Karl Fred Huemmrich

30 papers C 10Journal 15Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Geosci. Remote. Sens. Lett.
Karl Fred Huemmrich, Skye Caplan, John A. Gamon, Petya K. E. Campbell
2019 J jnl
Remote. Sens.
Petya K. E. Campbell, Karl Fred Huemmrich, Elizabeth M. Middleton, Lauren A. Ward, Tommaso Julitta, Craig S. T. Daughtry, Andreas Burkart, Andrew L. Russ, William P. Kustas
2018 C conf
IGARSS
Elizabeth M. Middleton, Karl Fred Huemmrich, Petya K. E. Campbell, Oinsyuan Zhany, David R. Landis, Cris Garrish, Lawrence Ong, Craig Daughiry
2017 J jnl
Remote. Sens.
Laura Ulsig, Caroline J. Nichol, Karl Fred Huemmrich, David R. Landis, Elizabeth M. Middleton, Alexei I. Lyapustin, Ivan Mammarella, Janne Levula, Albert Porcar-Castell
2017 J jnl
Remote. Sens.
Shannon Franks, Christopher S. R. Neigh, Petya K. E. Campbell, Guoqing Sun, Tian Yao, Qingyuan Zhang, Karl Fred Huemmrich, Elizabeth M. Middleton, Stephen G. Ungar, Stuart W. Frye
2017 C conf
IGARSS
Elizabeth M. Middleton, Petya K. E. Campbell, Lawrence Ong, David R. Landis, Qingyuan Zhang, Christopher S. R. Neigh, Karl Fred Huemmrich, Stephen G. Ungar, Daniel J. Mandl, Stuart W. Frye, Vuong Ly, Patrice Cappelaere, Steve A. Chien, Shannon Franks, Nathan H. Pollack
2017 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Karl Fred Huemmrich, Petya K. E. Campbell, Bo-Cai Gao, Larry B. Flanagan, Michael Goulden
2017 C conf
IGARSS
Neus Sabater, Elizabeth M. Middleton, Zbynek Malenovský, Luis Alonso, Jochem Verrelst, Karl Fred Huemmrich, Petya K. E. Campbell, William P. Kustas, Jorge Vicent, Shari Van Wittenberghe, José F. Moreno
2017 J jnl
Remote. Sens.
Elizabeth M. Middleton, Uwe Rascher, Lawrence A. Corp, Karl Fred Huemmrich, Bruce D. Cook, Asko Noormets, Anke Schickling, Francisco Pinto, Luis Alonso, Alexander Damm, Luis Guanter, Roberto Colombo, Petya K. E. Campbell, David R. Landis, Qingyuan Zhang, Micol Rossini, Dirk Schuettemeyer, Remo Bianchi
2015 C conf
IGARSS
Elizabeth M. Middleton, Tommaso Julitta, Petya K. E. Campbell, Karl Fred Huemmrich, Anke Schickling, Micol Rossini, Sergio Cogliati, David R. Landis, Luis Alonso
2013 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Karl Fred Huemmrich, John A. Gamon, Craig E. Tweedie, Petya K. E. Campbell, David R. Landis, Elizabeth M. Middleton
2013 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Petya K. E. Campbell, Elizabeth M. Middleton, Kurt J. Thome, Raymond F. Kokaly, Karl Fred Huemmrich, David Lagomasino, Kimberly A. Novick, Nathaniel A. Brunsell
2013 J jnl
Remote. Sens.
Yen-Ben Cheng, Elizabeth M. Middleton, Qingyuan Zhang, Karl Fred Huemmrich, Petya K. E. Campbell, Lawrence A. Corp, Bruce D. Cook, William P. Kustas, Craig S. T. Daughtry
2013 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Prasad S. Thenkabail, Isabella Mariotto, Murali K. Gumma, Elizabeth M. Middleton, David R. Landis, Karl Fred Huemmrich
2012 C conf
IGARSS
