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How to use latest method in localstack

Best Python code snippet using localstack_python

ReactFiberPendingPriority.js

Source:ReactFiberPendingPriority.js

1/**2 * Copyright (c) Facebook, Inc. and its affiliates.3 *4 * This source code is licensed under the MIT license found in the5 * LICENSE file in the root directory of this source tree.6 *7 * @flow8 */9import type {FiberRoot} from './ReactFiberRoot';10import type {ExpirationTime} from './ReactFiberExpirationTime';11import {NoWork} from './ReactFiberExpirationTime';12// TODO: Offscreen updates should never suspend. However, a promise that13// suspended inside an offscreen subtree should be able to ping at the priority14// of the outer render.15export function markPendingPriorityLevel(16  root: FiberRoot,17  expirationTime: ExpirationTime,18): void {19  // If there's a gap between completing a failed root and retrying it,20  // additional updates may be scheduled. Clear `didError`, in case the update21  // is sufficient to fix the error.22  root.didError = false;23  // Update the latest and earliest pending times24  const earliestPendingTime = root.earliestPendingTime;25  if (earliestPendingTime === NoWork) {26    // No other pending updates.27    root.earliestPendingTime = root.latestPendingTime = expirationTime;28  } else {29    if (earliestPendingTime < expirationTime) {30      // This is the earliest pending update.31      root.earliestPendingTime = expirationTime;32    } else {33      const latestPendingTime = root.latestPendingTime;34      if (latestPendingTime > expirationTime) {35        // This is the latest pending update36        root.latestPendingTime = expirationTime;37      }38    }39  }40  findNextExpirationTimeToWorkOn(expirationTime, root);41}42export function markCommittedPriorityLevels(43  root: FiberRoot,44  earliestRemainingTime: ExpirationTime,45): void {46  root.didError = false;47  if (earliestRemainingTime === NoWork) {48    // Fast path. There's no remaining work. Clear everything.49    root.earliestPendingTime = NoWork;50    root.latestPendingTime = NoWork;51    root.earliestSuspendedTime = NoWork;52    root.latestSuspendedTime = NoWork;53    root.latestPingedTime = NoWork;54    findNextExpirationTimeToWorkOn(NoWork, root);55    return;56  }57  if (earliestRemainingTime < root.latestPingedTime) {58    root.latestPingedTime = NoWork;59  }60  // Let's see if the previous latest known pending level was just flushed.61  const latestPendingTime = root.latestPendingTime;62  if (latestPendingTime !== NoWork) {63    if (latestPendingTime > earliestRemainingTime) {64      // We've flushed all the known pending levels.65      root.earliestPendingTime = root.latestPendingTime = NoWork;66    } else {67      const earliestPendingTime = root.earliestPendingTime;68      if (earliestPendingTime > earliestRemainingTime) {69        // We've flushed the earliest known pending level. Set this to the70        // latest pending time.71        root.earliestPendingTime = root.latestPendingTime;72      }73    }74  }75  // Now let's handle the earliest remaining level in the whole tree. We need to76  // decide whether to treat it as a pending level or as suspended. Check77  // it falls within the range of known suspended levels.78  const earliestSuspendedTime = root.earliestSuspendedTime;79  if (earliestSuspendedTime === NoWork) {80    // There's no suspended work. Treat the earliest remaining level as a81    // pending level.82    