dim);
		dst->edge[dst->n_edge].map = map;
		dst->edge[dst->n_edge].validity = edge->validity;
		dst->edge[dst->n_edge].proximity = edge->proximity;
		dst->n_edge++;
	}

	return 0;
}

/* Given a "src" dependence graph that contains the nodes from "dst"
 * that satisfy node_pred, copy the schedule computed in "src"
 * for those nodes back to "dst".
 */
static int copy_schedule(struct isl_sched_graph *dst,
	struct isl_sched_graph *src,
	int (*node_pred)(struct isl_sched_node *node, int data), int data)
{
	int i;

	src->n = 0;
	for (i = 0; i < dst->n; ++i) {
		if (!node_pred(&dst->node[i], data))
			continue;
		isl_mat_free(dst->node[i].sched);
		isl_map_free(dst->node[i].sched_map);
		dst->node[i].sched = isl_mat_copy(src->node[src->n].sched);
		dst->node[i].sched_map =
			isl_map_copy(src->node[src->n].sched_map);
		src->n++;
	}

	dst->n_total_row = src->n_total_row;
	dst->n_band = src->n_band;

	return 0;
}

/* Compute the maximal number of variables over all nodes.
 * This is the maximal number of linearly independent schedule
 * rows that we need to compute.
 * Just in case we end up in a part of the dependence graph
 * with only lower-dimensional domains, we make sure we will
 * compute the required amount of extra linearly independent rows.
 */
static int compute_maxvar(struct isl_sched_graph *graph)
{
	int i;

	graph->maxvar = 0;
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int nvar;

		if (node_update_cmap(node) < 0)
			return -1;
		nvar = node->nvar + graph->n_row - node->rank;
		if (nvar > graph->maxvar)
			graph->maxvar = nvar;
	}

	return 0;
}

static int compute_schedule(isl_ctx *ctx, struct isl_sched_graph *graph);
static int compute_schedule_wcc(isl_ctx *ctx, struct isl_sched_graph *graph);

/* Compute a schedule for a subgraph of "graph".  In particular, for
 * the graph composed of nodes that satisfy node_pred and edges that
 * that satisfy edge_pred.  The caller should precompute the number
 * of nodes and edges that satisfy these predicates and pass them along
 * as "n" and "n_edge".
 * If the subgraph is known to consist of a single component, then wcc should
 * be set and then we call compute_schedule_wcc on the constructed subgraph.
 * Otherwise, we call compute_schedule, which will check whether the subgraph
 * is connected.
 */
static int compute_sub_schedule(isl_ctx *ctx,
	struct isl_sched_graph *graph, int n, int n_edge,
	int (*node_pred)(struct isl_sched_node *node, int data),
	int (*edge_pred)(struct isl_sched_edge *edge, int data),
	int data, int wcc)
{
	struct isl_sched_graph split = { 0 };

	if (graph_alloc(ctx, &split, n, n_edge) < 0)
		goto error;
	if (copy_nodes(&split, graph, node_pred, data) < 0)
		goto error;
	if (graph_init_table(ctx, &split) < 0)
		goto error;
	if (copy_edges(ctx, &split, graph, edge_pred, data) < 0)
		goto error;
	if (graph_init_edge_table(ctx, &split) < 0)
		goto error;
	split.n_row = graph->n_row;
	split.n_total_row = graph->n_total_row;
	split.n_band = graph->n_band;
	split.band_start = graph->band_start;

	if (wcc && compute_schedule_wcc(ctx, &split) < 0)
		goto error;
	if (!wcc && compute_schedule(ctx, &split) < 0)
		goto error;

	copy_schedule(graph, &split, node_pred, data);

	graph_free(ctx, &split);
	return 0;
error:
	graph_free(ctx, &split);
	return -1;
}

static int node_scc_exactly(struct isl_sched_node *node, int scc)
{
	return node->scc == scc;
}

static int node_scc_at_most(struct isl_sched_node *node, int scc)
{
	return node->scc <= scc;
}

static int node_scc_at_least(struct isl_sched_node *node, int scc)
{
	return node->scc >= scc;
}

static int edge_src_scc_exactly(struct isl_sched_edge *edge, int scc)
{
	return edge->src->scc == scc;
}

static int edge_dst_scc_at_most(struct isl_sched_edge *edge, int scc)
{
	return edge->dst->scc <= scc;
}

static int edge_src_scc_at_least(struct isl_sched_edge *edge, int scc)
{
	return edge->src->scc >= scc;
}

