sq/drivers/json/import_json.go
Neil O'Toole a92b9abf34
Initial work on a JSON driver (#70)
* implementation work for json importers

* json driver checkpoint

* working on json.ParseObjectsInArray

* json.ParseObjectsInArray seems to be working

* checkpoint while tidying up ParseObjectsInArray

* more tidy checkpoint

* more tidy checkpoint 2

* tidying up ParseObjectsInArray

* tidy up

* code/docs cleanup

* more cleanup of json driver

* more cleanup of json driver

* flat json import seemingly working

* improvements to json driver

* json writer now prints empty [] for postgres empty tables
2020-10-20 09:05:43 -06:00

485 lines
12 KiB
Go

package json
import (
"bytes"
"context"
stdj "encoding/json"
"fmt"
"io"
"io/ioutil"
"github.com/neilotoole/lg"
"github.com/neilotoole/sq/libsq/core/errz"
"github.com/neilotoole/sq/libsq/core/stringz"
"github.com/neilotoole/sq/libsq/driver"
"github.com/neilotoole/sq/libsq/source"
)
// DetectJSON implements source.TypeDetectFunc.
// The function returns TypeJSON for two varieties of input:
func DetectJSON(ctx context.Context, log lg.Log, openFn source.FileOpenFunc) (detected source.Type, score float32, err error) {
var r1, r2 io.ReadCloser
r1, err = openFn()
if err != nil {
return source.TypeNone, 0, errz.Err(err)
}
defer log.WarnIfCloseError(r1)
dec := stdj.NewDecoder(r1)
var tok stdj.Token
tok, err = dec.Token()
if err != nil {
return source.TypeNone, 0, nil
}
delim, ok := tok.(stdj.Delim)
if !ok {
return source.TypeNone, 0, nil
}
switch delim {
default:
return source.TypeNone, 0, nil
case leftBrace:
// The input is a single JSON object
r2, err = openFn()
// buf gets a copy of what is read from r2
buf := &buffer{}
if err != nil {
return source.TypeNone, 0, errz.Err(err)
}
defer log.WarnIfCloseError(r2)
dec = stdj.NewDecoder(io.TeeReader(r2, buf))
var m map[string]interface{}
err = dec.Decode(&m)
if err != nil {
return source.TypeNone, 0, nil
}
if dec.More() {
// The input is supposed to be just a single object, so
// it shouldn't have more tokens
return source.TypeNone, 0, nil
}
// If the input is all on a single line, then it could be
// either JSON or JSONL. For single-line input, prefer JSONL.
lineCount := stringz.LineCount(bytes.NewReader(buf.b), true)
switch lineCount {
case -1:
// should never happen
return source.TypeNone, 0, errz.New("unknown problem reading JSON input")
case 0:
// should never happen
return source.TypeNone, 0, errz.New("JSON input is empty")
case 1:
// If the input is a JSON object on a single line, it could
// be TypeJSON or TypeJSONL. In deference to TypeJSONL, we
// return 0.9 instead of 1.0
return TypeJSON, 0.9, nil
default:
return TypeJSON, 1.0, nil
}
case leftBracket:
// The input is one or more JSON objects inside an array
}
r2, err = openFn()
if err != nil {
return source.TypeNone, 0, errz.Err(err)
}
defer log.WarnIfCloseError(r2)
sc := newObjectInArrayScanner(r2)
var validObjCount int
var obj map[string]interface{}
for {
select {
case <-ctx.Done():
return source.TypeNone, 0, ctx.Err()
default:
}
obj, _, err = sc.next()
if err != nil {
return source.TypeNone, 0, ctx.Err()
}
if obj == nil { // end of input
break
}
validObjCount++
if validObjCount >= driver.Tuning.SampleSize {
break
}
}
if validObjCount > 0 {
return TypeJSON, 1.0, nil
}
return source.TypeNone, 0, nil
}
//func detectJSONObjectsInArray(ctx context.Context, r io.Reader)
func importJSON(ctx context.Context, log lg.Log, job importJob) error {
r, err := job.openFn()
if err != nil {
return err
}
defer log.WarnIfCloseError(r)
drvr := job.destDB.SQLDriver()
db, err := job.destDB.DB().Conn(ctx)
if err != nil {
return errz.Err(err)
}
defer log.WarnIfCloseError(db)
proc := newProcessor(job.flatten)
scan := newObjectInArrayScanner(r)
var (
obj map[string]interface{}
chunk []byte
schemaModified bool
curSchema *importSchema
insertions []*insertion
hasMore bool
)
for {
obj, chunk, err = scan.next()
if err != nil {
return err
}