Elizabeth M. Middleton, Yen-Ben Cheng, Lawrence A. Corp, Petya K. E. Campbell, Karl Fred Huemmrich, Qingyuan Zhang, William P. Kustas
2011 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Derek R. Peddle, Karl Fred Huemmrich, Forrest G. Hall, Jeffrey G. Masek, Scott A. Soenen, Chris D. Jackson
2010 C conf
IGARSS
Lawrence A. Corp, Elizabeth M. Middleton, Craig S. T. Daughtry, Andrew L. Russ, Petya K. E. Campbell, Karl Fred Huemmrich, Yen-Ben Cheng
2010 C conf
IGARSS
Lawrence A. Corp, Bruce D. Cook, Elizabeth M. Middleton, Yen-Ben Cheng, Karl Fred Huemmrich, Petya K. E. Campbell
2010 C conf
IGARSS
Elizabeth M. Middleton, Petya K. E. Campbell, Stephen G. Ungar, Lawrence Ong, Qingyuan Zhang, Karl Fred Huemmrich, Daniel J. Mandl, Stuart Frye
2010 J jnl
Ecol. Informatics
Yen-Ben Cheng, Elizabeth M. Middleton, Karl Fred Huemmrich, Qingyuan Zhang, Petya K. E. Campbell, Lawrence A. Corp, Andrew L. Russ, William P. Kustas
2008 conf
IGARSS (3)
Yen-Ben Cheng, Lawrence A. Corp, Elizabeth M. Middleton, Karl Fred Huemmrich, Qingyuan Zhang, Petya K. E. Campbell, Geoffrey G. Parker
2008 conf
IGARSS (2)
Petya K. E. Campbell, Elizabeth M. Middleton, Lawrence A. Corp, Yen-Ben Cheng, Karl Fred Huemmrich, Geoffrey G. Parker
2008 conf
IGARSS (4)
Lawrence A. Corp, Elizabeth M. Middleton, Yen-Ben Cheng, Petya K. E. Campbell, Karl Fred Huemmrich
2008 conf
IGARSS (2)
Elizabeth M. Middleton, Yen-Ben Cheng, Thomas Hilker, Nicholas C. Coops, Karl Fred Huemmrich, Thomas Andrew Black, Praveena Krishnan
2008 conf
IGARSS (4)
Karl Fred Huemmrich, Lawrence A. Corp, Andrew L. Russ, Elizabeth M. Middleton, William P. Kustas, John H. Prueger, Yen-Ben Cheng
2006 J jnl
IEEE Geosci. Remote. Sens. Lett.
Jeffrey G. Masek, Eric F. Vermote, Nazmi El Saleous, Robert E. Wolfe, Forrest G. Hall, Karl Fred Huemmrich, Feng Gao, Jonathan Kutler, Teng-Kui Lim
2006 J jnl
IEEE Trans. Geosci. Remote. Sens.
Wenze Yang, Bin Tan, Dong Huang, Miina Rautiainen, Nikolay V. Shabanov, Yujie Wang, Jeffrey L. Privette, Karl Fred Huemmrich, Rasmus Fensholt, Inge Sandholt, Marie Weiss, Douglas E. Ahl, Stith T. Gower, Ramakrishna R. Nemani, Yuri Knyazikhin, Ranga B. Myneni
2006 C conf
IGARSS
Susan L. Ustin, Gregory Asner, John A. Gamon, Karl Fred Huemmrich, Stephane Jacquemoud, Michael E. Schaepman, Pablo J. Zarco-Tejada
2004 C conf
IGARSS
Elizabeth M. Middleton, Guillaume Drolet, Karl Fred Huemmrich, Forrest G. Hall, Robert G. Knox, Andy Black, Alan Barr, Alexei I. Lyapustin, Janette C. Gervin, Hank Margolis
2003 J jnl
IEEE Trans. Geosci. Remote. Sens.
Shunlin Liang, Hongliang Fang, Monisha Kaul, Tom G. van Niel, Tim R. McVicar, Jay S. Pearlman, Charles L. Walthall, Craig S. T. Daughtry, Karl Fred Huemmrich
tests/unit/test_database_exporters.py
← Index tests/unit/test_database_exporters.py python
"""
Unit tests for database exporters.
"""
import pytest
import json
from dataclasses import dataclass, asdict
from datetime import datetime, timezone
from unittest.mock import Mock, patch, MagicMock

pytestmark = [pytest.mark.unit, pytest.mark.exporters]


