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ENG-13633: Initial discovery and classification implementation #51

Merged
merged 15 commits into from
Apr 8, 2024
16 changes: 16 additions & 0 deletions .github/workflows/docker.yaml
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@@ -0,0 +1,16 @@
name: Build CLI Docker Image

on:
push:
branches: [ "main" ]
pull_request:
branches: [ "main" ]

jobs:
build:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4

- name: Build Docker image
run: docker build . --file Dockerfile
32 changes: 32 additions & 0 deletions .github/workflows/rego.yaml
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name: Rego Lint and Test

on:
push:
branches: [ "main" ]
pull_request:
branches: [ "main" ]

jobs:
lint-and-test:
runs-on: ubuntu-latest
steps:
- name: Check out repository code
uses: actions/checkout@v4

- name: Setup Regal
uses: StyraInc/setup-regal@v1
with:
version: latest

- name: Lint
# Disable the line-length check for now, as it's too strict: it flags
# the long regexes in various classification policies.
run: regal lint --format=github --disable=line-length ./classification/labels/

- name: Setup OPA
uses: open-policy-agent/setup-opa@v2
with:
version: latest

- name: Run OPA Tests
run: opa test ./classification/labels/*.rego -v
3 changes: 3 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -253,3 +253,6 @@ __debug_bin

# Backup files
*~

# Other
/.run/
20 changes: 20 additions & 0 deletions Dockerfile
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@@ -0,0 +1,20 @@
FROM golang:1.22 as build

# Set destination for COPY.
WORKDIR /app

# Download dependencies.
COPY go.mod go.sum ./
RUN go mod download

# Copy the source code.
COPY . .

# Build.
RUN CGO_ENABLED=0 go build -ldflags="-X main.version=$(git describe --tags --always)" -o dmap cmd/*.go

FROM gcr.io/distroless/static-debian12:nonroot

COPY --from=build /app/dmap /dmap

ENTRYPOINT ["/dmap"]
9 changes: 9 additions & 0 deletions Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -15,3 +15,12 @@ integration-test:

clean:
go clean -i ./...

opt-fmt:
opa fmt --write ./classification/labels

opa-lint:
regal lint --disable=line-length ./classification/labels/

opa-test:
opa test ./classification/labels/*.rego -v
16 changes: 8 additions & 8 deletions aws/scanner_test.go
Original file line number Diff line number Diff line change
Expand Up @@ -159,19 +159,19 @@ func (s *AWSScannerTestSuite) TestScan() {
awsClientConstructor: func(awsConfig aws.Config) *awsClient {
return &awsClient{
config: awsConfig,
rds: &mock.MockRDSClient{
rds: &mock.RDSClient{
DBClusters: s.dummyRDSClusters,
DBInstances: s.dummyRDSInstances,
},
redshift: &mock.MockRedshiftClient{
redshift: &mock.RedshiftClient{
Clusters: s.dummyRedshiftClusters,
},
dynamodb: &mock.MockDynamoDBClient{
dynamodb: &mock.DynamoDBClient{
TableNames: s.dummyDynamoDBTableNames,
Table: s.dummyDynamoDBTable,
Tags: s.dummyDynamoDBTags,
},
s3: &mock.MockS3Client{
s3: &mock.S3Client{
Buckets: s.dummyS3Buckets,
Tags: s.dummyS3Tags,
},
Expand Down Expand Up @@ -330,23 +330,23 @@ func (s *AWSScannerTestSuite) TestScan_WithErrors() {
awsClientConstructor: func(awsConfig aws.Config) *awsClient {
return &awsClient{
config: awsConfig,
rds: &mock.MockRDSClient{
rds: &mock.RDSClient{
Errors: map[string]error{
"DescribeDBClusters": dummyError,
"DescribeDBInstances": dummyError,
},
},
redshift: &mock.MockRedshiftClient{
redshift: &mock.RedshiftClient{
Errors: map[string]error{
"DescribeClusters": dummyError,
},
},
dynamodb: &mock.MockDynamoDBClient{
dynamodb: &mock.DynamoDBClient{
Errors: map[string]error{
"ListTables": dummyError,
},
},
s3: &mock.MockS3Client{
s3: &mock.S3Client{
Errors: map[string]error{
"ListBuckets": dummyError,
"GetBucketTagging": dummyError,
Expand Down
51 changes: 51 additions & 0 deletions classification/classification.go
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@@ -0,0 +1,51 @@
// Package classification provides various types and functions to facilitate
// data classification. The type Classifier provides an interface which takes
// arbitrary data as input and returns a classified version of that data as
// output. The package contains at least one implementation which uses OPA and
// Rego to perform the actual classification logic (see LabelClassifier),
// however other implementations may be added in the future.
package classification

import (
"context"
"encoding/json"
)

