/
data.go
673 lines (590 loc) · 15.3 KB
/
data.go
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// Copyright (C) 2016 JT Olds
// See LICENSE for copying information
package main
import (
"crypto/rand"
"encoding/hex"
"flag"
"math"
"runtime"
"sort"
"sync"
"github.com/jinzhu/gorm"
_ "github.com/lib/pq"
_ "github.com/mattn/go-sqlite3"
"github.com/spacemonkeygo/errors"
"github.com/spacemonkeygo/errors/errhttp"
)
var (
dbType = flag.String("db", "postgres", "the database type to use. "+
"can be postgres or sqlite3")
dbConn = flag.String("db.conn",
"user=cwbench database=cwbench password=password",
"the database connection string")
searchParallelism = flag.Int("parallelism", runtime.NumCPU()+1,
"number of parellel search queries to execute")
Err = errors.NewClass("error")
ErrNotFound = Err.NewClass("not found", errhttp.SetStatusCode(404))
ErrDenied = Err.NewClass("denied", errhttp.SetStatusCode(405))
ErrBadDims = Err.NewClass("wrong dimensions", errhttp.SetStatusCode(400))
)
type Data struct {
db *gorm.DB
}
func NewData() (*Data, error) {
db, err := gorm.Open(*dbType, *dbConn)
if err != nil {
return nil, Err.Wrap(err)
}
return &Data{db: db}, nil
}
func (d *Data) DB() *gorm.DB {
return d.db
}
func (d *Data) Close() error {
return Err.Wrap(d.db.Close())
}
func (d *Data) APIKeys(user_id string) (keys []*APIKey, err error) {
return keys, Err.Wrap(d.db.Where("user_id = ?", user_id).Order(
"key asc").Find(&keys).Error)
}
func (d *Data) APIKey(key string) (*APIKey, error) {
var rv APIKey
err := d.db.Where("key = ?", key).FirstOrInit(&rv).Error
if err != nil {
return nil, Err.Wrap(err)
}
if rv.UserId == "" {
return nil, nil
}
return &rv, nil
}
func (d *Data) NewAPIKey(user_id string) (key string, err error) {
var value [16]byte
_, err = rand.Read(value[:])
if err != nil {
return "", err
}
key = hex.EncodeToString(value[:])
tx := txWrapper{DB: d.db.Begin()}
defer tx.Rollback()
err = tx.Create(&APIKey{
UserId: user_id,
Key: key}).Error
if err != nil {
return "", Err.Wrap(err)
}
tx.Commit()
return key, nil
}
func (d *Data) Projects(user_id string) (rv []*Project, err error) {
return rv, Err.Wrap(d.db.Where(
"public OR user_id = ?", user_id).Order("name asc").Find(&rv).Error)
}
func (d *Data) Project(user_id string, project_id int64) (proj *Project,
read_only bool, err error) {
proj = &Project{}
err = d.db.Where("(public OR user_id = ?) AND id = ?", user_id,
project_id).First(proj).Error
if err != nil {
return nil, true, ErrNotFound.Wrap(err)
}
return proj, proj.UserId != user_id, nil
}
func (d *Data) ProjectInfo(project_id int64) (dimensions int,
samples []Sample, controls []Control, err error) {
dimensions, err = d.DimCount(project_id)
if err != nil {
return 0, nil, nil, err
}
err = d.db.Where("project_id = ?", project_id).Order("name asc").Find(
&samples).Error
if err != nil {
return 0, nil, nil, Err.Wrap(err)
}
err = d.db.Where("project_id = ?", project_id).Order("name asc").Find(
&controls).Error
return dimensions, samples, controls, Err.Wrap(err)
}
func (d *Data) NewProject(user_id, name string,
dimensions func(deliver func(dim string) error) error) (
proj_id int64, err error) {
tx := txWrapper{DB: d.db.Begin()}
defer tx.Rollback()
proj := Project{UserId: user_id, Name: name}
err = tx.Create(&proj).Error
if err != nil {
return 0, Err.Wrap(err)
}
added := map[string]bool{}
err = dimensions(func(dim string) error {
if added[dim] {
return ErrBadDims.New("duplicated dimension %#v", dim)
}
added[dim] = true
return Err.Wrap(tx.Create(&Dimension{ProjectId: proj.Id, Name: dim}).Error)
})
if err != nil {
return 0, err
}
tx.Commit()
return proj.Id, nil
}
type DimLookup struct {
db *gorm.DB
projId int64
dims []Dimension
nameToId map[string]int64
