From a32c28019f939be8d380bafb52bb649bc187bd4f Mon Sep 17 00:00:00 2001 From: WenheLI Date: Tue, 8 Sep 2020 19:06:37 +0800 Subject: [PATCH 01/25] add boa --- packages/daemon/package.json | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/packages/daemon/package.json b/packages/daemon/package.json index 6c401a40b..4b47a534d 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -4,6 +4,7 @@ "description": "pipcook daemon", "dependencies": { "@pipcook/app": "^1.2.0", + "@pipcook/boa": "^1.2.0", "@pipcook/costa": "^1.2.0", "@pipcook/pipcook-core": "^1.2.0", "axios": "^0.18.1", @@ -61,7 +62,8 @@ "test": "midway-bin test --ts --full-trace", "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", - "benchmark": "node benchmark/bootstrap.js" + "benchmark": "node benchmark/bootstrap.js", + "postinstall": "python3 -m pip install pipcook-tvm" }, "ci": { "version": "10" From cda9a774c76d958f480351df96f78eea0e160fdf Mon Sep 17 00:00:00 2001 From: WenheLI Date: Wed, 9 Sep 2020 17:45:18 +0800 Subject: [PATCH 02/25] add codebase --- .github/workflows/pipeline.yml | 5 + packages/boa/lib/index.js | 4 + packages/daemon/binary/preload.js | 41 +++++++ packages/daemon/binary/tvmjs_support.bc | Bin 0 -> 127149 bytes packages/daemon/binary/wasm_runtime.bc | Bin 0 -> 848285 bytes packages/daemon/binary/webgpu_runtime.bc | Bin 0 -> 79951 bytes packages/daemon/bootstrap.js | 0 packages/daemon/src/service/pipeline.ts | 125 ++++++++++++++++++---- packages/daemon/templates/wasm/predict.js | 41 +++++++ 9 files changed, 194 insertions(+), 22 deletions(-) create mode 100644 packages/daemon/binary/preload.js create mode 100644 packages/daemon/binary/tvmjs_support.bc create mode 100644 packages/daemon/binary/wasm_runtime.bc create mode 100644 packages/daemon/binary/webgpu_runtime.bc mode change 100644 => 100755 packages/daemon/bootstrap.js create mode 100644 packages/daemon/templates/wasm/predict.js diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index c57ab49fc..958c9e6c6 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -30,3 +30,8 @@ jobs: ./packages/cli/dist/bin/pipcook daemon start - name: pipeline run: npm run test:pipeline -- ${{ matrix.pipeline }} + - name: wasm export pipeline: + run: | + ./packages/cli/dist/bin/pipcook daemon stop + export WASM=1 + ./packages/cli/dist/bin/pipcook run ./example/pipelines/databinding-image-classification-mobilenet.json diff --git a/packages/boa/lib/index.js b/packages/boa/lib/index.js index fff94d42b..6b8147361 100644 --- a/packages/boa/lib/index.js +++ b/packages/boa/lib/index.js @@ -332,6 +332,10 @@ function _internalWrap(T, src={}) { writable: false, value: () => T.__hash__(), }, + __getattr__: { + configurable: true, + value: (k) => wrap(T.__getattr__(k)), + } }); // Create the proxy object for handlers diff --git a/packages/daemon/binary/preload.js b/packages/daemon/binary/preload.js new file mode 100644 index 000000000..882280f9c --- /dev/null +++ b/packages/daemon/binary/preload.js @@ -0,0 +1,41 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ +/* eslint-disable no-unused-vars */ +/** + * JS config used by --pre-js in emcc. + * Wrap module as a LibraryProvider. + */ + +var __wasmLib = {}; + +function __wasmLibInstantiateWasm(imports, successCallback) { + __wasmLib.imports = imports; + __wasmLib.successCallback = successCallback; +} + +function __wasmLibStart(wasmInstance) { + __wasmLib.successCallback(wasmInstance); +} + +__wasmLib.start = __wasmLibStart; + +var Module = { + "instantiateWasm": __wasmLibInstantiateWasm, + "wasmLibraryProvider": __wasmLib +}; diff --git a/packages/daemon/binary/tvmjs_support.bc b/packages/daemon/binary/tvmjs_support.bc new file mode 100644 index 0000000000000000000000000000000000000000..211029b0dafb7478f2bcc094b58cd99c12662ac7 GIT binary patch literal 127149 zcmeFa3w)eaoi~2YGq)s@(kT=gXem#IVp}aGlY0=b({@@yOQ}t{h?ilSOxsCwYclD@ 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zVKeS`cKHdV-`nMHT={#K8@TdFmm9hAc$b^F@>G{Qx$<0>ySVZ~m%F)kWmn32P1m21 z>AJ2vasRk$i^7!8x<1I2uev_OmCaor=E|0?k8)*O*MD&3$F7fYrN#3&R~C4l;L0M; zQ(U{e+XBU7r63p z_ZPYHSofE?@?`f{xbkfGSGn@f?yqs>?%btkd%t*d(%mu*`%6owz4F}6<7Sx0_VG=j^j-VC{>IdNh@ zaHk`}ZZgxE&9%ZbGbT$?oExpIP8aEHp|r(pp5!XWr8*p~FL>Df|Myy!imvw*BC#8) J!t=n6+#j8-zghqQ literal 0 HcmV?d00001 diff --git a/packages/daemon/bootstrap.js b/packages/daemon/bootstrap.js old mode 100644 new mode 100755 diff --git a/packages/daemon/src/service/pipeline.ts b/packages/daemon/src/service/pipeline.ts index 6224189b3..bb11674cc 100644 --- a/packages/daemon/src/service/pipeline.ts +++ b/packages/daemon/src/service/pipeline.ts @@ -23,6 +23,8 @@ import { Tracer, JobStatusChangeEvent } from './trace-manager'; import { pluginQueue } from '../utils'; import { PipelineDB } from '../runner/helper'; +const boa = require('@pipcook/boa'); + interface QueryOptions { limit: number; offset: number; @@ -39,7 +41,7 @@ interface GenerateOptions { datasetProcess?: PluginPackage; pipeline: PipelineModel; workingDir: string; - template: string; + template: 'node' | 'wasm'; } interface PluginInfo { @@ -329,7 +331,7 @@ export class PipelineService { job.evaluatePass = result.pass; job.endTime = Date.now(); job.status = PipelineStatus.SUCCESS; - + await this.generateOutput(job, { modelPath, modelPlugin, @@ -337,7 +339,7 @@ export class PipelineService { datasetProcess, pipeline, workingDir: runnable.workingDir, - template: 'node' // set node by default + template: process.env.WASM ? 