// Classifier is an interface that represents a data classifier. A classifier
// takes a set of data attributes and classifies them into a set of labels.
type Classifier interface {
// Classify takes the given input, which amounts to essentially a "row of
// data", and returns the data classifications for that input. The input is
// a map of attribute names (i.e. columns) to their values. The returned
// Result is a map of attribute names to the set of labels that attributes
// were classified as.
Classify(ctx context.Context, input map[string]any) (Result, error)
}

// Result represents the classifications for a set of data attributes. The key
// is the attribute (i.e. column) name and the value is the set of labels
// that attribute was classified as.
type Result map[string]LabelSet
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// LabelSet is a set of unique label names.
type LabelSet map[string]struct{}

// MarshalJSON marshals the LabelSet into a JSON array of strings, where each
// string is the name of a label in the set.
func (l LabelSet) MarshalJSON() ([]byte, error) {
keys := make([]string, 0, len(l))
for k := range l {
keys = append(keys, k)
}
return json.Marshal(keys)
}

// Classification represents the classification of a data repository attribute.
type Classification struct {
// AttributePath is the full path of the data repository attribute
// (e.g. the column). Each element corresponds to a component, in increasing
// order of granularity (e.g. [database, schema, table, column]).
AttributePath []string `json:"attributePath"`
// Labels is the set of labels that the attribute was classified as.
Labels LabelSet `json:"labels"`
}
161 changes: 161 additions & 0 deletions classification/label.go
Original file line number Diff line number Diff line change
@@ -0,0 +1,161 @@
package classification

import (
"embed"
"errors"
"fmt"
"io/fs"
"os"
"path/filepath"

"github.com/open-policy-agent/opa/ast"
log "github.com/sirupsen/logrus"
"gopkg.in/yaml.v3"
)

var (
//go:embed labels/*.rego labels/labels.yaml
predefinedLabelsFs embed.FS
)

// InvalidLabelsError is an error type that represents an error when one or
// more labels are invalid, e.g. they have invalid classification rules. The
// error contains a slice of errors that caused the error, which can be
// unwrapped to get the individual errors that caused the problems.
type InvalidLabelsError struct {
errs []error
}

// Unwrap returns the errors that caused the InvalidLabelsError.
func (e InvalidLabelsError) Unwrap() []error {
return e.errs
}

// Error returns a string representation of the InvalidLabelsError.
func (e InvalidLabelsError) Error() string {
return errors.Join(e.errs...).Error()
}

// Label represents a data classification label.
type Label struct {
// Name is the name of the label.
Name string `yaml:"name" json:"name"`
// Description is a brief description of the label.
Description string `yaml:"description" json:"description"`
// Tags are a list of arbitrary tags associated with the label.
Tags []string `yaml:"tags" json:"tags"`
// ClassificationRule is the compiled Rego classification rule used to
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// classify data.
ClassificationRule *ast.Module `yaml:"-" json:"-"`
}

// NewLabel creates a new Label with the given name, description, classification
// rule, and tags. The classification rule is expected to be the raw Rego code
// that will be used to classify data. If the classification rule is invalid, an
// error is returned.
func NewLabel(name, description, classificationRule string, tags ...string) (Label, error) {
rule, err := parseRego(classificationRule)
if err != nil {
return Label{}, fmt.Errorf("error preparing classification rule for label %s: %w", name, err)
}
return Label{
Name: name,
Description: description,
Tags: tags,
ClassificationRule: rule,
}, nil
}

