pcm-coordinator/internal/storeLink/octopusHttp/octopusHttp.go

857 lines
22 KiB
Go

package octopusHttp
import (
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"github.com/zeromicro/go-zero/core/logx"
common2 "gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/common"
"gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/entity"
"gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/schedulers/option"
"gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/service/collector"
"gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/service/executor"
"gitlink.org.cn/JointCloud/pcm-coordinator/internal/scheduler/service/inference"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/constants"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/utils"
omodel "gitlink.org.cn/JointCloud/pcm-octopus/http/model"
"gitlink.org.cn/JointCloud/pcm-openi/common"
"mime/multipart"
"net/http"
"strconv"
"strings"
"time"
)
const (
RESOURCE_POOL = "grampus-pool"
Param_Token = "token"
Param_Addr = "addr"
Forward_Slash = "/"
COMMA = ","
UNDERSCORE = "_"
TASK_NAME_PREFIX = "trainJob"
Python = "python "
SemiColon = ";"
BALANCE = "balance"
RATE = "rate"
PERHOUR = "per-hour"
NUMBER = "number"
KILOBYTE = "kb"
GIGABYTE = "gb"
CPUCORE = "core"
STORAGE = "STORAGE"
DISK = "disk"
MEMORY = "memory"
RAM = "ram"
VRAM = "vram"
RMB = "rmb"
POINT = "point"
RUNNINGTASK = "RUNNING_TASK"
RUNNING = "RUNNING"
CPU = "cpu"
Gi = "Gi"
AlgorithmRecordOnlyVersion = "V1"
)
const (
NotImplementError = "not implemented"
)
const (
MyAlgorithmListUrl = "api/v1/algorithm/myAlgorithmList"
CreateAlgorithm = "api/v1/algorithm/create"
ResourcespecsUrl = "api/v1/resource/specs"
CreateTrainJobUrl = "api/v1/job/create"
TrainJobDetail = "api/v1/job/detail"
TrainJobLog = "api/v1/job/log"
)
// compute source
var (
ComputeSourceToCardType = map[string]string{
"nvidia-a100": "GPU",
"nvidia-a100-80g": "GPU",
"mr-v100": "ILUVATAR-GPGPU",
"bi-v100": "ILUVATAR-GPGPU",
"MR-V50": "ILUVATAR-GPGPU",
"BI-V100": "ILUVATAR-GPGPU",
"BI-V150": "ILUVATAR-GPGPU",
"MR-V100": "ILUVATAR-GPGPU",
"cambricon.com/mlu": "MLU",
"hygon.com/dcu": "DCU",
"huawei.com/Ascend910": "NPU",
"enflame.com/gcu": "GCU",
"ILUVATAR-GPGPU": "ILUVATAR-GPGPU",
"MXN260": "METAX-GPGPU",
}
)
type OctopusHttp struct {
server string
host string
platform string
participantId int64
token *Token
}
func NewOctopusHttp(id int64, name, server, host string, user string, pwd string) *OctopusHttp {
token, err := NewToken(server, host, user, pwd)
if err != nil {
logx.Infof("Init OctopusHttp, id: %d, host: %s, token error: %s \n", id, host, err)
}
return &OctopusHttp{platform: name, participantId: id, server: server, host: host, token: token}
}
// executor
func (o *OctopusHttp) Execute(ctx context.Context, option *option.AiOption, mode int) (interface{}, error) {
switch mode {
case executor.SUBMIT_MODE_JOINT_CLOUD:
case executor.SUBMIT_MODE_STORAGE_SCHEDULE:
// cmd
if option.AlgorithmId == "" {
return nil, errors.New("algorithmId is empty")
}
if option.Cmd != "" {
option.Cmd = option.Cmd + SemiColon + Python + option.AlgorithmId
} else {
option.Cmd = Python + option.AlgorithmId
}
// algorithm
param := &omodel.CreateMyAlgorithmParam{
AlgorithmName: option.AlgorithmId,
ModelName: option.AlgorithmId,
}
algorithm, err := o.createAlgorithm(ctx, param)
if err != nil {
return nil, err
}
if algorithm.Code != http.StatusOK {
if algorithm.Data != nil {
marshal, err := json.Marshal(algorithm.Data)
if err != nil {
