diff --git a/client.go b/client.go index db2dac48..886e9698 100644 --- a/client.go +++ b/client.go @@ -3,16 +3,23 @@ package filetypes import ( csvFile "github.com/cloudquery/filetypes/csv" jsonFile "github.com/cloudquery/filetypes/json" + "github.com/cloudquery/filetypes/parquet" ) type Client struct { - spec *FileSpec - csv *csvFile.Client + spec *FileSpec + + csv *csvFile.Client + csvTransformer csvFile.Transformer + csvReverseTransformer csvFile.ReverseTransformer + json *jsonFile.Client - csvTransformer csvFile.Transformer - csvReverseTransformer csvFile.ReverseTransformer jsonTransformer jsonFile.Transformer jsonReverseTransformer jsonFile.ReverseTransformer + + parquet *parquet.Client + parquetTransformer parquet.Transformer + parquetReverseTransformer parquet.ReverseTransformer } // NewClient creates a new client for the given spec @@ -55,6 +62,16 @@ func NewClient(spec *FileSpec) (*Client, error) { json: client, }, nil + case FormatTypeParquet: + client, err := parquet.NewClient(parquet.WithSpec(*spec.parquetSpec)) + if err != nil { + return &Client{}, err + } + return &Client{ + spec: spec, + parquet: client, + }, nil + default: panic("unknown format " + spec.Format) } diff --git a/go.mod b/go.mod index 1ef5626c..4aa186ac 100644 --- a/go.mod +++ b/go.mod @@ -23,7 +23,19 @@ require ( gopkg.in/yaml.v2 v2.4.0 // indirect ) +require github.com/xitongsys/parquet-go v1.6.2 + +require ( + github.com/apache/arrow/go/arrow v0.0.0-20200730104253-651201b0f516 // indirect + github.com/apache/thrift v0.14.2 // indirect + github.com/golang/snappy v0.0.4 // indirect + github.com/xitongsys/parquet-go-source v0.0.0-20221025031416-9877e685ef65 // indirect + golang.org/x/xerrors v0.0.0-20200804184101-5ec99f83aff1 // indirect +) + require ( github.com/getsentry/sentry-go v0.17.0 // indirect; indirect // indirect + github.com/klauspost/compress v1.15.11 // indirect + github.com/pierrec/lz4/v4 v4.1.9 // indirect golang.org/x/text v0.6.0 // indirect; indirect // 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@@ -0,0 +1,23 @@ +package parquet + +type Options func(*Client) + +// Client is a parquet client. +type Client struct { + spec Spec +} + +func NewClient(options ...Options) (*Client, error) { + c := &Client{} + for _, option := range options { + option(c) + } + + return c, nil +} + +func WithSpec(spec Spec) Options { + return func(c *Client) { + c.spec = spec + } +} diff --git a/parquet/pqreader.go b/parquet/pqreader.go new file mode 100644 index 00000000..a4019f0d --- /dev/null +++ b/parquet/pqreader.go @@ -0,0 +1,41 @@ +package parquet + +import ( + "bytes" + "fmt" + + "github.com/xitongsys/parquet-go/source" +) + +type pqReader struct { + data []byte + + *bytes.Reader +} + +var _ source.ParquetFile = (*pqReader)(nil) + +func newPQReader(data []byte) *pqReader { + bu := make([]byte, len(data)) + copy(bu, data) + + return &pqReader{ + Reader: bytes.NewReader(bu), + data: bu, + } +} +func (pq *pqReader) Open(string) (source.ParquetFile, error) { + return newPQReader(pq.data), nil +} + +func (*pqReader) Close() error { + return nil +} + +func (*pqReader) Write([]byte) (n int, err error) { + return 0, fmt.Errorf("not implemented") +} + +func (*pqReader) Create(string) (source.ParquetFile, error) { + return nil, fmt.Errorf("not implemented") +} diff --git a/parquet/read.go b/parquet/read.go new file mode 100644 index 00000000..d9f67bff --- /dev/null +++ b/parquet/read.go @@ -0,0 +1,50 @@ +package parquet + +import ( + "bytes" + "fmt" + "io" + + "github.com/cloudquery/plugin-sdk/schema" + "github.com/xitongsys/parquet-go/reader" +) + +func (*Client) Read(f io.Reader, table *schema.Table, sourceName