// obj is returned nil by scan.next when end of input.
hasMore = obj != nil
if schemaModified {
if !hasMore || scan.objCount >= job.sampleSize {
log.Debugf("line[%d]: time to (re)build the schema", scan.objCount)
if curSchema == nil {
log.Debug("First time building the schema")
}
var newSchema *importSchema
newSchema, err = proc.buildSchemaFlat()
if err != nil {
return err
}
err = execSchemaDelta(ctx, log, drvr, db, curSchema, newSchema)
if err != nil {
return err
}
// The DB has been updated with the current schema,
// so we mark it as clean.
proc.markSchemaClean()
curSchema = newSchema
newSchema = nil
insertions, err = proc.buildInsertionsFlat(curSchema)
if err != nil {
return err
}
err = execInsertions(ctx, log, drvr, db, insertions)
if err != nil {
return err
}
}
if !hasMore {
// We're done
break
}
}
schemaModified, err = proc.processObject(obj, chunk)
if err != nil {
return err
}
// Initial schema has not been created: we're still in
// the sampling phase. So we loop.
if curSchema == nil {
continue
}
// If we got this far, the initial schema has already been created.
if schemaModified {
// But... the schema has been modified. We could still be in
// the sampling phase, so we loop.
continue
}
// The schema exists in the DB, and the current JSON chunk hasn't
// dirtied the schema, so it's safe to insert the recent rows.
insertions, err = proc.buildInsertionsFlat(curSchema)
if err != nil {
return err
}
err = execInsertions(ctx, log, drvr, db, insertions)
if err != nil {
return err
}
}
if scan.objCount == 0 {
return errz.New("empty JSON input")
}
return nil
}
// objectsInArrayScanner scans JSON text that consists of an array of
// JSON objects, returning the decoded object and the chunk of JSON
// that it was scanned from. Example input: [{a:1},{a:2},{a:3}]
type objectsInArrayScanner struct {
// buf will get all the data that the JSON decoder reads.
// buf's role is to keep track of JSON text that has already been
// consumed by dec, so that we can return the raw JSON chunk
// when returning its object. Note that on each invocation
// of next, the buffer is trimmed, otherwise it would grow
// unbounded.
buf *buffer
// bufOffset is the offset of buf's byte slice relative to the
// entire input stream. This is necessary given that we trim
// buf to prevent unbounded growth.
bufOffset int
// dec is the stdlib json decoder.
dec *stdj.Decoder
// curDecPos is the current position of the decoder in the
// input stream.
curDecPos int
// prevDecPos holds the previous position of the decoder
// in the input stream.
prevDecPos int
// decBuf holds the value of dec.Buffered, which allows us
// to look ahead at the upcoming decoder values.
decBuf []byte
// objCount is the count of objects processed by method next.
objCount int
}
// newObjectInArrayScanner returns a new instance that
// reads from r.
func newObjectInArrayScanner(r io.Reader) *objectsInArrayScanner {
buf := &buffer{b: []byte{}}
// Everything that dec reads from r is written
// to buf via the TeeReader.
dec := stdj.NewDecoder(io.TeeReader(r, buf))
return &objectsInArrayScanner{buf: buf, dec: dec}
}
// next scans the next object from the reader. The returned chunk holds
// the raw JSON that the obj was decoded from. When no more objects,
// obj and chunk are nil.
func (s *objectsInArrayScanner) next() (obj map[string]interface{}, chunk []byte, err error) {
var tok stdj.Token
if s.bufOffset == 0 {
// This is only invoked on the first call to next().
// The first token must be left-bracket '['
tok, err = requireDelimToken(s.dec, leftBracket)
if err != nil {
return nil, nil, err
}
s.prevDecPos = int(s.dec.InputOffset())
// Sync s.buf with the position in the stream
s.buf.b = s.buf.b[s.prevDecPos:]
s.bufOffset = s.prevDecPos
}
more := s.dec.More()
if !more {
// We've reached the end of the stream.
// Make sure there's no trailing invalid stuff
s.decBuf, err = ioutil.ReadAll(s.dec.Buffered())
if err != nil {
return nil, nil, errz.Err(err)
