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//@ts-check | |
// Helpers to work with different data types | |
// by Humans for All | |
// | |
/** | |
* Given the limited context size of local LLMs and , many a times when context gets filled | |
* between the prompt and the response, it can lead to repeating text garbage generation. | |
* And many a times setting penalty wrt repeatation leads to over-intelligent garbage | |
* repeatation with slight variations. These garbage inturn can lead to overloading of the | |
* available model context, leading to less valuable response for subsequent prompts/queries, | |
* if chat history is sent to ai model. | |
* | |
* So two simple minded garbage trimming logics are experimented below. | |
* * one based on progressively-larger-substring-based-repeat-matching-with-partial-skip and | |
* * another based on char-histogram-driven garbage trimming. | |
* * in future characteristic of histogram over varying lengths could be used to allow for | |
* a more aggressive and adaptive trimming logic. | |
*/ | |
/** | |
* Simple minded logic to help remove repeating garbage at end of the string. | |
* The repeatation needs to be perfectly matching. | |
* | |
* The logic progressively goes on probing for longer and longer substring based | |
* repeatation, till there is no longer repeatation. Inturn picks the one with | |
* the longest chain. | |
* | |
* @param {string} sIn | |
* @param {number} maxSubL | |
* @param {number} maxMatchLenThreshold | |
*/ | |
export function trim_repeat_garbage_at_end(sIn, maxSubL=10, maxMatchLenThreshold=40) { | |
let rCnt = [0]; | |
let maxMatchLen = maxSubL; | |
let iMML = -1; | |
for(let subL=1; subL < maxSubL; subL++) { | |
rCnt.push(0); | |
let i; | |
let refS = sIn.substring(sIn.length-subL, sIn.length); | |
for(i=sIn.length; i > 0; i -= subL) { | |
let curS = sIn.substring(i-subL, i); | |
if (refS != curS) { | |
let curMatchLen = rCnt[subL]*subL; | |
if (maxMatchLen < curMatchLen) { | |
maxMatchLen = curMatchLen; | |
iMML = subL; | |
} | |
break; | |
} | |
rCnt[subL] += 1; | |
} | |
} | |
console.debug("DBUG:DU:TrimRepeatGarbage:", rCnt); | |
if ((iMML == -1) || (maxMatchLen < maxMatchLenThreshold)) { | |
return {trimmed: false, data: sIn}; | |
} | |
console.debug("DBUG:TrimRepeatGarbage:TrimmedCharLen:", maxMatchLen); | |
let iEnd = sIn.length - maxMatchLen; | |
return { trimmed: true, data: sIn.substring(0, iEnd) }; | |
} | |
/** | |
* Simple minded logic to help remove repeating garbage at end of the string, till it cant. | |
* If its not able to trim, then it will try to skip a char at end and then trim, a few times. | |
* This ensures that even if there are multiple runs of garbage with different patterns, the | |
* logic still tries to munch through them. | |
* | |
* @param {string} sIn | |
* @param {number} maxSubL | |
* @param {number | undefined} [maxMatchLenThreshold] | |
*/ | |
export function trim_repeat_garbage_at_end_loop(sIn, maxSubL, maxMatchLenThreshold, skipMax=16) { | |
let sCur = sIn; | |
let sSaved = ""; | |
let iTry = 0; | |
while(true) { | |
let got = trim_repeat_garbage_at_end(sCur, maxSubL, maxMatchLenThreshold); | |
if (got.trimmed != true) { | |
if (iTry == 0) { | |
sSaved = got.data; | |
} | |
iTry += 1; | |
if (iTry >= skipMax) { | |
return sSaved; | |
} | |
got.data = got.data.substring(0,got.data.length-1); | |
} else { | |
iTry = 0; | |
} | |
sCur = got.data; | |
} | |
} | |
/** | |
* A simple minded try trim garbage at end using histogram driven characteristics. | |
* There can be variation in the repeatations, as long as no new char props up. | |
* | |
* This tracks the chars and their frequency in a specified length of substring at the end | |
* and inturn checks if moving further into the generated text from the end remains within | |
* the same char subset or goes beyond it and based on that either trims the string at the | |
* end or not. This allows to filter garbage at the end, including even if there are certain | |
* kind of small variations in the repeated text wrt position of seen chars. | |
* | |
* Allow the garbage to contain upto maxUniq chars, but at the same time ensure that | |
* a given type of char ie numerals or alphabets or other types dont cross the specified | |
* maxType limit. This allows intermixed text garbage to be identified and trimmed. | |
