536 lines
20 KiB
JavaScript
536 lines
20 KiB
JavaScript
import {
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getRequestHeaders,
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getStoppingStrings,
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getTextTokens,
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novelai_setting_names,
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saveSettingsDebounced
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} from "../script.js";
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import { getCfg } from "./extensions/cfg/util.js";
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import { tokenizers } from "./power-user.js";
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import { getStringHash } from "./utils.js";
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export {
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nai_settings,
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loadNovelPreset,
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loadNovelSettings,
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getNovelTier,
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};
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const default_preamble = "[ Style: chat, complex, sensory, visceral ]";
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const maximum_output_length = 150;
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const default_presets = {
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"euterpe-v2": "Classic-Euterpe",
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"krake-v2": "Classic-Krake",
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"clio-v1": "Talker-Chat-Clio",
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"kayra-v1": "Carefree-Kayra"
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}
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const nai_settings = {
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temperature: 1.5,
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repetition_penalty: 2.25,
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repetition_penalty_range: 2048,
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repetition_penalty_slope: 0.09,
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repetition_penalty_frequency: 0,
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repetition_penalty_presence: 0.005,
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tail_free_sampling: 0.975,
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top_k: 10,
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top_p: 0.75,
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top_a: 0.08,
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typical_p: 0.975,
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min_length: 1,
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model_novel: "clio-v1",
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preset_settings_novel: "Talker-Chat-Clio",
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streaming_novel: false,
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nai_preamble: default_preamble,
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prefix: '',
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cfg_uc: '',
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banned_tokens: '',
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};
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const nai_tiers = {
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0: 'Paper',
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1: 'Tablet',
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2: 'Scroll',
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3: 'Opus',
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};
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let novel_data = null;
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let badWordsCache = {};
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export function setNovelData(data) {
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novel_data = data;
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}
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export function getKayraMaxContextTokens() {
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switch (novel_data?.tier) {
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case 1:
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return 3072;
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case 2:
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return 6144;
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case 3:
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return 8192;
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}
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return null;
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}
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function getNovelTier(tier) {
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return nai_tiers[tier] ?? 'no_connection';
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}
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function loadNovelPreset(preset) {
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$("#amount_gen").val(preset.max_length);
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$("#amount_gen_counter").text(`${preset.max_length}`);
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if (((preset.max_context > 2048) && (!$("#max_context_unlocked")[0].checked)) ||
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((preset.max_context <= 2048) && ($("#max_context_unlocked")[0].checked))) {
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$("#max_context_unlocked").click();
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}
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$("#max_context").val(preset.max_context);
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$("#max_context_counter").text(`${preset.max_context}`);
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$("#rep_pen_size_novel").attr('max', preset.max_context);
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nai_settings.temperature = preset.temperature;
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nai_settings.repetition_penalty = preset.repetition_penalty;
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nai_settings.repetition_penalty_range = preset.repetition_penalty_range;
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nai_settings.repetition_penalty_slope = preset.repetition_penalty_slope;
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nai_settings.repetition_penalty_frequency = preset.repetition_penalty_frequency;
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nai_settings.repetition_penalty_presence = preset.repetition_penalty_presence;
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nai_settings.tail_free_sampling = preset.tail_free_sampling;
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nai_settings.top_k = preset.top_k;
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nai_settings.top_p = preset.top_p;
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nai_settings.top_a = preset.top_a;
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nai_settings.typical_p = preset.typical_p;
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nai_settings.min_length = preset.min_length;
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nai_settings.cfg_scale = preset.cfg_scale;
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nai_settings.phrase_rep_pen = preset.phrase_rep_pen;
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nai_settings.mirostat_lr = preset.mirostat_lr;
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nai_settings.mirostat_tau = preset.mirostat_tau;
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nai_settings.prefix = preset.prefix;
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nai_settings.cfg_uc = preset.cfg_uc || '';
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nai_settings.banned_tokens = preset.banned_tokens || '';
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loadNovelSettingsUi(nai_settings);
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}
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function loadNovelSettings(settings) {
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//load the rest of the Novel settings without any checks
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nai_settings.model_novel = settings.model_novel;
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$(`#model_novel_select option[value=${nai_settings.model_novel}]`).attr("selected", true);
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$('#model_novel_select').val(nai_settings.model_novel);
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if (settings.nai_preamble !== undefined) nai_settings.preamble = settings.nai_preamble;
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nai_settings.preset_settings_novel = settings.preset_settings_novel;
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nai_settings.temperature = settings.temperature;
