github.com/thiagoyeds/go-cloud@v0.26.0/docstore/awsdynamodb/query.go (about)

     1  // Copyright 2019 The Go Cloud Development Kit Authors
     2  //
     3  // Licensed under the Apache License, Version 2.0 (the "License");
     4  // you may not use this file except in compliance with the License.
     5  // You may obtain a copy of the License at
     6  //
     7  //     https://www.apache.org/licenses/LICENSE-2.0
     8  //
     9  // Unless required by applicable law or agreed to in writing, software
    10  // distributed under the License is distributed on an "AS IS" BASIS,
    11  // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    12  // See the License for the specific language governing permissions and
    13  // limitations under the License.
    14  
    15  package awsdynamodb
    16  
    17  import (
    18  	"bytes"
    19  	"context"
    20  	"errors"
    21  	"fmt"
    22  	"io"
    23  	"sort"
    24  	"strings"
    25  	"time"
    26  
    27  	"github.com/aws/aws-sdk-go/aws"
    28  	dyn "github.com/aws/aws-sdk-go/service/dynamodb"
    29  	"github.com/aws/aws-sdk-go/service/dynamodb/expression"
    30  	"gocloud.dev/docstore/driver"
    31  	"gocloud.dev/gcerrors"
    32  	"gocloud.dev/internal/gcerr"
    33  )
    34  
    35  // TODO: support parallel scans (http://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Scan.html#Scan.ParallelScan)
    36  
    37  // TODO(jba): support an empty item slice returned from an RPC: "A Query operation can
    38  // return an empty result set and a LastEvaluatedKey if all the items read for the
    39  // page of results are filtered out."
    40  
    41  type avmap = map[string]*dyn.AttributeValue
    42  
    43  func (c *collection) RunGetQuery(ctx context.Context, q *driver.Query) (driver.DocumentIterator, error) {
    44  	qr, err := c.planQuery(q)
    45  	if err != nil {
    46  		if gcerrors.Code(err) == gcerrors.Unimplemented && c.opts.RunQueryFallback != nil {
    47  			return c.opts.RunQueryFallback(ctx, q, c.RunGetQuery)
    48  		}
    49  		return nil, err
    50  	}
    51  	if err := c.checkPlan(qr); err != nil {
    52  		return nil, err
    53  	}
    54  	it := &documentIterator{
    55  		qr:    qr,
    56  		limit: q.Limit,
    57  		count: 0, // manually count limit since dynamodb uses "limit" as scan limit before filtering
    58  	}
    59  	it.items, it.last, it.asFunc, err = it.qr.run(ctx, nil)
    60  	if err != nil {
    61  		return nil, err
    62  	}
    63  	return it, nil
    64  }
    65  
    66  func (c *collection) checkPlan(qr *queryRunner) error {
    67  	if qr.scanIn != nil && qr.scanIn.FilterExpression != nil && !c.opts.AllowScans {
    68  		return gcerr.Newf(gcerr.InvalidArgument, nil, "query requires a table scan; set Options.AllowScans to true to enable")
    69  	}
    70  	return nil
    71  }
    72  
    73  func (c *collection) planQuery(q *driver.Query) (*queryRunner, error) {
    74  	var cb expression.Builder
    75  	cbUsed := false // It's an error to build an empty Builder.
    76  	// Set up the projection expression.
    77  	if len(q.FieldPaths) > 0 {
    78  		var pb expression.ProjectionBuilder
    79  		hasFields := map[string]bool{}
    80  		for _, fp := range q.FieldPaths {
    81  			if len(fp) == 1 {
    82  				hasFields[fp[0]] = true
    83  			}
    84  			pb = pb.AddNames(expression.Name(strings.Join(fp, ".")))
    85  		}
    86  		// Always include the keys.
    87  		for _, f := range []string{c.partitionKey, c.sortKey} {
    88  			if f != "" && !hasFields[f] {
    89  				pb = pb.AddNames(expression.Name(f))
    90  				q.FieldPaths = append(q.FieldPaths, []string{f})
    91  			}
    92  		}
    93  		cb = cb.WithProjection(pb)
    94  		cbUsed = true
    95  	}
    96  
    97  	// Find the best thing to query (table or index).
    98  	indexName, pkey, skey := c.bestQueryable(q)
    99  	if indexName == nil && pkey == "" {
   100  		// No query can be done: fall back to scanning.
   101  		if q.OrderByField != "" {
   102  			// Scans are unordered, so we can't run this query.