markPendingPriorityLevel(root, earliestRemainingTime);83    findNextExpirationTimeToWorkOn(NoWork, root);84    return;85  }86  const latestSuspendedTime = root.latestSuspendedTime;87  if (earliestRemainingTime < latestSuspendedTime) {88    // The earliest remaining level is later than all the suspended work. That89    // means we've flushed all the suspended work.90    root.earliestSuspendedTime = NoWork;91    root.latestSuspendedTime = NoWork;92    root.latestPingedTime = NoWork;93    // There's no suspended work. Treat the earliest remaining level as a94    // pending level.95    markPendingPriorityLevel(root, earliestRemainingTime);96    findNextExpirationTimeToWorkOn(NoWork, root);97    return;98  }99  if (earliestRemainingTime > earliestSuspendedTime) {100    // The earliest remaining time is earlier than all the suspended work.101    // Treat it as a pending update.102    markPendingPriorityLevel(root, earliestRemainingTime);103    findNextExpirationTimeToWorkOn(NoWork, root);104    return;105  }106  // The earliest remaining time falls within the range of known suspended107  // levels. We should treat this as suspended work.108  findNextExpirationTimeToWorkOn(NoWork, root);109}110export function hasLowerPriorityWork(111  root: FiberRoot,112  erroredExpirationTime: ExpirationTime,113): boolean {114  const latestPendingTime = root.latestPendingTime;115  const latestSuspendedTime = root.latestSuspendedTime;116  const latestPingedTime = root.latestPingedTime;117  return (118    (latestPendingTime !== NoWork &&119      latestPendingTime < erroredExpirationTime) ||120    (latestSuspendedTime !== NoWork &&121      latestSuspendedTime < erroredExpirationTime) ||122    (latestPingedTime !== NoWork && latestPingedTime < erroredExpirationTime)123  );124}125export function isPriorityLevelSuspended(126  root: FiberRoot,127  expirationTime: ExpirationTime,128): boolean {129  const earliestSuspendedTime = root.earliestSuspendedTime;130  const latestSuspendedTime = root.latestSuspendedTime;131  return (132    earliestSuspendedTime !== NoWork &&133    expirationTime <= earliestSuspendedTime &&134    expirationTime >= latestSuspendedTime135  );136}137export function markSuspendedPriorityLevel(138  root: FiberRoot,139  suspendedTime: ExpirationTime,140): void {141  root.didError = false;142  clearPing(root, suspendedTime);143  // First, check the known pending levels and update them if needed.144  const earliestPendingTime = root.earliestPendingTime;145  const latestPendingTime = root.latestPendingTime;146  if (earliestPendingTime === suspendedTime) {147    if (latestPendingTime === suspendedTime) {148      // Both known pending levels were suspended. Clear them.149      root.earliestPendingTime = root.latestPendingTime = NoWork;150    } else {151      // The earliest pending level was suspended. Clear by setting it to the152      // latest pending level.153      root.earliestPendingTime = latestPendingTime;154    }155  } else if (latestPendingTime === suspendedTime) {156    // The latest pending level was suspended. Clear by setting it to the157    // latest pending level.158    root.latestPendingTime = earliestPendingTime;159  }160  // Finally, update the known suspended levels.161  const earliestSuspendedTime = root.earliestSuspendedTime;162  const latestSuspendedTime = root.latestSuspendedTime;163  if (earliestSuspendedTime === NoWork) {164    // No other suspended levels.165    root.earliestSuspendedTime = root.latestSuspendedTime = suspendedTime;166  } else {167    if (earliestSuspendedTime < suspendedTime) {168      // This is the earliest suspended level.169      root.earliestSuspendedTime = suspendedTime;170    } else if (latestSuspendedTime > suspendedTime) {171      // This is the latest suspended level172      root.latestSuspendedTime = suspendedTime;173    }174  }175  findNextExpirationTimeToWorkOn(suspendedTime, root);176}177export function markPingedPriorityLevel(178  root: FiberRoot,179  pingedTime: ExpirationTime,180): void {181  root.didError = false;182  // TODO: When we add back resuming, we need to ensure the progressed work183  // is thrown out and not reused during the restarted render. One way to184  // invalidate the progressed work is to restart at expirationTime + 1.185  const latestPingedTime = root.latestPingedTime;186  if (latestPingedTime === NoWork || latestPingedTime > pingedTime) {187    root.latestPingedTime = pingedTime;188  }189  findNextExpirationTimeToWorkOn(pingedTime, root);190}191function clearPing(root, completedTime) {192  const latestPingedTime = root.latestPingedTime;193  if (latestPingedTime >= completedTime) {194    root.latestPingedTime = NoWork;195  }196}197export function findEarliestOutstandingPriorityLevel(198  root: FiberRoot,199  renderExpirationTime: ExpirationTime,200): ExpirationTime {201  let earliestExpirationTime = renderExpirationTime;202  const earliestPendingTime = root.earliestPendingTime;203  const earliestSuspendedTime = root.earliestSuspendedTime;204  if (earliestPendingTime > earliestExpirationTime) {205    earliestExpirationTime = earliestPendingTime;206  }207  if (earliestSuspendedTime > earliestExpirationTime) {208    earliestExpirationTime = earliestSuspendedTime;209  }210  return earliestExpirationTime;211}212export function didExpireAtExpirationTime(213  root: FiberRoot,214  currentTime: ExpirationTime,215): void {216  const expirationTime = root.expirationTime;217  if (expirationTime !== NoWork && currentTime <= expirationTime) {218    // The root has expired. Flush all work up to the current time.219    root.nextExpirationTimeToWorkOn = currentTime;220  }221}222function findNextExpirationTimeToWorkOn(completedExpirationTime, root) {223  const earliestSuspendedTime = root.earliestSuspendedTime;224  const latestSuspendedTime = root.latestSuspendedTime;225  const earliestPendingTime = root.earliestPendingTime;226  const latestPingedTime = root.latestPingedTime;227  // Work on the earliest pending time. Failing that, work on the latest228  // pinged time.229  let nextExpirationTimeToWorkOn =230    earliestPendingTime !== NoWork ? earliestPendingTime : latestPingedTime;231  // If there is no pending or pinged work, check if there's suspended work232  // that's lower priority than what we just completed.233  if (234    nextExpirationTimeToWorkOn === NoWork &&235    (completedExpirationTime === NoWork ||236      latestSuspendedTime < completedExpirationTime)237  ) {238    // The lowest priority suspended work is the work most likely to be239    // committed next. Let's start rendering it again, so that if it times out,240    // it's ready to commit.241    nextExpirationTimeToWorkOn = latestSuspendedTime;242  }243  let expirationTime = nextExpirationTimeToWorkOn;244  if (expirationTime !== NoWork && earliestSuspendedTime > expirationTime) {245    // Expire using the earliest known expiration time.246    expirationTime = earliestSuspendedTime;247  }248  root.nextExpirationTimeToWorkOn = nextExpirationTimeToWorkOn;249  root.expirationTime = expirationTime;...