'wasm' : 'node' // set node by default }); await job.save(); @@ -383,6 +385,66 @@ export class PipelineService { return path.join(CoreConstants.PIPCOOK_RUN, id, 'output.tar.gz'); } + private _generateWASMOutput(dist: string, opts: GenerateOptions, fileQueue: Array>): void { + const relay = boa.import("tvm.relay"); + const emcc = boa.import("tvm.contrib.emcc") + const keras = boa.import("tensorflow.keras"); + const {dict, open} = boa.builtins(); + + // download tvm runtime from oss + const tvmjsPromise = execAsync(`wget http://ai-sample.oss-cn-hangzhou.aliyuncs.com/tvmjs/dist/tvmjs.bundle.js`, {cwd: dist}); + fileQueue.push(tvmjsPromise); + + const model = keras.models.load_model(path.join(opts.modelPath, "model.h5")); + + const inputName = 'input_1'; + const inputShape = model.layers[0].input_shape[0]; + const shape = [1]; + shape.push(inputShape[3]); + shape.push(inputShape[1]); + shape.push(inputShape[2]); + + const [ mod, params ] = relay.frontend.from_keras(model, dict(boa.kwargs({[inputName]: shape}))); + const [ graph, lib, param ] = relay.build(mod, boa.kwargs({ + params: params, + target: "llvm -mtriple=wasm32--unknown-emcc -system-lib" + })); + + lib.save(path.join(dist, "model.bc")); + + const jsonWriter = open(path.join(dist, "modelDesc.json"), "w"); + jsonWriter.write(graph); + const paramWriter = open(path.join(dist,"modelParams.parmas"), "wb"); + paramWriter.write(relay.save_param_dict(param)); + emcc.create_tvmjs_wasm(path.join(dist, "model.wasi.js"), path.join(dist, "model.bc"), boa.kwargs({ + options: ["-O3", "-std=c++14", "-Wno-ignored-attributes", "-s", "ALLOW_MEMORY_GROWTH=1", "-s", "STANDALONE_WASM=1", "-s", "ERROR_ON_UNDEFINED_SYMBOLS=0", "-s", "ASSERTIONS=1", "--no-entry", "--pre-js", "./packages/daemon/binary/preload.js"] + })); + + const templateHead = `function EmccWASI() {`; + const templateTail = ` + this.Module = Module; + this.start = Module.wasmLibraryProvider.start; + this.imports = Module.wasmLibraryProvider.imports; + this.wasiImport = this.imports["wasi_snapshot_preview1"]; + } + + if (typeof module !== "undefined" && module.exports) { + module.exports = EmccWASI; + } + ` + + const result = templateHead + open(path.join(dist, "model.wasi.js")).read() + templateTail; + const resultWriter = open(path.join(dist, "model.wasi.js"), "w"); + resultWriter.write(result); + + const jsonPromise = fs.writeJSON(path.join(dist, "modelSpec.json"), { + shape, + inputName + }); + + fileQueue.push(jsonPromise); + } + /** * Generate the output package for a given job. * @param job the job model for output. @@ -393,18 +455,34 @@ export class PipelineService { const dist = path.join(opts.workingDir, 'output'); await fs.remove(dist); await fs.ensureDir(dist); + + const fileQueue: Array> = new Array(); + + // Only support tensorflow at this moment. + if (opts.template == 'wasm' && opts.modelPlugin.name.includes("tensorflow")) { + this._generateWASMOutput(dist, opts, fileQueue); + } + await execAsync('npm init -y', { cwd: dist }); // post processing the package.json const projPackage = await fs.readJSON(dist + '/package.json'); - projPackage.dependencies = { - [opts.modelPlugin.name]: opts.modelPlugin.version, - }; - projPackage.scripts = { - postinstall: 'node boapkg.js' - }; - if (opts.dataProcess) { - projPackage.dependencies[opts.dataProcess.name] = opts.dataProcess.version; + + if (opts.template == 'node') { + projPackage.dependencies = { + [opts.modelPlugin.name]: opts.modelPlugin.version, + }; + projPackage.scripts = { + postinstall: 'node boapkg.js' + }; + if (opts.dataProcess) { + projPackage.dependencies[opts.dataProcess.name] = opts.dataProcess.version; + } + } else { + projPackage.main = 'index.js', + projPackage.dependencies = { + 'ws': '^7.3.1' + } } const jsonWriteOpts = { spaces: 2 } as fs.WriteOptions; @@ -413,18 +491,21 @@ export class PipelineService { output: job.toJSON(), }; - await Promise.all([ + if (opts.template == 'node') { // copy base components - fs.copy(opts.modelPath, dist + '/model'), - fs.copy(path.join(__dirname, `../../templates/${opts.template}/predict.js`), `${dist}/index.js`), - fs.copy(path.join(__dirname, '../../templates/boapkg.js'), `${dist}/boapkg.js`), - // copy logs - fs.copy(opts.workingDir + '/logs', `${dist}/logs`), - // write package.json - fs.outputJSON(dist + '/package.json', projPackage, jsonWriteOpts), - // write metadata.json - fs.outputJSON(dist + '/metadata.json', metadata, jsonWriteOpts), - ]); + fileQueue.push(fs.copy(opts.modelPath, dist + '/model')); + fileQueue.push(fs.copy(path.join(__dirname, '../../templates/boapkg.js'), `${dist}/boapkg.js`)); + } + + fileQueue.push(fs.copy(path.join(__dirname, `../../templates/${opts.template}/predict.js`), `${dist}/index.js`)); + // copy logs + fileQueue.push(fs.copy(opts.workingDir + '/logs', `${dist}/logs`)); + // write package.json + fileQueue.push(fs.outputJSON(dist + '/package.json', projPackage, jsonWriteOpts)); + // write metadata.json + fileQueue.push(fs.outputJSON(dist + '/metadata.json', metadata, jsonWriteOpts)); + + await Promise.all(fileQueue); console.info(`trained the model to ${dist}`); // packing the output directory. diff --git a/packages/daemon/templates/wasm/predict.js b/packages/daemon/templates/wasm/predict.js new file mode 100644 index 000000000..ef48848e3 --- /dev/null +++ b/packages/daemon/templates/wasm/predict.js @@ -0,0 +1,41 @@ +const tvmjs = require("./tvmjs.bundle"); +const EmccWASI = require("./model.wasi"); +const fs = require('fs'); +const modelSpec = require("./modelSpec.json"); + +const loadModel = async () => { + const wasmSource = fs.readFileSync('./model.wasi.wasm'); + const tvm = await tvmjs.instantiate(wasmSource, new EmccWASI()); + + const graph = JSON.parse(fs.readFileSync('./modelDesc.json')); + const param = new Uint8Array(fs.readFileSync('./modelParams.parmas')); + + const ctx = tvm.cpu(0); + const sysLib = tvm.systemLib(); + model = tvm.createGraphRuntime(JSON.stringify(graph), sysLib, ctx); + model.loadParams(param); + + return {model, tvm, ctx}; +} + +let model, tvm, ctx; + +const predict = async (input) => { + if (!model) { + const rets = await loadModel(); + model = rets.model; + tvm = rets.tvm; + ctx = rets.ctx; + } + + const inputData = tvm.empty(modelSpec.shape, "float32", tvm.cpu()); + const output = model.getOutput(0); + inputData.copyFrom(input); + model.setInput(modelSpec.inputName, inputData); + model.run(); + await ctx.sync(); + console.log(output.toArray()) + return output.toArray(); +} + +module.exports = predict; \ No newline at end of file From aa6eb938e42bcd4d68284354bdbb3ed583356eea Mon Sep 17 00:00:00 2001 From: WenheLI Date: Wed, 9 Sep 2020 17:51:07 +0800 Subject: [PATCH 03/25] doc: add docs --- docs/INSTALL.