   103  			// TODO(jba): If the user specifies all the partition keys, and there is a global
   104  			// secondary index whose sort key is the order-by field, then we can query that index
   105  			// for every value of the partition key and merge the results.
   106  			// TODO(jba): If the query has a reasonable limit N, then we can run a scan and keep
   107  			// the top N documents in memory.
   108  			return nil, gcerr.Newf(gcerr.Unimplemented, nil, "query requires a table scan, but has an ordering requirement; add an index or provide Options.RunQueryFallback")
   109  		}
   110  		if len(q.Filters) > 0 {
   111  			cb = cb.WithFilter(filtersToConditionBuilder(q.Filters))
   112  			cbUsed = true
   113  		}
   114  		in := &dyn.ScanInput{
   115  			TableName:      &c.table,
   116  			ConsistentRead: aws.Bool(c.opts.ConsistentRead),
   117  		}
   118  		if cbUsed {
   119  			ce, err := cb.Build()
   120  			if err != nil {
   121  				return nil, err
   122  			}
   123  			in.ExpressionAttributeNames = ce.Names()
   124  			in.ExpressionAttributeValues = ce.Values()
   125  			in.FilterExpression = ce.Filter()
   126  			in.ProjectionExpression = ce.Projection()
   127  		}
   128  		return &queryRunner{c: c, scanIn: in, beforeRun: q.BeforeQuery}, nil
   129  	}
   130  
   131  	// Do a query.
   132  	cb = processFilters(cb, q.Filters, pkey, skey)
   133  	ce, err := cb.Build()
   134  	if err != nil {
   135  		return nil, err
   136  	}
   137  	qIn := &dyn.QueryInput{
   138  		TableName:                 &c.table,
   139  		IndexName:                 indexName,
   140  		ExpressionAttributeNames:  ce.Names(),
   141  		ExpressionAttributeValues: ce.Values(),
   142  		KeyConditionExpression:    ce.KeyCondition(),
   143  		FilterExpression:          ce.Filter(),
   144  		ProjectionExpression:      ce.Projection(),
   145  		ConsistentRead:            aws.Bool(c.opts.ConsistentRead),
   146  	}
   147  	if q.OrderByField != "" && !q.OrderAscending {
   148  		qIn.ScanIndexForward = &q.OrderAscending
   149  	}
   150  	return &queryRunner{
   151  		c:         c,
   152  		queryIn:   qIn,
   153  		beforeRun: q.BeforeQuery,
   154  	}, nil
   155  }
   156  
   157  // Return the best choice of queryable (table or index) for this query.
   158  // How to interpret the return values:
   159  // - If indexName is nil but pkey is not empty, then use the table.
   160  // - If all return values are zero, no query will work: do a scan.
   161  func (c *collection) bestQueryable(q *driver.Query) (indexName *string, pkey, skey string) {
   162  	// If the query has an "=" filter on the table's partition key, look at the table
   163  	// and local indexes.
   164  	if hasEqualityFilter(q, c.partitionKey) {
   165  		// If the table has a sort key that's in the query, and the ordering
   166  		// constraint works with the sort key, use the table.
   167  		// (Query results are always ordered by sort key.)
   168  		if hasFilter(q, c.sortKey) && orderingConsistent(q, c.sortKey) {
   169  			return nil, c.partitionKey, c.sortKey
   170  		}
   171  		// Look at local indexes. They all have the same partition key as the base table.
   172  		// If one has a sort key in the query, use it.
   173  		for _, li := range c.description.LocalSecondaryIndexes {
   174  			pkey, skey := keyAttributes(li.KeySchema)
   175  			if hasFilter(q, skey) && localFieldsIncluded(q, li) && orderingConsistent(q, skey) {
   176  				return li.IndexName, pkey, skey
   177  			}
   178  		}
   179  	}
   180  	// Consider the global indexes: if one has a matching partition and sort key, and
   181  	// the projected fields of the index include those of the query, use it.
   182  	for _, gi := range c.description.GlobalSecondaryIndexes {
   183  		pkey, skey := keyAttributes(gi.KeySchema)
   184  		if skey == "" {
   185  			continue // We'll visit global indexes without a sort key later.
   186  		}
   187  		if hasEqualityFilter(q, pkey) && hasFilter(q, skey) && c.globalFieldsIncluded(q, gi) && orderingConsistent(q, skey) {
   188  			return gi.IndexName, pkey, skey
   189  		}
   190  	}
   191  	// There are no matches for both partition and sort key. Now consider matches on partition key only.