assembly.py

Source:assembly.py

1import sys2arrayCount = 0;3class Register:4	inUse = False5	alias  = ''6registerTable = [Register() for i in range(15)]7latest_register = 08def assignRegister(alias):9	count = 010	#Register11	for register in registerTable:12		if register.inUse == False and register.alias == '':13			register.inUse = True14			register.alias = alias.rstrip('\n' + ' ')15			#print ("#Assigning Register " + str(count))16			return count17		count+= 118def findAlias(alias):19	count = 020	for register in registerTable:21		if register.alias == alias.rstrip('\n' + ' '):22			return count23		count+= 124def eliminateAlias(alias):25	count = 026	for register in registerTable:27		if register.alias == alias.rstrip('\n' + ' '):28			register.alias =''29			register.inUse = False30			#print ("#Removing Register " + str(count))31		count += 1	32#For Keeping track of variables33with open('threeAddressCode.txt') as f:34	input = f.readlines()35for line in input:36	if line[0] != '\t':37		MIPSInstruction = ""38		if 'goto' in line:39			instruction = line.split(' ')40			MIPSInstruction += str("j " + str(instruction[:][1]))41		elif 'Branch' in line:42			instruction = line.split(' ')43			MIPSInstruction += str("beq $t" +  str(findAlias(latest_alias)) + ' $0 ' + str(instruction[:][4]))44		#IF Statement45		elif '_L' in line:46			MIPSInstruction += str(line)47		#Additive Expressions48		if  '+' in line:49			instruction = line.split(' ')50			latest_register = assignRegister(instruction[:][0])51			latest_alias = str(instruction[:][0]).strip('\n')52			53			MIPSInstruction += str("add $t" +  str(latest_register) + ', ')54	55			if '_' in instruction[:][2]:56				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][2])) + ', ')57			else:58				offset = instruction[:][2].split('(')59				offset = offset[1][:].split(')')60				latest_register = assignRegister(instruction[:][2])61				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )62				if '^' not in line:63					latest_register = assignRegister(instruction[:][2])64					print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(findAlias(instruction[:][2])) + ")" )65				else:66					arrayCount += 167				MIPSInstruction += str("$t" +  str(latest_register) + ', ')68			if '_' in instruction[:][4]:69				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4]))+ ' ')70			else:71				offset = instruction[:][4].split('(')72				offset = offset[1][:].split(')')73				latest_register = assignRegister(instruction[:][4])74				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )75				print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(latest_register) + ")" )76				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4])) + ', ')77			eliminateAlias(instruction[:][2])78			eliminateAlias(instruction[:][4])79		#Additive Expressions80		#Additive Expressions81		elif  '*' in line:82			instruction = line.split(' ')83			latest_register = assignRegister(instruction[:][0])84			latest_alias = str(instruction[:][0]).strip('\n')85			86			MIPSInstruction += str("mul $t" +  str(latest_register) + ', ')87			if '_' in instruction[:][2]:88				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][2])) + ', ')89			else:90				offset = instruction[:][2].split('(')91				offset = offset[1][:].split(')')92				latest_register = assignRegister(instruction[:][2])93				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )94				if '^' not in line:95					latest_register = assignRegister(instruction[:][2])96					print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(findAlias(instruction[:][2])) + ")" )97				MIPSInstruction += str("$t" +  str(latest_register) + ', ')98			if '_' in instruction[:][4]:99				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4]))+ ' ')100			else:101				offset = instruction[:][4].split('(')102				offset = offset[1][:].split(')')103				latest_register = assignRegister(instruction[:][4])104				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )105				print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(latest_register) + ")" )106				MIPSInstruction += str("$t" +  str(latest_register) + ' ')107			eliminateAlias(instruction[:][2])108			eliminateAlias(instruction[:][4])109		elif  '-' in line:110			instruction = line.split(' ')111			latest_register = assignRegister(instruction[:][0])112			