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nai_settings.repetition_penalty = settings.repetition_penalty;
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nai_settings.repetition_penalty_range = settings.repetition_penalty_range;
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nai_settings.repetition_penalty_slope = settings.repetition_penalty_slope;
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nai_settings.repetition_penalty_frequency = settings.repetition_penalty_frequency;
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nai_settings.repetition_penalty_presence = settings.repetition_penalty_presence;
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nai_settings.tail_free_sampling = settings.tail_free_sampling;
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nai_settings.top_k = settings.top_k;
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nai_settings.top_p = settings.top_p;
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nai_settings.top_a = settings.top_a;
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nai_settings.typical_p = settings.typical_p;
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nai_settings.min_length = settings.min_length;
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nai_settings.phrase_rep_pen = settings.phrase_rep_pen;
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nai_settings.cfg_scale = settings.cfg_scale;
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nai_settings.mirostat_lr = settings.mirostat_lr;
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nai_settings.mirostat_tau = settings.mirostat_tau;
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nai_settings.streaming_novel = !!settings.streaming_novel;
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nai_settings.preamble = settings.preamble || default_preamble;
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nai_settings.prefix = settings.prefix;
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nai_settings.cfg_uc = settings.cfg_uc || '';
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nai_settings.banned_tokens = settings.banned_tokens || '';
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loadNovelSettingsUi(nai_settings);
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}
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function loadNovelSettingsUi(ui_settings) {
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$("#temp_novel").val(ui_settings.temperature);
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$("#temp_counter_novel").text(Number(ui_settings.temperature).toFixed(2));
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$("#rep_pen_novel").val(ui_settings.repetition_penalty);
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$("#rep_pen_counter_novel").text(Number(ui_settings.repetition_penalty).toFixed(2));
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$("#rep_pen_size_novel").val(ui_settings.repetition_penalty_range);
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$("#rep_pen_size_counter_novel").text(Number(ui_settings.repetition_penalty_range).toFixed(0));
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$("#rep_pen_slope_novel").val(ui_settings.repetition_penalty_slope);
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$("#rep_pen_slope_counter_novel").text(Number(`${ui_settings.repetition_penalty_slope}`).toFixed(2));
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$("#rep_pen_freq_novel").val(ui_settings.repetition_penalty_frequency);
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$("#rep_pen_freq_counter_novel").text(Number(ui_settings.repetition_penalty_frequency).toFixed(5));
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$("#rep_pen_presence_novel").val(ui_settings.repetition_penalty_presence);
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$("#rep_pen_presence_counter_novel").text(Number(ui_settings.repetition_penalty_presence).toFixed(3));
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$("#tail_free_sampling_novel").val(ui_settings.tail_free_sampling);
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$("#tail_free_sampling_counter_novel").text(Number(ui_settings.tail_free_sampling).toFixed(3));
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$("#top_k_novel").val(ui_settings.top_k);
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$("#top_k_counter_novel").text(Number(ui_settings.top_k).toFixed(0));
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$("#top_p_novel").val(ui_settings.top_p);
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$("#top_p_counter_novel").text(Number(ui_settings.top_p).toFixed(2));
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$("#top_a_novel").val(ui_settings.top_a);
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$("#top_a_counter_novel").text(Number(ui_settings.top_a).toFixed(2));
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$("#typical_p_novel").val(ui_settings.typical_p);
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$("#typical_p_counter_novel").text(Number(ui_settings.typical_p).toFixed(2));
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$("#cfg_scale_novel").val(ui_settings.cfg_scale);
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$("#cfg_scale_counter_novel").text(Number(ui_settings.cfg_scale).toFixed(2));
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$("#phrase_rep_pen_novel").val(ui_settings.phrase_rep_pen || "off");
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$("#mirostat_lr_novel").val(ui_settings.mirostat_lr);
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$("#mirostat_lr_counter_novel").text(Number(ui_settings.mirostat_lr).toFixed(2));
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$("#mirostat_tau_novel").val(ui_settings.mirostat_tau);
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$("#mirostat_tau_counter_novel").text(Number(ui_settings.mirostat_tau).toFixed(2));
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$("#min_length_novel").val(ui_settings.min_length);
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$("#min_length_counter_novel").text(Number(ui_settings.min_length).toFixed(0));
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$('#nai_preamble_textarea').val(ui_settings.nai_preamble);
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$('#nai_prefix').val(ui_settings.prefix || "vanilla");
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$('#nai_cfg_uc').val(ui_settings.cfg_uc || "");
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$('#nai_banned_tokens').val(ui_settings.banned_tokens || "");
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$("#streaming_novel").prop('checked', ui_settings.streaming_novel);
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}
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const sliders = [
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{
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sliderId: "#temp_novel",
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counterId: "#temp_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.temperature = Number(val).toFixed(2); },
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},
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{
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sliderId: "#rep_pen_novel",
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counterId: "#rep_pen_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.repetition_penalty = Number(val).toFixed(2); },
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},
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{
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sliderId: "#rep_pen_size_novel",
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counterId: "#rep_pen_size_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.repetition_penalty_range = Number(val).toFixed(0); },
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},
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{
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sliderId: "#rep_pen_slope_novel",
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counterId: "#rep_pen_slope_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.repetition_penalty_slope = Number(val).toFixed(2); },
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},
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{
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sliderId: "#rep_pen_freq_novel",
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counterId: "#rep_pen_freq_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.repetition_penalty_frequency = Number(val).toFixed(5); },
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},
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{
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sliderId: "#rep_pen_presence_novel",
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counterId: "#rep_pen_presence_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.repetition_penalty_presence = Number(val).toFixed(3); },
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},
