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6 changes: 5 additions & 1 deletion include/tvm/auto_scheduler/measure_record.h
Original file line number Diff line number Diff line change
Expand Up @@ -34,6 +34,8 @@
namespace tvm {
namespace auto_scheduler {

const std::string AUTO_SCHEDULER_LOG_VERSION = "v0.4"; // NOLINT(*)

/*! \brief Callback for logging the input and results of measurements to file */
class RecordToFileNode : public MeasureCallbackNode {
public:
Expand Down Expand Up @@ -116,9 +118,11 @@ class RecordReader : public ObjectRef {
* \param os A pointer to a output stream.
* \param inputs The MeasureInputs to be written.
* \param results The MeasureResults to be written.
* \param log_version The log version for the given record.
*/
void WriteMeasureRecords(std::ostream* os, const Array<MeasureInput>& inputs,
const Array<MeasureResult>& results);
const Array<MeasureResult>& results,
const std::string log_version = AUTO_SCHEDULER_LOG_VERSION);

/*!
* \brief Read one measure record from a string.
Expand Down
37 changes: 37 additions & 0 deletions python/tvm/auto_scheduler/measure_record.py
Original file line number Diff line number Diff line change
Expand Up @@ -98,6 +98,43 @@ def __iter__(self):
yield ret[0], ret[1] # (input, result)


def load_record_from_string(record):
"""
Load the measure record from string.

Parameters
----------
record: str
A record string, including the serialized MeausreInput and MeasureResult.

Returns
-------
ret: Tuple[MeasureInput, MeasureResult]
A tuple of MeasureInput, MeasureResult.
"""
return _ffi_api.ReadMeasureRecord(record)


def dump_record_to_string(inp, res):
"""
Dump the measure record to a string.

Parameters
----------
inp: MeasureInput
The measure input.

res: MeasureResult
The measure result.

Returns
-------
ret: str
The dumped string.
"""
return _ffi_api.WriteMeasureRecords(inp, res)


def load_records(filename):
"""
Load measurement records from a file.
Expand Down
23 changes: 19 additions & 4 deletions src/auto_scheduler/measure_record.cc
Original file line number Diff line number Diff line change
Expand Up @@ -279,22 +279,20 @@ namespace auto_scheduler {
TVM_REGISTER_OBJECT_TYPE(RecordToFileNode);
TVM_REGISTER_OBJECT_TYPE(RecordReaderNode);

const std::string AUTO_SCHEDULER_LOG_VERSION = "v0.4"; // NOLINT(*)

RecordToFile::RecordToFile(String filename) {
auto node = make_object<RecordToFileNode>();
node->filename = std::move(filename);
data_ = std::move(node);
}

void WriteMeasureRecords(std::ostream* os, const Array<MeasureInput>& inputs,
const Array<MeasureResult>& results) {
const Array<MeasureResult>& results, const std::string log_version) {
dmlc::JSONWriter writer(os);
for (size_t i = 0; i < inputs.size(); ++i) {
writer.BeginObject(false);
writer.WriteObjectKeyValue("i", *inputs[i].operator->());
writer.WriteObjectKeyValue("r", *results[i].operator->());
writer.WriteObjectKeyValue("v", AUTO_SCHEDULER_LOG_VERSION);
writer.WriteObjectKeyValue("v", log_version);
writer.EndObject();
*os << "\n";
}
Expand Down Expand Up @@ -398,6 +396,23 @@ TVM_REGISTER_GLOBAL("auto_scheduler.RecordReaderReadNext").set_body_typed([](Rec
}
});

TVM_REGISTER_GLOBAL("auto_scheduler.ReadMeasureRecord").set_body_typed([](const std::string& str) {
auto inp = make_object<MeasureInputNode>();
auto res = make_object<MeasureResultNode>();
std::string log_version;
ReadMeasureRecord(str, inp.get(), res.get(), &log_version);
return Array<ObjectRef>{ObjectRef(inp), ObjectRef(res)};
});

TVM_REGISTER_GLOBAL("auto_scheduler.WriteMeasureRecords")
.set_body_typed([](MeasureInput inp, MeasureResult res) {
auto inps = Array<MeasureInput>({inp});
auto ress = Array<MeasureResult>({res});
std::ostringstream ss;
WriteMeasureRecords(&ss, inps, ress);
return String(ss.str());
});

TVM_REGISTER_GLOBAL("auto_scheduler.SaveRecords")
.set_body_typed([](String filename, Array<MeasureInput> in, Array<MeasureResult> res) {
std::ofstream ofs(filename, std::ofstream::app);
Expand Down
14 changes: 11 additions & 3 deletions tests/python/unittest/test_auto_scheduler_measure.py
Original file line number Diff line number Diff line change
Expand Up @@ -34,11 +34,19 @@ def record_common(dag, s):
inp = auto_scheduler.measure.MeasureInput(task, s)
res = auto_scheduler.measure.MeasureResult([0.1], 0, "", 0.2, 1)

# Test in-memory record processing.
record_str = auto_scheduler.measure_record.dump_record_to_string(inp, res)
r_inp, r_res = auto_scheduler.measure_record.load_record_from_string(record_str)
# Only check the workload_key for simplification.
assert inp.task.workload_key == r_inp.task.workload_key
assert str(res) == str(r_res)

# Test file-based record processing.
with tempfile.NamedTemporaryFile() as fp:
auto_scheduler.save_records(fp.name, [inp], [res])

log_reader = auto_scheduler.RecordReader(fp.name)
inputs, results = log_reader.read_lines()
inputs, _ = log_reader.read_lines()
assert len(inputs) == 1

s1 = dag.infer_bound_from_state(s)
Expand Down Expand Up @@ -180,7 +188,7 @@ def test_recover_measure_input():
auto_scheduler.save_records(fp.name, [inp], [res])

log_reader = auto_scheduler.RecordReader(fp.name)
inputs, results = log_reader.read_lines()
inputs, _ = log_reader.read_lines()
assert len(inputs) == 1

raw_inp = inputs[0]
Expand Down Expand Up @@ -266,7 +274,7 @@ def test_measure_target_host():
auto_scheduler.save_records(fp.name, [inp], [res])

log_reader = auto_scheduler.RecordReader(fp.name)
inputs, results = log_reader.read_lines()
inputs, _ = log_reader.read_lines()
assert len(inputs) == 1

raw_inp = inputs[0]
Expand Down