internal/bigquery/bigquery.go - pkgsite-metrics - Git at Google

 // Copyright 2022 The Go Authors. All rights reserved.
 // Use of this source code is governed by a BSD-style
 // license that can be found in the LICENSE file.

 // Package bigquery provides a client for reading and writing to BigQuery.
 package bigquery

 import (
 	"context"
 	"crypto/sha256"
 	"encoding/hex"
 	"errors"
 	"fmt"
 	"net/http"
 	"strings"
 	"sync"
 	"time"

 	bq "cloud.google.com/go/bigquery"
 	"cloud.google.com/go/civil"
 	"golang.org/x/pkgsite-metrics/internal/derrors"
 	"google.golang.org/api/googleapi"
 	"google.golang.org/api/iterator"
 )

 // Client is a client for connecting to BigQuery.
 type Client struct {
 	client               *bq.Client
 	dataset              *bq.Dataset
 	deleteDatasetOnClose bool
 }

 // NewClient creates a new client for connecting to BigQuery, referring to a single dataset.
 // The dataset must already exist.
 func NewClient(ctx context.Context, projectID, datasetID string) (_ *Client, err error) {
 	defer derrors.Wrap(&err, "New(ctx, %q, %q)", projectID, datasetID)
 	client, err := bq.NewClient(ctx, projectID)
 	if err != nil {
 		return nil, err
 	}
 	dataset := client.DatasetInProject(projectID, datasetID)
 	if _, err := dataset.Metadata(ctx); err != nil {
 		return nil, err
 	}
 	return &Client{
 		client:  client,
 		dataset: dataset,
 	}, nil
 }

 // NewClientCreate is like NewClient, but it creates the dataset if it doesn't exist.
 func NewClientCreate(ctx context.Context, projectID, datasetID string) (_ *Client, err error) {
 	if err := CreateDataset(ctx, projectID, datasetID); err != nil {
 		return nil, err
 	}
 	return NewClient(ctx, projectID, datasetID)
 }

 func (c *Client) Close() (err error) {
 	if c.deleteDatasetOnClose {
 		err = c.dataset.DeleteWithContents(context.Background())
 	}
 	return errors.Join(err, c.client.Close())
 }

 // NewClientForTesting creates a client with a new, unique dataset. Closing the client deletes the dataset.
 func NewClientForTesting(ctx context.Context, projectID, testID string) (*Client, error) {
 	dsID := fmt.Sprintf("test_%s_%s", testID, time.Now().Format("20060102T030405"))
 	c, err := NewClientCreate(ctx, projectID, dsID)
 	if err != nil {
 		return nil, err
 	}
 	c.deleteDatasetOnClose = true
 	return c, nil
 }

 // CreateDataset creates a BigQuery dataset if it does not already exist.
 func CreateDataset(ctx context.Context, projectID, datasetID string) (err error) {
 	defer derrors.Wrap(&err, "CreateDataset(%q, %q)", projectID, datasetID)
 	client, err := bq.NewClient(ctx, projectID)
 	if err != nil {
 		return err
 	}
 	dataset := client.DatasetInProject(projectID, datasetID)
 	err = dataset.Create(ctx, &bq.DatasetMetadata{Name: datasetID})
 	if err != nil && !isAlreadyExistsError(err) {
 		return err
 	}
 	return nil
 }

 // isNotFoundError reports whether the error, which should come from a cloud.google.com/go/bigquery
 // client call, is a NotFound error.
 func isNotFoundError(err error) bool {
 	return hasCode(err, http.StatusNotFound)
 }

 func isAlreadyExistsError(err error) bool {
 	// The BigQuery API uses 409 for something that exists.
 	return hasCode(err, http.StatusConflict)
 }

 func hasCode(err error, code int) bool {
 	var gerr *googleapi.Error
 	if !errors.As(err, &gerr) {
 		return false
 	}
 	return gerr.Code == code
 }

 // Dataset returns the underlying client dataset.
 func (c *Client) Dataset() *bq.Dataset {
 	return c.dataset
 }

 // Table returns a handle for the given tableID in the client's dataset.
 func (c *Client) Table(tableID string) *bq.Table {
 	return c.dataset.Table(tableID)
 }

