// 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. // This API is EXPERIMENTAL. #pragma once #include #include #include #include #include #include "arrow/compute/exec/expression.h" #include "arrow/dataset/type_fwd.h" #include "arrow/dataset/visibility.h" #include "arrow/util/macros.h" #include "arrow/util/mutex.h" #include "arrow/util/optional.h" namespace arrow { namespace dataset { using RecordBatchGenerator = std::function>()>; /// \brief A granular piece of a Dataset, such as an individual file. /// /// A Fragment can be read/scanned separately from other fragments. It yields a /// collection of RecordBatches when scanned, encapsulated in one or more /// ScanTasks. /// /// Note that Fragments have well defined physical schemas which are reconciled by /// the Datasets which contain them; these physical schemas may differ from a parent /// Dataset's schema and the physical schemas of sibling Fragments. class ARROW_DS_EXPORT Fragment : public std::enable_shared_from_this { public: /// \brief Return the physical schema of the Fragment. /// /// The physical schema is also called the writer schema. /// This method is blocking and may suffer from high latency filesystem. /// The schema is cached after being read once, or may be specified at construction. Result> ReadPhysicalSchema(); /// An asynchronous version of Scan virtual Result ScanBatchesAsync( const std::shared_ptr& options) = 0; /// \brief Count the number of rows in this fragment matching the filter using metadata /// only. That is, this method may perform I/O, but will not load data. /// /// If this is not possible, resolve with an empty optional. The fragment can perform /// I/O (e.g. to read metadata) before it deciding whether it can satisfy the request. virtual Future> CountRows( compute::Expression predicate, const std::shared_ptr& options); virtual std::string type_name() const = 0; virtual std::string ToString() const { return type_name(); } /// \brief An expression which evaluates to true for all data viewed by this /// Fragment. const compute::Expression& partition_expression() const { return partition_expression_; } virtual ~Fragment() = default; protected: Fragment() = default; explicit Fragment(compute::Expression partition_expression, std::shared_ptr physical_schema); virtual Result> ReadPhysicalSchemaImpl() = 0; util::Mutex physical_schema_mutex_; compute::Expression partition_expression_ = compute::literal(true); std::shared_ptr physical_schema_; }; /// \brief Per-scan options for fragment(s) in a dataset. /// /// These options are not intrinsic to the format or fragment itself, but do affect /// the results of a scan. These are options which make sense to change between /// repeated reads of the same dataset, such as format-specific conversion options /// (that do not affect the schema). /// /// \ingroup dataset-scanning class ARROW_DS_EXPORT FragmentScanOptions { public: virtual std::string type_name() const = 0; virtual std::string ToString() const { return type_name(); } virtual ~FragmentScanOptions() = default; }; /// \defgroup dataset-implementations Concrete implementations /// /// @{ /// \brief A trivial Fragment that yields ScanTask out of a fixed set of /// RecordBatch. class ARROW_DS_EXPORT InMemoryFragment : public Fragment { public: InMemoryFragment(std::shared_ptr schema, RecordBatchVector record_batches, compute::Expression = compute::literal(true)); explicit InMemoryFragment(RecordBatchVector record_batches, compute::Expression = compute::literal(true)); Result ScanBatchesAsync( const std::shared_ptr& options) override; Future> CountRows( compute::Expression predicate, const std::shared_ptr& options) override; std::string type_name() const override { return "in-memory"; } protected: Result> ReadPhysicalSchemaImpl() override; RecordBatchVector record_batches_; }; /// @} /// \brief A container of zero or more Fragments. /// /// A Dataset acts as a union of Fragments, e.g. files deeply nested in a /// directory. A Dataset has a schema to which Fragments must align during a /// scan operation. This is analogous to Avro's reader and writer schema. class ARROW_DS_EXPORT Dataset : public std::enable_shared_from_this { public: /// \brief Begin to build a new Scan operation against this Dataset Result> NewScan(); /// \brief GetFragments returns an iterator of Fragments given a predicate. Result GetFragments(compute::Expression predicate); Result GetFragments(); const std::shared_ptr& schema() const { return schema_; } /// \brief An expression which evaluates to true for all data viewed by this Dataset. /// May be null, which indicates no information is available. const compute::Expression& partition_expression() const { return partition_expression_; } /// \brief The name identifying the kind of Dataset virtual std::string type_name() const = 0; /// \brief Return a copy of this Dataset with a different schema. /// /// The copy will view the same Fragments. If the new schema is not compatible with the /// original dataset's schema then an error will be raised. virtual Result> ReplaceSchema( std::shared_ptr schema) const = 0; virtual ~Dataset() = default; protected: explicit Dataset(std::shared_ptr schema) : schema_(std::move(schema)) {} Dataset(std::shared_ptr schema, compute::Expression partition_expression); virtual Result GetFragmentsImpl(compute::Expression predicate) = 0; std::shared_ptr schema_; compute::Expression partition_expression_ = compute::literal(true); }; /// \addtogroup dataset-implementations /// /// @{ /// \brief A Source which yields fragments wrapping a stream of record batches. /// /// The record batches must match the schema provided to the source at construction. class ARROW_DS_EXPORT InMemoryDataset : public Dataset { public: class RecordBatchGenerator { public: virtual ~RecordBatchGenerator() = default; virtual RecordBatchIterator Get() const = 0; }; /// Construct a dataset from a schema and a factory of record batch iterators. InMemoryDataset(std::shared_ptr schema, std::shared_ptr get_batches) : Dataset(std::move(schema)), get_batches_(std::move(get_batches)) {} /// Convenience constructor taking a fixed list of batches InMemoryDataset(std::shared_ptr schema, RecordBatchVector batches); /// Convenience constructor taking a Table explicit InMemoryDataset(std::shared_ptr table); std::string type_name() const override { return "in-memory"; } Result> ReplaceSchema( std::shared_ptr schema) const override; protected: Result GetFragmentsImpl(compute::Expression predicate) override; std::shared_ptr get_batches_; }; /// \brief A Dataset wrapping child Datasets. class ARROW_DS_EXPORT UnionDataset : public Dataset { public: /// \brief Construct a UnionDataset wrapping child Datasets. /// /// \param[in] schema the schema of the resulting dataset. /// \param[in] children one or more child Datasets. Their schemas must be identical to /// schema. static Result> Make(std::shared_ptr schema, DatasetVector children); const DatasetVector& children() const { return children_; } std::string type_name() const override { return "union"; } Result> ReplaceSchema( std::shared_ptr schema) const override; protected: Result GetFragmentsImpl(compute::Expression predicate) override; explicit UnionDataset(std::shared_ptr schema, DatasetVector children) : Dataset(std::move(schema)), children_(std::move(children)) {} DatasetVector children_; friend class UnionDatasetFactory; }; /// @} } // namespace dataset } // namespace arrow