/* Pad the schedules of all nodes with zero rows such that in the end
 * they all have graph->n_total_row rows.
 * The extra rows don't belong to any band, so they get assigned band number -1.
 */
static int pad_schedule(struct isl_sched_graph *graph)
{
	int i, j;

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int row = isl_mat_rows(node->sched);
		if (graph->n_total_row > row) {
			isl_map_free(node->sched_map);
			node->sched_map = NULL;
		}
		node->sched = isl_mat_add_zero_rows(node->sched,
						    graph->n_total_row - row);
		if (!node->sched)
			return -1;
		for (j = row; j < graph->n_total_row; ++j)
			node->band[j] = -1;
	}

	return 0;
}

/* Split the current graph into two parts and compute a schedule for each
 * part individually.  In particular, one part consists of all SCCs up
 * to and including graph->src_scc, while the other part contains the other
 * SCCS.
 *
 * The split is enforced in the schedule by constant rows with two different
 * values (0 and 1).  These constant rows replace the previously computed rows
 * in the current band.
 * It would be possible to reuse them as the first rows in the next
 * band, but recomputing them may result in better rows as we are looking
 * at a smaller part of the dependence graph.
 *
 * The band_id of the second group is set to n, where n is the number
 * of nodes in the first group.  This ensures that the band_ids over
 * the two groups remain disjoint, even if either or both of the two
 * groups contain independent components.
 */
static int compute_split_schedule(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i, j, n, e1, e2;
	int n_total_row, orig_total_row;
	int n_band, orig_band;
	int drop;

	drop = graph->n_total_row - graph->band_start;
	graph->n_total_row -= drop;
	graph->n_row -= drop;

	n = 0;
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int row = isl_mat_rows(node->sched) - drop;
		int cols = isl_mat_cols(node->sched);
		int before = node->scc <= graph->src_scc;

		if (before)
			n++;

		isl_map_free(node->sched_map);
		node->sched_map = NULL;
		node->sched = isl_mat_drop_rows(node->sched,
						graph->band_start, drop);
		node->sched = isl_mat_add_rows(node->sched, 1);
		if (!node->sched)
			return -1;
		node->sched = isl_mat_set_element_si(node->sched, row, 0,
						     !before);
		for (j = 1; j < cols; ++j)
			node->sched = isl_mat_set_element_si(node->sched,
							     row, j, 0);
		node->band[graph->n_total_row] = graph->n_band;
	}

	e1 = e2 = 0;
	for (i = 0; i < graph->n_edge; ++i) {
		if (graph->edge[i].dst->scc <= graph->src_scc)
			e1++;
		if (graph->edge[i].src->scc > graph->src_scc)
			e2++;
	}

	graph->n_total_row++;
	next_band(graph);

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		if (node->scc > graph->src_scc)
			node->band_id[graph->n_band] = n;
	}

	orig_total_row = graph->n_total_row;
	orig_band = graph->n_band;
	if (compute_sub_schedule(ctx, graph, n, e1,
				&node_scc_at_most, &edge_dst_scc_at_most,
				graph->src_scc, 0) < 0)
		return -1;
	n_total_row = graph->n_total_row;
	graph->n_total_row = orig_total_row;
	n_band = graph->n_band;
	graph->n_band = orig_band;
	if (compute_sub_schedule(ctx, graph, graph->n - n, e2,
				&node_scc_at_least, &edge_src_scc_at_least,
				graph->src_scc + 1, 0) < 0)
		return -1;
	if (n_total_row > graph->n_total_row)
		graph->n_total_row = n_total_row;
	if (n_band > graph->n_band)
		graph->n_band = n_band;

	return pad_schedule(graph);
}

/* Compute the next band of the schedule after updating the dependence
 * relations based on the the current schedule.
 */
static int compute_next_band(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	if (update_edges(ctx, graph) < 0)
		return -1;
	next_band(graph);
		
	return compute_schedule(ctx, graph);
}

/* Add constraints to graph->lp that force the dependence "map" (which
 * is part of the dependence relation of "edge")
 * to be respected and attempt to carry it, where the edge is one from
 * a node j to itself.  "pos" is the sequence number of the given map.
 * That is, add constraints that enforce
 *
 *	(c_j_0 + c_j_n n + c_j_x y) - (c_j_0 + c_j_n n + c_j_x x)
 *	= c_j_x (y - x) >= e_i
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x)
 * of valid constraints for (y - x) and then plug in (-e_i, 0, c_j_x),
 * with each coefficient in c_j_x represented as a pair of non-negative
 * coefficients.
 */
static int add_intra_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge, __isl_take isl_map *map, int pos)
{
	unsigned total;
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *node = edge->src;