# ============================================================================
# Sample Dataclass for Testing
# ============================================================================

@dataclass
class SampleData:
    """Sample dataclass for export testing."""
    sha256: str = "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
    name: str = "test_sample"
    value: int = 42
    _id: str = "test_id"


# ============================================================================
# PrintExporter Tests
# ============================================================================

class TestPrintExporter:
    """Tests for PrintExporter class."""

    def test_initialization(self, mock_logger):
        """Test PrintExporter initialization."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")

        assert exporter.index_prefix == "test_index"
        assert exporter.log is mock_logger

    def test_export_dataclass(self, mock_logger, capsys):
        """Test exporting a dataclass."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")
        sample = SampleData()

        result = exporter.export(sample)

        assert result is True
        captured = capsys.readouterr()
        assert "test_sample" in captured.out

    def test_export_list_of_dataclasses(self, mock_logger, capsys):
        """Test exporting a list of dataclasses."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")
        samples = [SampleData(name="sample1"), SampleData(name="sample2")]

        result = exporter.export(samples)

        assert result is True
        captured = capsys.readouterr()
        assert "sample1" in captured.out
        assert "sample2" in captured.out

    def test_export_dict(self, mock_logger, capsys):
        """Test exporting a dictionary."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")
        data = {"key": "value", "number": 42}

        result = exporter.export(data)

        assert result is True
        captured = capsys.readouterr()
        assert "key" in captured.out
        assert "value" in captured.out

    def test_export_none(self, mock_logger):
        """Test exporting None."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")

        result = exporter.export(None)

        assert result is True

    def test_export_empty_list(self, mock_logger):
        """Test exporting empty list."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")

        result = exporter.export([])

        assert result is True


# ============================================================================
# ElasticsearchExporter Tests
# ============================================================================

class TestElasticsearchExporter:
    """Tests for ElasticsearchExporter class."""

    def test_initialization(self, mock_logger):
        """Test ElasticsearchExporter initialization."""
        with patch('redb.settings.get_elasticsearch_client') as mock_client:
            mock_client.return_value = Mock()
            from redb.extractors.database_exporters import ElasticsearchExporter

            exporter = ElasticsearchExporter(mock_logger, "test_index")

            assert exporter.index_prefix == "test_index"
            assert exporter.log is mock_logger
            assert exporter.client is not None

    def test_export_dataclass(self, mock_logger):
        """Test exporting a dataclass to Elasticsearch."""
        with patch('redb.settings.get_elasticsearch_client') as mock_get_client:
            mock_client = Mock()
            mock_get_client.return_value = mock_client

            from redb.extractors.database_exporters import ElasticsearchExporter

            exporter = ElasticsearchExporter(mock_logger, "test_index")
            sample = SampleData()

            result = exporter.export(
                sample,
                index="test_index",
                tag="test_tag",
                hashes={"sha256": sample.sha256}
            )

            assert result is True
            mock_client.index.assert_called()

    def test_export_list(self, mock_logger):
        """Test exporting a list to Elasticsearch."""
        with patch('redb.settings.get_elasticsearch_client') as mock_get_client:
            mock_client = Mock()
            mock_get_client.return_value = mock_client

            from redb.extractors.database_exporters import ElasticsearchExporter

            exporter = ElasticsearchExporter(mock_logger, "test_index")
            samples = [SampleData(name="sample1"), SampleData(name="sample2")]

            result = exporter.export(
                samples,
                index="test_index",
                tag="test_tag",
                hashes={"sha256": "test_hash"}
            )

            assert result is True
            # Should be called twice (once per sample)
            assert mock_client.index.call_count == 2