* | |
* ALERT: This is not perfect and only provides a rough garbage identification logic. | |
* Also it currently only differentiates between character classes wrt english. | |
* | |
* @param {string} sIn | |
* @param {number} maxType | |
* @param {number} maxUniq | |
* @param {number} maxMatchLenThreshold | |
*/ | |
export function trim_hist_garbage_at_end(sIn, maxType, maxUniq, maxMatchLenThreshold) { | |
if (sIn.length < maxMatchLenThreshold) { | |
return { trimmed: false, data: sIn }; | |
} | |
let iAlp = 0; | |
let iNum = 0; | |
let iOth = 0; | |
// Learn | |
let hist = {}; | |
let iUniq = 0; | |
for(let i=0; i<maxMatchLenThreshold; i++) { | |
let c = sIn[sIn.length-1-i]; | |
if (c in hist) { | |
hist[c] += 1; | |
} else { | |
if(c.match(/[0-9]/) != null) { | |
iNum += 1; | |
} else if(c.match(/[A-Za-z]/) != null) { | |
iAlp += 1; | |
} else { | |
iOth += 1; | |
} | |
iUniq += 1; | |
if (iUniq >= maxUniq) { | |
break; | |
} | |
hist[c] = 1; | |
} | |
} | |
console.debug("DBUG:TrimHistGarbage:", hist); | |
if ((iAlp > maxType) || (iNum > maxType) || (iOth > maxType)) { | |
return { trimmed: false, data: sIn }; | |
} | |
// Catch and Trim | |
for(let i=0; i < sIn.length; i++) { | |
let c = sIn[sIn.length-1-i]; | |
if (!(c in hist)) { | |
if (i < maxMatchLenThreshold) { | |
return { trimmed: false, data: sIn }; | |
} | |
console.debug("DBUG:TrimHistGarbage:TrimmedCharLen:", i); | |
return { trimmed: true, data: sIn.substring(0, sIn.length-i+1) }; | |
} | |
} | |
console.debug("DBUG:TrimHistGarbage:Trimmed fully"); | |
return { trimmed: true, data: "" }; | |
} | |
/** | |
* Keep trimming repeatedly using hist_garbage logic, till you no longer can. | |
* This ensures that even if there are multiple runs of garbage with different patterns, | |
* the logic still tries to munch through them. | |
* | |
* @param {any} sIn | |
* @param {number} maxType | |
* @param {number} maxUniq | |
* @param {number} maxMatchLenThreshold | |
*/ | |
export function trim_hist_garbage_at_end_loop(sIn, maxType, maxUniq, maxMatchLenThreshold) { | |
let sCur = sIn; | |
while (true) { | |
let got = trim_hist_garbage_at_end(sCur, maxType, maxUniq, maxMatchLenThreshold); | |
if (!got.trimmed) { | |
return got.data; | |
} | |
sCur = got.data; | |
} | |
} | |
/** | |
* Try trim garbage at the end by using both the hist-driven-garbage-trimming as well as | |
* skip-a-bit-if-reqd-then-repeat-pattern-based-garbage-trimming, with blind retrying. | |
* @param {string} sIn | |
*/ | |
export function trim_garbage_at_end(sIn) { | |
let sCur = sIn; | |
for(let i=0; i<2; i++) { | |
sCur = trim_hist_garbage_at_end_loop(sCur, 8, 24, 72); | |
sCur = trim_repeat_garbage_at_end_loop(sCur, 32, 72, 12); | |
} | |
return sCur; | |
} | |
/** | |
* NewLines array helper. | |
* Allow for maintaining a list of lines. | |
* Allow for a line to be builtup/appended part by part. | |
*/ | |
export class NewLines { | |
constructor() { | |
/** @type {string[]} */ | |
this.lines = []; | |
} | |
/** | |
* Extracts lines from the passed string and inturn either | |
* append to a previous partial line or add a new line. | |
* @param {string} sLines | |
*/ | |
add_append(sLines) { | |
let aLines = sLines.split("\n"); | |
let lCnt = 0; | |
for(let line of aLines) { | |
lCnt += 1; | |
// Add back newline removed if any during split | |
if (lCnt < aLines.length) { | |
line += "\n"; | |
} else { | |
if (sLines.endsWith("\n")) { | |
line += "\n"; | |
} | |
} | |
// Append if required | |
if (lCnt == 1) { | |
let lastLine = this.lines[this.lines.length-1]; | |
if (lastLine != undefined) { | |
if (!lastLine.endsWith("\n")) { | |
this.lines[this.lines.length-1] += line; | |
continue; | |
} | |
} | |
} | |
// Add new line | |
this.lines.push(line); | |
} | |
} | |
/** | |
* Shift the oldest/earliest/0th line in the array. [Old-New|Earliest-Latest] | |
* Optionally control whether only full lines (ie those with newline at end) will be returned | |
* or will a partial line without a newline at end (can only be the last line) be returned. | |
* @param {boolean} bFullWithNewLineOnly | |
*/ | |
shift(bFullWithNewLineOnly=true) { | |
let line = this.lines[0]; | |
if (line == undefined) { | |
return undefined; | |
} | |
if ((line[line.length-1] != "\n") && bFullWithNewLineOnly){ | |
return undefined; | |
} | |
return this.lines.shift(); | |
} | |
} | |