niobures's picture
ffmpeg (v6.0/v7.x), gensim, numpy, opencv
be94e5d verified
// This file is part of OpenCV project.
// It is subject to the license terms in the LICENSE file found in the top-level directory
// of this distribution and at http://opencv.org/license.html.
//
// Copyright (C) 2018 Intel Corporation
#include "precomp.hpp"
#include <sstream>
#include <stack>
#include <ade/util/chain_range.hpp>
#include <ade/graph.hpp>
#include "compiler/gmodel.hpp"
#include "compiler/passes/passes.hpp"
namespace
{
bool is_within_same_island(const cv::gimpl::GModel::Graph &gr,
const ade::NodeHandle &dataNode,
const std::string &island)
{
// A data node is within the same island as it's reader node
// if and only if data object's producer island (if there's a producer)
// is the same as the specified one.
//
// An object may have only a single producer, but multiple consumers,
// and these consumers may be assigned to different Islands.
// Since "initIslands" traversal direction is op-to-args, i.e. reverse,
// a single Data object may be visited twice during Islands initialization.
//
// In this case, Data object is part of Island A if and only if:
// - Data object's producer is part of Island A,
// - AND any of Data object's consumers is part of Island A.
//
// Op["island0"] --> Data[ ? ] --> Op["island0"]
// :
// '---------> Op["island1"]
//
// In the above example, Data object is assigned to "island0" as
// it is surrounded by operations assigned to "island0"
using namespace cv::gimpl;
if ( gr.metadata(dataNode).contains<Island>()
&& gr.metadata(dataNode).get<Island>().island != island)
return false;
if (dataNode->inNodes().empty())
return false;
GAPI_Assert(dataNode->inNodes().size() == 1u);
const auto prod_h = dataNode->inNodes().front();
// FIXME: ADE should have something like get_or<> or get<>(default)
GAPI_Assert(gr.metadata(prod_h).get<NodeType>().t == NodeType::OP);
return ( gr.metadata(prod_h).contains<Island>()
&& gr.metadata(prod_h).get<Island>().island == island)
&& (ade::util::any_of(dataNode->outNodes(), [&](ade::NodeHandle cons_h)
{
return ( gr.metadata(cons_h).contains<Island>()
&& gr.metadata(cons_h).get<Island>().island == island);
}));
}
} // anonymous namespace
// Initially only Operations have Island tag. This pass adds Island tag
// to all data objects within an Island.
// A data object is considered within an Island if and only if
// its reader and writer are assigned to this Island (see above).
void cv::gimpl::passes::initIslands(ade::passes::PassContext &ctx)
{
GModel::Graph gr(ctx.graph);
for (const auto &nh : gr.nodes())
{
if (gr.metadata(nh).get<NodeType>().t == NodeType::OP)
{
if (gr.metadata(nh).contains<Island>())
{
const auto island = gr.metadata(nh).get<Island>().island;
// It is enough to check only input nodes
for (const auto &in_data_node : nh->inNodes())
{
if (is_within_same_island(gr, in_data_node, island))
{
gr.metadata(in_data_node).set(Island{island});
}
} // for(in_data_node)
} // if (contains<Island>)
} // if (OP)
} // for (nodes)
}
// There should be no multiple (disconnected) islands with the same name.
// This may occur if user assigns the same islands name to multiple ranges
// in the graph.