}
trimmed := bytes.TrimSpace(s.decBuf)
switch {
case len(trimmed) == 0:
case len(trimmed) == 1 && trimmed[0] == ']':
default:
return nil, nil, errz.Errorf("invalid JSON: non-whitespace trailing input: %s", string(s.decBuf))
}
return nil, nil, nil
}
// Decode the next json into obj.
err = s.dec.Decode(&obj)
if err != nil {
return nil, nil, errz.Err(err)
}
s.curDecPos = int(s.dec.InputOffset())
s.decBuf, err = ioutil.ReadAll(s.dec.Buffered())
if err != nil {
return nil, nil, errz.Err(err)
}
more = s.dec.More()
// Peek ahead in the decoder buffer
delimIndex, delim := nextDelim(s.decBuf, 0, true)
if delimIndex == -1 {
return nil, nil, errz.New("invalid JSON: additional input expected")
}
// If end of input, delim should be right-bracket.
// If there's another object to come, delim should be comma.
// If delim not found, or some other delim, it's an error.
switch delim {
default:
// bad input
return nil, nil, errz.Errorf("invalid JSON: expected comma or right-bracket ']' token but got: %s", formatToken(tok))
case ']':
// should be end of input
tok, err = requireDelimToken(s.dec, rightBracket)
if err != nil {
return nil, nil, errz.Err(err)
}
if more {
return nil, nil, errz.New("unexpected additional JSON input after closing ']'")
}
// Make sure there's no invalid trailing stuff
s.decBuf, err = ioutil.ReadAll(s.dec.Buffered())
if err != nil {
return nil, nil, errz.Err(err)
}
if len(bytes.TrimSpace(s.decBuf)) != 0 {
return nil, nil, errz.Errorf("invalid JSON: non-whitespace trailing input: %s", string(s.decBuf))
}
case ',':
// Expect more objects to come
if !more {
return nil, nil, errz.New("invalid JSON: expected additional tokens input after comma")
}
}
// Note that we re-use the vars delimIndex and delim here.
// Above us, these vars referred to s.decBuf, not s.buf as here.
delimIndex, delim = nextDelim(s.buf.b, s.prevDecPos-s.bufOffset, false)
if delimIndex == -1 {
return nil, nil, errz.Errorf("invalid JSON: expected delimiter token")
}
switch delim {
default:
return nil, nil,
errz.Errorf("invalid JSON: expected comma or left-brace '{' but got: %s", string(delim))
case '{':
}
chunk = make([]byte, s.curDecPos-s.prevDecPos-delimIndex)
copy(chunk, s.buf.b[s.prevDecPos-s.bufOffset+delimIndex:s.curDecPos-s.bufOffset])
if !stdj.Valid(chunk) {
// Should never happen; should be able to delete this check
return nil, nil, errz.Errorf("invalid JSON")
}
// If processing a large stream, s.buf.b will grow unbounded.
// So we snip it down to size and use s.bufOffset to track
// the nominal size.
s.buf.b = s.buf.b[s.curDecPos-s.bufOffset:]
s.bufOffset = s.curDecPos
s.prevDecPos = s.curDecPos
s.objCount++
return obj, chunk, nil
}
// buffer is a basic implementation of io.Writer.
type buffer struct {
b []byte
}
// Write implements io.Writer.
func (b *buffer) Write(p []byte) (n int, err error) {
b.b = append(b.b, p...)
return len(p), nil
}
// requireDelimToken invokes dec.Token, returning an error if the
// token is not delim.
func requireDelimToken(dec *stdj.Decoder, delim stdj.Delim) (stdj.Token, error) {
tok, err := dec.Token()
if err != nil {
return tok, err
}
if tok != delim {
return tok, errz.Errorf("expected next token to be delimiter %q but got: %s", string(delim), formatToken(tok))
}
return tok, nil
}
// formatToken returns a string representation of tok.
func formatToken(tok stdj.Token) string {
switch v := tok.(type) {
case string:
return v
case stdj.Delim:
return string(v)
default:
return fmt.Sprintf("%v", v)
}
}
// nextDelim returns the index in b of the first JSON
// delimiter (left or right bracket, left or right brace)
// occurring from index start onwards. If arg comma is true,
// comma is also considered a delimiter. If no delimiter
// found, (-1, 0) is returned.
func nextDelim(b []byte, start int, comma bool) (i int, delim byte) {
for i = start; i < len(b); i++ {
switch b[i] {
case '{', '}', '[', ']':
return i, b[i]
case ',':
if comma {
return i, b[i]
}
}
}
return -1, 0
}