idToName map[int64]string
}
func (d *DimLookup) loadDims() error {
if d.dims != nil {
return nil
}
err := d.db.Where("project_id = ?", d.projId).Find(&d.dims).Error
if err != nil {
d.dims = nil
return Err.Wrap(err)
}
if d.dims == nil {
d.dims = []Dimension{}
}
return nil
}
func (d *DimLookup) loadNameToId() error {
if d.nameToId != nil {
return nil
}
err := d.loadDims()
if err != nil {
return err
}
d.nameToId = make(map[string]int64, len(d.dims))
for _, dim := range d.dims {
d.nameToId[dim.Name] = dim.Id
}
return nil
}
func (d *DimLookup) loadIdToName() error {
if d.idToName != nil {
return nil
}
err := d.loadDims()
if err != nil {
return err
}
d.idToName = make(map[int64]string, len(d.dims))
for _, dim := range d.dims {
d.idToName[dim.Id] = dim.Name
}
return nil
}
func (d *DimLookup) LookupId(dim string) (id int64, err error) {
err = d.loadNameToId()
if err != nil {
return 0, err
}
id, found := d.nameToId[dim]
if !found {
return 0, ErrBadDims.New("dimension missing")
}
return id, nil
}
func (d *DimLookup) LookupName(id int64) (name string, err error) {
err = d.loadIdToName()
if err != nil {
return "", err
}
name, found := d.idToName[id]
if !found {
return "", ErrBadDims.New("dimension missing")
}
return name, nil
}
func (d *DimLookup) Count() (int, error) {
err := d.loadDims()
if err != nil {
return 0, err
}
return len(d.dims), nil
}
func (d *Data) DimLookup(project_id int64) (*DimLookup, error) {
return &DimLookup{db: d.db, projId: project_id}, nil
}
func (d *Data) DimCount(project_id int64) (rv int, err error) {
return rv, Err.Wrap(d.db.Model(Dimension{}).Where("project_id = ?",
project_id).Count(&rv).Error)
}
func (d *Data) AssertWriteAccess(user_id string, project_id int64,
control_id *int64) (err error) {
var read_only bool
if control_id != nil {
_, _, read_only, err = d.Control(user_id, project_id, *control_id)
} else {
_, read_only, err = d.Project(user_id, project_id)
}
if err != nil {
return err
}
if read_only {
return ErrDenied.New("read only project")
}
return nil
}
func (d *Data) Sample(user_id string, project_id, sample_id int64) (
*Project, *Sample, error) {
var sample Sample
err := d.db.Where("id = ?", sample_id).First(&sample).Error
if err != nil {
return nil, nil, ErrNotFound.Wrap(err)
}
if project_id != sample.ProjectId {
return nil, nil, ErrNotFound.New("not found")
}
proj, _, err := d.Project(user_id, sample.ProjectId)
return proj, &sample, err
}
func (d *Data) SampleValues(sample_id int64) (
values []SampleValue, err error) {
return values, Err.Wrap(d.db.Where(
"sample_id = ?", sample_id).Order("rank_diff desc").Find(&values).Error)
}
func (d *Data) Control(user_id string, project_id, control_id int64) (
proj *Project, control *Control, read_only bool, err error) {
control = &Control{}
err = d.db.Where("id = ?", control_id).First(control).Error
if err != nil {
return nil, nil, true, ErrNotFound.Wrap(err)
}
if project_id != control.ProjectId {
return nil, nil, true, ErrNotFound.New("not found")
}
proj, read_only, err = d.Project(user_id, control.ProjectId)
return proj, control, read_only, err
}
func (d *Data) ControlByName(project_id int64, name string) (
control *Control, err error) {
control = &Control{}
err = ErrNotFound.Wrap(d.db.Where("project_id = ? AND name = ?",
project_id, name).First(control).Error)
if err != nil {
return nil, err
}
return control, nil
}
func Ranked(count int,
values func(func(dim_id int64, value float64) error) error) (
ranked func(func(dim_id int64, value float64, rank int) error) error) {
return func(deliv func(dim_id int64, value float64, rank int) error) error {
seen := make(map[int64]bool, count)
tosort := make(rankList, 0, count)
