/* * 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 #include "arch_place.h" #include "log.h" NEXTPNR_NAMESPACE_BEGIN struct rnd_state { uint32_t state; }; /* The state word must be initialized to non-zero */ static uint32_t xorshift32(rnd_state &rnd) { /* Algorithm "xor" from p. 4 of Marsaglia, "Xorshift RNGs" */ uint32_t x = rnd.state; x ^= x << 13; x ^= x >> 17; x ^= x << 5; rnd.state = x; return x; } static float random_float_upto(rnd_state &rnd, float limit) { return xorshift32(rnd) / (4294967296 / limit); } static int random_int_between(rnd_state &rnd, int a, int b) { return a + int(random_float_upto(rnd, b - a) - 0.00001); } // Initial random placement static void place_initial(Context *ctx, CellInfo *cell, rnd_state &rnd) { bool all_placed = false; int iters = 25; while (!all_placed) { BelId best_bel = BelId(); float best_score = std::numeric_limits::infinity(), best_ripup_score = std::numeric_limits::infinity(); 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 && isValidBelForCell(ctx, cell, bel)) { if (ctx->checkBelAvail(bel)) { float score = random_float_upto(rnd, 1.0); if (score <= best_score) { best_score = score; best_bel = bel; } } else { float score = random_float_upto(rnd, 1.0); 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; ctx->bindBel(cell->bel, cell->name); // Back annotate location cell->attrs[ctx->id("BEL")] = ctx->getBelName(cell->bel).str(ctx); cell = ripup_target; } } // Stores the state of the SA placer struct SAState { std::unordered_map wirelengths; float curr_wirelength = std::numeric_limits::infinity(); float temp = 1000; bool improved = false; int n_move, n_accept; int diameter = 35; std::unordered_map bel_types; std::vector>>> fast_bels; std::unordered_set locked_bels; }; // Get the total estimated wirelength for a net static float get_wirelength(Context *ctx, NetInfo *net) { float wirelength = 0; int driver_x = 0, driver_y = 0; bool consider_driver = false; CellInfo *driver_cell = net->driver.cell; if (!driver_cell) return 0; if (driver_cell->bel == BelId()) return 0; consider_driver = ctx->estimatePosition(driver_cell->bel, driver_x, driver_y); WireId drv_wire = ctx->getWireBelPin(driver_cell->bel, ctx->portPinFromId(net->driver.port)); if (!consider_driver) return 0; for (auto load : net->users) { if (load.cell == nullptr) continue; CellInfo *load_cell = load.cell; if (load_cell->bel == BelId()) continue; // ctx->estimatePosition(load_cell->bel, load_x, load_y); WireId user_wire = ctx->getWireBelPin(load_cell->bel, ctx->portPinFromId(load.port)); // wirelength += std::abs(load_x - driver_x) + std::abs(load_y - // driver_y); wirelength += ctx->estimateDelay(drv_wire, user_wire); } return wirelength; } // Attempt a SA position swap, return true on success or false on failure static bool try_swap_position(Context *ctx, CellInfo *cell, BelId newBel, rnd_state &rnd, SAState &state) { 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; float 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 (!isBelLocationValid(ctx, newBel) || ((other != IdString() && !isBelLocationValid(ctx, 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 = state.curr_wirelength; // Recalculate wirelengths for all nets touched by the peturbation for (auto net : update) { new_wirelength -= state.wirelengths.at(net); float net_new_wl = get_wirelength(ctx, net); new_wirelength += net_new_wl; new_lengths.push_back(std::make_pair(net, net_new_wl)); } delta = new_wirelength - state.curr_wirelength; state.n_move++; // SA acceptance criterea if (delta < 0 || (state.temp > 1e-6 && random_float_upto(rnd, 1.0) <= std::exp(-delta / state.temp))) { state.n_accept++; if (delta < 0) state.improved = true; } else { if (other != IdString()) ctx->unbindBel(oldBel); ctx->unbindBel(newBel); goto swap_fail; } state.curr_wirelength = new_wirelength; for (auto new_wl : new_lengths) state.