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table_scan.h
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417 lines (340 loc) · 16.1 KB
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/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
#pragma once
#include <functional>
#include <memory>
#include <optional>
#include <string>
#include <unordered_map>
#include <unordered_set>
#include <vector>
#include "iceberg/arrow_c_data.h"
#include "iceberg/result.h"
#include "iceberg/table_metadata.h"
#include "iceberg/type_fwd.h"
#include "iceberg/util/error_collector.h"
namespace iceberg {
/// \brief An abstract scan task.
class ICEBERG_EXPORT ScanTask {
public:
enum class Kind : uint8_t {
kFileScanTask,
kChangelogScanTask,
};
/// \brief The kind of scan task.
virtual Kind kind() const = 0;
/// \brief The number of bytes that should be read by this scan task.
virtual int64_t size_bytes() const = 0;
/// \brief The number of files that should be read by this scan task.
virtual int32_t files_count() const = 0;
/// \brief The number of rows that should be read by this scan task.
virtual int64_t estimated_row_count() const = 0;
virtual ~ScanTask();
};
/// \brief Task representing a data file and its corresponding delete files.
class ICEBERG_EXPORT FileScanTask : public ScanTask {
public:
/// \brief Construct with data file, delete files, and residual filter.
///
/// \param data_file The data file to read.
/// \param delete_files Delete files that apply to this data file.
/// \param filter Optional residual filter to apply after reading.
explicit FileScanTask(std::shared_ptr<DataFile> data_file,
std::vector<std::shared_ptr<DataFile>> delete_files = {},
std::shared_ptr<Expression> filter = nullptr);
/// \brief The data file that should be read by this scan task.
const std::shared_ptr<DataFile>& data_file() const { return data_file_; }
/// \brief Delete files that apply to this data file.
const std::vector<std::shared_ptr<DataFile>>& delete_files() const {
return delete_files_;
}
/// \brief Residual filter to apply after reading.
const std::shared_ptr<Expression>& residual_filter() const { return residual_filter_; }
Kind kind() const override { return Kind::kFileScanTask; }
int64_t size_bytes() const override;
int32_t files_count() const override;
int64_t estimated_row_count() const override;
/// TODO(gangwu): move it to iceberg/data/task_scanner.h
///
/// \brief Returns a C-ABI compatible ArrowArrayStream to read the data for this task.
///
/// \param io The FileIO instance for accessing the file data.
/// \param projected_schema The projected schema for reading the data.
/// \return A Result containing an ArrowArrayStream, or an error on failure.
Result<ArrowArrayStream> ToArrow(const std::shared_ptr<FileIO>& io,
std::shared_ptr<Schema> projected_schema) const;
private:
std::shared_ptr<DataFile> data_file_;
std::vector<std::shared_ptr<DataFile>> delete_files_;
std::shared_ptr<Expression> residual_filter_;
};
/// \brief A scan task for reading changelog entries between snapshots.
class ICEBERG_EXPORT ChangelogScanTask : public ScanTask {
public:
Kind kind() const override { return Kind::kChangelogScanTask; }
// TODO(): Return actual values once member fields are implemented
int64_t size_bytes() const override { return 0; }
int32_t files_count() const override { return 0; }
int64_t estimated_row_count() const override { return 0; }
};
namespace internal {
// Internal table scan context used by different scan implementations.
struct TableScanContext {
std::optional<int64_t> snapshot_id;
std::shared_ptr<Expression> filter;
bool ignore_residuals{false};
bool case_sensitive{true};
bool return_column_stats{false};
std::unordered_set<int32_t> columns_to_keep_stats;
std::vector<std::string> selected_columns;
std::shared_ptr<Schema> projected_schema;
std::unordered_map<std::string, std::string> options;
bool from_snapshot_id_inclusive{false};
std::optional<int64_t> from_snapshot_id;
std::optional<int64_t> to_snapshot_id;
std::string branch{};
std::optional<int64_t> min_rows_requested;
// Validate the context parameters to see if they have conflicts.
[[nodiscard]] Status Validate() const;
};
} // namespace internal
// Concept to check if a type is an incremental scan
template <typename T>
concept IsIncrementalScan = std::is_base_of_v<IncrementalScan<FileScanTask>, T> ||
std::is_base_of_v<IncrementalScan<ChangelogScanTask>, T>;
/// \brief Builder class for creating TableScan instances.
template <typename ScanType = DataTableScan>
class ICEBERG_EXPORT TableScanBuilder : public ErrorCollector {
public:
/// \brief Constructs a TableScanBuilder for the given table.
/// \param metadata Current table metadata.
/// \param io FileIO instance for reading manifests files.
static Result<std::unique_ptr<TableScanBuilder<ScanType>>> Make(
std::shared_ptr<TableMetadata> metadata, std::shared_ptr<FileIO> io);
/// \brief Update property that will override the table's behavior
/// based on the incoming pair. Unknown properties will be ignored.
/// \param key name of the table property to be overridden
/// \param value value to override with
TableScanBuilder& Option(std::string key, std::string value);
/// \brief Set the projected schema.