	coef = intra_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);
	isl_dim_map_range(dim_map, 3 + pos, 0, 0, 0, 1, -1);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, -1);
	isl_dim_map_range(dim_map, node->start + 2 * node->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  node->nvar, 1);
	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);

	return 0;
}

/* Add constraints to graph->lp that force the dependence "map" (which
 * is part of the dependence relation of "edge")
 * to be respected and attempt to carry it, where the edge is one from
 * node j to node k.  "pos" is the sequence number of the given map.
 * That is, add constraints that enforce
 *
 *	(c_k_0 + c_k_n n + c_k_x y) - (c_j_0 + c_j_n n + c_j_x x) >= e_i
 *
 * for each (x,y) in R.
 * We obtain general constraints on coefficients (c_0, c_n, c_x)
 * of valid constraints for R and then plug in
 * (-e_i + c_k_0 - c_j_0, c_k_n - c_j_n, c_k_x - c_j_x)
 * with each coefficient (except e_i, c_k_0 and c_j_0)
 * represented as a pair of non-negative coefficients.
 */
static int add_inter_constraints(struct isl_sched_graph *graph,
	struct isl_sched_edge *edge, __isl_take isl_map *map, int pos)
{
	unsigned total;
	isl_ctx *ctx = isl_map_get_ctx(map);
	isl_space *dim;
	isl_dim_map *dim_map;
	isl_basic_set *coef;
	struct isl_sched_node *src = edge->src;
	struct isl_sched_node *dst = edge->dst;

	coef = inter_coefficients(graph, map);

	dim = isl_space_domain(isl_space_unwrap(isl_basic_set_get_space(coef)));

	total = isl_basic_set_total_dim(graph->lp);
	dim_map = isl_dim_map_alloc(ctx, total);

	isl_dim_map_range(dim_map, 3 + pos, 0, 0, 0, 1, -1);

	isl_dim_map_range(dim_map, dst->start, 0, 0, 0, 1, 1);
	isl_dim_map_range(dim_map, dst->start + 1, 2, 1, 1, dst->nparam, -1);
	isl_dim_map_range(dim_map, dst->start + 2, 2, 1, 1, dst->nparam, 1);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, -1);
	isl_dim_map_range(dim_map, dst->start + 2 * dst->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set) + src->nvar, 1,
			  dst->nvar, 1);

	isl_dim_map_range(dim_map, src->start, 0, 0, 0, 1, -1);
	isl_dim_map_range(dim_map, src->start + 1, 2, 1, 1, src->nparam, 1);
	isl_dim_map_range(dim_map, src->start + 2, 2, 1, 1, src->nparam, -1);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 1, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, 1);
	isl_dim_map_range(dim_map, src->start + 2 * src->nparam + 2, 2,
			  isl_space_dim(dim, isl_dim_set), 1,
			  src->nvar, -1);

	graph->lp = isl_basic_set_extend_constraints(graph->lp,
			coef->n_eq, coef->n_ineq);
	graph->lp = isl_basic_set_add_constraints_dim_map(graph->lp,
							   coef, dim_map);
	isl_space_free(dim);

	return 0;
}

/* Add constraints to graph->lp that force all dependence
 * to be respected and attempt to carry it.
 */
static int add_all_constraints(struct isl_sched_graph *graph)
{
	int i, j;
	int pos;

	pos = 0;
	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge= &graph->edge[i];
		for (j = 0; j < edge->map->n; ++j) {
			isl_basic_map *bmap;
			isl_map *map;

			bmap = isl_basic_map_copy(edge->map->p[j]);
			map = isl_map_from_basic_map(bmap);

			if (edge->src == edge->dst &&
			    add_intra_constraints(graph, edge, map, pos) < 0)
				return -1;
			if (edge->src != edge->dst &&
			    add_inter_constraints(graph, edge, map, pos) < 0)
				return -1;
			++pos;
		}
	}

	return 0;
}

/* Count the number of equality and inequality constraints
 * that will be added to the carry_lp problem.
 * If once is set, then we count
 * each edge exactly once.  Otherwise, we count as follows
 * validity		-> 1 (>= 0)
 * validity+proximity	-> 2 (>= 0 and upper bound)
 * proximity		-> 2 (lower and upper bound)
 */
static int count_all_constraints(struct isl_sched_graph *graph,
	int *n_eq, int *n_ineq, int once)
{
	int i, j;