   192  	// That will still be better than a scan.
   193  	// First, check the table itself.
   194  	if hasEqualityFilter(q, c.partitionKey) && orderingConsistent(q, c.sortKey) {
   195  		return nil, c.partitionKey, c.sortKey
   196  	}
   197  	// No point checking local indexes: they have the same partition key as the table.
   198  	// Check the global indexes.
   199  	for _, gi := range c.description.GlobalSecondaryIndexes {
   200  		pkey, skey := keyAttributes(gi.KeySchema)
   201  		if hasEqualityFilter(q, pkey) && c.globalFieldsIncluded(q, gi) && orderingConsistent(q, skey) {
   202  			return gi.IndexName, pkey, skey
   203  		}
   204  	}
   205  	// We cannot do a query.
   206  	// TODO: return the reason why we couldn't. At a minimum, distinguish failure due to keys
   207  	// from failure due to projection (i.e. a global index had the right partition and sort key,
   208  	// but didn't project the necessary fields).
   209  	return nil, "", ""
   210  }
   211  
   212  // localFieldsIncluded reports whether a local index supports all the selected fields
   213  // of a query. Since DynamoDB will read explicitly provided fields from the table if
   214  // they are not projected into the index, the only case where a local index cannot
   215  // be used is when the query wants all the fields, and the index projection is not ALL.
   216  // See https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/LSI.html#LSI.Projections.
   217  func localFieldsIncluded(q *driver.Query, li *dyn.LocalSecondaryIndexDescription) bool {
   218  	return len(q.FieldPaths) > 0 || *li.Projection.ProjectionType == "ALL"
   219  }
   220  
   221  // orderingConsistent reports whether the ordering constraint is consistent with the sort key field.
   222  // That is, either there is no OrderBy clause, or the clause specifies the sort field.
   223  func orderingConsistent(q *driver.Query, sortField string) bool {
   224  	return q.OrderByField == "" || q.OrderByField == sortField
   225  }
   226  
   227  // globalFieldsIncluded reports whether the fields selected by the query are
   228  // projected into (that is, contained directly in) the global index. We need this
   229  // check before using the index, because if a global index doesn't have all the
   230  // desired fields, then a separate RPC for each returned item would be necessary to
   231  // retrieve those fields, and we'd rather scan than do that.
   232  func (c *collection) globalFieldsIncluded(q *driver.Query, gi *dyn.GlobalSecondaryIndexDescription) bool {
   233  	proj := gi.Projection
   234  	if *proj.ProjectionType == "ALL" {
   235  		// The index has all the fields of the table: we're good.
   236  		return true
   237  	}
   238  	if len(q.FieldPaths) == 0 {
   239  		// The query wants all the fields of the table, but we can't be sure that the
   240  		// index has them.
   241  		return false
   242  	}
   243  	// The table's keys and the index's keys are always in the index.
   244  	pkey, skey := keyAttributes(gi.KeySchema)
   245  	indexFields := map[string]bool{c.partitionKey: true, pkey: true}
   246  	if c.sortKey != "" {
   247  		indexFields[c.sortKey] = true
   248  	}
   249  	if skey != "" {
   250  		indexFields[skey] = true
   251  	}
   252  	for _, nka := range proj.NonKeyAttributes {
   253  		indexFields[*nka] = true
   254  	}
   255  	// Every field path in the query must be in the index.
   256  	for _, fp := range q.FieldPaths {
   257  		if !indexFields[strings.Join(fp, ".")] {
   258  			return false
   259  		}
   260  	}
   261  	return true
   262  }
   263  
   264  // Extract the names of the partition and sort key attributes from the schema of a
   265  // table or index.
   266  func keyAttributes(ks []*dyn.KeySchemaElement) (pkey, skey string) {
   267  	for _, k := range ks {
   268  		switch *k.KeyType {
   269  		case "HASH":
   270  			pkey = *k.AttributeName
   271  		case "RANGE":
   272  			skey = *k.AttributeName
   273  		default:
   274  			panic("bad key type: " + *k.KeyType)
   275  		}
   276  	}
   277  	return pkey, skey
   278  }
   279  
   280  // Reports whether q has a filter that mentions the top-level field.
   281  func hasFilter(q *driver.Query, field string) bool {
   282  	if field == "" {
   283  		return false
   284  	}
   285  	for _, f := range q.Filters {
   286  		if driver.FieldPathEqualsField(f.FieldPath, field) {
   287  			return true
   288  		}
   289  	}
   290  	return false
   291  }
   292  
   293  // Reports whether q has a filter that checks if the top-level field is equal to something.