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/INSTALL.md b/docs/INSTALL.md index ec5fcaa1c..8a24f96ec 100644 --- a/docs/INSTALL.md +++ b/docs/INSTALL.md @@ -10,6 +10,8 @@ Before starting the installation, please make sure the following environments ar - macOS, Linux - Node.js 12 +**Note:** To use `wasm` output format, you need to manually install [`emsdk`](https://emscripten.org/docs/introducing_emscripten/index.html) and export the `emcc` and `emsdk` to the environmental variable. + ## Install via NPM Installing [Pipcook][] via NPM is easy, just run: From f9a2b711beb84269b6bbb54fe4b31d17ca928d76 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Wed, 9 Sep 2020 17:58:33 +0800 Subject: [PATCH 04/25] add ci --- .github/workflows/pipeline.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 958c9e6c6..d96e5f0e2 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -32,6 +32,8 @@ jobs: run: npm run test:pipeline -- ${{ matrix.pipeline }} - name: wasm export pipeline: run: | + git clone https://github.com/emscripten-core/emsdk.git && cd emsdk + ./emsdk install latest && source ./emsdk_env.sh ./packages/cli/dist/bin/pipcook daemon stop export WASM=1 ./packages/cli/dist/bin/pipcook run ./example/pipelines/databinding-image-classification-mobilenet.json From 824ae1825c2a22f69917e69e56d46280a304995e Mon Sep 17 00:00:00 2001 From: WenheLI Date: Wed, 9 Sep 2020 18:55:13 +0800 Subject: [PATCH 05/25] add pre --- packages/daemon/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/daemon/package.json b/packages/daemon/package.json index 4b47a534d..213868301 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -63,7 +63,7 @@ "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", "benchmark": "node benchmark/bootstrap.js", - "postinstall": "python3 -m pip install pipcook-tvm" + "postinstall": "python3 -m pip install --pre pipcook-tvm" }, "ci": { "version": "10" From eace1769d18a273c8c76bb654936e212fc08bd4c Mon Sep 17 00:00:00 2001 From: WenheLI Date: Wed, 9 Sep 2020 19:06:24 +0800 Subject: [PATCH 06/25] add url --- packages/daemon/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/daemon/package.json b/packages/daemon/package.json index 213868301..97f717f90 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -63,7 +63,7 @@ "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", "benchmark": "node benchmark/bootstrap.js", - "postinstall": "python3 -m pip install --pre pipcook-tvm" + "postinstall": "python3 -m pip install https://files.pythonhosted.org/packages/67/ff/011f588d54153c5d8ee3841d137acf752933f78eb1e3d1c5ffc6c1cb5a32/pipcook_tvm-0.7.dev1-cp37-cp37m-macosx_10_15_x86_64.whl" }, "ci": { "version": "10" From ff80ea12f45b523dc028baddbdbfd3f1b99cae71 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Thu, 10 Sep 2020 17:05:07 +0800 Subject: [PATCH 07/25] rm --- packages/daemon/binary/preload.js | 41 ----------------------- packages/daemon/binary/tvmjs_support.bc | Bin 127149 -> 0 bytes packages/daemon/binary/wasm_runtime.bc | Bin 848285 -> 0 bytes packages/daemon/binary/webgpu_runtime.bc | Bin 79951 -> 0 bytes 4 files changed, 41 deletions(-) delete mode 100644 packages/daemon/binary/preload.js delete mode 100644 packages/daemon/binary/tvmjs_support.bc delete mode 100644 packages/daemon/binary/wasm_runtime.bc delete mode 100644 packages/daemon/binary/webgpu_runtime.bc diff --git a/packages/daemon/binary/preload.js b/packages/daemon/binary/preload.js deleted file mode 100644 index 882280f9c..000000000 --- a/packages/daemon/binary/preload.js +++ /dev/null @@ -1,41 +0,0 @@ -/* - * Licensed to the Apache Software Foundation (ASF) under one - * or more contributor license agreements. See the NOTICE file - * distributed with this work for additional information - * regarding copyright ownership. The ASF licenses this file - * to you under the Apache License, Version 2.0 (the - * "License"); you may not use this file except in compliance - * with the License. You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, - * software distributed under the License is distributed on an - * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY - * KIND, either express or implied. See the License for the - * specific language governing permissions and limitations - * under the License. - */ -/* eslint-disable no-unused-vars */ -/** - * JS config used by --pre-js in emcc. - * Wrap module as a LibraryProvider. - */ - -var __wasmLib = {}; - -function __wasmLibInstantiateWasm(imports, successCallback) { - __wasmLib.imports = imports; - __wasmLib.successCallback = successCallback; -} - -function __wasmLibStart(wasmInstance) { - __wasmLib.successCallback(wasmInstance); -} - -__wasmLib.start = __wasmLibStart; - -var Module = { - "instantiateWasm": __wasmLibInstantiateWasm, - "wasmLibraryProvider": __wasmLib -}; diff --git a/packages/daemon/binary/tvmjs_support.bc b/packages/daemon/binary/tvmjs_support.bc deleted file mode 100644 index 211029b0dafb7478f2bcc094b58cd99c12662ac7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 127149 zcmeFa3w)eaoi~2YGq)s@(kT=gXem#IVp}aGlY0=b({@@yOQ}t{h?ilSOxsCwYclD@ 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zVKeS`cKHdV-`nMHT={#K8@TdFmm9hAc$b^F@>G{Qx$<0>ySVZ~m%F)kWmn32P1m21 z>AJ2vasRk$i^7!8x<1I2uev_OmCaor=E|0?k8)*O*MD&3$F7fYrN#3&R~C4l;L0M; zQ(U{e+XBU7r63p z_ZPYHSofE?