	*n_eq = *n_ineq = 0;
	for (i = 0; i < graph->n_edge; ++i) {
		struct isl_sched_edge *edge= &graph->edge[i];
		for (j = 0; j < edge->map->n; ++j) {
			isl_basic_map *bmap;
			isl_map *map;

			bmap = isl_basic_map_copy(edge->map->p[j]);
			map = isl_map_from_basic_map(bmap);

			if (count_map_constraints(graph, edge, map,
						  n_eq, n_ineq, once) < 0)
				    return -1;
		}
	}

	return 0;
}

/* Construct an LP problem for finding schedule coefficients
 * such that the schedule carries as many dependences as possible.
 * In particular, for each dependence i, we bound the dependence distance
 * from below by e_i, with 0 <= e_i <= 1 and then maximize the sum
 * of all e_i's.  Dependence with e_i = 0 in the solution are simply
 * respected, while those with e_i > 0 (in practice e_i = 1) are carried.
 * Note that if the dependence relation is a union of basic maps,
 * then we have to consider each basic map individually as it may only
 * be possible to carry the dependences expressed by some of those
 * basic maps and not all off them.
 * Below, we consider each of those basic maps as a separate "edge".
 *
 * All variables of the LP are non-negative.  The actual coefficients
 * may be negative, so each coefficient is represented as the difference
 * of two non-negative variables.  The negative part always appears
 * immediately before the positive part.
 * Other than that, the variables have the following order
 *
 *	- sum of (1 - e_i) over all edges
 *	- sum of positive and negative parts of all c_n coefficients
 *		(unconstrained when computing non-parametric schedules)
 *	- sum of positive and negative parts of all c_x coefficients
 *	- for each edge
 *		- e_i
 *	- for each node
 *		- c_i_0
 *		- positive and negative parts of c_i_n (if parametric)
 *		- positive and negative parts of c_i_x
 *
 * The constraints are those from the edges plus three equalities
 * to express the sums and n_edge inequalities to express e_i <= 1.
 */
static int setup_carry_lp(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i, j;
	int k;
	isl_space *dim;
	unsigned total;
	int n_eq, n_ineq;
	int n_edge;

	n_edge = 0;
	for (i = 0; i < graph->n_edge; ++i)
		n_edge += graph->edge[i].map->n;

	total = 3 + n_edge;
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[graph->sorted[i]];
		node->start = total;
		total += 1 + 2 * (node->nparam + node->nvar);
	}

	if (count_all_constraints(graph, &n_eq, &n_ineq, 1) < 0)
		return -1;

	dim = isl_space_set_alloc(ctx, 0, total);
	isl_basic_set_free(graph->lp);
	n_eq += 3;
	n_ineq += n_edge;
	graph->lp = isl_basic_set_alloc_space(dim, 0, n_eq, n_ineq);
	graph->lp = isl_basic_set_set_rational(graph->lp);

	k = isl_basic_set_alloc_equality(graph->lp);
	if (k < 0)
		return -1;
	isl_seq_clr(graph->lp->eq[k], 1 +  total);
	isl_int_set_si(graph->lp->eq[k][0], -n_edge);
	isl_int_set_si(graph->lp->eq[k][1], 1);
	for (i = 0; i < n_edge; ++i)
		isl_int_set_si(graph->lp->eq[k][4 + i], 1);

	k = isl_basic_set_alloc_equality(graph->lp);
	if (k < 0)
		return -1;
	isl_seq_clr(graph->lp->eq[k], 1 +  total);
	isl_int_set_si(graph->lp->eq[k][2], -1);
	for (i = 0; i < graph->n; ++i) {
		int pos = 1 + graph->node[i].start + 1;

		for (j = 0; j < 2 * graph->node[i].nparam; ++j)
			isl_int_set_si(graph->lp->eq[k][pos + j], 1);
	}

	k = isl_basic_set_alloc_equality(graph->lp);
	if (k < 0)
		return -1;
	isl_seq_clr(graph->lp->eq[k], 1 +  total);
	isl_int_set_si(graph->lp->eq[k][3], -1);
	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];
		int pos = 1 + node->start + 1 + 2 * node->nparam;

		for (j = 0; j < 2 * node->nvar; ++j)
			isl_int_set_si(graph->lp->eq[k][pos + j], 1);
	}

	for (i = 0; i < n_edge; ++i) {
		k = isl_basic_set_alloc_inequality(graph->lp);
		if (k < 0)
			return -1;
		isl_seq_clr(graph->lp->ineq[k], 1 +  total);
		isl_int_set_si(graph->lp->ineq[k][4 + i], -1);
		isl_int_set_si(graph->lp->ineq[k][0], 1);
	}

	if (add_all_constraints(graph) < 0)
		return -1;

