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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,204 @@ | ||
| // Copyright 2023 The CortexTheseus Authors | ||
| // This file is part of the CortexFoundation library. | ||
| // | ||
| // The CortexFoundation library is free software: you can redistribute it and/or modify | ||
| // it under the terms of the GNU Lesser General Public License as published by | ||
| // the Free Software Foundation, either version 3 of the License, or | ||
| // (at your option) any later version. | ||
| // | ||
| // The CortexFoundation library is distributed in the hope that it will be useful, | ||
| // but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
| // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
| // GNU Lesser General Public License for more details. | ||
| // | ||
| // You should have received a copy of the GNU Lesser General Public License | ||
| // along with the CortexFoundation library. If not, see <http://www.gnu.org/licenses/>. | ||
|
|
||
| package vm | ||
|
|
||
| import ( | ||
| _ "encoding/hex" | ||
| "fmt" | ||
| "time" | ||
|
|
||
| "github.com/CortexFoundation/CortexTheseus/common" | ||
| "github.com/CortexFoundation/CortexTheseus/common/hexutil" | ||
| "github.com/CortexFoundation/CortexTheseus/common/mclock" | ||
| "github.com/CortexFoundation/CortexTheseus/log" | ||
| "github.com/CortexFoundation/inference/synapse" | ||
| torrentfs "github.com/CortexFoundation/torrentfs/types" | ||
| ) | ||
|
|
||
| type Category struct { | ||
| IsCode, IsModel, IsInput bool | ||
| } | ||
|
|
||
| func (cvm *CVM) IsCode(code []byte) bool { | ||
| if len(code) < 2 { | ||
| return false | ||
| } | ||
| return code[0]|code[1] == 0x00 | ||
| } | ||
|
|
||
| func (cvm *CVM) IsModel(code []byte) bool { | ||
| if len(code) < 2 { | ||
| return false | ||
| } | ||
| return code[0]^0x00|code[1]^0x01 == 0x00 | ||
| } | ||
|
|
||
| func (cvm *CVM) IsInput(code []byte) bool { | ||
| if len(code) < 2 { | ||
| return false | ||
| } | ||
| return code[0]^0x00|code[1]^0x02 == 0x00 | ||
| } | ||
|
|
||
| /*const interv = 5 | ||
| func (cvm *CVM) DataSync(meta common.Address, dir string, errCh chan error) { | ||
| street := big.NewInt(0).Sub(cvm.PeekNumber, cvm.BlockNumber) | ||
| point := big.NewInt(time.Now().Add(confirmTime).Unix()) | ||
| if point.Cmp(cvm.Context.Time) > 0 || street.Cmp(big.NewInt(params.CONFIRM_BLOCKS)) > 0 { | ||
| cost := big.NewInt(0) | ||
| duration := big.NewInt(0).Sub(big.NewInt(time.Now().Unix()), cvm.Context.Time) | ||
| for i := 0; i < 3600 && duration.Cmp(cost) > 0; i++ { | ||
| if !torrentfs.ExistTorrent(meta.String()) { | ||
| log.Warn("Inference synchronizing ... ...", "point", point, "tvm", cvm.Context.Time, "ago", common.PrettyDuration(time.Duration(duration.Uint64()*1000000000)), "level", i, "number", cvm.BlockNumber, "street", street) | ||
| cost.Add(cost, big.NewInt(interv)) | ||
| time.Sleep(time.Second * interv) | ||
| continue | ||
| } else { | ||
| errCh <- nil | ||
| return | ||
| } | ||
| } | ||
| log.Error("Torrent synchronized timeout", "address", meta.Hex(), "number", cvm.BlockNumber, "meta", meta, "storage", dir, "street", street, "duration", duration, "cost", cost) | ||
| } else { | ||
| if !torrentfs.Exist(meta.String()) { | ||
| log.Warn("Data not exist", "address", meta.Hex(), "number", cvm.BlockNumber, "current", cvm.BlockNumber, "meta", meta, "storage", dir) | ||
| errCh <- synapse.ErrModelFileNotExist | ||
| return | ||
| } else { | ||
| errCh <- nil | ||
| return | ||
| } | ||
| } | ||
| if !torrentfs.Exist(meta.String()) { | ||
| log.Warn("Data not exist", "address", meta.Hex(), "number", cvm.BlockNumber, "current", cvm.BlockNumber, "meta", meta, "storage", dir) | ||
| errCh <- synapse.ErrModelFileNotExist | ||
| return | ||
| } else { | ||
| errCh <- nil | ||
| return | ||
| } | ||
| //log.Error("Torrent synchronized timeout", "address", meta.Hex(), "number", cvm.BlockNumber, "meta", meta, "storage", dir, "street", street) | ||
| //errCh <- synapse.ErrModelFileNotExist | ||
| //return | ||
| }*/ | ||
|
|
||