// FIXME: How it could be avoided on an earlier stage?
void cv::gimpl::passes::checkIslands(ade::passes::PassContext &ctx)
{
GModel::ConstGraph gr(ctx.graph);
// The algorithm is the following:
//
// 1. Put all Tagged nodes (both Operations and Data) into a set
// 2. Initialize Visited set as (empty)
// 3. Initialize Traversal stack as (empty)
// 4. Initialize Islands map (String -> Integer) as (empty)
// 5. For every Tagged node from a set
// a. Skip if it is Visited
// b. For every input/output node:
// * if it is tagged with the same island:
// - add it to Traversal stack
// - remove from Tagged nodes if it is t
// c. While (stack is not empty):
// - Take a node from Stack
// - Repeat (b)
// d. Increment Islands map [this island] by 1
//
//
// If whatever Island has counter is more than 1, it is a disjoint
// one (i.e. there's two islands with the same name).
using node_set = std::unordered_set
< ade::NodeHandle
, ade::HandleHasher<ade::Node>
>;
node_set tagged_nodes;
node_set visited_tagged_nodes;
std::unordered_map<std::string, int> island_counters;
for (const auto &nh : gr.nodes())
{
if (gr.metadata(nh).contains<Island>())
{
tagged_nodes.insert(nh);
island_counters[gr.metadata(nh).get<Island>().island] = 0;
}
}
// Make a copy to allow list modifications during traversal
for (const auto &tagged_nh : tagged_nodes)
{
if (visited_tagged_nodes.end() != ade::util::find(visited_tagged_nodes, tagged_nh))
continue;
// Run the recursive traversal process as described in 5/a-d.
// This process is like a flood-fill traversal for island.
// If there's to distinct successful flood-fills happened for the same island
// name, there are two islands with this name.
std::stack<ade::NodeHandle> stack;
stack.push(tagged_nh);
while (!stack.empty())
{
const auto this_nh = stack.top();
stack.pop();
// Since _this_ node is visited, it is a part of processed island
// so mark it as visited to skip in other recursive processes
visited_tagged_nodes.insert(this_nh);
GAPI_DbgAssert(gr.metadata(this_nh).contains<Island>());
GAPI_DbgAssert( gr.metadata(this_nh ).get<Island>().island
== gr.metadata(tagged_nh).get<Island>().island);
const auto &this_island = gr.metadata(this_nh).get<Island>().island;
for (const auto neighbor_nh : ade::util::chain(this_nh->inNodes(), this_nh->outNodes()))
{
if ( gr.metadata(neighbor_nh).contains<Island>()
&& gr.metadata(neighbor_nh).get<Island>().island == this_island
&& !visited_tagged_nodes.count(neighbor_nh))
{
stack.push(neighbor_nh);
}
} // for (neighbor)
} // while (stack)
// Flood-fill is over, now increment island counter for this island
island_counters[gr.metadata(tagged_nh).get<Island>().island]++;
} // for(tagged)
bool check_failed = false;
std::stringstream ss;
for (const auto &ic : island_counters)
{
GAPI_Assert(ic.second > 0);
if (ic.second > 1)
{
check_failed = true;
ss << "\"" << ic.first << "\"(" << ic.second << ") ";
}
}
if (check_failed)
{
util::throw_error
(std::logic_error("There are multiple distinct islands "
"with the same name: [" + ss.str() + "], "
"please check your cv::gapi::island() parameters!"));
}
}
void cv::gimpl::passes::checkIslandsContent(ade::passes::PassContext &ctx)
{
GModel::ConstGraph gr(ctx.graph);
std::unordered_map<std::string, cv::gapi::GBackend> backends_of_islands;
for (const auto& nh : gr.nodes())
{
if (NodeType::OP == gr.metadata(nh).get<NodeType>().t &&
gr.metadata(nh).contains<Island>())
{
const auto island = gr.metadata(nh).get<Island>().island;
auto island_backend_it = backends_of_islands.find(island);
const auto& op = gr.metadata(nh).get<Op>();
if (island_backend_it != backends_of_islands.end())
{
// Check that backend of the operation coincides with the backend of the island
// Backend of the island is determined by the backend of the first operation from this island
if (island_backend_it->second != op.backend)
{
util::throw_error(std::logic_error(island + " contains kernels " + op.k.name +
" with different backend"));
}
}
else
{
backends_of_islands.emplace(island, op.backend);
}
}
}
}