return nil, err
}
errormdl := &omodel.Error{}
err = json.Unmarshal(marshal, errormdl)
if err != nil {
return nil, err
}
return nil, errors.New(errormdl.Message)
}
} else {
if algorithm.Data != nil {
result := &entity.OctCreateAlgorithm{}
marshal, err := json.Marshal(algorithm.Data)
if err != nil {
return nil, err
}
err = json.Unmarshal(marshal, result)
if err != nil {
return nil, err
}
if result.AlgorithmId == "" {
return nil, errors.New("createAlgorithm failed")
}
option.AlgorithmId = result.AlgorithmId
} else {
return nil, errors.New("createAlgorithm failed")
}
}
// resource
option.ResourceId = "964fdee2db544928bfea74dac12a924f"
// submit
task, err := o.SubmitTask(ctx, option.ImageId, option.Cmd, option.Envs, option.Params, option.ResourceId, option.DatasetsId, option.AlgorithmId, option.TaskType)
if err != nil {
return nil, err
}
return task, nil
}
return nil, nil
}
func (o *OctopusHttp) Stop(ctx context.Context, id string) error {
return nil
}
func (o *OctopusHttp) SubmitTask(ctx context.Context, imageId string, cmd string, envs []string, params []string, resourceId string, datasetsId string, algorithmId string, aiType string) (interface{}, error) {
// octopus提交任务
reqUrl := o.server + CreateTrainJobUrl
token, err := o.token.Get()
if err != nil {
return nil, err
}
// python参数
var prms []struct {
Key string `json:"key"`
Value string `json:"value"`
}
for _, param := range params {
var p struct {
Key string `json:"key"`
Value string `json:"value"`
}
s := strings.Split(param, COMMA)
p.Key = s[0]
p.Value = s[1]
prms = append(prms, p)
}
//环境变量
envMap := make(map[string]string)
for _, env := range envs {
s := strings.Split(env, COMMA)
envMap[s[0]] = s[1]
}
param := &omodel.CreateTrainJobParam{
//DataSetId: datasetsId,
//DataSetVersion: VERSION,
AlgorithmId: algorithmId,
AlgorithmVersion: AlgorithmRecordOnlyVersion,
Name: TASK_NAME_PREFIX + UNDERSCORE + utils.RandomString(10),
ImageId: imageId,
IsDistributed: false,
ResourcePool: RESOURCE_POOL,
Config: []*omodel.CreateTrainJobConf{
{
Command: cmd,
ResourceSpecId: resourceId,
MinFailedTaskCount: 1,
MinSucceededTaskCount: 1,
TaskNumber: 1,
Parameters: prms,
Envs: envMap,
},
},
}
resp := &entity.OctResp{}
req := common.GetRestyRequest(common.TIMEOUT)
_, err = req.
SetHeader("Authorization", "Bearer "+token).
SetQueryString("token=" + token).
SetQueryString("addr=" + o.host).
SetBody(param).
SetResult(resp).
Post(reqUrl)
if err != nil {
return nil, err
}
return resp, nil
}
func (o *OctopusHttp) createAlgorithm(ctx context.Context, param *omodel.CreateMyAlgorithmParam) (*entity.OctResp, error) {
createAlgorithmUrl := o.server + CreateAlgorithm
token, err := o.token.Get()
if err != nil {
return nil, err
}
resp := &entity.OctResp{}
req := common.GetRestyRequest(common.TIMEOUT)
_, err = req.
SetHeader("Authorization", "Bearer "+token).
SetBody(param).
SetResult(resp).
Post(createAlgorithmUrl)
if err != nil {
return nil, err
}
return resp, nil
}
// collector
func (o *OctopusHttp) resourceSpecs(ctx context.Context) (*entity.OctResp, error) {
resourcespecsUrl := o.server + ResourcespecsUrl
token, err := o.token.Get()
if err != nil {
return nil, err
}
param := omodel.ResourceSpecParam{
ResourcePool: RESOURCE_POOL,
}
b, _ := json.Marshal(param)
byt := bytes.NewBuffer(b)
resp := &entity.OctResp{}
req := common.GetRestyRequest(common.TIMEOUT)
r, _ := http.NewRequest("GET", resourcespecsUrl, byt)
req.RawRequest = r
req.URL = resourcespecsUrl
_, err = req.