@?`f{xbkfGSGn@f?yqs>?%btkd%t*d(%mu*`%6owz4F}6<7Sx0_VG=j^j-VC{>IdNh@ zaHk`}ZZgxE&9%ZbGbT$?oExpIP8aEHp|r(pp5!XWr8*p~FL>Df|Myy!imvw*BC#8) J!t=n6+#j8-zghqQ From 7627d10187b642d292bff6790ab5823e4f00af2b Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 11:48:08 +0800 Subject: [PATCH 08/25] add tlcpack distributation --- .github/workflows/pipeline.yml | 3 +-- packages/daemon/package.json | 2 +- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index d96e5f0e2..d004979d1 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -35,5 +35,4 @@ jobs: git clone https://github.com/emscripten-core/emsdk.git && cd emsdk ./emsdk install latest && source ./emsdk_env.sh ./packages/cli/dist/bin/pipcook daemon stop - export WASM=1 - ./packages/cli/dist/bin/pipcook run ./example/pipelines/databinding-image-classification-mobilenet.json + export WASM=1 && ./packages/cli/dist/bin/pipcook run ./example/pipelines/databinding-image-classification-mobilenet.json diff --git a/packages/daemon/package.json b/packages/daemon/package.json index 97f717f90..d3cd2493c 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -63,7 +63,7 @@ "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", "benchmark": "node benchmark/bootstrap.js", - "postinstall": "python3 -m pip install https://files.pythonhosted.org/packages/67/ff/011f588d54153c5d8ee3841d137acf752933f78eb1e3d1c5ffc6c1cb5a32/pipcook_tvm-0.7.dev1-cp37-cp37m-macosx_10_15_x86_64.whl" + "postinstall": "python3 -m pip install tlcpack -f https://tlcpack.ai/wheels.html" }, "ci": { "version": "10" From 36cb1ae2d6887cf9065cad2d51ac54dbbb8370e5 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 11:54:48 +0800 Subject: [PATCH 09/25] rm --- .github/workflows/pipeline.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index d004979d1..ea3785021 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -30,7 +30,7 @@ jobs: ./packages/cli/dist/bin/pipcook daemon start - name: pipeline run: npm run test:pipeline -- ${{ matrix.pipeline }} - - name: wasm export pipeline: + - name: wasm export pipeline run: | git clone https://github.com/emscripten-core/emsdk.git && cd emsdk ./emsdk install latest && source ./emsdk_env.sh From 0c968f64bcb5fcd18f5aa9487dc7170fb3dc247e Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 13:04:32 +0800 Subject: [PATCH 10/25] change --- packages/daemon/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/daemon/package.json b/packages/daemon/package.json index d3cd2493c..f910c7268 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -63,7 +63,7 @@ "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", "benchmark": "node benchmark/bootstrap.js", - "postinstall": "python3 -m pip install tlcpack -f https://tlcpack.ai/wheels.html" + "postinstall": "python3 -m pip install tvm -f https://tlcpack.ai/wheels.html" }, "ci": { "version": "10" From 1265a498c6d3c6896767efbfd41a0deb7fc1c3a3 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 13:48:16 +0800 Subject: [PATCH 11/25] add setuptools --- .github/workflows/esbuild.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/esbuild.yml b/.github/workflows/esbuild.yml index 366548703..ec4c64025 100644 --- a/.github/workflows/esbuild.yml +++ b/.github/workflows/esbuild.yml @@ -35,6 +35,7 @@ jobs: yarn - name: Building Pipcook run: | + sudo apt-get install -y python3-setuptools yarn dev-build - name: Running unit tests run: | From 9696f42248c56543a3c06ea61915489ebb33f1be Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 14:00:01 +0800 Subject: [PATCH 12/25] add --- .github/workflows/build.yml | 1 + .github/workflows/esbuild.yml | 1 - 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 9bb0620a7..408793c33 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -63,6 +63,7 @@ jobs: node-version: ${{ matrix.node_version }} - name: Building Pipcook run: | + sudo apt-get install -y python3-setuptools yarn yarn build yarn init-dev diff --git a/.github/workflows/esbuild.yml b/.github/workflows/esbuild.yml index ec4c64025..366548703 100644 --- a/.github/workflows/esbuild.yml +++ b/.github/workflows/esbuild.yml @@ -35,7 +35,6 @@ jobs: yarn - name: Building Pipcook run: | - sudo apt-get install -y python3-setuptools yarn dev-build - name: Running unit tests run: | From f11ae7a659ceabdcbf5a29b3e42731628224000b Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 14:10:45 +0800 Subject: [PATCH 13/25] add key --- .github/workflows/build.yml | 2 +- .github/workflows/pipeline.yml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 408793c33..e6b069ace 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -63,7 +63,7 @@ jobs: node-version: ${{ matrix.node_version }} - name: Building Pipcook run: | - sudo apt-get install -y python3-setuptools + python3 -m pip install setuptools yarn yarn build yarn init-dev diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index a00d4add2..8873177fd 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -33,6 +33,6 @@ jobs: - name: wasm export pipeline run: | git clone https://github.com/emscripten-core/emsdk.git && cd emsdk - ./emsdk install latest && source ./emsdk_env.sh + ./emsdk install latest && ./emsdk activate latest && source ./emsdk_env.sh ./packages/cli/dist/bin/pipcook daemon stop export WASM=1 && ./packages/cli/dist/bin/pipcook run ./example/pipelines/databinding-image-classification-mobilenet.json From