 // FullTableName returns the fully-qualified name of the table, suitable for
 // use in queries.
 func (c *Client) FullTableName(tableID string) string {
 	// From https://github.com/googleapis/google-cloud-go/blob/bigquery/v1.43.0/bigquery/table.go#L544.
 	return fmt.Sprintf("%s.%s.%s", c.dataset.ProjectID, c.dataset.DatasetID, tableID)
 }

 // CreateTable creates a table with the given name if it doesn't exist.
 func (c *Client) CreateTable(ctx context.Context, tableID string) (err error) {
 	defer derrors.Wrap(&err, "CreateTable(%q)", tableID)
 	schema := TableSchema(tableID)
 	if schema == nil {
 		return fmt.Errorf("no schema registered for table %q", tableID)
 	}
 	err = c.Table(tableID).Create(ctx, &bq.TableMetadata{Schema: schema})
 	if err != nil && !isAlreadyExistsError(err) {
 		return err
 	}
 	return nil
 }

 // CreateOrUpdateTable creates a table if it does not exist, or updates it if it does.
 // It returns true if it created the table.
 func (c *Client) CreateOrUpdateTable(ctx context.Context, tableID string) (created bool, err error) {
 	defer derrors.Wrap(&err, "CreateOrUpdateTable(%q)", tableID)
 	meta, err := c.Table(tableID).Metadata(ctx) // check if the table already exists
 	if err != nil {
 		if !isNotFoundError(err) {
 			return false, err
 		}
 		return true, c.CreateTable(ctx, tableID)
 	}
 	schema := TableSchema(tableID)
 	if schema == nil {
 		return false, fmt.Errorf("no schema registered for table %q", tableID)
 	}
 	_, err = c.Table(tableID).Update(ctx, bq.TableMetadataToUpdate{Schema: schema}, meta.ETag)
 	// There is a race condition if multiple threads of control call this function concurrently:
 	// The table may have changed since Metadata was called above, making the Etag invalid and
 	// resulting in a PreconditionFailed error. This error is harmless: it just means that someone
 	// else updated the table before us. Ignore it.
 	if isAlreadyExistsError(err) || hasCode(err, http.StatusPreconditionFailed) {
 		return false, nil
 	}
 	return false, err
 }

 // A Row is something that can be uploaded to BigQuery.
 type Row interface {
 	SetUploadTime(time.Time)
 }

 // Upload inserts a row into the table.
 func (c *Client) Upload(ctx context.Context, tableID string, row Row) (err error) {
 	defer derrors.Wrap(&err, "Upload(ctx, %q)", tableID)
 	u := c.Table(tableID).Inserter()
 	row.SetUploadTime(time.Now())
 	return u.Put(ctx, row)
 }

 // UploadMany inserts multiple rows into the table.
 // Each row should be a struct pointer.
 // The chunkSize parameter limits the number of rows sent in a single request; this may
 // be necessary to avoid reaching the maximum size of a request.
 // If chunkSize is <= 0, all rows will be sent in one request.
 func UploadMany[T Row](ctx context.Context, client *Client, tableID string, rows []T, chunkSize int) (err error) {
 	defer derrors.Wrap(&err, "UploadMany(%q), %d rows, chunkSize=%d", tableID, len(rows), chunkSize)

 	now := time.Now()
 	// Set upload time.
 	for _, r := range rows {
 		r.SetUploadTime(now)
 	}

 	ins := client.Table(tableID).Inserter()
 	if chunkSize <= 0 {
 		return ins.Put(ctx, rows)
 	}
 	start := 0
 	for start < len(rows) {
 		end := start + chunkSize
 		if end > len(rows) {
 			end = len(rows)
 		}
 		for {
 			if err := ins.Put(ctx, rows[start:end]); err == nil {
 				break
 			} else if hasCode(err, http.StatusRequestEntityTooLarge) && end-start > 1 {
 				// Request too large; reduce this chunk size by half.
 				end = start + (end-start)/2
 				continue
 			} else {
 				return err
 			}
 		}
 		start = end
 	}
 	return nil
 }

 // ForEachRow calls f for each row in the given iterator.
 // It returns as soon as f returns false.
 func ForEachRow[T any](iter *bq.RowIterator, f func(*T) bool) error {
 	for {
 		var row T
 		err := iter.Next(&row)
 		if err == iterator.Done {
 			break
 		}
 		if err != nil {
 			return err
 		}
 		if !f(&row) {
 			break
 		}
 	}
 	return nil
 }