/// \param schema a projection schema
TableScanBuilder& Project(std::shared_ptr<Schema> schema);
/// \brief If data columns are selected via Select(), controls whether
/// the match to the schema will be done with case sensitivity. Default is true.
/// \param case_sensitive whether the scan is case-sensitive
TableScanBuilder& CaseSensitive(bool case_sensitive);
/// \brief Request this scan to load the column stats with each data file.
///
/// Column stats include: value count, null value count, lower bounds, and upper bounds.
TableScanBuilder& IncludeColumnStats();
/// \brief Request this scan to load the column stats for the specific columns with each
/// data file.
///
/// Column stats include: value count, null value count, lower bounds, and upper bounds.
///
/// \param requested_columns column names for which to keep the stats.
TableScanBuilder& IncludeColumnStats(const std::vector<std::string>& requested_columns);
/// \brief Request this scan to read the given data columns.
///
/// This produces an expected schema that includes all fields that are either selected
/// or used by this scan's filter expression.
///
/// \param column_names column names from the table's schema
TableScanBuilder& Select(const std::vector<std::string>& column_names);
/// \brief Set the expression to filter data.
/// \param filter a filter expression
TableScanBuilder& Filter(std::shared_ptr<Expression> filter);
/// \brief Request data filtering to files but not to rows in those files.
TableScanBuilder& IgnoreResiduals();
/// \brief Request this scan to return at least the given number of rows.
///
/// This is used as a hint and is entirely optional in order to not have to return more
/// rows than necessary. This may return fewer rows if the scan does not contain that
/// many, or it may return more than requested.
///
/// \param num_rows The minimum number of rows requested
TableScanBuilder& MinRowsRequested(int64_t num_rows);
/// \brief Request this scan to use the given snapshot by ID.
/// \param snapshot_id a snapshot ID
/// \note InvalidArgument will be returned if the snapshot cannot be found
TableScanBuilder& UseSnapshot(int64_t snapshot_id);
/// \brief Request this scan to use the given reference.
/// \param ref reference
/// \note InvalidArgument will be returned if a reference with the given name
/// could not be found
TableScanBuilder& UseRef(const std::string& ref);
/// \brief Request this scan to use the most recent snapshot as of the given time
/// in milliseconds on the branch in the scan or main if no branch is set.
/// \param timestamp_millis a timestamp in milliseconds.
/// \note InvalidArgument will be returned if the snapshot cannot be found or time
/// travel is attempted on a tag
TableScanBuilder& AsOfTime(int64_t timestamp_millis);
/// \brief Instructs this scan to look for changes starting from a particular snapshot.
///
/// This method is only available for incremental scans.
/// If the start snapshot is not configured, it defaults to the oldest ancestor of
/// the end snapshot (inclusive).
///
/// \param from_snapshot_id the start snapshot ID
/// \param inclusive whether the start snapshot is inclusive, default is false
/// \note InvalidArgument will be returned if the start snapshot is not an ancestor of
/// the end snapshot
TableScanBuilder& FromSnapshot(int64_t from_snapshot_id, bool inclusive = false)
requires IsIncrementalScan<ScanType>;
/// \brief Instructs this scan to look for changes starting from a particular snapshot.
///
/// This method is only available for incremental scans.
/// If the start snapshot is not configured, it defaults to the oldest ancestor of
/// the end snapshot (inclusive).
///
/// \param ref the start ref name that points to a particular snapshot ID
/// \param inclusive whether the start snapshot is inclusive, default is false
/// \note InvalidArgument will be returned if the start snapshot is not an ancestor of
/// the end snapshot
TableScanBuilder& FromSnapshot(const std::string& ref, bool inclusive = false)
requires IsIncrementalScan<ScanType>;
/// \brief Instructs this scan to look for changes up to a particular snapshot
/// (inclusive).
///
/// This method is only available for incremental scans.
/// If the end snapshot is not configured, it defaults to the current table snapshot
/// (inclusive).
///
/// \param to_snapshot_id the end snapshot ID (inclusive)
TableScanBuilder& ToSnapshot(int64_t to_snapshot_id)
requires IsIncrementalScan<ScanType>;
/// \brief Instructs this scan to look for changes up to a particular snapshot ref
/// (inclusive).
///
/// This method is only available for incremental scans.
/// If the end snapshot is not configured, it defaults to the current table snapshot
/// (inclusive).
///
/// \param ref the end snapshot Ref (inclusive)
TableScanBuilder& ToSnapshot(const std::string& ref)
requires IsIncrementalScan<ScanType>;
/// \brief Use the specified branch
///
/// This method is only available for incremental scans.
/// \param branch the branch name
TableScanBuilder& UseBranch(const std::string& branch)
requires IsIncrementalScan<ScanType>;
/// \brief Builds and returns a TableScan instance.
/// \return A Result containing the TableScan or an error.
Result<std::unique_ptr<ScanType>> Build();
protected:
TableScanBuilder(std::shared_ptr<TableMetadata> metadata, std::shared_ptr<FileIO> io);
// Return the schema bound to the specified snapshot.