	return 0;
}

/* If the schedule_split_parallel option is set and if the linear
 * parts of the scheduling rows for all nodes in the graphs are the same,
 * then split off the constant term from the linear part.
 * The constant term is then placed in a separate band and
 * the linear part is simplified.
 */
static int split_parallel(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;
	int equal = 1;
	int row, cols;
	struct isl_sched_node *node0;

	if (!ctx->opt->schedule_split_parallel)
		return 0;
	if (graph->n <= 1)
		return 0;

	node0 = &graph->node[0];
	row = isl_mat_rows(node0->sched) - 1;
	cols = isl_mat_cols(node0->sched);
	for (i = 1; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];

		if (!isl_seq_eq(node0->sched->row[row] + 1,
				node->sched->row[row] + 1, cols - 1))
			return 0;
		if (equal &&
		    isl_int_ne(node0->sched->row[row][0],
			       node->sched->row[row][0]))
			equal = 0;
	}
	if (equal)
		return 0;

	next_band(graph);

	for (i = 0; i < graph->n; ++i) {
		struct isl_sched_node *node = &graph->node[i];

		isl_map_free(node->sched_map);
		node->sched_map = NULL;
		node->sched = isl_mat_add_zero_rows(node->sched, 1);
		if (!node->sched)
			return -1;
		isl_int_set(node->sched->row[row + 1][0],
			    node->sched->row[row][0]);
		isl_int_set_si(node->sched->row[row][0], 0);
		node->sched = isl_mat_normalize_row(node->sched, row);
		if (!node->sched)
			return -1;
		node->band[graph->n_total_row] = graph->n_band;
	}

	graph->n_total_row++;

	return 0;
}

/* Construct a schedule row for each node such that as many dependences
 * as possible are carried and then continue with the next band.
 */
static int carry_dependences(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int i;
	int n_edge;
	isl_vec *sol;
	isl_basic_set *lp;

	n_edge = 0;
	for (i = 0; i < graph->n_edge; ++i)
		n_edge += graph->edge[i].map->n;

	if (setup_carry_lp(ctx, graph) < 0)
		return -1;

	lp = isl_basic_set_copy(graph->lp);
	sol = isl_tab_basic_set_non_neg_lexmin(lp);
	if (!sol)
		return -1;

	if (sol->size == 0) {
		isl_vec_free(sol);
		isl_die(ctx, isl_error_internal,
			"error in schedule construction", return -1);
	}

	if (isl_int_cmp_si(sol->el[1], n_edge) >= 0) {
		isl_vec_free(sol);
		isl_die(ctx, isl_error_unknown,
			"unable to carry dependences", return -1);
	}

	if (update_schedule(graph, sol, 0, 0) < 0)
		return -1;

	if (split_parallel(ctx, graph) < 0)
		return -1;

	return compute_next_band(ctx, graph);
}

/* Compute a schedule for a connected dependence graph.
 * We try to find a sequence of as many schedule rows as possible that result
 * in non-negative dependence distances (independent of the previous rows
 * in the sequence, i.e., such that the sequence is tilable).
 * If we can't find any more rows we either
 * - split between SCCs and start over (assuming we found an interesting
 *	pair of SCCs between which to split)
 * - continue with the next band (assuming the current band has at least
 *	one row)
 * - try to carry as many dependences as possible and continue with the next
 *	band
 *
 * If we manage to complete the schedule, we finish off by topologically
 * sorting the statements based on the remaining dependences.
 *
 * If ctx->opt->schedule_outer_zero_distance is set, then we force the
 * outermost dimension in the current band to be zero distance.  If this
 * turns out to be impossible, we fall back on the general scheme above
 * and try to carry as many dependences as possible.
 */
static int compute_schedule_wcc(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	int force_zero = 0;

	if (detect_sccs(graph) < 0)
		return -1;
	sort_sccs(graph);

	if (compute_maxvar(graph) < 0)
		return -1;

	if (ctx->opt->schedule_outer_zero_distance)
		force_zero = 1;

	while (graph->n_row < graph->maxvar) {
		isl_vec *sol;

		graph->src_scc = -1;
		graph->dst_scc = -1;

		if (setup_lp(ctx, graph, force_zero) < 0)
			return -1;
		sol = solve_lp(graph);
		if (!sol)
			return -1;
		if (sol->size == 0) {
			isl_vec_free(sol);
			if (!ctx->opt->schedule_maximize_band_depth &&
			    graph->n_total_row > graph->band_start)
				return compute_next_band(ctx, graph);
			if (graph->src_scc >= 0)
				return compute_split_schedule(ctx, graph);
			if (graph->n_total_row > graph->band_start)
				return compute_next_band(ctx, graph);
			return carry_dependences(ctx, graph);
		}
		if (update_schedule(graph, sol, 1, 1) < 0)
			return -1;
		force_zero = 0;
	}

	if (graph->n_total_row > graph->band_start)
		next_band(graph);
	return sort_statements(ctx, graph);
}