string, res chan<- []any) error { + sourceNameIndex := int64(table.Columns.Index(schema.CqSourceNameColumn.Name)) + if sourceNameIndex == -1 { + return fmt.Errorf("could not find column %s in table %s", schema.CqSourceNameColumn.Name, table.Name) + } + + buf := &bytes.Buffer{} + if _, err := io.Copy(buf, f); err != nil { + return err + } + + s := makeSchema(table.Columns) + r, err := reader.NewParquetReader(newPQReader(buf.Bytes()), s, 2) + if err != nil { + return fmt.Errorf("can't create parquet reader: %w", err) + } + defer r.ReadStop() + + for row := int64(0); row < r.GetNumRows(); row++ { + record := make([]any, len(table.Columns)) + for col := 0; col < len(table.Columns); col++ { + vals, _, _, err := r.ReadColumnByIndex(int64(col), 1) + if err != nil { + return err + } + if len(vals) == 1 { + record[col] = vals[0] + } else { + record[col] = vals + } + } + + if record[sourceNameIndex] == sourceName { + res <- record + } + } + + return nil +} diff --git a/parquet/schema.go b/parquet/schema.go new file mode 100644 index 00000000..098cbc35 --- /dev/null +++ b/parquet/schema.go @@ -0,0 +1,63 @@ +package parquet + +import ( + "encoding/json" + "strings" + + "github.com/cloudquery/plugin-sdk/schema" + pschema "github.com/xitongsys/parquet-go/schema" +) + +func makeSchema(cols schema.ColumnList) string { + s := pschema.JSONSchemaItemType{ + Tag: `name=parquet_go_root, repetitiontype=REQUIRED`, + } + + for i := range cols { + tag := `name=` + cols[i].Name + if opts := structOptsForColumn(cols[i]); len(opts) > 0 { + tag += ", " + strings.Join(opts, ", ") + } + s.Fields = append(s.Fields, &pschema.JSONSchemaItemType{Tag: tag}) + } + + b, _ := json.Marshal(s) + return string(b) +} + +func structOptsForColumn(col schema.Column) []string { + opts := []string{} + + switch col.Type { + case schema.TypeJSON: + opts = append(opts, "type=BYTE_ARRAY", "convertedtype=UTF8") + case schema.TypeTimestamp: + opts = append(opts, "type=INT64", "convertedtype=TIMESTAMP_MILLIS") + case schema.TypeString, schema.TypeUUID, schema.TypeCIDR, schema.TypeInet, schema.TypeMacAddr, + schema.TypeStringArray, schema.TypeUUIDArray, schema.TypeCIDRArray, schema.TypeInetArray, schema.TypeMacAddrArray: + opts = append(opts, "type=BYTE_ARRAY", "convertedtype=UTF8") + case schema.TypeFloat: + opts = append(opts, "type=DOUBLE") + case schema.TypeInt, schema.TypeIntArray: + opts = append(opts, "type=INT64") + case schema.TypeByteArray: + opts = append(opts, "type=BYTE_ARRAY") + case schema.TypeBool: + opts = append(opts, "type=BOOLEAN") + default: + panic("unhandled type: " + col.Type.String()) + } + + switch col.Type { + case schema.TypeStringArray, schema.TypeIntArray, schema.TypeUUIDArray, schema.TypeCIDRArray, schema.TypeInetArray, schema.TypeMacAddrArray: + opts = append(opts, "repetitiontype=REPEATED") + default: + if col.CreationOptions.PrimaryKey || col.CreationOptions.IncrementalKey { + opts = append(opts, "repetitiontype=REQUIRED") + } else { + opts = append(opts, "repetitiontype=OPTIONAL") + } + } + + return opts +} diff --git a/parquet/spec.go b/parquet/spec.go new file mode 100644 index 00000000..70abe54a --- /dev/null +++ b/parquet/spec.go @@ -0,0 +1,11 @@ +package parquet + +type Spec struct { +} + +func (*Spec) SetDefaults() { +} + +func (*Spec) Validate() error { + return nil +} diff --git a/parquet/transformer.go b/parquet/transformer.go new file mode 100644 index 00000000..122223b7 --- /dev/null +++ b/parquet/transformer.go @@ -0,0 +1,196 @@ +package parquet + +import ( + "fmt" + "time" + + "github.com/cloudquery/plugin-sdk/schema" +) + +type ReverseTransformer struct{} + +var _ interface { + ReverseTransformValues(table *schema.Table, values []any) (schema.CQTypes, error) +} = ReverseTransformer{} + +type Transformer struct{} + +var _ schema.CQTypeTransformer = Transformer{} + +func (Transformer) TransformBool(v *schema.Bool) any { + if v.Status != schema.Present { + return nil + } + return v.Bool +} + +func (Transformer) TransformBytea(v *schema.Bytea) any { + if v.Status != schema.Present { + return nil + } + return v.String() +} + +func (Transformer) TransformFloat8(v *schema.Float8) any { + if v.Status != schema.Present { + return nil + } + return v.Float +} + +func (Transformer) TransformInt8(v *schema.Int8) any { + if v.Status != schema.Present { + return nil + } + return v.Int +} + +func (Transformer) TransformInt8Array(v *schema.Int8Array) any { + if v.Status != schema.Present { + return nil + } + res := make([]int64, len(v.Elements)) + for i := range v.Elements { + res[i] = v.Elements[i].Int + } + return res +} + +func (Transformer) TransformJSON(v *schema.JSON) any { + if v.Status != schema.Present { + return nil + } + return v.String() +} + +func (Transformer) TransformText(v *schema.Text) any { + if v.Status != schema.Present { + return nil + } + return v.Str +} + +func (Transformer) TransformTextArray(v *schema.TextArray) any { + if v.Status != schema.Present { + return nil + } + res := make([]string, len(v.Elements)) + for i := range v.Elements { + res[i] = v.Elements[i].Str + } + return res +} + +func (Transformer) TransformTimestamptz(v *schema.Timestamptz) any { + if v.Status != schema.Present { + return nil + } + return v.Time.UnixMilli() +} + +func (Transformer) TransformUUID(v *schema.UUID) any { + if v.Status != schema.Present { + return nil + } + return v.String() +} + +func (Transformer) TransformUUIDArray(v *schema.UUIDArray) any { + if v.Status != schema.Present { + return nil + } + res := make([]string, len(v.Elements)) + for i, e := range v.Elements { + res[i] = e.String() + } + return res +} + +func (Transformer) TransformCIDR(v *schema.CIDR) any { + if v.Status != schema.Present { + return nil + } + return v.IPNet.String() +} + +func (Transformer) TransformCIDRArray(v *schema.CIDRArray) any { + if v.Status != schema.Present { + return nil + } + res := make([]string, len(v.Elements)) + for i := range v.Elements { + if v.Elements[i].IPNet != nil { + res[i] = v.Elements[i].IPNet.String() + } + } + return res +} + +func (Transformer) TransformInet(v *schema.Inet) any { + if v.Status != schema.Present { + return nil + } + return v.IPNet.String() +} + +func (Transformer) TransformInetArray(v *schema.InetArray) any { + if v.Status != schema.Present { + return nil + } + res := make([]string, len(v.Elements)) + for i := range v.Elements { + if v.Elements[i].IPNet != nil { + res[i] = v.Elements[i].IPNet.String() + } + } + return res +} + +func (Transformer) TransformMacaddr(v *schema.Macaddr) any { + if v.Status != schema.Present { + return nil + } + return v.Addr.String() +} + +func (Transformer) TransformMacaddrArray(v *schema.MacaddrArray) any { + if v.Status != schema.Present { + return nil + } + res := make([]string, len(v.Elements)) + for i := range v.Elements { + res[i] = v.Elements[i].String() + } + return res +} + +func (ReverseTransformer) ReverseTransformValues(table *schema.Table, values []any) (schema.CQTypes, error) { + // Copy of *destination.DefaultReverseTransformer with timestamp millis handling + + res := make(schema.CQTypes, len(values)) + + for i, v := range values { + t := schema.NewCqTypeFromValueType(table.Columns[i].Type) + + // handle nil values first + if v == nil { + if err := t.Set(v); err != nil { + return nil, fmt.Errorf("failed to convert value %v to type %s: %w", v, table.Columns[i].Type, err) + } + continue + } + + var err error + switch table.Columns[i].Type { + case schema.TypeTimestamp: + err = t.Set(time.UnixMilli(v.