SetHeader("Content-Type", "application/json").
SetQueryParam(Param_Token, token).
SetQueryParam(Param_Addr, o.host).
SetBody(byt).
SetResult(resp).
Send()
if err != nil {
return nil, err
}
return resp, nil
}
func (o *OctopusHttp) GetResourceStats(ctx context.Context) (*collector.ResourceStats, error) {
resp, err := o.resourceSpecs(ctx)
if err != nil {
return nil, err
}
if resp.Code != http.StatusOK {
if resp.Data != nil {
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
errormdl := &omodel.Error{}
err = json.Unmarshal(marshal, errormdl)
if err != nil {
return nil, err
}
return nil, errors.New(errormdl.Message)
}
} else {
if resp.Data != nil {
spec := &entity.OctResourceSpecs{}
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
err = json.Unmarshal(marshal, spec)
if err != nil {
return nil, err
}
}
}
return nil, nil
}
func (o *OctopusHttp) GetDatasetsSpecs(ctx context.Context) ([]*collector.DatasetsSpecs, error) {
return nil, nil
}
func (o *OctopusHttp) GetAlgorithms(ctx context.Context) ([]*collector.Algorithm, error) {
return nil, errors.New(NotImplementError)
}
func (o *OctopusHttp) GetTrainingTaskLog(ctx context.Context, taskId string, instanceNum string) (string, error) {
taskDetailsUrl := o.server + TrainJobLog
token, err := o.token.Get()
if err != nil {
return "", err
}
param := omodel.TrainJobLog{
JobId: taskId,
}
b, _ := json.Marshal(param)
byt := bytes.NewBuffer(b)
resp := &entity.OctResp{}
req := common.GetRestyRequest(common.TIMEOUT)
r, _ := http.NewRequest("GET", taskDetailsUrl, byt)
req.RawRequest = r
req.URL = taskDetailsUrl
_, err = req.
SetHeader("Content-Type", "application/json").
SetQueryParam(Param_Token, token).
SetQueryParam(Param_Addr, o.host).
SetBody(byt).
SetResult(resp).
Send()
if err != nil {
return "", errors.New("failed to invoke taskDetails")
}
if resp.Code != http.StatusOK {
return "", errors.New("failed to invoke taskDetails")
}
var log string
marshal, err := json.Marshal(resp.Data)
if err != nil {
return "", err
}
log = string(marshal)
if strings.Contains(log, "404 Not Found") || log == "" {
log = "waiting for logs..."
}
return log, nil
}
func (o *OctopusHttp) GetTrainingTask(ctx context.Context, taskId string) (*collector.Task, error) {
if taskId == "" {
return nil, errors.New("empty taskId")
}
resp, err := o.getTrainingTask(ctx, taskId)
if err != nil {
return nil, err
}
if resp.Code != http.StatusOK {
if resp.Data != nil {
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
errormdl := &omodel.Error{}
err = json.Unmarshal(marshal, errormdl)
if err != nil {
return nil, err
}
return nil, errors.New(errormdl.Message)
}
} else {
if resp.Data != nil {
job := &entity.OctTrainJob{}
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
err = json.Unmarshal(marshal, job)
if err != nil {
return nil, err
}
var task collector.Task
task.Id = job.TrainJob.Id
if job.TrainJob.StartedAt != 0 {
task.Start = time.Unix(int64(job.TrainJob.StartedAt), 0).Format(constants.Layout)
}
if job.TrainJob.CompletedAt != 0 {
task.End = time.Unix(int64(job.TrainJob.CompletedAt), 0).Format(constants.Layout)
}
switch job.TrainJob.Status {
case "succeeded":
task.Status = constants.Completed
case "failed":
task.Status = constants.Failed
case "running":
task.Status = constants.Running
case "stopped":
task.Status = constants.Stopped
case "pending":
task.Status = constants.Pending
default:
task.Status = "undefined"
}
return &task, nil
}
}
return nil, errors.New("failed to get trainjob")
}
func (o *OctopusHttp) getTrainingTask(ctx context.Context, taskId string) (*entity.OctResp, error) {
taskDetailsUrl := o.server + TrainJobDetail
token, err := o.token.Get()
if err != nil {
return nil, err
}
param := omodel.TrainJobDetailParam{
JobId: taskId,
}
b, _ := json.Marshal(param)
byt := bytes.NewBuffer(b)
resp := &entity.OctResp{}
req := common.GetRestyRequest(common.TIMEOUT)
r, _ := http.NewRequest("GET", taskDetailsUrl, byt)
req.RawRequest = r
req.URL = taskDetailsUrl
_, err = req.