   294  func hasEqualityFilter(q *driver.Query, field string) bool {
   295  	for _, f := range q.Filters {
   296  		if f.Op == driver.EqualOp && driver.FieldPathEqualsField(f.FieldPath, field) {
   297  			return true
   298  		}
   299  	}
   300  	return false
   301  }
   302  
   303  type queryRunner struct {
   304  	c         *collection
   305  	scanIn    *dyn.ScanInput
   306  	queryIn   *dyn.QueryInput
   307  	beforeRun func(asFunc func(i interface{}) bool) error
   308  }
   309  
   310  func (qr *queryRunner) run(ctx context.Context, startAfter avmap) (items []avmap, last avmap, asFunc func(i interface{}) bool, err error) {
   311  	if qr.scanIn != nil {
   312  		qr.scanIn.ExclusiveStartKey = startAfter
   313  		if qr.beforeRun != nil {
   314  			asFunc := func(i interface{}) bool {
   315  				p, ok := i.(**dyn.ScanInput)
   316  				if !ok {
   317  					return false
   318  				}
   319  				*p = qr.scanIn
   320  				return true
   321  			}
   322  			if err := qr.beforeRun(asFunc); err != nil {
   323  				return nil, nil, nil, err
   324  			}
   325  		}
   326  		out, err := qr.c.db.ScanWithContext(ctx, qr.scanIn)
   327  		if err != nil {
   328  			return nil, nil, nil, err
   329  		}
   330  		return out.Items, out.LastEvaluatedKey,
   331  			func(i interface{}) bool {
   332  				p, ok := i.(**dyn.ScanOutput)
   333  				if !ok {
   334  					return false
   335  				}
   336  				*p = out
   337  				return true
   338  			}, nil
   339  	}
   340  	qr.queryIn.ExclusiveStartKey = startAfter
   341  	if qr.beforeRun != nil {
   342  		asFunc := func(i interface{}) bool {
   343  			p, ok := i.(**dyn.QueryInput)
   344  			if !ok {
   345  				return false
   346  			}
   347  			*p = qr.queryIn
   348  			return true
   349  		}
   350  		if err := qr.beforeRun(asFunc); err != nil {
   351  			return nil, nil, nil, err
   352  		}
   353  	}
   354  	out, err := qr.c.db.QueryWithContext(ctx, qr.queryIn)
   355  	if err != nil {
   356  		return nil, nil, nil, err
   357  	}
   358  	return out.Items, out.LastEvaluatedKey,
   359  		func(i interface{}) bool {
   360  			p, ok := i.(**dyn.QueryOutput)
   361  			if !ok {
   362  				return false
   363  			}
   364  			*p = out
   365  			return true
   366  		}, nil
   367  }
   368  
   369  func processFilters(cb expression.Builder, fs []driver.Filter, pkey, skey string) expression.Builder {
   370  	var kbs []expression.KeyConditionBuilder
   371  	var cfs []driver.Filter
   372  	for _, f := range fs {
   373  		if kb, ok := toKeyCondition(f, pkey, skey); ok {
   374  			kbs = append(kbs, kb)
   375  			continue
   376  		}
   377  		cfs = append(cfs, f)
   378  	}
   379  	keyBuilder := kbs[0]
   380  	for i := 1; i < len(kbs); i++ {
   381  		keyBuilder = keyBuilder.And(kbs[i])
   382  	}
   383  	cb = cb.WithKeyCondition(keyBuilder)
   384  	if len(cfs) > 0 {
   385  		cb = cb.WithFilter(filtersToConditionBuilder(cfs))
   386  	}
   387  	return cb
   388  }
   389  
   390  func filtersToConditionBuilder(fs []driver.Filter) expression.ConditionBuilder {
   391  	if len(fs) == 0 {
   392  		panic("no filters")
   393  	}
   394  	var cb expression.ConditionBuilder
   395  	cb = toFilter(fs[0])
   396  	for _, f := range fs[1:] {
   397  		cb = cb.And(toFilter(f))
   398  	}
   399  	return cb
   400  }
   401  
   402  func toKeyCondition(f driver.Filter, pkey, skey string) (expression.KeyConditionBuilder, bool) {
   403  	kp := strings.Join(f.FieldPath, ".")