 // All returns all rows returned by iter.
 func All[T any](iter *bq.RowIterator) ([]*T, error) {
 	var ts []*T
 	err := ForEachRow(iter, func(t *T) bool {
 		ts = append(ts, t)
 		return true
 	})
 	if err != nil {
 		return nil, err
 	}
 	return ts, nil
 }

 func (c *Client) Query(ctx context.Context, q string) (*bq.RowIterator, error) {
 	return c.client.Query(q).Read(ctx)
 }

 // NullString constructs a bq.NullString.
 func NullString(s string) bq.NullString {
 	return bq.NullString{StringVal: s, Valid: true}
 }

 // NullInt constructs a bq.NullInt.
 func NullInt(i int) bq.NullInt64 {
 	return bq.NullInt64{Int64: int64(i), Valid: true}
 }

 // NullTime constructs a bq.NullTime.
 func NullTime(t time.Time) bq.NullTime {
 	return bq.NullTime{Time: civil.TimeOf(t), Valid: true}
 }

 // SchemaVersion computes a relatively short string from a schema, such that
 // different schemas result in different strings with high probability.
 func SchemaVersion(schema bq.Schema) string {
 	hash := sha256.Sum256([]byte(SchemaString(schema)))
 	return hex.EncodeToString(hash[:])
 }

 // SchemaString returns a long, human-readable string summarizing schema.
 func SchemaString(schema bq.Schema) string {
 	var b strings.Builder
 	for i, field := range schema {
 		if i > 0 {
 			b.WriteRune(';')
 		}
 		b.WriteString(field.Name)
 		if field.Repeated {
 			b.WriteString(",rep")
 		}
 		if field.Required {
 			b.WriteString(",req")
 		}
 		b.WriteByte(':')
 		if field.Type == bq.RecordFieldType {
 			fmt.Fprintf(&b, "(%s)", SchemaString(field.Schema))
 		} else {
 			b.WriteString(string(field.Type))
 		}
 	}
 	return b.String()
 }

 var (
 	tableMu sync.Mutex
 	tables  = map[string]bq.Schema{}
 )

 // AddTable records the schema for a table, so CreateTable just needs the name.
 func AddTable(tableID string, s bq.Schema) {
 	tableMu.Lock()
 	defer tableMu.Unlock()
 	tables[tableID] = s
 }

 // TableSchema returns the schema associated with the given table,
 // or nil if there is none.
 func TableSchema(tableID string) bq.Schema {
 	tableMu.Lock()
 	defer tableMu.Unlock()
 	return tables[tableID]
 }

 // PartitionQuery describes a query that returns one row for each distinct value
 // of the partition column in the given table.
 //
 // The selected row will be the first one according to the OrderBy clauses.
 //
 // For example, say the students table holds student names and classes.
 // Then
 //
 //	  PartitionQuery{
 //		   Table: "students",
 //		   PartitionOn: "class",
 //		   OrderBy: "name ASC",
 //		 }.String()
 //
 // will construct a query returning the student in each class whose name is
 // alphabetically first.
 //
 // (BigQuery SQL has no DISTINCT ON feature and doesn't allow columns of type RECORD
 // in queries with DISTINCT, so we have to take this approach.)
 type PartitionQuery struct {
 	From        string // should use full table name
 	Columns     string // comma-separated columns to select, or "*" ("" => "*")
 	PartitionOn string // comma-separated columns defining the partition
 	OrderBy     string // text after ORDER BY: comma-separated columns, each
 	// optionally followed by DESC or ASC
 }

 func (q PartitionQuery) String() string {
 	// This query first organizes the table rows into windows that have the same partitionColumn.
 	// The rows in each window are sorted by the given orderings.
 	// They are then assigned numbers, where 1 is the first row in the window.
 	// Finally, only the first row in each window is chosen.
 	// (ROW_NUMBER guarantees that each row has a distinct number; RANK assigns the
 	// same number to identical rows, which means that the result may still contain
 	// duplicates.)
 	const qf = `
 		SELECT * EXCEPT (rownum)
 		FROM (
 			SELECT %s, ROW_NUMBER() OVER (
 				PARTITION BY %s
 				ORDER BY %s
 			) AS rownum
 			FROM %s
 		) WHERE rownum = 1
 	`
 	cols := q.Columns
 	if cols == "" {
 		cols = "*"
 	}
 	return fmt.Sprintf(qf, cols, q.PartitionOn, q.OrderBy, q.From)
 }

 // InferSchema is a copy of cloud.google.com/go/bigquery.InferSchema so
 // users don't have to import cloud.google.com/go/bigquery just to get it.
 var InferSchema = bq.InferSchema
	// Copyright 2022 The Go Authors. All rights reserved.
	// Use of this source code is governed by a BSD-style
	// license that can be found in the LICENSE file.