Result<std::reference_wrapper<const std::shared_ptr<Schema>>> ResolveSnapshotSchema();
std::shared_ptr<TableMetadata> metadata_;
std::shared_ptr<FileIO> io_;
internal::TableScanContext context_;
std::shared_ptr<Schema> snapshot_schema_;
};
/// \brief Represents a configured scan operation on a table.
class ICEBERG_EXPORT TableScan {
public:
virtual ~TableScan();
/// \brief Returns the table metadata being scanned.
const std::shared_ptr<TableMetadata>& metadata() const;
/// \brief Returns the snapshot to scan. If there is no snapshot, returns nullptr.
Result<std::shared_ptr<Snapshot>> snapshot() const;
/// \brief Returns the projected schema for the scan.
Result<std::shared_ptr<Schema>> schema() const;
/// \brief Returns the scan context.
const internal::TableScanContext& context() const;
/// \brief Returns the file I/O instance used for reading files.
const std::shared_ptr<FileIO>& io() const;
/// \brief Returns this scan's filter expression.
const std::shared_ptr<Expression>& filter() const;
/// \brief Returns whether this scan is case-sensitive.
bool is_case_sensitive() const;
protected:
TableScan(std::shared_ptr<TableMetadata> metadata, std::shared_ptr<Schema> schema,
std::shared_ptr<FileIO> io, internal::TableScanContext context);
Result<std::reference_wrapper<const std::shared_ptr<Schema>>> ResolveProjectedSchema()
const;
virtual const std::vector<std::string>& ScanColumns() const;
const std::shared_ptr<TableMetadata> metadata_;
const std::shared_ptr<Schema> schema_;
const std::shared_ptr<FileIO> io_;
const internal::TableScanContext context_;
mutable std::shared_ptr<Schema> projected_schema_;
};
/// \brief A scan that reads data files and applies delete files to filter rows.
class ICEBERG_EXPORT DataTableScan : public TableScan {
public:
~DataTableScan() override = default;
/// \brief Constructs a DataTableScan instance.
static Result<std::unique_ptr<DataTableScan>> Make(
std::shared_ptr<TableMetadata> metadata, std::shared_ptr<Schema> schema,
std::shared_ptr<FileIO> io, internal::TableScanContext context);
/// \brief Plans the scan tasks by resolving manifests and data files.
/// \return A Result containing scan tasks or an error.
Result<std::vector<std::shared_ptr<FileScanTask>>> PlanFiles() const;
protected:
using TableScan::TableScan;
};
/// \brief A base template class for incremental scans that read changes between
/// snapshots, and return scan tasks of the specified type.
template <typename ScanTaskType>
class ICEBERG_TEMPLATE_CLASS_EXPORT IncrementalScan : public TableScan {
public:
~IncrementalScan() override = default;
Result<std::vector<std::shared_ptr<ScanTaskType>>> PlanFiles() const;
protected:
virtual Result<std::vector<std::shared_ptr<ScanTaskType>>> PlanFiles(
std::optional<int64_t> from_snapshot_id_exclusive,
int64_t to_snapshot_id_inclusive) const = 0;
using TableScan::TableScan;
};
extern template class ICEBERG_TEMPLATE_CLASS_EXPORT IncrementalScan<FileScanTask>;
extern template class ICEBERG_TEMPLATE_CLASS_EXPORT IncrementalScan<ChangelogScanTask>;
/// \brief A scan that reads data files added between snapshots (incremental appends).
class ICEBERG_EXPORT IncrementalAppendScan : public IncrementalScan<FileScanTask> {
public:
/// \brief Constructs an IncrementalAppendScan instance.
static Result<std::unique_ptr<IncrementalAppendScan>> Make(
std::shared_ptr<TableMetadata> metadata, std::shared_ptr<Schema> schema,
std::shared_ptr<FileIO> io, internal::TableScanContext context);
~IncrementalAppendScan() override = default;
using IncrementalScan::PlanFiles;
protected:
Result<std::vector<std::shared_ptr<FileScanTask>>> PlanFiles(
std::optional<int64_t> from_snapshot_id_exclusive,
int64_t to_snapshot_id_inclusive) const override;
using IncrementalScan::IncrementalScan;
};
/// \brief A scan that reads changelog entries between snapshots.
class ICEBERG_EXPORT IncrementalChangelogScan
: public IncrementalScan<ChangelogScanTask> {
public:
/// \brief Constructs an IncrementalChangelogScan instance.
static Result<std::unique_ptr<IncrementalChangelogScan>> Make(
std::shared_ptr<TableMetadata> metadata, std::shared_ptr<Schema> schema,
std::shared_ptr<FileIO> io, internal::TableScanContext context);
~IncrementalChangelogScan() override = default;
using IncrementalScan::PlanFiles;
protected:
Result<std::vector<std::shared_ptr<ChangelogScanTask>>> PlanFiles(
std::optional<int64_t> from_snapshot_id_exclusive,
int64_t to_snapshot_id_inclusive) const override;
using IncrementalScan::IncrementalScan;
};
} // namespace iceberg