   404  	if kp == pkey || kp == skey {
   405  		key := expression.Key(kp)
   406  		val := expression.Value(f.Value)
   407  		switch f.Op {
   408  		case "<":
   409  			return expression.KeyLessThan(key, val), true
   410  		case "<=":
   411  			return expression.KeyLessThanEqual(key, val), true
   412  		case driver.EqualOp:
   413  			return expression.KeyEqual(key, val), true
   414  		case ">=":
   415  			return expression.KeyGreaterThanEqual(key, val), true
   416  		case ">":
   417  			return expression.KeyGreaterThan(key, val), true
   418  		default:
   419  			panic(fmt.Sprint("invalid filter operation:", f.Op))
   420  		}
   421  	}
   422  	return expression.KeyConditionBuilder{}, false
   423  }
   424  
   425  func toFilter(f driver.Filter) expression.ConditionBuilder {
   426  	name := expression.Name(strings.Join(f.FieldPath, "."))
   427  	val := expression.Value(f.Value)
   428  	switch f.Op {
   429  	case "<":
   430  		return expression.LessThan(name, val)
   431  	case "<=":
   432  		return expression.LessThanEqual(name, val)
   433  	case driver.EqualOp:
   434  		return expression.Equal(name, val)
   435  	case ">=":
   436  		return expression.GreaterThanEqual(name, val)
   437  	case ">":
   438  		return expression.GreaterThan(name, val)
   439  	default:
   440  		panic(fmt.Sprint("invalid filter operation:", f.Op))
   441  	}
   442  }
   443  
   444  type documentIterator struct {
   445  	qr     *queryRunner
   446  	items  []map[string]*dyn.AttributeValue
   447  	curr   int
   448  	limit  int
   449  	count  int // number of items returned
   450  	last   map[string]*dyn.AttributeValue
   451  	asFunc func(i interface{}) bool
   452  }
   453  
   454  func (it *documentIterator) Next(ctx context.Context, doc driver.Document) error {
   455  	if it.limit > 0 && it.count >= it.limit || it.curr >= len(it.items) && it.last == nil {
   456  		return io.EOF
   457  	}
   458  	if it.curr >= len(it.items) {
   459  		// Make a new query request at the end of this page.
   460  		var err error
   461  		it.items, it.last, it.asFunc, err = it.qr.run(ctx, it.last)
   462  		if err != nil {
   463  			return err
   464  		}
   465  		it.curr = 0
   466  	}
   467  	if err := decodeDoc(&dyn.AttributeValue{M: it.items[it.curr]}, doc); err != nil {
   468  		return err
   469  	}
   470  	it.curr++
   471  	it.count++
   472  	return nil
   473  }
   474  
   475  func (it *documentIterator) Stop() {
   476  	it.items = nil
   477  	it.last = nil
   478  }
   479  
   480  func (it *documentIterator) As(i interface{}) bool {
   481  	return it.asFunc(i)
   482  }
   483  
   484  func (c *collection) QueryPlan(q *driver.Query) (string, error) {
   485  	qr, err := c.planQuery(q)
   486  	if err != nil {
   487  		return "", err
   488  	}
   489  	return qr.queryPlan(), nil
   490  }
   491  
   492  func (qr *queryRunner) queryPlan() string {
   493  	if qr.scanIn != nil {
   494  		return "Scan"
   495  	}
   496  	if qr.queryIn.IndexName != nil {
   497  		return fmt.Sprintf("Index: %q", *qr.queryIn.IndexName)
   498  	}
   499  	return "Table"
   500  }
   501  
   502  // InMemorySortFallback returns a query fallback function for Options.RunQueryFallback.
   503  // The function accepts a query with an OrderBy clause. It runs the query without that clause,
   504  // reading all documents into memory, then sorts the documents according to the OrderBy clause.
   505  //
   506  // Only string, numeric, time and binary ([]byte) fields can be sorted.
   507  //
   508  // createDocument should create an empty document to be passed to DocumentIterator.Next.
   509  // The DocumentIterator returned by the FallbackFunc will also expect the same type of document.
   510  // If nil, then a map[string]interface{} will be used.
   511  func InMemorySortFallback(createDocument func() interface{}) FallbackFunc {
   512  	if createDocument == nil {
   513  		createDocument = func() interface{} { return map[string]interface{}{} }
   514  	}
   515  	return func(ctx context.Context, q *driver.Query, run RunQueryFunc) (driver.DocumentIterator, error) {
   516  		if q.OrderByField == "" {
   517  			return nil, errors.New("InMemorySortFallback expects an OrderBy query")
   518  		}
   519  		// Run the query without the OrderBy.