	// Package bigquery provides a client for reading and writing to BigQuery.
	package bigquery

	import (
	"context"
	"crypto/sha256"
	"encoding/hex"
	"errors"
	"fmt"
	"net/http"
	"strings"
	"sync"
	"time"

	bq "cloud.google.com/go/bigquery"
	"cloud.google.com/go/civil"
	"golang.org/x/pkgsite-metrics/internal/derrors"
	"google.golang.org/api/googleapi"
	"google.golang.org/api/iterator"
	)

	// Client is a client for connecting to BigQuery.
	type Client struct {
	client *bq.Client
	dataset *bq.Dataset
	deleteDatasetOnClose bool
	}

	// NewClient creates a new client for connecting to BigQuery, referring to a single dataset.
	// The dataset must already exist.
	func NewClient(ctx context.Context, projectID, datasetID string) (_ *Client, err error) {
	defer derrors.Wrap(&err, "New(ctx, %q, %q)", projectID, datasetID)
	client, err := bq.NewClient(ctx, projectID)
	if err != nil {
	return nil, err
	}
	dataset := client.DatasetInProject(projectID, datasetID)
	if _, err := dataset.Metadata(ctx); err != nil {
	return nil, err
	}
	return &Client{
	client: client,
	dataset: dataset,
	}, nil
	}

	// NewClientCreate is like NewClient, but it creates the dataset if it doesn't exist.
	func NewClientCreate(ctx context.Context, projectID, datasetID string) (_ *Client, err error) {
	if err := CreateDataset(ctx, projectID, datasetID); err != nil {
	return nil, err
	}
	return NewClient(ctx, projectID, datasetID)
	}

	func (c *Client) Close() (err error) {
	if c.deleteDatasetOnClose {
	err = c.dataset.DeleteWithContents(context.Background())
	}
	return errors.Join(err, c.client.Close())
	}

	// NewClientForTesting creates a client with a new, unique dataset. Closing the client deletes the dataset.
	func NewClientForTesting(ctx context.Context, projectID, testID string) (*Client, error) {
	dsID := fmt.Sprintf("test_%s_%s", testID, time.Now().Format("20060102T030405"))
	c, err := NewClientCreate(ctx, projectID, dsID)
	if err != nil {
	return nil, err
	}
	c.deleteDatasetOnClose = true
	return c, nil
	}

	// CreateDataset creates a BigQuery dataset if it does not already exist.
	func CreateDataset(ctx context.Context, projectID, datasetID string) (err error) {
	defer derrors.Wrap(&err, "CreateDataset(%q, %q)", projectID, datasetID)
	client, err := bq.NewClient(ctx, projectID)
	if err != nil {
	return err
	}
	dataset := client.DatasetInProject(projectID, datasetID)
	err = dataset.Create(ctx, &bq.DatasetMetadata{Name: datasetID})
	if err != nil && !isAlreadyExistsError(err) {
	return err
	}
	return nil
	}

	// isNotFoundError reports whether the error, which should come from a cloud.google.com/go/bigquery
	// client call, is a NotFound error.
	func isNotFoundError(err error) bool {
	return hasCode(err, http.StatusNotFound)
	}

	func isAlreadyExistsError(err error) bool {
	// The BigQuery API uses 409 for something that exists.
	return hasCode(err, http.StatusConflict)
	}

	func hasCode(err error, code int) bool {
	var gerr *googleapi.Error
	if !errors.As(err, &gerr) {
	return false
	}
	return gerr.Code == code
	}

	// Dataset returns the underlying client dataset.
	func (c Client) Dataset() bq.Dataset {
	return c.dataset
	}

	// Table returns a handle for the given tableID in the client's dataset.
	func (c Client) Table(tableID string) bq.Table {
	return c.dataset.Table(tableID)
	}