(int64))) + default: + err = t.Set(v) + } + if err != nil { + return nil, fmt.Errorf("failed to convert value %v to type %s: %w", v, table.Columns[i].Type, err) + } + res[i] = t + } + return res, nil +} diff --git a/parquet/write.go b/parquet/write.go new file mode 100644 index 00000000..2bd1c1a9 --- /dev/null +++ b/parquet/write.go @@ -0,0 +1,34 @@ +package parquet + +import ( + "encoding/json" + "fmt" + "io" + + "github.com/cloudquery/plugin-sdk/schema" + "github.com/xitongsys/parquet-go/parquet" + "github.com/xitongsys/parquet-go/writer" +) + +func (*Client) WriteTableBatch(w io.Writer, table *schema.Table, resources [][]any) error { + pw, err := writer.NewJSONWriterFromWriter(makeSchema(table.Columns), w, 2) + if err != nil { + return fmt.Errorf("can't create parquet writer: %w", err) + } + + pw.RowGroupSize = 128 * 1024 * 1024 //128M + pw.CompressionType = parquet.CompressionCodec_SNAPPY + + for i := range resources { + rec := make(map[string]any, len(table.Columns)) + for j := range table.Columns { + rec[table.Columns[j].Name] = resources[i][j] + } + b, _ := json.Marshal(rec) + if err := pw.Write(b); err != nil { + return err + } + } + + return pw.WriteStop() +} diff --git a/parquet/write_read_test.go b/parquet/write_read_test.go new file mode 100644 index 00000000..0b00e0d2 --- /dev/null +++ b/parquet/write_read_test.go @@ -0,0 +1,58 @@ +package parquet + +import ( + "bufio" + "bytes" + "testing" + + "github.com/cloudquery/plugin-sdk/schema" + "github.com/cloudquery/plugin-sdk/testdata" +) + +func TestWriteRead(t *testing.T) { + var b bytes.Buffer + table := testdata.TestTable("test") + cqtypes := testdata.GenTestData(table) + if err := cqtypes[0].Set("test-source"); err != nil { + t.Fatal(err) + } + transformer := &Transformer{} + transformedValues := schema.TransformWithTransformer(transformer, cqtypes) + + writer := bufio.NewWriter(&b) + reader := bufio.NewReader(&b) + + cl, err := NewClient() + if err != nil { + t.Fatal(err) + } + if err := cl.WriteTableBatch(writer, table, [][]any{transformedValues}); err != nil { + t.Fatal(err) + } + writer.Flush() + + ch := make(chan []any) + var readErr error + go func() { + readErr = cl.Read(reader, table, "test-source", ch) + close(ch) + }() + totalCount := 0 + reverseTransformer := &ReverseTransformer{} + for resource := range ch { + gotCqtypes, err := reverseTransformer.ReverseTransformValues(table, resource) + if err != nil { + t.Fatal(err) + } + if diff := cqtypes.Diff(gotCqtypes); diff != "" { + t.Fatalf("got diff: %s", diff) + } + totalCount++ + } + if readErr != nil { + t.Fatal(readErr) + } + if totalCount != 1 { + t.Fatalf("expected 1 row, got %d", totalCount) + } +} diff --git a/read.go b/read.go index 6b77c052..c30311fe 100644 --- a/read.go +++ b/read.go @@ -16,6 +16,10 @@ func (cl *Client) Read(r io.Reader, table *schema.Table, sourceName string, res if err := cl.json.Read(r, table, sourceName, res); err != nil { return err } + case FormatTypeParquet: + if err := cl.parquet.Read(r, table, sourceName, res); err != nil { + return err + } default: panic("unknown format " + cl.spec.Format) } @@ -28,6 +32,8 @@ func (cl *Client) ReverseTransformValues(table *schema.Table, values []any) (sch return cl.csvReverseTransformer.ReverseTransformValues(table, values) case FormatTypeJSON: return cl.jsonReverseTransformer.ReverseTransformValues(table, values) + case FormatTypeParquet: + return cl.parquetReverseTransformer.ReverseTransformValues(table, values) default: panic("unknown format " + cl.spec.Format) } diff --git a/spec.go b/spec.go index 3626f78c..97f6fd75 100644 --- a/spec.go +++ b/spec.go @@ -7,20 +7,23 @@ import ( "github.com/cloudquery/filetypes/csv" jsonFile "github.com/cloudquery/filetypes/json" + "github.com/cloudquery/filetypes/parquet" ) type FormatType string const ( - FormatTypeCSV = "csv" - FormatTypeJSON = "json" + FormatTypeCSV = "csv" + FormatTypeJSON = "json" + FormatTypeParquet = "parquet" ) type FileSpec struct { - Format FormatType `json:"format,omitempty"` - FormatSpec any `json:"format_spec,omitempty"` - csvSpec *csv.Spec - jsonSpec *jsonFile.Spec + Format FormatType `json:"format,omitempty"` + FormatSpec any `json:"format_spec,omitempty"` + csvSpec *csv.Spec + jsonSpec *jsonFile.Spec + parquetSpec *parquet.Spec } func (s *FileSpec) SetDefaults() { @@ -29,6 +32,8 @@ func (s *FileSpec) SetDefaults() { s.csvSpec.SetDefaults() case FormatTypeJSON: s.jsonSpec.SetDefaults() + case FormatTypeParquet: + s.parquetSpec.SetDefaults() } } @@ -41,6 +46,8 @@ func (s *FileSpec) Validate() error { return s.csvSpec.Validate() case FormatTypeJSON: return s.jsonSpec.Validate() + case FormatTypeParquet: + return s.parquetSpec.Validate() default: return fmt.Errorf("unknown format %s", s.Format) } @@ -62,6 +69,9 @@ func (s *FileSpec) UnmarshalSpec() error { case FormatTypeJSON: s.jsonSpec = &jsonFile.Spec{} return dec.Decode(s.jsonSpec) + case FormatTypeParquet: + s.parquetSpec = &parquet.Spec{} + return dec.Decode(s.parquetSpec) default: return fmt.Errorf("unknown format %s", s.Format) } diff --git a/transformer.go b/transformer.go index 056530fc..d995bd93 100644 --- a/transformer.go +++ b/transformer.go @@ -10,6 +10,8 @@ func (c *Client) TransformBool(v *schema.Bool) any { return c.csvTransformer.TransformBool(v) case FormatTypeJSON: return c.jsonTransformer.TransformBool(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformBool(v) default: panic("unknown format " + c.spec.Format) } @@ -21,6 +23,8 @@ func (c *Client) TransformBytea(v *schema.Bytea) any { return c.csvTransformer.TransformBytea(v) case FormatTypeJSON: return c.jsonTransformer.TransformBytea(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformBytea(v) default: panic("unknown format " + c.spec.Format) } @@ -32,6 +36,8 @@ func (c *Client) TransformFloat8(v *schema.Float8) any { return c.csvTransformer.TransformFloat8(v) case FormatTypeJSON: return c.jsonTransformer.TransformFloat8(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformFloat8(v) default: panic("unknown format " + c.spec.Format) } @@ -43,6 +49,8 @@ func (c *Client) TransformInt8(v *schema.Int8) any { return c.csvTransformer.TransformInt8(v) case FormatTypeJSON: return c.jsonTransformer.TransformInt8(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformInt8(v) default: panic("unknown format " + c.spec.Format) } @@ -54,6 +62,8 @@ func (c *Client) TransformInt8Array(v *schema.Int8Array) any { return c.csvTransformer.TransformInt8Array(v) case FormatTypeJSON: return c.jsonTransformer.TransformInt8Array(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformInt8Array(v) default: panic("unknown format " + c.spec.Format) } @@ -65,6 +75,8 @@ func (c *Client) TransformJSON(v *schema.JSON) any { return c.csvTransformer.TransformJSON(v) case FormatTypeJSON: return c.jsonTransformer.TransformJSON(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformJSON(v) default: panic("unknown format " + c.spec.Format) } @@ -76,6 +88,8 @@ func (c *Client) TransformText(v *schema.Text) any { return c.csvTransformer.TransformText(v) case FormatTypeJSON: return