/* * nextpnr -- Next Generation Place and Route * * Copyright (C) 2018 Clifford Wolf * Copyright (C) 2018 David Shah * * Simulated annealing implementation based on arachne-pnr * Copyright (C) 2015-2018 Cotton Seed * * Permission to use, copy, modify, and/or distribute this software for any * purpose with or without fee is hereby granted, provided that the above * copyright notice and this permission notice appear in all copies. * * THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES * WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF * MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR * ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES * WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN * ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF * OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. * */ #include "place_sa.h" #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include "arch_place.h" #include "log.h" NEXTPNR_NAMESPACE_BEGIN typedef int64_t wirelen_t; class SAPlacer { public: SAPlacer(Context *ctx) : ctx(ctx) { checker = new PlaceValidityChecker(ctx); int num_bel_types = 0; for (auto bel : ctx->getBels()) { int x, y; bool gb; ctx->estimatePosition(bel, x, y, gb); BelType type = ctx->getBelType(bel); int type_idx; if (bel_types.find(type) == bel_types.end()) { type_idx = num_bel_types++; bel_types[type] = type_idx; } else { type_idx = bel_types.at(type); } if (int(fast_bels.size()) < type_idx + 1) fast_bels.resize(type_idx + 1); if (int(fast_bels.at(type_idx).size()) < (x + 1)) fast_bels.at(type_idx).resize(x + 1); if (int(fast_bels.at(type_idx).at(x).size()) < (y + 1)) fast_bels.at(type_idx).at(x).resize(y + 1); max_x = std::max(max_x, x); max_y = std::max(max_y, y); fast_bels.at(type_idx).at(x).at(y).push_back(bel); } diameter = std::max(max_x, max_y) + 1; } bool place() { size_t placed_cells = 0; // Initial constraints placer for (auto cell_entry : ctx->cells) { CellInfo *cell = cell_entry.second; auto loc = cell->attrs.find(ctx->id("BEL")); if (loc != cell->attrs.end()) { std::string loc_name = loc->second; BelId bel = ctx->getBelByName(ctx->id(loc_name)); if (bel == BelId()) { log_error( "No Bel named \'%s\' located for " "this chip (processing BEL attribute on \'%s\')\n", loc_name.c_str(), cell->name.c_str(ctx)); } BelType bel_type = ctx->getBelType(bel); if (bel_type != ctx->belTypeFromId(cell->type)) { log_error("Bel \'%s\' of type \'%s\' does not match cell " "\'%s\' of type \'%s\'", loc_name.c_str(), ctx->belTypeToId(bel_type).c_str(ctx), cell->name.c_str(ctx), cell->type.c_str(ctx)); } cell->bel = bel; cell->belStrength = STRENGTH_USER; ctx->bindBel(bel, cell->name); locked_bels.insert(bel); placed_cells++; } } int constr_placed_cells = placed_cells; log_info("Placed %d cells based on constraints.\n", int(placed_cells)); // Sort to-place cells for deterministic initial placement std::vector autoplaced; for (auto cell : ctx->cells) { CellInfo *ci = cell.second; if (ci->bel == BelId()) { autoplaced.push_back(cell.second); } } std::sort(autoplaced.begin(), autoplaced.end(), [](CellInfo *a, CellInfo *b) { return a->name < b->name; }); ctx->shuffle(autoplaced); // Place cells randomly initially log_info("Creating initial placement for remaining %d cells.\n", int(autoplaced.size())); for (auto cell : autoplaced) { place_initial(cell); placed_cells++; if ((placed_cells - constr_placed_cells) % 500 == 0) log_info(" initial placement placed %d/%d cells\n", int(placed_cells - constr_placed_cells), int(autoplaced.size())); } if ((placed_cells - constr_placed_cells) % 500 != 0) log_info(" initial placement placed %d/%d cells\n", int(placed_cells - constr_placed_cells), int(autoplaced.size())); log_info("Running simulated annealing placer.