err := values(func(dim_id int64, value float64) error {
if seen[dim_id] {
return ErrBadDims.New("duplicated dimension")
}
seen[dim_id] = true
tosort = append(tosort, rankEntry{id: dim_id, val: value})
return nil
})
if err != nil {
return err
}
seen = nil
if len(tosort) != count {
return ErrBadDims.New(
"submission dimensions don't match project dimensions")
}
return tosort.Rank(func(entry rankEntry, value float64, rank int) error {
return deliv(entry.id, value, rank)
})
}
}
func (d *Data) NewControl(user_id string, project_id int64, name string,
values func(deliver func(dim_id int64, value float64) error) error) (
control_id int64, err error) {
err = d.AssertWriteAccess(user_id, project_id, nil)
if err != nil {
return 0, err
}
tx := txWrapper{DB: d.db.Begin()}
defer tx.Rollback()
control := Control{ProjectId: project_id, Name: name}
err = tx.Create(&control).Error
if err != nil {
return 0, Err.Wrap(err)
}
count, err := d.DimCount(project_id)
if err != nil {
return 0, err
}
err = Ranked(count, values)(
func(dim_id int64, value float64, rank int) error {
return Err.Wrap(tx.Create(&ControlValue{
ControlId: control.Id,
DimensionId: dim_id,
Value: value,
Rank: rank}).Error)
})
if err != nil {
return 0, err
}
tx.Commit()
return control.Id, nil
}
type rankEntry struct {
id int64
val float64
}
type rankList []rankEntry
func (l rankList) Len() int { return len(l) }
func (l rankList) Swap(i, j int) { l[i], l[j] = l[j], l[i] }
func (p rankList) Less(i, j int) bool {
return p[i].val < p[j].val || math.IsNaN(p[i].val) && !math.IsNaN(p[j].val)
}
func (p rankList) Rank(
cb func(entry rankEntry, value float64, rank int) error) error {
sort.Sort(p)
last_rank := 1
last_val := math.Inf(-1)
for i, entry := range p {
rank := i + 1
if last_val >= entry.val {
rank = last_rank
} else {
last_val = entry.val
last_rank = rank
}
err := cb(entry, entry.val, rank)
if err != nil {
return err
}
}
return nil
}
func (d *Data) ControlValues(control_id int64) (
values []ControlValue, err error) {
return values, Err.Wrap(d.db.Where(
"control_id = ?", control_id).Order("rank desc").Find(&values).Error)
}
func (d *Data) NewSample(user_id string, project_id, control_id int64,
name string,
values func(deliver func(dim_id int64, value float64) error) error) (
sample_id int64, err error) {
err = d.AssertWriteAccess(user_id, project_id, &control_id)
if err != nil {
return 0, err
}
control_values, err := d.ControlValues(control_id)
if err != nil {
return 0, err
}
control_lookup := make(map[int64]*ControlValue, len(control_values))
for i := range control_values {
control_lookup[control_values[i].DimensionId] = &control_values[i]
}
tx := txWrapper{DB: d.db.Begin()}
defer tx.Rollback()
sample := Sample{ProjectId: project_id, Name: name, ControlId: control_id}
err = tx.Create(&sample).Error
if err != nil {
return 0, Err.Wrap(err)
}
seen := make(map[int64]bool, len(control_values))
err = Ranked(len(control_values), values)(
func(dim_id int64, value float64, rank int) error {
if seen[dim_id] {
return ErrBadDims.New("duplicated dimension")
}
seen[dim_id] = true
control, exists := control_lookup[dim_id]
if !exists {
return ErrBadDims.New("dimension mismatch")
}
rank_diff := rank - control.Rank
abs_rank_diff := rank_diff
if abs_rank_diff < 0 {
abs_rank_diff *= -1
}
value_diff := value - control.Value
abs_value_diff := value_diff
if abs_value_diff < 0 {
abs_value_diff *= -1
}
return Err.Wrap(tx.Create(&SampleValue{
SampleId: sample.Id,
DimensionId: dim_id,
Rank: rank,
RankDiff: rank_diff,
AbsRankDiff: abs_rank_diff,
Value: value,
ValueDiff: value_diff,
AbsValueDiff: abs_value_diff,
}).Error)
})
if err != nil {
return 0, err
}
if len(seen) != len(control_values) {
return 0, ErrBadDims.New("bad dimension count")