| // infer function that returns an int64 as output, can be used a categorical output | ||
| func (cvm *CVM) Infer(modelInfoHash, inputInfoHash string, modelRawSize, inputRawSize uint64) ([]byte, error) { | ||
| var ( | ||
| inferRes []byte | ||
| errRes error | ||
| ) | ||
|
|
||
| start := mclock.Now() | ||
|
|
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| cvmVersion := synapse.CVMVersion(cvm.chainConfig, cvm.Context.BlockNumber) | ||
| model := common.StorageEntry{ | ||
| Hash: modelInfoHash, | ||
| Size: modelRawSize, | ||
| } | ||
| input := common.StorageEntry{ | ||
| Hash: inputInfoHash, | ||
| Size: inputRawSize, | ||
| } | ||
| inferRes, errRes = synapse.Engine().InferByInfoHashWithSize(model, input, cvmVersion, cvm.chainConfig.ChainID.Int64()) | ||
|
|
||
| elapsed := time.Duration(mclock.Now()) - time.Duration(start) | ||
|
|
||
| if errRes == nil { | ||
| log.Debug("[hash ] succeed", "label", inferRes, "model", modelInfoHash, "input", inputInfoHash, "number", cvm.Context.BlockNumber, "elapsed", common.PrettyDuration(elapsed)) | ||
| } | ||
| // ret := synapse.ArgMax(inferRes) | ||
| if cvm.vmConfig.DebugInferVM { | ||
| fmt.Println("infer result: ", inferRes, errRes) | ||
| } | ||
| return inferRes, errRes | ||
| } | ||
|
|
||
| // infer function that returns an int64 as output, can be used a categorical output | ||
| func (cvm *CVM) InferArray(modelInfoHash string, inputArray []byte, modelRawSize uint64) ([]byte, error) { | ||
| log.Trace("Detail", "Input Content", hexutil.Encode(inputArray)) | ||
|
|
||
| if cvm.vmConfig.DebugInferVM { | ||
| fmt.Println("Model Hash", modelInfoHash, "number", cvm.Context.BlockNumber, "Input Content", hexutil.Encode(inputArray)) | ||
| } | ||
|
|
||
| var ( | ||
| inferRes []byte | ||
| errRes error | ||
| ) | ||
|
|
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| start := mclock.Now() | ||
|
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| cvmVersion := synapse.CVMVersion(cvm.chainConfig, cvm.Context.BlockNumber) | ||
| model := common.StorageEntry{ | ||
| Hash: modelInfoHash, | ||
| Size: modelRawSize, | ||
| } | ||
| inferRes, errRes = synapse.Engine().InferByInputContentWithSize(model, inputArray, cvmVersion, cvm.chainConfig.ChainID.Int64()) | ||
| elapsed := time.Duration(mclock.Now()) - time.Duration(start) | ||
|
|
||
| if errRes == nil { | ||
| log.Debug("[array] succeed", "label", inferRes, "model", modelInfoHash, "array", inputArray, "number", cvm.Context.BlockNumber, "elapsed", common.PrettyDuration(elapsed)) | ||
| } | ||
| return inferRes, errRes | ||
| } | ||
|
|
||
| // infer function that returns an int64 as output, can be used a categorical output | ||
| func (cvm *CVM) OpsInfer(addr common.Address) (opsRes uint64, errRes error) { | ||
| modelMeta, err := cvm.GetModelMeta(addr) | ||
| if err != nil { | ||
| return 0, err | ||
| } | ||
|
|
||
| start := mclock.Now() | ||
| model := common.StorageEntry{ | ||
| Hash: modelMeta.Hash.Hex(), | ||
| Size: modelMeta.RawSize, | ||
| } | ||
| opsRes, errRes = synapse.Engine().GetGasByInfoHashWithSize(model, cvm.chainConfig.ChainID.Int64()) | ||
|
|
||
| elapsed := time.Duration(mclock.Now()) - time.Duration(start) | ||
|
|
||
| if errRes == nil { | ||
| log.Debug("[ops ] succeed", "ops", opsRes, "addr", addr, "elapsed", common.PrettyDuration(elapsed)) | ||
| } | ||
|
|
||
| return opsRes, errRes | ||
| } | ||
|
|
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| func (cvm *CVM) GetModelMeta(addr common.Address) (meta *torrentfs.ModelMeta, err error) { | ||
| modelMetaRaw := cvm.StateDB.GetCode(addr) | ||
| var modelMeta torrentfs.ModelMeta | ||
| if err := modelMeta.DecodeRLP(modelMetaRaw); err != nil { | ||
| return nil, err | ||
| } else { | ||
| return &modelMeta, nil | ||
| } | ||
| } | ||
|
|
||
| func (cvm *CVM) GetInputMeta(addr common.Address) (meta *torrentfs.InputMeta, err error) { | ||
| inputMetaRaw := cvm.StateDB.GetCode(addr) | ||
| var inputMeta torrentfs.InputMeta | ||
| if err := inputMeta.DecodeRLP(inputMetaRaw); err != nil { | ||
| return nil, err | ||
| } else { | ||
| return &inputMeta, nil | ||
| } | ||
| } |