b79d1cd4f59b6788706f4614f1365698185da076 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 16:06:14 +0800 Subject: [PATCH 14/25] fix conflict --- packages/daemon/src/service/pipeline.ts | 6 ------ 1 file changed, 6 deletions(-) diff --git a/packages/daemon/src/service/pipeline.ts b/packages/daemon/src/service/pipeline.ts index 95e95a9a7..98d9233d7 100644 --- a/packages/daemon/src/service/pipeline.ts +++ b/packages/daemon/src/service/pipeline.ts @@ -20,15 +20,9 @@ import { PluginManager } from './plugin'; import { Tracer, JobStatusChangeEvent } from './trace-manager'; import { pluginQueue } from '../utils'; import { UpdateParameter } from '../interface/pipeline'; -import { PipelineDB } from '../runner/helper'; const boa = require('@pipcook/boa'); -interface QueryOptions { - limit: number; - offset: number; -} - interface SelectJobsFilter { pipelineId?: string; } From 14ed9ee0f0f530d9e015c1ead090bbfd61f799b8 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 16:19:25 +0800 Subject: [PATCH 15/25] fix lint --- packages/daemon/src/service/pipeline.ts | 54 ++++++++++++------------- 1 file changed, 27 insertions(+), 27 deletions(-) diff --git a/packages/daemon/src/service/pipeline.ts b/packages/daemon/src/service/pipeline.ts index 98d9233d7..4e60801eb 100644 --- a/packages/daemon/src/service/pipeline.ts +++ b/packages/daemon/src/service/pipeline.ts @@ -177,7 +177,7 @@ export class PipelineService { const verifyPlugin = (name: string): void => { if (!plugins[name]) { this.runnableMap[job.id].destroy(); - throw new TypeError(`"${name}" plugin is required`); + throw new TypeError(`'${name}' plugin is required`); } }; const dispatchJobEvent = (jobStatus: PipelineStatus, step?: PluginTypeI, stepAction?: 'start' | 'end') => { @@ -265,7 +265,7 @@ export class PipelineService { job.evaluatePass = result.pass; job.endTime = Date.now(); job.status = PipelineStatus.SUCCESS; - + await this.generateOutput(job, { modelPath, modelPlugin, @@ -320,16 +320,16 @@ export class PipelineService { } private _generateWASMOutput(dist: string, opts: GenerateOptions, fileQueue: Array>): void { - const relay = boa.import("tvm.relay"); - const emcc = boa.import("tvm.contrib.emcc") - const keras = boa.import("tensorflow.keras"); + const relay = boa.import('tvm.relay'); + const emcc = boa.import('tvm.contrib.emcc'); + const keras = boa.import('tensorflow.keras'); const {dict, open} = boa.builtins(); // download tvm runtime from oss const tvmjsPromise = execAsync(`wget http://ai-sample.oss-cn-hangzhou.aliyuncs.com/tvmjs/dist/tvmjs.bundle.js`, {cwd: dist}); fileQueue.push(tvmjsPromise); - const model = keras.models.load_model(path.join(opts.modelPath, "model.h5")); + const model = keras.models.load_model(path.join(opts.modelPath, 'model.h5')); const inputName = 'input_1'; const inputShape = model.layers[0].input_shape[0]; @@ -340,18 +340,18 @@ export class PipelineService { const [ mod, params ] = relay.frontend.from_keras(model, dict(boa.kwargs({[inputName]: shape}))); const [ graph, lib, param ] = relay.build(mod, boa.kwargs({ - params: params, - target: "llvm -mtriple=wasm32--unknown-emcc -system-lib" + params, + target: 'llvm -mtriple=wasm32--unknown-emcc -system-lib' })); - lib.save(path.join(dist, "model.bc")); + lib.save(path.join(dist, 'model.bc')); - const jsonWriter = open(path.join(dist, "modelDesc.json"), "w"); + const jsonWriter = open(path.join(dist, 'modelDesc.json'), 'w'); jsonWriter.write(graph); - const paramWriter = open(path.join(dist,"modelParams.parmas"), "wb"); + const paramWriter = open(path.join(dist, 'modelParams.parmas'), 'wb'); paramWriter.write(relay.save_param_dict(param)); - emcc.create_tvmjs_wasm(path.join(dist, "model.wasi.js"), path.join(dist, "model.bc"), boa.kwargs({ - options: ["-O3", "-std=c++14", "-Wno-ignored-attributes", "-s", "ALLOW_MEMORY_GROWTH=1", "-s", "STANDALONE_WASM=1", "-s", "ERROR_ON_UNDEFINED_SYMBOLS=0", "-s", "ASSERTIONS=1", "--no-entry", "--pre-js", "./packages/daemon/binary/preload.js"] + emcc.create_tvmjs_wasm(path.join(dist, 'model.wasi.js'), path.join(dist, 'model.bc'), boa.kwargs({ + options: ['-O3', '-std=c++14', '-Wno-ignored-attributes', '-s', 'ALLOW_MEMORY_GROWTH=1', '-s', 'STANDALONE_WASM=1', '-s', 'ERROR_ON_UNDEFINED_SYMBOLS=0', '-s', 'ASSERTIONS=1', '--no-entry', '--pre-js', './packages/daemon/binary/preload.js'] })); const templateHead = `function EmccWASI() {`; @@ -359,21 +359,21 @@ export class PipelineService { this.Module = Module; this.start = Module.wasmLibraryProvider.start; this.imports = Module.wasmLibraryProvider.imports; - this.wasiImport = this.imports["wasi_snapshot_preview1"]; + this.wasiImport = this.imports['wasi_snapshot_preview1']; } - if (typeof module !== "undefined" && module.exports) { + if (typeof module !== 'undefined' && module.exports) { module.exports = EmccWASI; } - ` + `; - const result = templateHead + open(path.join(dist, "model.wasi.js")).read() + templateTail; - const resultWriter = open(path.join(dist, "model.wasi.js"), "w"); + const result = templateHead + open(path.join(dist, 'model.wasi.js')).read() + templateTail; + const resultWriter = open(path.join(dist, 'model.wasi.js'), 'w'); resultWriter.write(result); - const jsonPromise = fs.writeJSON(path.join(dist, "modelSpec.json"), { + const jsonPromise = fs.writeJSON(path.join(dist, 'modelSpec.json'), { shape, - inputName + inputName }); fileQueue.push(jsonPromise); @@ -391,9 +391,9 @@ export class PipelineService { await fs.ensureDir(dist); const fileQueue: Array> = new Array(); - + // Only support tensorflow at this moment. - if (opts.template == 'wasm' && opts.modelPlugin.name.includes("tensorflow")) { + if (opts.template === 