Created
April 20, 2022 22:59
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// Original : https://github.com/alpa-projects/tensorflow-alpa/blob/d298f84474a04ecce02085332793e6115c0c8e0e/tensorflow/compiler/xla/service/spmd/auto_sharding_strategy.h#L854-L876 | |
if (adj_list.size() > 1) { | |
// Merge src to dst. | |
// | |
// Before: | |
// | |
// src ---- adj ---- dst | |
// | | | |
// ------------------- | |
// | |
// After: | |
// | |
// adj ---- dst | |
// | |
for (int adj : adj_list) { | |
if (adj == dst) { | |
continue; | |
} | |
Matrix added_edge_cost(node_lens[dst], node_lens[adj]); | |
for (int i = 0; i < node_lens[dst]; ++i) { | |
int j = reindexing[i]; | |
Matrix edge_cost_src_adj = GetEdgeCost(src, adj); | |
for (int k = 0; k < node_lens[adj]; ++k) { | |
added_edge_cost(i, k) = edge_cost(i, j) + edge_cost_src_adj(j, k); | |
} | |
} | |
AddEdgeCost(dst, adj, added_edge_cost); | |
} | |
} else { | |
// Merge src to dst. | |
// | |
// Before: | |
// | |
// src ---- dst | |
// | |
// After: | |
// | |
// dst | |
// | |
for (int i = 0; i < node_lens[dst]; ++i) { | |
int j = reindexing[i]; | |
extra_node_costs[dst][i] += edge_cost(i, j); | |
} | |
} | |
// Updated: | |
for (int adj : adj_list) { | |
if (adj == dst) { | |
for (int i = 0; i < node_lens[dst]; ++i) { | |
int j = reindexing[i]; | |
extra_node_costs[dst][i] += edge_cost(i, j); | |
} | |
} else { | |
Matrix added_edge_cost(node_lens[dst], node_lens[adj]); | |
for (int i = 0; i < node_lens[dst]; ++i) { | |
int j = reindexing[i]; | |
Matrix edge_cost_src_adj = GetEdgeCost(src, adj); | |
for (int k = 0; k < node_lens[adj]; ++k) { | |
added_edge_cost(i, k) = edge_cost_src_adj(j, k); | |
} | |
} | |
AddEdgeCost(dst, adj, added_edge_cost); | |
} | |
} |
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