package json import ( "bytes" "context" stdj "encoding/json" "fmt" "io" "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]any 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]any 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]any 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]any, 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 = io.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 = io.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 _, 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 = io.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 }