'wasm' && opts.modelPlugin.name.includes('tensorflow')) { this._generateWASMOutput(dist, opts, fileQueue); } @@ -402,7 +402,7 @@ export class PipelineService { // post processing the package.json const projPackage = await fs.readJSON(dist + '/package.json'); - if (opts.template == 'node') { + if (opts.template === 'node') { projPackage.dependencies = { [opts.modelPlugin.name]: opts.modelPlugin.version, }; @@ -413,10 +413,10 @@ export class PipelineService { projPackage.dependencies[opts.dataProcess.name] = opts.dataProcess.version; } } else { - projPackage.main = 'index.js', + projPackage.main = 'index.js'; projPackage.dependencies = { - 'ws': '^7.3.1' - } + ws: '^7.3.1' + }; } const jsonWriteOpts = { spaces: 2 } as fs.WriteOptions; @@ -425,7 +425,7 @@ export class PipelineService { output: job, }; - if (opts.template == 'node') { + if (opts.template === 'node') { // copy base components fileQueue.push(fs.copy(opts.modelPath, dist + '/model')); fileQueue.push(fs.copy(path.join(__dirname, '../../templates/boapkg.js'), `${dist}/boapkg.js`)); From 2d12f5118a2b8aaa8423d88e62869260eaeb1d56 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 16:34:55 +0800 Subject: [PATCH 16/25] change template str --- packages/daemon/src/service/pipeline.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/daemon/src/service/pipeline.ts b/packages/daemon/src/service/pipeline.ts index 4e60801eb..6a179b580 100644 --- a/packages/daemon/src/service/pipeline.ts +++ b/packages/daemon/src/service/pipeline.ts @@ -34,7 +34,7 @@ interface GenerateOptions { datasetProcess?: PluginPackage; pipeline: PipelineEntity; workingDir: string; - template: 'node' | 'wasm'; + template: string; } interface PluginInfo { From 9330636fb05a40369eb5d87d43da9fa729c528fb Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 17:51:19 +0800 Subject: [PATCH 17/25] rm --- .github/workflows/build.yml | 1 - packages/daemon/package.json | 3 +-- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index e6b069ace..9bb0620a7 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -63,7 +63,6 @@ jobs: node-version: ${{ matrix.node_version }} - name: Building Pipcook run: | - python3 -m pip install setuptools yarn yarn build yarn init-dev diff --git a/packages/daemon/package.json b/packages/daemon/package.json index 6748dae0f..03d2aed73 100755 --- a/packages/daemon/package.json +++ b/packages/daemon/package.json @@ -62,8 +62,7 @@ "test": "midway-bin test --ts --full-trace", "migration": "sequelize-cli db:migrate", "migration:undo": "sequelize-cli db:migrate:undo", - "benchmark": "node benchmark/bootstrap.js", - "postinstall": "python3 -m pip install tvm -f https://tlcpack.ai/wheels.html" + "benchmark": "node benchmark/bootstrap.js" }, "ci": { "version": "10" From 28a014271fba11d520df39a5274f1d0d862bbe4f Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 19:34:58 +0800 Subject: [PATCH 18/25] add test script --- .github/workflows/build.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 9bb0620a7..d163122c4 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -100,6 +100,8 @@ jobs: npx ts-node ./run_tests.ts - name: install plugins from specific pipeline run: | + python3 --version + python --version ./packages/cli/dist/bin/pipcook pipeline install ./example/pipelines/chinese-poem-creation.json ./packages/cli/dist/bin/pipcook pipeline install https://raw.githubusercontent.com/alibaba/pipcook/master/example/pipelines/text-bayes-classification.json - name: Running an example pipeline From 6d5439459222d282ae9751bdc148bbc529d132f2 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 20:15:43 +0800 Subject: [PATCH 19/25] add test --- .github/workflows/build.yml | 2 ++ packages/costa/src/runtime.ts | 1 + 2 files changed, 3 insertions(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index d163122c4..9585b9544 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -102,6 +102,8 @@ jobs: run: | python3 --version python --version + which python + echo $PATH ./packages/cli/dist/bin/pipcook pipeline install ./example/pipelines/chinese-poem-creation.json ./packages/cli/dist/bin/pipcook pipeline install https://raw.githubusercontent.com/alibaba/pipcook/master/example/pipelines/text-bayes-classification.json - name: Running an example pipeline diff --git a/packages/costa/src/runtime.ts b/packages/costa/src/runtime.ts index 833f722fe..176717c86 100644 --- a/packages/costa/src/runtime.ts +++ b/packages/costa/src/runtime.ts @@ -328,6 +328,7 @@ export class CostaRuntime { // if not init for plugin directory, just run `npm init` and install boa firstly. await spawnAsync('npm', [ 'init', '-y' ], npmExecOpts, stdio); } + spawnAsync('echo $PATH', npmArgs, npmExecOpts, stdio); return spawnAsync('npm', npmArgs, npmExecOpts, stdio); } From ea686c7f741efa7c4bcdc9d0cac1604bc18382d2 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 20:24:44 +0800 Subject: [PATCH 20/25] add --- .github/workflows/build.yml | 57 ----------------------------------- packages/costa/src/runtime.ts | 1 + 2 files changed, 1 insertion(+), 57 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 9585b9544..e6fe008a3 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -67,37 +67,9 @@ jobs: yarn build yarn init-dev du -h -d 1 - - name: Running unit tests - run: | - npm test - - name: run cov - if: ${{ runner.os == 'Linux' && matrix.node_version == 12 }} - run: | - npm run cov - - name: Coveralls - if: ${{ runner.os == 'Linux' && matrix.node_version == 12 }} - uses: coverallsapp/github-action@master - with: - github-token: ${{ secrets.GITHUB_TOKEN }} - path-to-lcov: packages/daemon/coverage/lcov.info - - name: migration - if: ${{ runner.os == 'Linux' }} - run: | - mkdir -p ~/.pipcook/db && cp ./packages/daemon/test/res/baseline-v1.db ~/.pipcook/db/pipcook.db - name: daemon start run: | ./packages/cli/dist/bin/pipcook daemon start - - name: Testing help commands - run: | - ./packages/cli/dist/bin/pipcook -v - ./packages/cli/dist/bin/pipcook -h - ./packages/cli/dist/bin/pipcook init --help - ./packages/cli/dist/bin/pipcook run --help - ./packages/cli/dist/bin/pipcook plugin-dev --help - ./packages/cli/dist/bin/pipcook serve --help - - name: pipcook sdk test - run: | - npx ts-node ./run_tests.ts - name: install plugins from specific pipeline run: | python3 --version @@ -106,32 +78,3 @@ jobs: echo $PATH ./packages/cli/dist/bin/pipcook pipeline install ./example/pipelines/chinese-poem-creation.json ./packages/cli/dist/bin/pipcook pipeline install https://raw.githubusercontent.com/alibaba/pipcook/master/example/pipelines/text-bayes-classification.json - - name: Running an example pipeline - run: | - yarn test:pipeline -- text-bayes-classification - - name: install a new plugin and install a installed plugin - run: | - ./packages/cli/dist/bin/pipcook plugin install @pipcook/plugins-chinese-poem-data-collect - ./packages/cli/dist/bin/pipcook plugin install @pipcook/plugins-chinese-poem-data-collect - - name: install plugin from local project - run: | - ./packages/cli/dist/bin/pipcook plugin install ./packages/costa/test/plugins/nodejs-simple - npm pack ./packages/costa/test/plugins/nodejs-simple - ./packages/cli/dist/bin/pipcook plugin install ./nodejs-simple-1.0.0.tgz - rm ./nodejs-simple-1.0.0.tgz - - name: pipcook run from local filename - run: | - ./packages/cli/dist/bin/pipcook run ./example/pipelines/text-bayes-classification.json - ls ./output && rm -rf ./output - ./packages/cli/dist/bin/pipcook run ./example/pipelines/text-bayes-classification.json --output mydir - ls ./mydir && rm -rf ./mydir - - name: pipcook run from url - run: | - ./packages/cli/dist/bin/pipcook run https://raw.githubusercontent.com/alibaba/pipcook/master/example/pipelines/text-bayes-classification.json - ls ./output && rm -rf ./output - - name: remove pipelines - run: | - ./packages/cli/dist/bin/pipcook pipeline remove all -y - - name: "pipcook plugin-dev" - run: | - ./packages/cli/dist/bin/pipcook plugin-dev -t dataCollect diff --git a/packages/costa/src/runtime.ts b/packages/costa/src/runtime.ts index 176717c86..42d4358f9 100644 --- a/packages/costa/src/runtime.ts +++ b/packages/costa/src/runtime.ts @@ -329,6 +329,7 @@ export class CostaRuntime { await spawnAsync('npm', [ 'init', '-y' ], npmExecOpts, stdio); } spawnAsync('echo $PATH', npmArgs, npmExecOpts, stdio); + spawnAsync('which python', npmArgs, npmExecOpts, stdio); return spawnAsync('npm', npmArgs, npmExecOpts, stdio); } From cb81a8efb6f510c30441e44c1d16384fe0f46ccd Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 20:37:15 +0800 Subject: [PATCH 21/25] test --- packages/costa/src/runtime.ts | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/packages/costa/src/runtime.ts b/packages/costa/src/runtime.ts index 42d4358f9..146b60c48 100644 --- a/packages/costa/src/runtime.ts +++ b/packages/costa/src/runtime.ts @@ -328,8 +328,9 @@ export class CostaRuntime { // if not init for plugin directory, just run `npm init` and install boa firstly. await spawnAsync('npm', [ 'init', '-y' ], npmExecOpts, stdio); } - spawnAsync('echo $PATH', npmArgs, npmExecOpts, stdio); - spawnAsync('which python', npmArgs, npmExecOpts, stdio); + spawnAsync('echo', ['$PATH'], npmExecOpts, stdio); + spawnAsync('which', ['python'], npmExecOpts, stdio); + spawnAsync('node', ['-e', 'console.log(process.env)'], npmExecOpts, stdio); return spawnAsync('npm', npmArgs, npmExecOpts, stdio); } From 7139b2370d3c103c4d4b40f32e4ca32ff3ac5638 Mon Sep 17 00:00:00 2001 From: feely Date: Fri, 9 Oct 2020 20:57:15 +0800 Subject: [PATCH 22/25] Update runtime.ts --- packages/costa/src/runtime.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/packages/costa/src/runtime.ts b/packages/costa/src/runtime.ts index 146b60c48..80437563e 100644 --- a/packages/costa/src/runtime.ts +++ b/packages/costa/src/runtime.ts @@ -319,7 +319,7 @@ export class CostaRuntime { } const stdio = { stdout: opts.stdout, stderr: opts.stderr, prefix: 'NODE' }; const npmExecOpts = { cwd: this.options.installDir }; - const npmArgs = [ 'install', pluginAbsName, '-E', '--production' ]; + const npmArgs = [ 'install', pluginAbsName, '-E', '--production', '--silly' ]; if (this.options.npmRegistryPrefix) { npmArgs.push(`--registry=${this.options.npmRegistryPrefix}`); From cc004eaa95ec898cece2b5e8292493982c6cc521 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 21:10:08 +0800 Subject: [PATCH 23/25] debug --- .github/workflows/build.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index e6fe008a3..900b14545 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -3,6 +3,7 @@ on: push: branches: - master + - debug paths-ignore: - 'docker/**' - 'docs/**' From def08c4cf360e375b8376fcd5b9e88bdef541dce Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 21:12:14 +0800 Subject: [PATCH 24/25] add --- .github/workflows/build.