databricks-cli/libs/notebook/detect_jupyter.go

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package notebook
import (
"encoding/json"
"fmt"
"io/fs"
"os"
"path/filepath"
"github.com/databricks/databricks-sdk-go/service/workspace"
)
type jupyterDatabricksMetadata struct {
Language string `json:"language"`
NotebookName string `json:"notebookName"`
}
// See https://nbformat.readthedocs.io/en/latest/format_description.html#top-level-structure.
type jupyter struct {
Cells []json.RawMessage `json:"cells,omitempty"`
Metadata map[string]json.RawMessage `json:"metadata,omitempty"`
NbFormatMajor int `json:"nbformat"`
NbFormatMinor int `json:"nbformat_minor"`
}
// resolveLanguage looks at Databricks specific metadata to figure out the language of the notebook.
func resolveLanguage(nb *jupyter) workspace.Language {
if nb.Metadata == nil {
return ""
}
raw, ok := nb.Metadata["application/vnd.databricks.v1+notebook"]
if !ok {
return ""
}
var metadata jupyterDatabricksMetadata
err := json.Unmarshal(raw, &metadata)
if err != nil {
// Fine to swallow error. The file must be malformed.
return ""
}
switch metadata.Language {
case "python":
return workspace.LanguagePython
case "r":
return workspace.LanguageR
case "scala":
return workspace.LanguageScala
case "sql":
return workspace.LanguageSql
default:
return ""
}
}
// DetectJupyter returns whether the file at path is a valid Jupyter notebook.
// We assume it is valid if we can read it as JSON and see a couple expected fields.
// If we cannot, importing into the workspace will always fail, so we also return an error.
func DetectJupyterWithFS(fsys fs.FS, name string) (notebook bool, language workspace.Language, err error) {
f, err := fsys.Open(name)
if err != nil {
return false, "", err
}
defer f.Close()
var nb jupyter
dec := json.NewDecoder(f)
err = dec.Decode(&nb)
if err != nil {
return false, "", fmt.Errorf("%s: error loading Jupyter notebook file: %w", name, err)
}
// Not a Jupyter notebook if the cells or metadata fields aren't defined.
if nb.Cells == nil || nb.Metadata == nil {
return false, "", fmt.Errorf("%s: invalid Jupyter notebook file", name)
}
// Major version must be at least 4.
if nb.NbFormatMajor < 4 {
return false, "", fmt.Errorf("%s: unsupported Jupyter notebook version: %d", name, nb.NbFormatMajor)
}
return true, resolveLanguage(&nb), nil
}
// DetectJupyter calls DetectJupyterWithFS with the local filesystem.
// The name argument may be a local relative path or a local absolute path.
func DetectJupyter(name string) (notebook bool, language workspace.Language, err error) {
d := filepath.ToSlash(filepath.Dir(name))
b := filepath.Base(name)
return DetectJupyterWithFS(os.DirFS(d), b)
}