	// FullTableName returns the fully-qualified name of the table, suitable for
	// use in queries.
	func (c *Client) FullTableName(tableID string) string {
	// From https://github.com/googleapis/google-cloud-go/blob/bigquery/v1.43.0/bigquery/table.go#L544.
	return fmt.Sprintf("%s.%s.%s", c.dataset.ProjectID, c.dataset.DatasetID, tableID)
	}

	// CreateTable creates a table with the given name if it doesn't exist.
	func (c *Client) CreateTable(ctx context.Context, tableID string) (err error) {
	defer derrors.Wrap(&err, "CreateTable(%q)", tableID)
	schema := TableSchema(tableID)
	if schema == nil {
	return fmt.Errorf("no schema registered for table %q", tableID)
	}
	err = c.Table(tableID).Create(ctx, &bq.TableMetadata{Schema: schema})
	if err != nil && !isAlreadyExistsError(err) {
	return err
	}
	return nil
	}

	// CreateOrUpdateTable creates a table if it does not exist, or updates it if it does.
	// It returns true if it created the table.
	func (c *Client) CreateOrUpdateTable(ctx context.Context, tableID string) (created bool, err error) {
	defer derrors.Wrap(&err, "CreateOrUpdateTable(%q)", tableID)
	meta, err := c.Table(tableID).Metadata(ctx) // check if the table already exists
	if err != nil {
	if !isNotFoundError(err) {
	return false, err
	}
	return true, c.CreateTable(ctx, tableID)
	}
	schema := TableSchema(tableID)
	if schema == nil {
	return false, fmt.Errorf("no schema registered for table %q", tableID)
	}
	_, err = c.Table(tableID).Update(ctx, bq.TableMetadataToUpdate{Schema: schema}, meta.ETag)
	// There is a race condition if multiple threads of control call this function concurrently:
	// The table may have changed since Metadata was called above, making the Etag invalid and
	// resulting in a PreconditionFailed error. This error is harmless: it just means that someone
	// else updated the table before us. Ignore it.
	if isAlreadyExistsError(err) \|\| hasCode(err, http.StatusPreconditionFailed) {
	return false, nil
	}
	return false, err
	}

	// A Row is something that can be uploaded to BigQuery.
	type Row interface {
	SetUploadTime(time.Time)
	}

	// Upload inserts a row into the table.
	func (c *Client) Upload(ctx context.Context, tableID string, row Row) (err error) {
	defer derrors.Wrap(&err, "Upload(ctx, %q)", tableID)
	u := c.Table(tableID).Inserter()
	row.SetUploadTime(time.Now())
	return u.Put(ctx, row)
	}

	// UploadMany inserts multiple rows into the table.
	// Each row should be a struct pointer.
	// The chunkSize parameter limits the number of rows sent in a single request; this may
	// be necessary to avoid reaching the maximum size of a request.
	// If chunkSize is <= 0, all rows will be sent in one request.
	func UploadMany[T Row](ctx context.Context, client *Client, tableID string, rows []T, chunkSize int) (err error) {
	defer derrors.Wrap(&err, "UploadMany(%q), %d rows, chunkSize=%d", tableID, len(rows), chunkSize)

	now := time.Now()
	// Set upload time.
	for _, r := range rows {
	r.SetUploadTime(now)
	}

	ins := client.Table(tableID).Inserter()
	if chunkSize <= 0 {
	return ins.Put(ctx, rows)
	}
	start := 0
	for start < len(rows) {
	end := start + chunkSize
	if end > len(rows) {
	end = len(rows)
	}
	for {
	if err := ins.Put(ctx, rows[start:end]); err == nil {
	break
	} else if hasCode(err, http.StatusRequestEntityTooLarge) && end-start > 1 {
	// Request too large; reduce this chunk size by half.
	end = start + (end-start)/2
	continue
	} else {
	return err
	}
	}
	start = end
	}
	return nil
	}

	// ForEachRow calls f for each row in the given iterator.
	// It returns as soon as f returns false.
	func ForEachRow[T any](iter bq.RowIterator, f func(T) bool) error {
	for {
	var row T
	err := iter.Next(&row)
	if err == iterator.Done {
	break
	}
	if err != nil {
	return err
	}
	if !f(&row) {
	break
	}
	}
	return nil
	}