   520  		orderByField := q.OrderByField
   521  		q.OrderByField = ""
   522  		iter, err := run(ctx, q)
   523  		if err != nil {
   524  			return nil, err
   525  		}
   526  		defer iter.Stop()
   527  		// Collect the results into a slice.
   528  		var docs []driver.Document
   529  		for {
   530  			doc, err := driver.NewDocument(createDocument())
   531  			if err != nil {
   532  				return nil, err
   533  			}
   534  			err = iter.Next(ctx, doc)
   535  			if err == io.EOF {
   536  				break
   537  			}
   538  			if err != nil {
   539  				return nil, err
   540  			}
   541  			docs = append(docs, doc)
   542  		}
   543  		// Sort the documents.
   544  		// OrderByField is a single field, not a field path.
   545  		// First, put the field values in another slice, so we can
   546  		// return on error.
   547  		sortValues := make([]interface{}, len(docs))
   548  		for i, doc := range docs {
   549  			v, err := doc.GetField(orderByField)
   550  			if err != nil {
   551  				return nil, err
   552  			}
   553  			sortValues[i] = v
   554  		}
   555  		sort.Sort(docsForSorting{docs, sortValues, q.OrderAscending})
   556  		return &sliceIterator{docs: docs}, nil
   557  	}
   558  }
   559  
   560  type docsForSorting struct {
   561  	docs      []driver.Document
   562  	vals      []interface{}
   563  	ascending bool
   564  }
   565  
   566  func (d docsForSorting) Len() int { return len(d.docs) }
   567  
   568  func (d docsForSorting) Swap(i, j int) {
   569  	d.docs[i], d.docs[j] = d.docs[j], d.docs[i]
   570  	d.vals[i], d.vals[j] = d.vals[j], d.vals[i]
   571  }
   572  
   573  func (d docsForSorting) Less(i, j int) bool {
   574  	c := compare(d.vals[i], d.vals[j])
   575  	if d.ascending {
   576  		return c < 0
   577  	} else {
   578  		return c > 0
   579  	}
   580  }
   581  
   582  // compare returns -1 if v1 < v2, 0 if v1 == v2 and 1 if v1 > v2.
   583  //
   584  // Arbitrarily decide that strings < times < []byte < numbers.
   585  // TODO(jba): find and use the actual sort order that DynamoDB uses.
   586  func compare(v1, v2 interface{}) int {
   587  	switch v1 := v1.(type) {
   588  	case string:
   589  		if v2, ok := v2.(string); ok {
   590  			return strings.Compare(v1, v2)
   591  		}
   592  		return -1
   593  
   594  	case time.Time:
   595  		if v2, ok := v2.(time.Time); ok {
   596  			return driver.CompareTimes(v1, v2)
   597  		}
   598  		if _, ok := v2.(string); ok {
   599  			return 1
   600  		}
   601  		return -1
   602  
   603  	case []byte:
   604  		if v2, ok := v2.([]byte); ok {
   605  			return bytes.Compare(v1, v2)
   606  		}
   607  		if _, ok := v2.(string); ok {
   608  			return 1
   609  		}
   610  		if _, ok := v2.(time.Time); ok {
   611  			return 1
   612  		}
   613  		return -1
   614  
   615  	default:
   616  		cmp, err := driver.CompareNumbers(v1, v2)
   617  		if err != nil {
   618  			return -1
   619  		}
   620  		return cmp
   621  	}
   622  }
   623  
   624  type sliceIterator struct {
   625  	docs []driver.Document
   626  	next int
   627  }
   628  
   629  func (it *sliceIterator) Next(ctx context.Context, doc driver.Document) error {
   630  	if it.next >= len(it.docs) {
   631  		return io.EOF
   632  	}
   633  	it.next++
   634  	return copyTopLevel(doc, it.docs[it.next-1])
   635  }
   636  
   637  // Copy the top-level fields of src into dest.
   638  func copyTopLevel(dest, src driver.Document) error {
   639  	for _, f := range src.FieldNames() {
   640  		v, err := src.GetField(f)
   641  		if err != nil {
   642  			return err
   643  		}
   644  		if err := dest.SetField(f, v); err != nil {
   645  			return err
   646  		}
   647  	}
   648  	return nil
   649  }
   650  
   651  func (*sliceIterator) Stop()               {}
   652  func (*sliceIterator) As(interface{}) bool { return false }