latest_alias = str(instruction[:][0]).strip('\n')113			114			MIPSInstruction += str("sub $t" +  str(latest_register) + ', ')115			if '_' in instruction[:][2]:116				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][2])) + ', ')117			else:118				offset = instruction[:][2].split('(')119				offset = offset[1][:].split(')')120				latest_register = assignRegister(instruction[:][2])121				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )122				if '^' not in line:123					latest_register = assignRegister(instruction[:][2])124					print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(findAlias(instruction[:][2])) + ")" )125				MIPSInstruction += str("$t" +  str(latest_register) + ', ')126			if '_' in instruction[:][4]:127				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4]))+ ' ')128			else:129				offset = instruction[:][4].split('(')130				offset = offset[1][:].split(')')131				latest_register = assignRegister(instruction[:][4])132				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )133				print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(latest_register) + ")" )134				MIPSInstruction += str("$t" +  str(latest_register) + ' ')135			eliminateAlias(instruction[:][2])136			eliminateAlias(instruction[:][4])137		elif  '<' in line:138			instruction = line.split(' ')139			latest_register = assignRegister(instruction[:][0])140			latest_alias = str(instruction[:][0]).strip('\n')141			142			MIPSInstruction += str("slt $t" +  str(latest_register) + ', ')143	144			if '_' in instruction[:][2]:145				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][2])) + ', ')146			else:147				offset = instruction[:][2].split('(')148				offset = offset[1][:].split(')')149				latest_register = assignRegister(instruction[:][2])150				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )151				if '^' not in line:152					latest_register = assignRegister(instruction[:][2])153					print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(findAlias(instruction[:][2])) + ")" )154				else:155					arrayCount += 1156				MIPSInstruction += str("$t" +  str(latest_register) + ', ')157			if '_' in instruction[:][4]:158				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4]))+ ' ')159			else:160				offset = instruction[:][4].split('(')161				offset = offset[1][:].split(')')162				latest_register = assignRegister(instruction[:][4])163				print("la $t"+ str(latest_register) + ", " + str(offset[0][:]) + "($sp)" )164				print("lw $t"+ str(latest_register) + ", " + str(0) + "($t" + str(latest_register) + ")" )165				MIPSInstruction += str("$t" +  str(findAlias(instruction[:][4])) + ', ')166			eliminateAlias(instruction[:][2])167			eliminateAlias(instruction[:][4])168		#Assignment Expressions169		elif  '=' in line:170			instruction = line.split('=')171			#Array172			if '&' in line:173					offset = instruction[:][0].split('(')174					offset = offset[1][:].split(')')175					if arrayCount == 2:176						print("lw $t"+ str(findAlias(latest_alias)) + ", 0($t" + str(findAlias(latest_alias)) + ")" )177					elif arrayCount == 3:178						print "here"179					arrayCount = 0180					print("sw $t"+ str(findAlias(latest_alias)) + ", 0($t" + str(findAlias(offset[0][:])) + ")" )181					eliminateAlias(latest_alias)182		183			# Constant Values184			elif '_' in instruction[:][0]:185				#print (instruction[:][0])186				latest_alias = str(instruction[:][0])187				latest_alias.strip(' ')188				latest_register = assignRegister(str(latest_alias))189			190				if '(' in instruction[:][1]:191					offset = instruction[:][1].split('(')192					offset = offset[1][:].split(')')193					print("sw $t"+ str(findAlias(latest_alias)) + ", " + str(offset[0][:]) + "($sp)" )194					195				else:196					MIPSInstruction += str('li $t' + str(latest_register)  + ',')197					MIPSInstruction += str(instruction[:][1])198			# V = $tX199			else:200				#localVariables[str(instruction[:][0]).rstrip(' ' + '\n')] = instruction[:][1]201				#assignVariable(instruction[:][0], latest_register)202					offset = instruction[:][0].split('(')203					offset = offset[1][:].split(')')204					print("sw $t"+ str(findAlias(latest_alias)) + ", " + str(offset[0][:]) + "($sp)" )205					eliminateAlias(latest_alias)206		if MIPSInstruction is not "":207			print(MIPSInstruction.rstrip('\n'))208	...