/* Compute a schedule for each component (identified by node->scc)
 * of the dependence graph separately and then combine the results.
 *
 * The band_id is adjusted such that each component has a separate id.
 * Note that the band_id may have already been set to a value different
 * from zero by compute_split_schedule.
 */
static int compute_component_schedule(isl_ctx *ctx,
	struct isl_sched_graph *graph)
{
	int wcc, i;
	int n, n_edge;
	int n_total_row, orig_total_row;
	int n_band, orig_band;

	n_total_row = 0;
	orig_total_row = graph->n_total_row;
	n_band = 0;
	orig_band = graph->n_band;
	for (i = 0; i < graph->n; ++i)
		graph->node[i].band_id[graph->n_band] += graph->node[i].scc;
	for (wcc = 0; wcc < graph->scc; ++wcc) {
		n = 0;
		for (i = 0; i < graph->n; ++i)
			if (graph->node[i].scc == wcc)
				n++;
		n_edge = 0;
		for (i = 0; i < graph->n_edge; ++i)
			if (graph->edge[i].src->scc == wcc)
				n_edge++;

		if (compute_sub_schedule(ctx, graph, n, n_edge,
				    &node_scc_exactly,
				    &edge_src_scc_exactly, wcc, 1) < 0)
			return -1;
		if (graph->n_total_row > n_total_row)
			n_total_row = graph->n_total_row;
		graph->n_total_row = orig_total_row;
		if (graph->n_band > n_band)
			n_band = graph->n_band;
		graph->n_band = orig_band;
	}

	graph->n_total_row = n_total_row;
	graph->n_band = n_band;

	return pad_schedule(graph);
}

/* Compute a schedule for the given dependence graph.
 * We first check if the graph is connected (through validity dependences)
 * and if so compute a schedule for each component separately.
 */
static int compute_schedule(isl_ctx *ctx, struct isl_sched_graph *graph)
{
	if (detect_wccs(graph) < 0)
		return -1;

	if (graph->scc > 1)
		return compute_component_schedule(ctx, graph);

	return compute_schedule_wcc(ctx, graph);
}

/* Compute a schedule for the given union of domains that respects
 * all the validity dependences and tries to minimize the dependence
 * distances over the proximity dependences.
 */
__isl_give isl_schedule *isl_union_set_compute_schedule(
	__isl_take isl_union_set *domain,
	__isl_take isl_union_map *validity,
	__isl_take isl_union_map *proximity)
{
	isl_ctx *ctx = isl_union_set_get_ctx(domain);
	isl_space *dim;
	struct isl_sched_graph graph = { 0 };
	isl_schedule *sched;

	domain = isl_union_set_align_params(domain,
					    isl_union_map_get_space(validity));
	domain = isl_union_set_align_params(domain,
					    isl_union_map_get_space(proximity));
	dim = isl_union_set_get_space(domain);
	validity = isl_union_map_align_params(validity, isl_space_copy(dim));
	proximity = isl_union_map_align_params(proximity, dim);

	if (!domain)
		goto error;

	graph.n = isl_union_set_n_set(domain);
	if (graph.n == 0)
		goto empty;
	if (graph_alloc(ctx, &graph, graph.n,
	    isl_union_map_n_map(validity) + isl_union_map_n_map(proximity)) < 0)
		goto error;
	graph.root = 1;
	graph.n = 0;
	if (isl_union_set_foreach_set(domain, &extract_node, &graph) < 0)
		goto error;
	if (graph_init_table(ctx, &graph) < 0)
		goto error;
	graph.n_edge = 0;
	if (isl_union_map_foreach_map(validity, &extract_edge, &graph) < 0)
		goto error;
	if (graph_init_edge_table(ctx, &graph) < 0)
		goto error;
	if (isl_union_map_foreach_map(proximity, &extract_edge, &graph) < 0)
		goto error;

	if (compute_schedule(ctx, &graph) < 0)
		goto error;

empty:
	sched = extract_schedule(&graph, isl_union_set_get_space(domain));

	graph_free(ctx, &graph);
	isl_union_set_free(domain);
	isl_union_map_free(validity);
	isl_union_map_free(proximity);