    def test_export_failure(self, mock_logger):
        """Test handling export failure."""
        with patch('redb.settings.get_elasticsearch_client') as mock_get_client:
            mock_client = Mock()
            mock_client.index.side_effect = Exception("Connection failed")
            mock_get_client.return_value = mock_client

            from redb.extractors.database_exporters import ElasticsearchExporter

            exporter = ElasticsearchExporter(mock_logger, "test_index")
            sample = SampleData()

            result = exporter.export(
                sample,
                index="test_index",
                tag="test_tag",
                hashes={"sha256": sample.sha256}
            )

            assert result is False
            mock_logger.error.assert_called()

    def test_export_with_custom_id(self, mock_logger):
        """Test exporting with custom _id field."""
        with patch('redb.settings.get_elasticsearch_client') as mock_get_client:
            mock_client = Mock()
            mock_get_client.return_value = mock_client

            from redb.extractors.database_exporters import ElasticsearchExporter

            exporter = ElasticsearchExporter(mock_logger, "test_index")
            sample = SampleData(_id="custom_id")

            result = exporter.export(
                sample,
                index="test_index",
                tag="test_tag",
                hashes={"sha256": sample.sha256}
            )

            assert result is True


# ============================================================================
# ClickHouseExporter Tests
# ============================================================================

class TestClickHouseExporter:
    """Tests for ClickHouseExporter class."""

    def test_initialization(self, mock_logger):
        """Test ClickHouseExporter initialization."""
        from redb.extractors.database_exporters import ClickHouseExporter

        mock_client = Mock()
        exporter = ClickHouseExporter(mock_logger, "test_index", client=mock_client)

        assert exporter.index_prefix == "test_index"
        assert exporter.log is mock_logger
        assert exporter.client is mock_client

    def test_export_tuple_data(self, mock_logger):
        """Test exporting tuple data to ClickHouse."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.return_value = True
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            data = [["hash123", "sample.exe", 1024]]
            column_names = ["sha256", "name", "size"]
            column_type_names = ["String", "String", "UInt64"]

            result = exporter.export(
                (data, column_names, column_type_names),
                table="test_table"
            )

            assert result is True

    def test_export_multi_table(self, mock_logger):
        """Test exporting multi-table data to ClickHouse."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.return_value = True
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            data = {
                'multi_table': True,
                'table1': {
                    'table': 'test_table1',
                    'data': [["hash123", "sample.exe"]],
                    'column_names': ["sha256", "name"],
                    'column_type_names': ["String", "String"]
                }
            }

            result = exporter.export(data)

            assert result is True

    def test_export_failure(self, mock_logger):
        """Test handling export failure."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.side_effect = Exception("Connection failed")
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            data = [["hash123", "sample.exe", 1024]]
            column_names = ["sha256", "name", "size"]
            column_type_names = ["String", "String", "UInt64"]

            result = exporter.export(
                (data, column_names, column_type_names),
                table="test_table"
            )

            assert result is False

    def test_export_missing_table(self, mock_logger):
        """Test export without table name raises error."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            data = [["hash123", "sample.exe", 1024]]
            column_names = ["sha256", "name", "size"]
            column_type_names = ["String", "String", "UInt64"]

            result = exporter.export(
                (data, column_names, column_type_names)
                # Missing table parameter
            )

            assert result is False

    def test_get_client(self, mock_logger):
        """Test get_client method."""
        from redb.extractors.database_exporters import ClickHouseExporter

        mock_client = Mock()
        exporter = ClickHouseExporter(mock_logger, "test_index", client=mock_client)

        result = exporter.get_client()

        assert result is mock_client

    def test_get_client_creates_new(self, mock_logger):
        """Test get_client creates new client if none exists."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_new_client = Mock()
            mock_create.return_value = mock_new_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            result = exporter.get_client()

            assert result is mock_new_client


# ============================================================================
# DatabaseExporter Abstract Base Class Tests
# ============================================================================

class TestDatabaseExporter:
    """Tests for DatabaseExporter abstract base class."""