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 900b14545..2c52683bc 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -3,7 +3,7 @@ on: push: branches: - master - - debug + - debug/tvm paths-ignore: - 'docker/**' - 'docs/**' From 1edf04efc8111d8d420bef69ecc9a2379583f8c9 Mon Sep 17 00:00:00 2001 From: WenheLI Date: Fri, 9 Oct 2020 21:25:00 +0800 Subject: [PATCH 25/25] add --- packages/daemon/src/service/pipeline.ts | 126 ++++++++++++------------ 1 file changed, 62 insertions(+), 64 deletions(-) diff --git a/packages/daemon/src/service/pipeline.ts b/packages/daemon/src/service/pipeline.ts index 6a179b580..995a7d04d 100644 --- a/packages/daemon/src/service/pipeline.ts +++ b/packages/daemon/src/service/pipeline.ts @@ -21,8 +21,6 @@ import { Tracer, JobStatusChangeEvent } from './trace-manager'; import { pluginQueue } from '../utils'; import { UpdateParameter } from '../interface/pipeline'; -const boa = require('@pipcook/boa'); - interface SelectJobsFilter { pipelineId?: string; } @@ -319,65 +317,65 @@ export class PipelineService { return path.join(CoreConstants.PIPCOOK_RUN, id, 'output.tar.gz'); } - private _generateWASMOutput(dist: string, opts: GenerateOptions, fileQueue: Array>): void { - const relay = boa.import('tvm.relay'); - const emcc = boa.import('tvm.contrib.emcc'); - const keras = boa.import('tensorflow.keras'); - const {dict, open} = boa.builtins(); - - // download tvm runtime from oss - const tvmjsPromise = execAsync(`wget http://ai-sample.oss-cn-hangzhou.aliyuncs.com/tvmjs/dist/tvmjs.bundle.js`, {cwd: dist}); - fileQueue.push(tvmjsPromise); - - const model = keras.models.load_model(path.join(opts.modelPath, 'model.h5')); - - const inputName = 'input_1'; - const inputShape = model.layers[0].input_shape[0]; - const shape = [1]; - shape.push(inputShape[3]); - shape.push(inputShape[1]); - shape.push(inputShape[2]); - - const [ mod, params ] = relay.frontend.from_keras(model, dict(boa.kwargs({[inputName]: shape}))); - const [ graph, lib, param ] = relay.build(mod, boa.kwargs({ - params, - target: 'llvm -mtriple=wasm32--unknown-emcc -system-lib' - })); - - lib.save(path.join(dist, 'model.bc')); - - const jsonWriter = open(path.join(dist, 'modelDesc.json'), 'w'); - jsonWriter.write(graph); - const paramWriter = open(path.join(dist, 'modelParams.parmas'), 'wb'); - paramWriter.write(relay.save_param_dict(param)); - emcc.create_tvmjs_wasm(path.join(dist, 'model.wasi.js'), path.join(dist, 'model.bc'), boa.kwargs({ - options: ['-O3', '-std=c++14', '-Wno-ignored-attributes', '-s', 'ALLOW_MEMORY_GROWTH=1', '-s', 'STANDALONE_WASM=1', '-s', 'ERROR_ON_UNDEFINED_SYMBOLS=0', '-s', 'ASSERTIONS=1', '--no-entry', '--pre-js', './packages/daemon/binary/preload.js'] - })); - - const templateHead = `function EmccWASI() {`; - const templateTail = ` - this.Module = Module; - this.start = Module.wasmLibraryProvider.start; - this.imports = Module.wasmLibraryProvider.imports; - this.wasiImport = this.imports['wasi_snapshot_preview1']; - } - - if (typeof module !== 'undefined' && module.exports) { - module.exports = EmccWASI; - } - `; - - const result = templateHead + open(path.join(dist, 'model.wasi.js')).read() + templateTail; - const resultWriter = open(path.join(dist, 'model.wasi.js'), 'w'); - resultWriter.write(result); - - const jsonPromise = fs.writeJSON(path.join(dist, 'modelSpec.json'), { - shape, - inputName - }); - - fileQueue.push(jsonPromise); - } + // private _generateWASMOutput(dist: string, opts: GenerateOptions, fileQueue: Array>): void { + // const relay = boa.import('tvm.relay'); + // const emcc = boa.import('tvm.contrib.emcc'); + // const keras = boa.import('tensorflow.keras'); + // const {dict, open} = boa.builtins(); + + // // download tvm runtime from oss + // const tvmjsPromise = execAsync(`wget http://ai-sample.oss-cn-hangzhou.aliyuncs.com/tvmjs/dist/tvmjs.bundle.js`, {cwd: dist}); + // fileQueue.push(tvmjsPromise); + + // const model = keras.models.load_model(path.join(opts.modelPath, 'model.h5')); + + // const inputName = 'input_1'; + // const inputShape = model.layers[0].input_shape[0]; + // const shape = [1]; + // shape.push(inputShape[3]); + // shape.push(inputShape[1]); + // shape.push(inputShape[2]); + + // const [ mod, params ] = relay.frontend.from_keras(model, dict(boa.kwargs({[inputName]: shape}))); + // const [ graph, lib, param ] = relay.build(mod, boa.kwargs({ + // params, + // target: 'llvm -mtriple=wasm32--unknown-emcc -system-lib' + // })); + + // lib.save(path.join(dist, 'model.bc')); + + // const jsonWriter = open(path.join(dist, 'modelDesc.json'), 'w'); + // jsonWriter.write(graph); + // const paramWriter = open(path.join(dist, 'modelParams.parmas'), 'wb'); + // paramWriter.write(relay.save_param_dict(param)); + // emcc.create_tvmjs_wasm(path.join(dist, 'model.wasi.js'), path.join(dist, 'model.bc'), boa.kwargs({ + // options: ['-O3', '-std=c++14', '-Wno-ignored-attributes', '-s', 'ALLOW_MEMORY_GROWTH=1', '-s', 'STANDALONE_WASM=1', '-s', 'ERROR_ON_UNDEFINED_SYMBOLS=0', '-s', 'ASSERTIONS=1', '--no-entry', '--pre-js', './packages/daemon/binary/preload.js'] + // })); + + // const templateHead = `function EmccWASI() {`; + // const templateTail = ` + // this.Module = Module; + // this.start = Module.wasmLibraryProvider.start; + // this.imports = Module.wasmLibraryProvider.imports; + // this.wasiImport = this.imports['wasi_snapshot_preview1']; + // } + + // if (typeof module !== 'undefined' && module.exports) { + // module.exports = EmccWASI; + // } + // `; + + // const result = templateHead + open(path.join(dist, 'model.wasi.js')).read() + templateTail; + // const resultWriter = open(path.join(dist, 'model.wasi.js'), 'w'); + // resultWriter.write(result); + + // const jsonPromise = fs.writeJSON(path.join(dist, 'modelSpec.json'), { + // shape, + // inputName + // }); + + // fileQueue.push(jsonPromise); + // } /** * Generate the output package for a given job. @@ -393,9 +391,9 @@ export class PipelineService { const fileQueue: Array> = new Array(); // Only support tensorflow at this moment. - if (opts.template === 'wasm' && opts.modelPlugin.name.includes('tensorflow')) { - this._generateWASMOutput(dist, opts, fileQueue); - } + // if (opts.template === 'wasm' && opts.modelPlugin.name.includes('tensorflow')) { + // this._generateWASMOutput(dist, opts, fileQueue); + // } await execAsync('npm init -y', { cwd: dist });