	return sched;
error:
	graph_free(ctx, &graph);
	isl_union_set_free(domain);
	isl_union_map_free(validity);
	isl_union_map_free(proximity);
	return NULL;
}

void *isl_schedule_free(__isl_take isl_schedule *sched)
{
	int i;
	if (!sched)
		return NULL;

	if (--sched->ref > 0)
		return NULL;

	for (i = 0; i < sched->n; ++i) {
		isl_map_free(sched->node[i].sched);
		free(sched->node[i].band_end);
		free(sched->node[i].band_id);
		free(sched->node[i].zero);
	}
	isl_space_free(sched->dim);
	isl_band_list_free(sched->band_forest);
	free(sched);
	return NULL;
}

isl_ctx *isl_schedule_get_ctx(__isl_keep isl_schedule *schedule)
{
	return schedule ? isl_space_get_ctx(schedule->dim) : NULL;
}

__isl_give isl_union_map *isl_schedule_get_map(__isl_keep isl_schedule *sched)
{
	int i;
	isl_union_map *umap;

	if (!sched)
		return NULL;

	umap = isl_union_map_empty(isl_space_copy(sched->dim));
	for (i = 0; i < sched->n; ++i)
		umap = isl_union_map_add_map(umap,
					    isl_map_copy(sched->node[i].sched));

	return umap;
}

static __isl_give isl_band_list *construct_band_list(
	__isl_keep isl_schedule *schedule, __isl_keep isl_band *parent,
	int band_nr, int *parent_active, int n_active);

/* Construct an isl_band structure for the band in the given schedule
 * with sequence number band_nr for the n_active nodes marked by active.
 * If the nodes don't have a band with the given sequence number,
 * then a band without members is created.
 *
 * Because of the way the schedule is constructed, we know that
 * the position of the band inside the schedule of a node is the same
 * for all active nodes.
 */
static __isl_give isl_band *construct_band(__isl_keep isl_schedule *schedule,
	__isl_keep isl_band *parent,
	int band_nr, int *active, int n_active)
{
	int i, j;
	isl_ctx *ctx = isl_schedule_get_ctx(schedule);
	isl_band *band;
	unsigned start, end;

	band = isl_calloc_type(ctx, isl_band);
	if (!band)
		return NULL;

	band->ref = 1;
	band->schedule = schedule;
	band->parent = parent;

	for (i = 0; i < schedule->n; ++i)
		if (active[i] && schedule->node[i].n_band > band_nr + 1)
			break;

	if (i < schedule->n) {
		band->children = construct_band_list(schedule, band,
						band_nr + 1, active, n_active);
		if (!band->children)
			goto error;
	}

	for (i = 0; i < schedule->n; ++i)
		if (active[i])
			break;

	if (i >= schedule->n)
		isl_die(ctx, isl_error_internal,
			"band without active statements", goto error);

	start = band_nr ? schedule->node[i].band_end[band_nr - 1] : 0;
	end = band_nr < schedule->node[i].n_band ?
		schedule->node[i].band_end[band_nr] : start;
	band->n = end - start;

	band->zero = isl_alloc_array(ctx, int, band->n);
	if (!band->zero)
		goto error;

	for (j = 0; j < band->n; ++j)
		band->zero[j] = schedule->node[i].zero[start + j];

	band->map = isl_union_map_empty(isl_space_copy(schedule->dim));
	for (i = 0; i < schedule->n; ++i) {
		isl_map *map;
		unsigned n_out;

		if (!active[i])
			continue;

		map = isl_map_copy(schedule->node[i].sched);
		n_out = isl_map_dim(map, isl_dim_out);
		map = isl_map_project_out(map, isl_dim_out, end, n_out - end);
		map = isl_map_project_out(map, isl_dim_out, 0, start);
		band->map = isl_union_map_union(band->map,
						isl_union_map_from_map(map));
	}
	if (!band->map)
		goto error;

	return band;
error:
	isl_band_free(band);
	return NULL;
}

/* Construct a list of bands that start at the same position (with
 * sequence number band_nr) in the schedules of the nodes that
 * were active in the parent band.
 *
 * A separate isl_band structure is created for each band_id
 * and for each node that does not have a band with sequence
 * number band_nr.  In the latter case, a band without members
 * is created.
 * This ensures that if a band has any children, then each node
 * that was active in the band is active in exactly one of the children.
 */
static __isl_give isl_band_list *construct_band_list(
	__isl_keep isl_schedule *schedule, __isl_keep isl_band *parent,
	int band_nr, int *parent_active, int n_active)
{
	int i, j;
	isl_ctx *ctx = isl_schedule_get_ctx(schedule);
	int *active;
	int n_band;
	isl_band_list *list;