\n"); // Calculate wirelength after initial placement curr_wirelength = 0; for (auto net : ctx->nets) { wirelen_t wl = get_wirelength(net.second); wirelengths[net.first] = wl; curr_wirelength += wl; } int n_no_progress = 0; double avg_wirelength = curr_wirelength; temp = 10000; // Main simulated annealing loop for (int iter = 1;; iter++) { n_move = n_accept = 0; improved = false; if (iter % 5 == 0 || iter == 1) log_info(" at iteration #%d: temp = %f, wire length = %f\n", iter, temp, double(curr_wirelength)); for (int m = 0; m < 15; ++m) { // Loop through all automatically placed cells for (auto cell : autoplaced) { // Find another random Bel for this cell BelId try_bel = random_bel_for_cell(cell); // If valid, try and swap to a new position and see if // the new position is valid/worthwhile if (try_bel != BelId() && try_bel != cell->bel) try_swap_position(cell, try_bel); } } // Heuristic to improve placement on the 8k if (improved) n_no_progress = 0; else n_no_progress++; if (temp <= 1e-3 && n_no_progress >= 5) { if (iter % 5 != 0) log_info( " at iteration #%d: temp = %f, wire length = %f\n", iter, temp, double(curr_wirelength)); break; } double Raccept = double(n_accept) / double(n_move); int M = std::max(max_x, max_y) + 1; double upper = 0.6, lower = 0.4; if (curr_wirelength < 0.95 * avg_wirelength) { avg_wirelength = 0.8 * avg_wirelength + 0.2 * curr_wirelength; } else { if (Raccept >= 0.8) { temp *= 0.7; } else if (Raccept > upper) { if (diameter < M) diameter++; else temp *= 0.9; } else if (Raccept > lower) { temp *= 0.95; } else { // Raccept < 0.3 if (diameter > 1) diameter--; else temp *= 0.8; } } // Recalculate total wirelength entirely to avoid rounding errors // accumulating over time curr_wirelength = 0; for (auto net : ctx->nets) { wirelen_t wl = get_wirelength(net.second); wirelengths[net.first] = wl; curr_wirelength += wl; } } // Final post-pacement validitiy check for (auto bel : ctx->getBels()) { IdString cell = ctx->getBelCell(bel, false); if (!checker->isBelLocationValid(bel)) { std::string cell_text = "no cell"; if (cell != IdString()) cell_text = std::string("cell '") + cell.str(ctx) + "'"; if (ctx->force) { log_warning( "post-placement validity check failed for Bel '%s' " "(%s)\n", ctx->getBelName(bel).c_str(ctx), cell_text.c_str()); } else { log_error( "post-placement validity check failed for Bel '%s' " "(%s)\n", ctx->getBelName(bel).c_str(ctx), cell_text.c_str()); } } } return true; } private: // Initial random placement void place_initial(CellInfo *cell) { bool all_placed = false; int iters = 25; while (!all_placed) { BelId best_bel = BelId(); uint64_t best_score = std::numeric_limits::max(), best_ripup_score = std::numeric_limits::max(); CellInfo *ripup_target = nullptr; BelId ripup_bel = BelId(); if (cell->bel != BelId()) { ctx->unbindBel(cell->bel); cell->bel = BelId(); } BelType targetType = ctx->belTypeFromId(cell->type); for (auto bel : ctx->getBels()) { if (ctx->getBelType(bel) == targetType && checker->isValidBelForCell(cell, bel)) { if (ctx->checkBelAvail(bel)) { uint64_t score = ctx->rng64(); if (score <= best_score) { best_score = score; best_bel = bel; } } else { uint64_t score = ctx->rng64(); if (score <= best_ripup_score) { best_ripup_score = score; ripup_target = ctx->cells.at(ctx->getBelCell(bel, true)); ripup_bel = bel; } } } } if (best_bel == BelId()) { if (iters == 0 || ripup_bel == BelId()) log_error("failed to place cell '%s' of type '%s'\n", cell->name.c_str(ctx), cell->type.c_str(ctx)); --iters; ctx->unbindBel(ripup_target->bel); ripup_target->bel = BelId(); best_bel = ripup_bel; } else { all_placed = true; } cell->bel = best_bel; cell->belStrength = STRENGTH_WEAK; ctx->bindBel(cell->bel, cell->name); // Back annotate location cell->attrs[ctx->id("BEL")] = ctx->getBelName(cell->bel).str(ctx); cell = ripup_target; } } // Get the total estimated wirelength for a net wirelen_t get_wirelength(NetInfo *net) { wirelen_t wirelength = 0; int driver_x, driver_y; bool driver_gb; CellInfo *driver_cell = net->driver.cell; if (!driver_cell) return 0; if (driver_cell->bel == BelId()) return 0; ctx->estimatePosition(driver_cell->bel, driver_x, driver_y, driver_gb); WireId drv_wire = ctx->getWireBelPin( driver_cell->bel, ctx->portPinFromId(net->driver.port)); if (driver_gb) return 0; float worst_slack = 1000; int xmin = driver_x, xmax = driver_x, ymin = driver_y, ymax = driver_y; for (auto load : net->users) { if (load.cell == nullptr) continue; CellInfo *load_cell = load.cell; if (load_cell->bel == BelId()) continue; WireId user_wire = ctx->getWireBelPin( load_cell->bel, ctx->portPinFromId(load.port)); delay_t raw_wl = ctx->estimateDelay(drv_wire, user_wire); float slack = ctx->getDelayNS(load.budget) - ctx->getDelayNS(raw_wl); worst_slack = std::min(slack, worst_slack); int load_x, load_y; bool load_gb; ctx->estimatePosition(load_cell->bel, load_x, load_y, load_gb); if (load_gb) continue; xmin = std::min(xmin, load_x); ymin = std::min(ymin, load_y); xmax = std::max(xmax, load_x); ymax = std::max(ymax, load_y); } wirelength = wirelen_t((((ymax - ymin) + (xmax - xmin)) * (1.0 + std::exp(-worst_slack / 5)))); return wirelength; } // Attempt a SA position swap, return true on success or false on failure bool try_swap_position(CellInfo *cell, BelId newBel) { static std::unordered_set update; static std::vector> new_lengths; new_lengths.clear(); update.clear(); BelId oldBel = cell->bel; IdString other = ctx->getBelCell(newBel, true); CellInfo *other_cell = nullptr; wirelen_t new_wirelength = 0, delta; ctx->unbindBel(oldBel); if (other != IdString()) { other_cell = ctx->cells[other]; ctx->unbindBel(newBel); } for (const auto &port : cell->ports) if (port.second.net != nullptr) update.insert(port.second.net); if (other != IdString()) { for (const auto &port : other_cell->ports) if (port.second.net != nullptr) update.insert(port.second.net); } ctx->bindBel(newBel, cell->name); if (other != IdString()) { ctx->bindBel(oldBel, other_cell->name); } if (!checker->isBelLocationValid(newBel) || ((other != IdString() && !checker->isBelLocationValid(oldBel)))) { ctx->unbindBel(newBel); if (other != IdString()) ctx->unbindBel(oldBel); goto swap_fail; } cell->bel = newBel; if (other != IdString()) other_cell->bel = oldBel; new_wirelength = curr_wirelength; // Recalculate wirelengths for all nets touched by the peturbation for (auto net : update) { new_wirelength -= wirelengths.at(net->name); wirelen_t net_new_wl = get_wirelength(net); new_wirelength += net_new_wl; new_lengths.push_back(std::make_pair(net->name, net_new_wl)); } delta = new_wirelength - curr_wirelength; n_move++; // SA acceptance criterea if (delta < 0 || (temp > 1e-6 && (ctx->rng() / float(0x3fffffff)) <= std::exp(-(delta / 2) / temp))) { n_accept++; if (delta < 2) improved = true; } else { if (other != IdString()) ctx->unbindBel(oldBel); ctx->unbindBel(newBel); goto swap_fail; } curr_wirelength = new_wirelength; for (auto new_wl : new_lengths) wirelengths.at(new_wl.first) = new_wl.second; return true; swap_fail: ctx->bindBel(oldBel, cell->name); cell->bel = oldBel; if (other != IdString()) { ctx->bindBel(newBel, other); other_cell->bel = newBel; } return false; } // Find a random Bel of the correct type for a cell, within the specified // diameter BelId random_bel_for_cell(CellInfo *cell) { BelType targetType = ctx->belTypeFromId(cell->type); int x, y; bool gb; ctx->estimatePosition(cell->bel, x, y, gb); while (true) { int nx = ctx->rng(2 * diameter + 1) + std::max(x - diameter, 0); int ny = ctx->rng(2 * diameter + 1) + std::max(y - diameter, 0); int beltype_idx = bel_types.at(targetType); if (nx >= int(fast_bels.at(beltype_idx).size())) continue; if (ny >= int(fast_bels.at(beltype_idx).at(nx).size())) continue; const auto &fb = fast_bels.at(beltype_idx).at(nx).at(ny); if (fb.size() == 0) continue; BelId bel = fb.at(ctx->rng(int(fb.size()))); if (locked_bels.find(bel) != locked_bels.end()) continue; return bel; } } Context *ctx; std::unordered_map wirelengths; wirelen_t curr_wirelength = std::numeric_limits::max(); float temp = 1000; bool improved = false; int n_move, n_accept; int diameter = 35, max_x = 1, max_y = 1; std::unordered_map bel_types; std::vector>>> fast_bels; std::unordered_set locked_bels; PlaceValidityChecker *checker; }; bool place_design_sa(Context *ctx) { SAPlacer placer(ctx); placer.place(); return true; } NEXTPNR_NAMESPACE_END