pytorch/torch/csrc/jit/operator.cpp

#include <ATen/ATen.h>
#include <torch/csrc/jit/alias_info.h>
#include <torch/csrc/jit/operator.h>
#include <torch/csrc/jit/passes/alias_analysis.h>
#include <torch/csrc/jit/passes/python_print.h>
#include <torch/csrc/jit/script/edit_distance.h>
#include <torch/csrc/jit/script/error_report.h>

#include <queue>
#include <utility>
#include <vector>

namespace torch {
namespace jit {

namespace {
using OperatorMap =
    std::unordered_map<Symbol, std::vector<std::shared_ptr<Operator>>>;
struct OperatorRegistry {
 private:
  std::mutex lock;
  OperatorMap operators;
  // list of operators whose schema have not yet been parsed, and must
  // be registered before any call to lookup an opeator
  std::vector<std::shared_ptr<Operator>> to_register;
  // Those two maps are used to implement lookupByLiteral, which is needed for
  // the n->match(...) calls. Basically, every function schema is assigned a
  // unique string you can use to match it. However, parsing those strings or
  // comparing and hashing them character by character would be very slow, so we
  // use a trick here! Every string literal in your program is guaranteed to
  // have static storage duration and so its address won't change at runtime.
  // This allows us to memoize answers for every pointer, which is done by the
  // operators_by_sig_literal map. Still, this map is initially empty, and so we
  // still need to do the complete string matching at the first time, which is
  // implemented by performing a lookup in the operators_by_sig map.
  std::unordered_map<std::string, std::shared_ptr<Operator>> operators_by_sig;
  std::unordered_map<const char*, std::shared_ptr<Operator>>
      operators_by_sig_literal;

  // XXX - caller must be holding lock
  void registerPendingOperators() {
    for (const auto& op : to_register) {
      Symbol sym = Symbol::fromQualString(op->schema().name());
      operators[sym].push_back(op);
      operators_by_sig[canonicalSchemaString(op->schema())] = op;
    }
    to_register.clear();
  }

 public:
  void registerOperator(Operator&& op) {
    std::lock_guard<std::mutex> guard(lock);
    to_register.push_back(std::make_shared<Operator>(std::move(op)));
  }

  const std::shared_ptr<Operator>& lookupByLiteral(const char* name) {
    std::lock_guard<std::mutex> guard(lock);
    registerPendingOperators();
    auto it = operators_by_sig_literal.find(name);
    if (it == operators_by_sig_literal.end()) {
      auto op_ptr_it =
          operators_by_sig.find(canonicalSchemaString(parseSchema(name)));
      // Handy debugging code that dumps all operators we know about on mismatch
#if 0
      if (op_ptr_it == operators_by_sig.end()) {
        for (auto & entry : operators_by_sig) {
          std::cout << entry.first << std::endl;
        }
      }
#endif
      TORCH_CHECK(
          op_ptr_it != operators_by_sig.end(),
          "Couldn't find an operator for ",
          name,
          ". Do you have to update a set of hardcoded JIT ops?");
      it = operators_by_sig_literal.emplace_hint(it, name, op_ptr_it->second);
    }
    return it->second;
  }

  const std::vector<std::shared_ptr<Operator>>& getOperators(Symbol name) {
    std::lock_guard<std::mutex> guard(lock);
    registerPendingOperators();
    static std::vector<std::shared_ptr<Operator>> empty;
    auto it = operators.find(name);
    if (it != operators.end())
      return it->second;
    return empty;
  }

  std::vector<Symbol> findSimilarOperators(Symbol input_op) {
    std::lock_guard<std::mutex> guard(lock);
    registerPendingOperators();

    using EntryPair = std::pair<int64_t, Symbol>;
    auto cmp = [](const EntryPair& lhs, const EntryPair& rhs) {
      return lhs.first > rhs.first;
    };

    std::priority_queue<EntryPair, std::vector<EntryPair>, decltype(cmp)>
        rankings(cmp);
    static constexpr size_t MAX_EDIT_DIST = 2u;
    for (const auto& op : operators) {
      auto edit_dist = script::ComputeEditDistance(
          input_op.toQualString(), op.first.toQualString(), MAX_EDIT_DIST);
      if (edit_dist <= MAX_EDIT_DIST) {
        rankings.emplace(edit_dist, op.first);
      }
    }
    std::vector<Symbol> ret;
    while (!rankings.empty()) {
      ret.push_back(rankings.top().second);
      rankings.pop();
    }
    return ret;
  }
};