// GetPredefinedLabels loads and returns the predefined embedded labels and
// their classification rules. The labels are read from the embedded labels.yaml
// file and the classification rules are read from the embedded Rego files. If
// there is an error reading or unmarshalling the labels file, it is returned.
// If there are errors reading or parsing a classification rules for labels, the
// errors are aggregated into an InvalidLabelsError and returned, along with
// the labels that were successfully read. Note that this should not return an
// error in reality, as the embedded labels should always be valid. If it does,
// it indicates a problem with the embedded labels!
func GetPredefinedLabels() ([]Label, error) {
return getLabels("labels/labels.yaml", predefinedLabelsFs)
}

// GetCustomLabels loads and returns the labels and their classification rules
// defined in the given labels yaml file. The labels are read from the file
// along with their classification rule Rego files (defined in the yaml). If
// there is an error unmarshalling the labels file, it is returned. If there are
// errors reading or parsing a classification rules for labels, the errors are
// aggregated into an InvalidLabelsError and returned, along with the labels
// that were successfully read.
func GetCustomLabels(labelsYamlFname string) ([]Label, error) {
path, err := filepath.Abs(labelsYamlFname)
if err != nil {
return nil, fmt.Errorf("error getting absolute path for labels yaml file %s: %w", labelsYamlFname, err)
}
labelFs := os.DirFS(filepath.Dir(path))
return getLabels(filepath.Base(path), labelFs.(fs.ReadFileFS))
}

func getLabels(fname string, labelsFs fs.ReadFileFS) ([]Label, error) {
// Read and parse the labels yaml file.
yamlBytes, err := labelsFs.ReadFile(fname)
if err != nil {
return nil, fmt.Errorf("error reading label yaml file %s", fname)
}
type yamlLabel struct {
Label
Rule string `yaml:"rule"`
}
yamlLabels := make(map[string]yamlLabel)
if err := yaml.Unmarshal(yamlBytes, &yamlLabels); err != nil {
return nil, fmt.Errorf("error unmarshalling labels yaml: %w", err)
}
labels := make([]Label, 0, len(yamlLabels))
// Read each label's classification rule.
var errs []error
for name, lbl := range yamlLabels {
// We assume that the rule will be defined with a relative path in the
// labels yaml file. If the rule is absolute, we create a new fs for
// the rule's directory. This implies that embedded labels will not work
// if the rule is absolute, but that should not be a problem because
// they should always be relative.
ruleFname := filepath.Join(filepath.Dir(fname), lbl.Rule)
ruleFs := labelsFs
if filepath.IsAbs(ruleFname) {
ruleFs = os.DirFS(filepath.Dir(ruleFname)).(fs.ReadFileFS)
ruleFname = filepath.Base(ruleFname)
}
rule, err := readLabelRule(ruleFname, ruleFs)

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Does this work if the path begins with ... Based on the documentation, it looks like it should but just checking.

We should document somewhere that the relative paths in the yaml file are relative to the directory containing the yaml file itself (and not the current directory).

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Thanks - it works now but there were actually some bugs around this. I added some test cases to cover them. The part about the path being relative to the file is documented in the embedded labels.yaml file as a header comment. I will also ensure this is documented in the public README, when it is updated.

if err != nil {
errs = append(errs, fmt.Errorf("error reading classification rule for label %s: %w", name, err))
continue
}
lbl.Name = name
lbl.ClassificationRule = rule
labels = append(labels, lbl.Label)
}
if len(errs) > 0 {
return labels, InvalidLabelsError{errs}
}
return labels, nil
}

func readLabelRule(fname string, labelFs fs.ReadFileFS) (*ast.Module, error) {
b, err := labelFs.ReadFile(fname)
if err != nil {
return nil, fmt.Errorf("error reading rego file %s: %w", fname, err)
}
rule, err := parseRego(string(b))
if err != nil {
return nil, fmt.Errorf("error parsing classification rule for file %s: %w", fname, err)
}
return rule, nil
}

func parseRego(code string) (*ast.Module, error) {
log.Tracef("classifier module code: '%s'", code)
module, err := ast.ParseModule("classifier", code)
if err != nil {
return nil, fmt.Errorf("error parsing rego code: %w", err)
}
return module, nil
}
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