c.jsonTransformer.TransformText(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformText(v) default: panic("unknown format " + c.spec.Format) } @@ -87,6 +101,8 @@ func (c *Client) TransformTextArray(v *schema.TextArray) any { return c.csvTransformer.TransformTextArray(v) case FormatTypeJSON: return c.jsonTransformer.TransformTextArray(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformTextArray(v) default: panic("unknown format " + c.spec.Format) } @@ -98,6 +114,8 @@ func (c *Client) TransformTimestamptz(v *schema.Timestamptz) any { return c.csvTransformer.TransformTimestamptz(v) case FormatTypeJSON: return c.jsonTransformer.TransformTimestamptz(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformTimestamptz(v) default: panic("unknown format " + c.spec.Format) } @@ -109,6 +127,8 @@ func (c *Client) TransformUUID(v *schema.UUID) any { return c.csvTransformer.TransformUUID(v) case FormatTypeJSON: return c.jsonTransformer.TransformUUID(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformUUID(v) default: panic("unknown format " + c.spec.Format) } @@ -120,6 +140,8 @@ func (c *Client) TransformUUIDArray(v *schema.UUIDArray) any { return c.csvTransformer.TransformUUIDArray(v) case FormatTypeJSON: return c.jsonTransformer.TransformUUIDArray(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformUUIDArray(v) default: panic("unknown format " + c.spec.Format) } @@ -131,6 +153,8 @@ func (c *Client) TransformCIDR(v *schema.CIDR) any { return c.csvTransformer.TransformCIDR(v) case FormatTypeJSON: return c.jsonTransformer.TransformCIDR(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformCIDR(v) default: panic("unknown format " + c.spec.Format) } @@ -142,6 +166,8 @@ func (c *Client) TransformCIDRArray(v *schema.CIDRArray) any { return c.csvTransformer.TransformCIDRArray(v) case FormatTypeJSON: return c.jsonTransformer.TransformCIDRArray(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformCIDRArray(v) default: panic("unknown format " + c.spec.Format) } @@ -153,6 +179,8 @@ func (c *Client) TransformInet(v *schema.Inet) any { return c.csvTransformer.TransformInet(v) case FormatTypeJSON: return c.jsonTransformer.TransformInet(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformInet(v) default: panic("unknown format " + c.spec.Format) } @@ -164,6 +192,8 @@ func (c *Client) TransformInetArray(v *schema.InetArray) any { return c.csvTransformer.TransformInetArray(v) case FormatTypeJSON: return c.jsonTransformer.TransformInetArray(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformInetArray(v) default: panic("unknown format " + c.spec.Format) } @@ -175,6 +205,8 @@ func (c *Client) TransformMacaddr(v *schema.Macaddr) any { return c.csvTransformer.TransformMacaddr(v) case FormatTypeJSON: return c.jsonTransformer.TransformMacaddr(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformMacaddr(v) default: panic("unknown format " + c.spec.Format) } @@ -186,6 +218,8 @@ func (c *Client) TransformMacaddrArray(v *schema.MacaddrArray) any { return c.csvTransformer.TransformMacaddrArray(v) case FormatTypeJSON: return c.jsonTransformer.TransformMacaddrArray(v) + case FormatTypeParquet: + return c.parquetTransformer.TransformMacaddrArray(v) default: panic("unknown format " + c.spec.Format) } diff --git a/write.go b/write.go index 0471739c..3cf7165c 100644 --- a/write.go +++ b/write.go @@ -16,6 +16,10 @@ func (cl *Client) WriteTableBatchFile(w io.Writer, table *schema.Table, resource if err := cl.json.WriteTableBatch(w, table, resources); err != nil { return err } + case FormatTypeParquet: + if err := cl.parquet.WriteTableBatch(w, table, resources); err != nil { + return err + } default: panic("unknown format " + cl.spec.Format) }