	// All returns all rows returned by iter.
	func All[T any](iter bq.RowIterator) ([]T, error) {
	var ts []*T
	err := ForEachRow(iter, func(t *T) bool {
	ts = append(ts, t)
	return true
	})
	if err != nil {
	return nil, err
	}
	return ts, nil
	}

	func (c Client) Query(ctx context.Context, q string) (bq.RowIterator, error) {
	return c.client.Query(q).Read(ctx)
	}

	// NullString constructs a bq.NullString.
	func NullString(s string) bq.NullString {
	return bq.NullString{StringVal: s, Valid: true}
	}

	// NullInt constructs a bq.NullInt.
	func NullInt(i int) bq.NullInt64 {
	return bq.NullInt64{Int64: int64(i), Valid: true}
	}

	// NullTime constructs a bq.NullTime.
	func NullTime(t time.Time) bq.NullTime {
	return bq.NullTime{Time: civil.TimeOf(t), Valid: true}
	}

	// SchemaVersion computes a relatively short string from a schema, such that
	// different schemas result in different strings with high probability.
	func SchemaVersion(schema bq.Schema) string {
	hash := sha256.Sum256([]byte(SchemaString(schema)))
	return hex.EncodeToString(hash[:])
	}

	// SchemaString returns a long, human-readable string summarizing schema.
	func SchemaString(schema bq.Schema) string {
	var b strings.Builder
	for i, field := range schema {
	if i > 0 {
	b.WriteRune(';')
	}
	b.WriteString(field.Name)
	if field.Repeated {
	b.WriteString(",rep")
	}
	if field.Required {
	b.WriteString(",req")
	}
	b.WriteByte(':')
	if field.Type == bq.RecordFieldType {
	fmt.Fprintf(&b, "(%s)", SchemaString(field.Schema))
	} else {
	b.WriteString(string(field.Type))
	}
	}
	return b.String()
	}

	var (
	tableMu sync.Mutex
	tables = map[string]bq.Schema{}
	)

	// AddTable records the schema for a table, so CreateTable just needs the name.
	func AddTable(tableID string, s bq.Schema) {
	tableMu.Lock()
	defer tableMu.Unlock()
	tables[tableID] = s
	}

	// TableSchema returns the schema associated with the given table,
	// or nil if there is none.
	func TableSchema(tableID string) bq.Schema {
	tableMu.Lock()
	defer tableMu.Unlock()
	return tables[tableID]
	}

	// PartitionQuery describes a query that returns one row for each distinct value
	// of the partition column in the given table.
	//
	// The selected row will be the first one according to the OrderBy clauses.
	//
	// For example, say the students table holds student names and classes.
	// Then
	//
	// PartitionQuery{
	// Table: "students",
	// PartitionOn: "class",
	// OrderBy: "name ASC",
	// }.String()
	//
	// will construct a query returning the student in each class whose name is
	// alphabetically first.
	//
	// (BigQuery SQL has no DISTINCT ON feature and doesn't allow columns of type RECORD
	// in queries with DISTINCT, so we have to take this approach.)
	type PartitionQuery struct {
	From string // should use full table name
	Columns string // comma-separated columns to select, or "" ("" => "")
	PartitionOn string // comma-separated columns defining the partition
	OrderBy string // text after ORDER BY: comma-separated columns, each
	// optionally followed by DESC or ASC
	}

	func (q PartitionQuery) String() string {
	// This query first organizes the table rows into windows that have the same partitionColumn.
	// The rows in each window are sorted by the given orderings.
	// They are then assigned numbers, where 1 is the first row in the window.
	// Finally, only the first row in each window is chosen.
	// (ROW_NUMBER guarantees that each row has a distinct number; RANK assigns the
	// same number to identical rows, which means that the result may still contain
	// duplicates.)
	const qf = `
	SELECT * EXCEPT (rownum)
	FROM (
	SELECT %s, ROW_NUMBER() OVER (
	PARTITION BY %s
	ORDER BY %s
	) AS rownum
	FROM %s
	) WHERE rownum = 1
	`
	cols := q.Columns
	if cols == "" {
	cols = "*"
	}
	return fmt.Sprintf(qf, cols, q.PartitionOn, q.OrderBy, q.From)
	}

	// InferSchema is a copy of cloud.google.com/go/bigquery.InferSchema so
	// users don't have to import cloud.google.com/go/bigquery just to get it.
	var InferSchema = bq.InferSchema