OperatorRegistry& getRegistry() {
  static OperatorRegistry r;
  return r;
}
} // anonymous namespace

void registerOperator(Operator&& op) {
  if (op.schema().is_varret()) {
    Symbol s = Symbol::fromQualString(op.schema().name());
    if (!printerHasSpecialCaseFor(s)) {
      AT_ERROR(
          "Missing special case in python printer for non-schematized"
          " operator ",
          op.schema().name(),
          ". File a bug to add a case for this operator.\n");
    }
    if (!aliasAnalysisHasSpecialCaseFor(s) &&
        op.aliasAnalysisKind() == AliasAnalysisKind::CONSERVATIVE) {
      AT_ERROR(
          "Missing special case in alias analysis for non-schematized"
          " operator ",
          op.schema().name(),
          ". File a bug to add a case for this operator.\n");
    }
    if (aliasAnalysisHasSpecialCaseFor(s) &&
        op.aliasAnalysisKind() == AliasAnalysisKind::FROM_SCHEMA) {
      AT_ERROR(
          "The operator ",
          op.schema().name(),
          " is special cased and cannot use explicit alias analysis.");
    }
  }
  getRegistry().registerOperator(std::move(op));
}

const std::vector<std::shared_ptr<Operator>>& getAllOperatorsFor(Symbol name) {
  return getRegistry().getOperators(name);
}

std::vector<Symbol> findSimilarOperators(Symbol input_op) {
  return getRegistry().findSimilarOperators(input_op);
}

Operator& sig(const char* signature) {
  return *getRegistry().lookupByLiteral(signature);
}

std::string canonicalSchemaString(const FunctionSchema& schema) {
  std::ostringstream out;

  out << schema.name();
  out << "(";

  bool seen_kwarg_only = false;
  for (size_t i = 0; i < schema.arguments().size(); ++i) {
    if (i > 0)
      out << ", ";
    if (schema.arguments()[i].kwarg_only() && !seen_kwarg_only) {
      out << "*, ";
      seen_kwarg_only = true;
    }
    const auto& arg = schema.arguments()[i];
    out << arg.type()->str() << " " << arg.name();
  }

  out << ") -> ";
  if (schema.returns().size() == 1) {
    out << schema.returns().at(0).type()->str();
  } else if (schema.returns().size() > 1) {
    out << "(";
    for (size_t i = 0; i < schema.returns().size(); ++i) {
      if (i > 0)
        out << ", ";
      out << schema.returns()[i].type()->str();
    }
    out << ")";
  }
  return out.str();
}

bool Operator::matches(const Node* node) const {
  // wrong name
  if (node->kind().toQualString() != schema().name()) {
    return false;
  }
  at::ArrayRef<const Value*> actuals = node->inputs();
  const auto& formals = schema().arguments();

  // not enough inputs
  if (actuals.size() < formals.size())
    return false;

  TypeEnv type_env;
  for (size_t i = 0; i < formals.size(); ++i) {
    const MatchTypeReturn matched_type =
        matchTypeVariables(formals[i].type(), actuals[i]->type(), type_env);
    if (!matched_type.type) {
      return false;
    }
    TypePtr formal = *matched_type.type;
    if (!actuals[i]->type()->isSubtypeOf(formal)) {
      return false;
    }
  }

  // too many inputs
  if (!schema().is_vararg() && actuals.size() != formals.size()) {
    return false;
  }

  return true;
}

std::shared_ptr<Operator> findOperatorFor(const Node* node) {
  const auto& candidates = getAllOperatorsFor(node->kind());
  for (const auto& candidate : candidates) {
    if (candidate->matches(node)) {
      return candidate;
    }
  }
  return nullptr;
}

const Operator& getOperatorFor(const Node* node) {
  auto op = findOperatorFor(node);
  if (op)
    return *op;

  auto er = script::ErrorReport(node->sourceRange());
  er << "Schema not found for node. File a bug report.\n";
  er << "Node: " << *node << "\n";
  er << "Input types:";
  for (size_t i = 0; i < node->inputs().size(); ++i) {
    if (i > 0)
      er << ", ";
    er << *node->inputs()[i]->type();
  }
  const auto& candidates = getAllOperatorsFor(node->kind());
  if (candidates.size() > 0) {
    er << "\ncandidates were:\n";
    for (auto& candidate : candidates) {
      er << "  " << candidate->schema() << "\n";
    }
  } else {
    er << "\nno candidates found\n";
  }
  er << "within the graph:\n";
  er << *node->owningGraph() << "\n";
  throw er;
}

OperatorSet::OperatorSet(std::initializer_list<const char*> sig_literals) {
  auto& registry = getRegistry();
  for (const char* sig : sig_literals) {
    auto op = registry.lookupByLiteral(sig);
    ops[Symbol::fromQualString(op->schema().name())].push_back(op);
  }
}

Operator* OperatorSet::find(const Node* n) const {
  auto it = ops.find(n->kind());
  if (it == ops.end()) {
    return nullptr;
  }
  for (auto& op : it->second) {
    if (op->matches(n)) {
      return op.get();
    }
  }
  return nullptr;
}
} // namespace jit
} // namespace torch