    def test_cannot_instantiate_abstract(self):
        """Test that DatabaseExporter cannot be instantiated directly."""
        from redb.extractors.database_exporters import DatabaseExporter

        with pytest.raises(TypeError):
            DatabaseExporter()

    def test_subclass_must_implement_export(self):
        """Test that subclasses must implement export method."""
        from redb.extractors.database_exporters import DatabaseExporter

        # Define incomplete subclass
        class IncompleteExporter(DatabaseExporter):
            pass

        with pytest.raises(TypeError):
            IncompleteExporter()


# ============================================================================
# Null/Edge Case Tests
# ============================================================================

class TestExporterEdgeCases:
    """Tests for edge cases in exporters."""

    def test_print_exporter_with_complex_nested_data(self, mock_logger, capsys):
        """Test PrintExporter with complex nested data."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")
        data = {
            "level1": {
                "level2": {
                    "level3": [1, 2, 3]
                }
            },
            "array": [{"a": 1}, {"b": 2}]
        }

        result = exporter.export(data)

        assert result is True
        captured = capsys.readouterr()
        assert "level1" in captured.out

    def test_clickhouse_null_handling(self, mock_logger):
        """Test ClickHouse exporter handles null values."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.return_value = True
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            # Multi-table data with null values
            data = {
                'multi_table': True,
                'table1': {
                    'table': 'test_table',
                    'data': [[None, "sample.exe", None]],
                    'column_names': ["sha256", "name", "size"],
                    'column_type_names': ["Nullable(String)", "String", "Nullable(UInt64)"]
                }
            }

            result = exporter.export(data)

            # Should handle nulls appropriately
            assert result is True

    def test_clickhouse_array_handling(self, mock_logger):
        """Test ClickHouse exporter handles array types."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.return_value = True
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            data = {
                'multi_table': True,
                'table1': {
                    'table': 'test_table',
                    'data': [["hash", ["tag1", "tag2"]]],
                    'column_names': ["sha256", "tags"],
                    'column_type_names': ["String", "Array(String)"]
                }
            }

            result = exporter.export(data)

            assert result is True


# ============================================================================
# Type Conversion Tests
# ============================================================================

class TestExporterTypeConversions:
    """Tests for type conversions in exporters."""

    def test_clickhouse_datetime_handling(self, mock_logger):
        """Test ClickHouse exporter handles datetime values."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_client.insert.return_value = True
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            now = datetime.now(timezone.utc)
            data = {
                'multi_table': True,
                'table1': {
                    'table': 'test_table',
                    'data': [["hash", now]],
                    'column_names': ["sha256", "timestamp"],
                    'column_type_names': ["String", "DateTime64(3, 'UTC')"]
                }
            }

            result = exporter.export(data)

            assert result is True

    def test_print_exporter_datetime_serialization(self, mock_logger, capsys):
        """Test PrintExporter handles datetime serialization."""
        from redb.extractors.database_exporters import PrintExporter

        exporter = PrintExporter(mock_logger, "test_index")
        now = datetime.now(timezone.utc)
        data = {"timestamp": now, "name": "test"}

        result = exporter.export(data)

        assert result is True
        captured = capsys.readouterr()
        assert "timestamp" in captured.out


# ============================================================================
# Connection Context Manager Tests
# ============================================================================

class TestClickHouseConnectionManager:
    """Tests for ClickHouse connection context manager."""

    def test_clickhouse_connection_context(self, mock_logger):
        """Test clickhouse_connection context manager."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            with exporter.clickhouse_connection() as client:
                assert client is mock_client

            # Client should be closed after context exits
            mock_client.close.assert_called()

    def test_clickhouse_connection_close_on_error(self, mock_logger):
        """Test client is closed even if operation fails."""
        with patch('redb.settings.create_clickhouse_client') as mock_create:
            mock_client = Mock()
            mock_create.return_value = mock_client

            from redb.extractors.database_exporters import ClickHouseExporter

            exporter = ClickHouseExporter(mock_logger, "test_index")

            try:
                with exporter.clickhouse_connection() as client:
                    raise ValueError("Test error")
            except ValueError:
                pass

            # Client should still be closed
            mock_client.close.assert_called()