}
tx.Commit()
return sample.Id, nil
}
type TopKType string
const (
TopKRankDiff TopKType = "abs_rank_diff desc"
TopKValueDiff TopKType = "abs_value_diff desc"
)
func (d *Data) TopKSignature(sample_id int64, k int,
top_k_type TopKType) (up, down []int64, err error) {
var values []SampleValue
err = d.db.Where("sample_id = ?", sample_id).Order(
string(top_k_type)).Limit(k).Find(&values).Error
if err != nil {
return nil, nil, Err.Wrap(err)
}
switch top_k_type {
case TopKRankDiff:
for _, val := range values {
if val.RankDiff < 0 {
down = append(down, val.DimensionId)
} else if val.RankDiff > 0 {
up = append(up, val.DimensionId)
}
}
case TopKValueDiff:
for _, val := range values {
if val.ValueDiff < 0 {
down = append(down, val.DimensionId)
} else if val.ValueDiff > 0 {
up = append(up, val.DimensionId)
}
}
}
return up, down, nil
}
type SearchResult struct {
Sample
Score float64
}
type SearchResults []SearchResult
func (l SearchResults) Len() int { return len(l) }
func (l SearchResults) Swap(i, j int) { l[i], l[j] = l[j], l[i] }
func (l SearchResults) Less(i, j int) bool { return l[i].Score > l[j].Score }
func (d *Data) search(proj_id int64,
scoreFunc func(sample_id int64) (score float64, err error)) (
SearchResults, error) {
var samples []Sample
err := d.db.Where("project_id = ?", proj_id).Find(&samples).Error
if err != nil {
return nil, Err.Wrap(err)
}
var wg sync.WaitGroup
var result_mtx sync.Mutex
result := make(SearchResults, 0, len(samples))
var result_errs errors.ErrorGroup
samples_ch := make(chan Sample)
wg.Add(*searchParallelism)
for i := 0; i < *searchParallelism; i++ {
go func() {
defer wg.Done()
for sample := range samples_ch {
val, err := scoreFunc(sample.Id)
result_mtx.Lock()
result_errs.Add(err)
if err == nil {
result = append(result, SearchResult{Sample: sample, Score: val})
}
result_mtx.Unlock()
}
}()
}
for _, sample := range samples {
samples_ch <- sample
}
close(samples_ch)
wg.Wait()
err = result_errs.Finalize()
if err != nil {
return nil, err
}
sort.Sort(result)
return result, nil
}
func (d *Data) TopKSearch(proj_id int64, up, down []int64, k int,
top_k_type TopKType) (result SearchResults, err error) {
up_lookup := make(map[int64]bool, len(up))
down_lookup := make(map[int64]bool, len(down))
for _, id := range up {
up_lookup[id] = true
}
for _, id := range down {
down_lookup[id] = true
}
return d.search(proj_id, func(sample_id int64) (float64, error) {
other_up, other_down, err := d.TopKSignature(sample_id, k, top_k_type)
if err != nil {
return math.NaN(), err
}
val := 0
for _, id := range other_up {
if up_lookup[id] {
val += 1
}
if down_lookup[id] {
val -= 1
}
}
for _, id := range other_down {
if up_lookup[id] {
val -= 1
}
if down_lookup[id] {
val += 1
}
}
return float64(val), nil
})
}
func (d *Data) KSSearch(proj_id int64, up, down []int64) (
result SearchResults, err error) {
return nil, errors.NotImplementedError.New("TODO")
up_lookup := make(map[int64]bool, len(up))
down_lookup := make(map[int64]bool, len(down))
for _, id := range up {
up_lookup[id] = true
}
for _, id := range down {
down_lookup[id] = true
}
return d.search(proj_id, func(sample_id int64) (float64, error) {
var values []SampleValue
err = d.db.Where("sample_id = ?", sample_id).Order(
"diff desc").Find(&values).Error
if err != nil {
return math.NaN(), err
}
distance := 0
max_distance := math.Inf(-1)
for _, val := range values {
if val.RankDiff >= 0 {
if up_lookup[val.DimensionId] {
distance += 1
} else {
distance -= 1
}
} else {
if down_lookup[val.DimensionId] {
distance += 1
} else {
distance -= 1
}
}
newdist := math.Abs(float64(distance))
if newdist > max_distance {
max_distance = newdist
}
}
return max_distance, nil
})
}