SetHeader("Content-Type", "application/json").
SetQueryParam(Param_Token, token).
SetQueryParam(Param_Addr, o.host).
SetBody(byt).
SetResult(resp).
Send()
if err != nil {
return nil, errors.New("failed to invoke taskDetails")
}
return resp, nil
}
func (o *OctopusHttp) DownloadAlgorithmCode(ctx context.Context, resourceType string, card string, taskType string, dataset string, algorithm string) (string, error) {
return "", errors.New(NotImplementError)
}
func (o *OctopusHttp) UploadAlgorithmCode(ctx context.Context, resourceType string, card string, taskType string, dataset string, algorithm string, code string) error {
return nil
}
func (o *OctopusHttp) GetComputeCards(ctx context.Context) ([]string, error) {
return nil, errors.New(NotImplementError)
}
func (o *OctopusHttp) GetUserBalance(ctx context.Context) (float64, error) {
return 0, errors.New(NotImplementError)
}
func (o *OctopusHttp) GetResourceSpecs(ctx context.Context, resrcType string) (*collector.ResourceSpec, error) {
resp, err := o.resourceSpecs(ctx)
if err != nil {
return nil, err
}
res := &collector.ResourceSpec{
ClusterId: strconv.FormatInt(o.participantId, 10),
Tag: resrcType,
}
if resp.Code != http.StatusOK {
if resp.Data != nil {
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
errormdl := &omodel.Error{}
err = json.Unmarshal(marshal, errormdl)
if err != nil {
return nil, err
}
return nil, errors.New(errormdl.Message)
}
} else {
if resp.Data != nil {
specs := &entity.OctResourceSpecs{}
marshal, err := json.Marshal(resp.Data)
if err != nil {
return nil, err
}
err = json.Unmarshal(marshal, specs)
if err != nil {
return nil, err
}
clusterResources, err := genSpecs(specs, resrcType)
if err != nil {
return nil, err
}
res.Resources = clusterResources
}
}
return res, nil
}
func genSpecs(specs *entity.OctResourceSpecs, resrcType string) ([]interface{}, error) {
res := make([]interface{}, 0)
if resrcType == "Inference" {
return res, nil
} else if resrcType == "Train" {
if specs.MapResourceSpecIdList.Train.ResourceSpecs == nil {
return res, nil
} else {
for _, s := range specs.MapResourceSpecIdList.Train.ResourceSpecs {
spec := &omodel.Spec{}
marshal, err := json.Marshal(s)
if err != nil {
return nil, err
}
err = json.Unmarshal(marshal, spec)
if err != nil {
return nil, err
}
resType, err := chooseResourceType(spec)
if err != nil {
return nil, err
}
if resType == nil {
continue
}
res = append(res, resType)
}
}
}
return res, nil
}
func chooseResourceType(spec *omodel.Spec) (*collector.ClusterResource, error) {
if spec.ResourceQuantity.NvidiaA100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "NvidiaA100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.NvidiaA100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.NvidiaA10080G != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "NvidiaA10080G")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.NvidiaA10080G, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.MrV100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "MrV100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.MrV100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.BiV100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "BiV100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.BiV100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.MRV50 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "MRV50")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.MRV50, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.BIV100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "NvidiaA100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.NvidiaA100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.BIV150 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "BIV150")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.BIV150, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.MRV100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "MRV100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.MRV100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.CambriconComMlu != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "CambriconComMlu")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.CambriconComMlu, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.HygonComDcu != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "HygonComDcu")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.HygonComDcu, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.HuaweiComAscend910 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "HuaweiComAscend910")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.HuaweiComAscend910, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.EnflameComGcu != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "EnflameComGcu")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.EnflameComGcu, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.MXN260 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "MXN260")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.MXN260, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.NvidiaV100 != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "NvidiaV100")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.NvidiaV100, spec)
if err != nil {
return nil, err
}
return cres, nil
} else if spec.ResourceQuantity.MetaxTechComGpu != "" {
tag, err := common2.GetJSONTag(spec.ResourceQuantity, "MetaxTechComGpu")
if err != nil {
return nil, err
}
cres, err := genClusterResources(tag, spec.ResourceQuantity.MetaxTechComGpu, spec)
if err != nil {
return nil, err
}
return cres, nil
}
return nil, nil
}
func genClusterResources(cType string, cNum string, s *omodel.Spec) (*collector.ClusterResource, error) {
cres := &collector.ClusterResource{}
bres := make([]*collector.Usage, 0)
var cardNum int64
var cpuCore int64
var memGi int64
cardNum, err := strconv.ParseInt(cNum, 10, 64)
if err != nil {
cardNum = 0
}
cpuCore, err = strconv.ParseInt(s.ResourceQuantity.Cpu, 10, 64)
if err != nil {
cpuCore = 0
}
if s.ResourceQuantity.Memory != "" {
gi := strings.Split(s.ResourceQuantity.Memory, Gi)
if len(gi) != 2 {
return nil, fmt.Errorf("s.ResourceQuantity.Memory convert error: %s", s.ResourceQuantity.Memory)
}
mGi, err := strconv.ParseInt(gi[0], 10, 64)
if err != nil {
memGi = 0
} else {
memGi = mGi
}
} else {
memGi = 0
}
card := &collector.Usage{
Type: ComputeSourceToCardType[cType],
Name: strings.ToUpper(cType),
Total: &collector.UnitValue{Unit: NUMBER, Value: cardNum},
Available: &collector.UnitValue{Unit: NUMBER, Value: cardNum},
}
cpu := &collector.Usage{
Type: strings.ToUpper(CPU),
Name: strings.ToUpper(CPU),
Total: &collector.UnitValue{Unit: CPUCORE, Value: cpuCore},
Available: &collector.UnitValue{Unit: CPUCORE, Value: cpuCore},
}
mem := &collector.Usage{
Type: strings.ToUpper(MEMORY),
Name: strings.ToUpper(RAM),
Total: &collector.UnitValue{Unit: GIGABYTE, Value: memGi},
Available: &collector.UnitValue{Unit: GIGABYTE, Value: memGi},
}
bres = append(bres, cpu)
bres = append(bres, mem)
cres.Resource = card
cres.BaseResources = bres
return cres, nil
}
// inference
func (o *OctopusHttp) GetClusterInferUrl(ctx context.Context, option *option.InferOption) (*inference.ClusterInferUrl, error) {
return nil, errors.New(NotImplementError)
}
func (o *OctopusHttp) GetInferDeployInstanceList(ctx context.Context) ([]*inference.DeployInstance, error) {
return nil, errors.New(NotImplementError)
}
func (o *OctopusHttp) StartInferDeployInstance(ctx context.Context, id string) bool {
return false
}
func (o *OctopusHttp) StopInferDeployInstance(ctx context.Context, id string) bool {
return false
}
func (o *OctopusHttp) GetInferDeployInstance(ctx context.Context, id string) (*inference.DeployInstance, error) {
return nil, errors.New(NotImplementError)
}
func (o *OctopusHttp) CreateInferDeployInstance(ctx context.Context, option *option.InferOption) (string, error) {
return "", errors.New(NotImplementError)
}
func (o *OctopusHttp) CheckModelExistence(ctx context.Context, modelName string, modelType string) bool {
return false
}
func (o *OctopusHttp) GetImageInferResult(ctx context.Context, url string, file multipart.File, fileName string) (string, error) {
return "", errors.New(NotImplementError)
}