index.js

Source:index.js

1#!/usr/bin/env node2const Octokit = require("@octokit/core").Octokit3const yargs = require("yargs/yargs")4const hideBin = require("yargs/helpers").hideBin5require("dotenv").config()6const releaseType = "patch"7const patternRelease = /(?<prefix>[a-zA-Z]+)?(?<major>\d+)(\.)(?<minor>\d+)(\.)(?<patch>\d+)?(?<postfix>[a-zA-Z]+)?/g8const patternGithubRef = /(refs\/pull\/)(?<prnum>\d+)(\/merge)$/g9const owner = process.env.GITAC_OWNER10const repo = process.env.GITAC_REPO11const githubToken = process.env.GITAC_GITHUB_TOKEN12const octokit = new Octokit({ auth: githubToken });13const argv = yargs(hideBin(process.argv)).command('release', 'generate draft release tag')14    .option('github-ref', {15        description: 'PR merge branch refs/pull/:prNumber/merge',16        type: 'string',17    })18    .option('service', {19        description: 'service name matched with label on github repo',20        type: 'string',21    })22    .option('prefix', {23        description: 'group of charater before the version <prefix>0.0.0',24        type: 'string',25    })26    .option('postfix', {27        description: 'group of charater after the version 0.0.0<postfix>',28        type: 'string',29    })30    .help()31    .argv;32async function createRelease() {33    var result = patternGithubRef.exec(argv['github-ref'])34    if (result == null) {35        console.log("invalid github-ref value")36        return37    }38    const service = argv['service']39    if (service == ""){40        console.log("service name is required")41        return42    }43    const prefix = argv['prefix']44    const postfix = argv['postfix']45   46    try {47        var prnum = result.groups.prnum  48        response = await octokit.request(`GET /repos/${owner}/${repo}/pulls/${prnum}`, {49            owner: owner,50            repo: repo,51        })52       53        const { closed_at, merged_at, user, title, labels } = response.data54        var isCorrectService = false55        for (const label of labels) {56            isCorrectService = label.name == service57            if (isCorrectService) {58                console.log("service tag found: ", label.name)59                break60            }61        }62        if(!isCorrectService) {63            console.log("label service doesn't match with ", service)64            return65        }66        var isOpenPR = closed_at == null && merged_at == null67        if (isOpenPR) {68            console.log("Status: OPEN")69            return70        }71        var isClosePR = closed_at != null && merged_at == null72        if (isClosePR) {73            console.log("Status: CLOSE")74            return75        }76        var isMergePR = closed_at != null && merged_at != null77        if (isMergePR) {78            console.log("Status: MERGE")79        }   80        response = await octokit.request(`GET /repos/${owner}/${repo}/releases`, {81            owner: owner,82            repo: repo,83        })84        var isDraftExist = false85        var existingDraftID = 086        var latestRelease = ""87        var latestMajor = 088        var latestMinor = 089        var latestPatch = 0       90        for (const release of response.data) {91            var regexPattern = new RegExp(patternRelease, 'i')92            var result = regexPattern.exec(release.tag_name)93            var isMatchTagName = result == null94            if (isMatchTagName) {95                continue96            }97            var isMatchPrefixOrPostfix = prefix == result.groups['prefix'] || postfix == result.groups['postfix']98            if (isMatchPrefixOrPostfix) {99                var isLatestReleaseEmpty = latestRelease == ""100                if (isLatestReleaseEmpty) {101                    latestRelease = release.tag_name102                    latestMajor = parseInt(result.groups['major'])103                    latestMinor = parseInt(result.groups['minor'])104                    latestPatch = parseInt(result.groups['patch'])105                }106                isDraftExist = release.draft107                if (isDraftExist) {108                    existingDraftID = release.id109                    break110                }111            }112        }113        changesLog = `* ${title} #${prnum} @${user.login}`114        if(isDraftExist) { 115            console.log('existing latest release:', latestRelease)116            await appendChangesLog(latestRelease, existingDraftID, changesLog)117            return118        }119        var { latestMajor, latestMinor, latestPatch } = increaseVersion(releaseType, latestMajor, latestMinor, latestPatch)120        latestRelease = `${prefix}${latestMajor}.${latestMinor}.${latestPatch}${postfix}`121        console.log('new latest release:', latestRelease)122        await generateNewRelease(latestRelease, changesLog)123    } catch(err) {124        console.log("error ", err)125    }126}127createRelease()128function increaseVersion(releaseType, latestMajor, latestMinor, latestPatch) {129    switch (releaseType) {130        case 'major':131            latestMajor++132            break133        case 'minor':134            if (latestMinor < 100) {135                latestMinor++136                break137            }138            latestMinor = 0139            latestMajor++140            break141        default:142            if (latestPatch < 100) {143                latestPatch++144                break145            }146            latestPatch = 0147            if (latestMinor < 100) {148                latestMinor++149                break150            }151            latestMinor = 0152            latestMajor++153            break154    }155    return {latestMajor, latestMinor, latestPatch}156}157async function generateNewRelease(latestRelease, changesLog) {158    await octokit.request(`POST /repos/{owner}/{repo}/releases`, {159        owner: owner,160        repo: repo,161        tag_name: latestRelease,162        draft: true,163        prerelease: true,164        name: latestRelease,165        body: `Changes: \n${changesLog}`,166    })167    console.log('create new draft release')168}169async function appendChangesLog(latestRelease, existingDraftID, changesLog) {170    var response = await octokit.request(`GET /repos/{owner}/{repo}/releases/{asset_id}`, {171        owner: owner,172        repo: repo,173        asset_id: `${existingDraftID}`,174    })175    var newBody = `${response.data.body} \n${changesLog}`176    var response = await octokit.request(`PATCH /repos/{owner}/{repo}/releases/{asset_id}`, {177        owner: owner,178        repo: repo,179        asset_id: existingDraftID,180        draft: true,181        prerelease: true,182        tag_name: latestRelease,183        body: newBody,184    })185    console.log('update draft release')...