	n_band = 0;
	for (i = 0; i < n_active; ++i) {
		for (j = 0; j < schedule->n; ++j) {
			if (!parent_active[j])
				continue;
			if (schedule->node[j].n_band <= band_nr)
				continue;
			if (schedule->node[j].band_id[band_nr] == i) {
				n_band++;
				break;
			}
		}
	}
	for (j = 0; j < schedule->n; ++j)
		if (schedule->node[j].n_band <= band_nr)
			n_band++;

	if (n_band == 1) {
		isl_band *band;
		list = isl_band_list_alloc(ctx, n_band);
		band = construct_band(schedule, parent, band_nr,
					parent_active, n_active);
		return isl_band_list_add(list, band);
	}

	active = isl_alloc_array(ctx, int, schedule->n);
	if (!active)
		return NULL;

	list = isl_band_list_alloc(ctx, n_band);

	for (i = 0; i < n_active; ++i) {
		int n = 0;
		isl_band *band;

		for (j = 0; j < schedule->n; ++j) {
			active[j] = parent_active[j] &&
					schedule->node[j].n_band > band_nr &&
					schedule->node[j].band_id[band_nr] == i;
			if (active[j])
				n++;
		}
		if (n == 0)
			continue;

		band = construct_band(schedule, parent, band_nr, active, n);

		list = isl_band_list_add(list, band);
	}
	for (i = 0; i < schedule->n; ++i) {
		isl_band *band;
		if (!parent_active[i])
			continue;
		if (schedule->node[i].n_band > band_nr)
			continue;
		for (j = 0; j < schedule->n; ++j)
			active[j] = j == i;
		band = construct_band(schedule, parent, band_nr, active, 1);
		list = isl_band_list_add(list, band);
	}

	free(active);

	return list;
}

/* Construct a band forest representation of the schedule and
 * return the list of roots.
 */
static __isl_give isl_band_list *construct_forest(
	__isl_keep isl_schedule *schedule)
{
	int i;
	isl_ctx *ctx = isl_schedule_get_ctx(schedule);
	isl_band_list *forest;
	int *active;

	active = isl_alloc_array(ctx, int, schedule->n);
	if (!active)
		return NULL;

	for (i = 0; i < schedule->n; ++i)
		active[i] = 1;

	forest = construct_band_list(schedule, NULL, 0, active, schedule->n);

	free(active);

	return forest;
}

/* Return the roots of a band forest representation of the schedule.
 */
__isl_give isl_band_list *isl_schedule_get_band_forest(
	__isl_keep isl_schedule *schedule)
{
	if (!schedule)
		return NULL;
	if (!schedule->band_forest)
		schedule->band_forest = construct_forest(schedule);
	return isl_band_list_dup(schedule->band_forest);
}

static __isl_give isl_printer *print_band_list(__isl_take isl_printer *p,
	__isl_keep isl_band_list *list);

static __isl_give isl_printer *print_band(__isl_take isl_printer *p,
	__isl_keep isl_band *band)
{
	isl_band_list *children;

	p = isl_printer_start_line(p);
	p = isl_printer_print_union_map(p, band->map);
	p = isl_printer_end_line(p);

	if (!isl_band_has_children(band))
		return p;

	children = isl_band_get_children(band);

	p = isl_printer_indent(p, 4);
	p = print_band_list(p, children);
	p = isl_printer_indent(p, -4);

	isl_band_list_free(children);

	return p;
}

static __isl_give isl_printer *print_band_list(__isl_take isl_printer *p,
	__isl_keep isl_band_list *list)
{
	int i, n;

	n = isl_band_list_n_band(list);
	for (i = 0; i < n; ++i) {
		isl_band *band;
		band = isl_band_list_get_band(list, i);
		p = print_band(p, band);
		isl_band_free(band);
	}

	return p;
}

__isl_give isl_printer *isl_printer_print_schedule(__isl_take isl_printer *p,
	__isl_keep isl_schedule *schedule)
{
	isl_band_list *forest;

	forest = isl_schedule_get_band_forest(schedule);

	p = print_band_list(p, forest);

	isl_band_list_free(forest);

	return p;
}

void isl_schedule_dump(__isl_keep isl_schedule *schedule)
{
	isl_printer *printer;

	if (!schedule)
		return;

	printer = isl_printer_to_file(isl_schedule_get_ctx(schedule), stderr);
	printer = isl_printer_print_schedule(printer, schedule);

	isl_printer_free(printer);
}