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(Context *ctx, CellInfo *cell, SAState &state, rnd_state &rnd) { BelType targetType = ctx->belTypeFromId(cell->type); int x = 0, y = 0; ctx->estimatePosition(cell->bel, x, y); while (true) { int nx = random_int_between(rnd, std::max(int(x) - state.diameter, 0), int(x) + state.diameter + 1); int ny = random_int_between(rnd, std::max(int(y) - state.diameter, 0), int(y) + state.diameter + 1); int beltype_idx = state.bel_types.at(targetType); if (nx >= int(state.fast_bels.at(beltype_idx).size())) continue; if (ny >= int(state.fast_bels.at(beltype_idx).at(nx).size())) continue; const auto &fb = state.fast_bels.at(beltype_idx).at(nx).at(ny); if (fb.size() == 0) continue; BelId bel = fb.at(random_int_between(rnd, 0, fb.size())); if (state.locked_bels.find(bel) != state.locked_bels.end()) continue; return bel; } } void place_design_sa(Context *ctx, int seed) { SAState state; size_t placed_cells = 0; std::queue visit_cells; // 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; ctx->bindBel(bel, cell->name); state.locked_bels.insert(bel); placed_cells++; visit_cells.push(cell); } } log_info("place_constraints placed %d\n", int(placed_cells)); rnd_state rnd; rnd.state = seed; std::vector autoplaced; // Sort to-place cells for deterministic initial placement 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; }); // Place cells randomly initially for (auto cell : autoplaced) { place_initial(ctx, cell, rnd); placed_cells++; } // Build up a fast position/type to Bel lookup table int max_x = 0, max_y = 0; int bel_types = 0; for (auto bel : ctx->getBels()) { int x, y; ctx->estimatePosition(bel, x, y); BelType type = ctx->getBelType(bel); int type_idx; if (state.bel_types.find(type) == state.bel_types.end()) { type_idx = bel_types++; state.bel_types[type] = type_idx; } else { type_idx = state.bel_types.at(type); } if (int(state.fast_bels.size()) < type_idx + 1) state.fast_bels.resize(type_idx + 1); if (int(state.fast_bels.at(type_idx).size()) < (x + 1)) state.fast_bels.at(type_idx).resize(x + 1); if (int(state.fast_bels.at(type_idx).at(x).size()) < (y + 1)) state.fast_bels.at(type_idx).at(x).resize(y + 1); max_x = std::max(max_x, x); max_y = std::max(max_y, y); state.fast_bels.at(type_idx).at(x).at(y).push_back(bel); } state.diameter = std::max(max_x, max_y) + 1; // Calculate wirelength after initial placement state.curr_wirelength = 0; for (auto net : ctx->nets) { float wl = get_wirelength(ctx, net.second); state.wirelengths[net.second] = wl; state.curr_wirelength += wl; } int n_no_progress = 0; double avg_wirelength = state.curr_wirelength; state.temp = 10000; // Main simulated annealing loop for (int iter = 1;; iter++) { state.n_move = state.n_accept = 0; state.improved = false; if (iter % 5 == 0) log(" at iteration #%d: temp = %f, wire length = %f\n", iter, state.temp, state.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(ctx, cell, state, rnd); // 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(ctx, cell, try_bel, rnd, state); } } // Heuristic to improve placement on the 8k if (state.improved) { n_no_progress = 0; // std::cout << "improved\n"; } else ++n_no_progress; if (state.temp <= 1e-3 && n_no_progress >= 5) break; double Raccept = (double)state.n_accept / (double)state.n_move; int M = std::max(max_x, max_y) + 1; double upper = 0.6, lower = 0.4; if (state.curr_wirelength < 0.95 * avg_wirelength) avg_wirelength = 0.8 * avg_wirelength + 0.2 * state.curr_wirelength; else { if (Raccept >= 0.8) { state.temp *= 0.7; } else if (Raccept > upper) { if (state.diameter < M) ++state.diameter; else state.temp *= 0.9; } else if (Raccept > lower) { state.temp *= 0.95; } else { // Raccept < 0.3 if (state.diameter > 1) --state.diameter; else state.temp *= 0.8; } } } for (auto bel : ctx->getBels()) { if (!isBelLocationValid(ctx, bel)) { std::string cell_text = "no cell"; IdString cell = ctx->getBelCell(bel, false); if (cell != IdString()) cell_text = std::string("cell '") + cell.str(ctx) + "'"; log_error("post-placement validity check failed for Bel '%s' (%s)", ctx->getBelName(bel).c_str(ctx), cell_text.c_str()); } } } NEXTPNR_NAMESPACE_END