trainmodel.py

Source:trainmodel.py

1def build_model_1(vocab_size, embedding_dim, rnn_units, batch_size):2    model = tf.keras.models.Sequential()3    model.add(tf.keras.layers.Embedding(4        input_dim=vocab_size,5        output_dim=embedding_dim,6        batch_input_shape=[batch_size, None]7    ))8    model.add(tf.keras.layers.LSTM(9        units=rnn_units,10        return_sequences=True,11        stateful=True,12        recurrent_initializer=tf.keras.initializers.GlorotNormal()13    ))14    model.add(tf.keras.layers.Dense(vocab_size))15    16    return model17# An objective function.18# The function is any callable with the signature scalar_loss = fn(y_true, y_pred).19def loss(labels, logits):20    entropy = tf.keras.losses.sparse_categorical_crossentropy(21      y_true=labels,22      y_pred=logits,23      from_logits=True24    )25    26    return entropy27example_batch_loss = loss(target_example_batch, example_batch_predictions)28print("Prediction shape: ", example_batch_predictions.shape, " # (batch_size, sequence_length, vocab_size)")29print("scalar_loss.shape:      ", example_batch_loss.shape)30print("scalar_loss:      ", example_batch_loss.numpy().mean())31def download_latest_checkpoint(zip_only=True):32    latest_checkpoint_path = tf.train.latest_checkpoint(checkpoint_dir)33    latest_checkpoint_name = os.path.split(latest_checkpoint_path)[-1]34    latest_checkpoint_zip_name = latest_checkpoint_name + '.zip'35    36    print('latest_checkpoint_path: ', latest_checkpoint_path)37    print('latest_checkpoint_name: ', latest_checkpoint_name)38    print('---\n')39    print('Checkpoint files:')40    with zipfile.ZipFile(latest_checkpoint_zip_name, mode='w') as zip_obj:41        for folder_name, subfolders, filenames in os.walk(checkpoint_dir):42            for filename in filenames:43                if filename.startswith(latest_checkpoint_name):44                        print('  - ' + filename)45                        file_path = os.path.join(folder_name, filename)46                        zip_obj.write(file_path, os.path.basename(file_path))47    print('---\n')48    print('Zipped to: ', latest_checkpoint_zip_name)49    if not zip_only:50        files.download(latest_checkpoint_zip_name)51def model_weights_from_latest_checkpoint(model):52    latest_checkpoint_path = tf.train.latest_checkpoint(checkpoint_dir)53    if not latest_checkpoint_path:54        print('Latest checkpoint was not found. Using model as is.')55        return model56    print('latest_checkpoint_path: ', latest_checkpoint_path)57    model.load_weights(latest_checkpoint_path)58    return model59def initial_epoch_from_latest_checkpoint():60    latest_checkpoint_path = tf.train.latest_checkpoint(checkpoint_dir)61    if not latest_checkpoint_path:62        print('Latest checkpoint was not found. Starting from epoch #0')63        return 064    print('latest_checkpoint_path: ', latest_checkpoint_path)65    latest_checkpoint_name = os.path.split(latest_checkpoint_path)[-1]66    print('latest_checkpoint_name: ', latest_checkpoint_name)67    latest_checkpoint_num = latest_checkpoint_name.split('_')[-1]68    print('latest_checkpoint_num: ', latest_checkpoint_num)69    return int(latest_checkpoint_num)70def train_model():71    INITIAL_EPOCH  = initial_epoch_from_latest_checkpoint()72EPOCHS_DELTA = 173EPOCHS = INITIAL_EPOCH + EPOCHS_DELTA74STEPS_PER_EPOCH = 150075print('\n')76print('INITIAL_EPOCH:   ', INITIAL_EPOCH)77print('EPOCHS_DELTA:    ', EPOCHS_DELTA)78print('EPOCHS:          ', EPOCHS)79print('STEPS_PER_EPOCH: ', STEPS_PER_EPOCH)80history_1[INITIAL_EPOCH] = model_1.fit(81    x=dataset_train,82    epochs=EPOCHS,83    steps_per_epoch=STEPS_PER_EPOCH,84    initial_epoch=INITIAL_EPOCH,85    callbacks=[86        checkpoint_callback,87        early_stopping_callback88    ]89)90model_name = 'recipe_generation_rnn_raw_' + str(INITIAL_EPOCH) + '.h5'91model_1.save(model_name, save_format='h5')92download_latest_checkpoint(zip_only=True)93def render_training_history(training_history):94    if 'history' in training_history:95        loss = training_history.history['loss']96    else:97        loss = []98        for initial_epoch in training_history:99            loss += training_history[initial_epoch].history['loss']100    plt.title('Loss')101    plt.xlabel('Epoch')102    plt.ylabel('Loss')103    plt.plot(loss, label='Training set')104    plt.legend()105    plt.grid(linestyle='--', linewidth=1, alpha=0.5)...

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