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{
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sliderId: "#tail_free_sampling_novel",
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counterId: "#tail_free_sampling_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.tail_free_sampling = Number(val).toFixed(3); },
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},
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{
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sliderId: "#top_k_novel",
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counterId: "#top_k_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.top_k = Number(val).toFixed(0); },
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},
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{
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sliderId: "#top_p_novel",
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counterId: "#top_p_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.top_p = Number(val).toFixed(2); },
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},
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{
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sliderId: "#top_a_novel",
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counterId: "#top_a_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.top_a = Number(val).toFixed(2); },
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},
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{
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sliderId: "#typical_p_novel",
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counterId: "#typical_p_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.typical_p = Number(val).toFixed(2); },
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},
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{
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sliderId: "#mirostat_tau_novel",
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counterId: "#mirostat_tau_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.mirostat_tau = Number(val).toFixed(2); },
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},
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{
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sliderId: "#mirostat_lr_novel",
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counterId: "#mirostat_lr_counter_novel",
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format: (val) => Number(val).toFixed(2),
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setValue: (val) => { nai_settings.mirostat_lr = Number(val).toFixed(2); },
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},
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{
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sliderId: "#cfg_scale_novel",
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counterId: "#cfg_scale_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.cfg_scale = Number(val).toFixed(2); },
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},
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{
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sliderId: "#min_length_novel",
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counterId: "#min_length_counter_novel",
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format: (val) => `${val}`,
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setValue: (val) => { nai_settings.min_length = Number(val).toFixed(0); },
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},
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{
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sliderId: "#nai_cfg_uc",
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counterId: "#nai_cfg_uc_counter",
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format: (val) => val,
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setValue: (val) => { nai_settings.cfg_uc = val; },
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},
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{
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sliderId: "#nai_banned_tokens",
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counterId: "#nai_banned_tokens_counter",
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format: (val) => val,
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setValue: (val) => { nai_settings.banned_tokens = val; },
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}
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];
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function getBadWordIds(banned_tokens, tokenizerType) {
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if (tokenizerType === tokenizers.NONE) {
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return [];
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}
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const cacheKey = `${getStringHash(banned_tokens)}-${tokenizerType}`;
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if (cacheKey in badWordsCache && Array.isArray(badWordsCache[cacheKey])) {
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console.debug(`Bad words ids cache hit for "${banned_tokens}"`, badWordsCache[cacheKey]);
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return badWordsCache[cacheKey];
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}
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const result = [];
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const sequence = banned_tokens.split('\n');
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for (let token of sequence) {
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const trimmed = token.trim();
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// Skip empty lines
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if (trimmed.length === 0) {
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continue;
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}
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// Verbatim text
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if (trimmed.startsWith('{') && trimmed.endsWith('}')) {
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const tokens = getTextTokens(tokenizerType, trimmed.slice(1, -1));
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result.push(tokens);
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}
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// Raw token ids, JSON serialized
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else if (trimmed.startsWith('[') && trimmed.endsWith(']')) {
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try {
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const tokens = JSON.parse(trimmed);
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if (Array.isArray(tokens) && tokens.every(t => Number.isInteger(t))) {
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result.push(tokens);
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} else {
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throw new Error('Not an array of integers');
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}
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} catch (err) {
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console.log(`Failed to parse bad word token list: ${trimmed}`, err);
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}
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}
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// Apply permutations
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else {
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const permutations = getBadWordPermutations(trimmed).map(t => getTextTokens(tokenizerType, t));
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result.push(...permutations);
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}
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}
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// Cache the result
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console.debug(`Bad words ids for "${banned_tokens}"`, result);
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badWordsCache[cacheKey] = result;
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return result;
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}
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function getBadWordPermutations(text) {
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const result = [];
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// Original text
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result.push(text);
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// Original text + leading space
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result.push(` ${text}`);
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// First letter capitalized
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result.push(text[0].toUpperCase() + text.slice(1));
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// Ditto + leading space
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result.push(` ${text[0].toUpperCase() + text.slice(1)}`);
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// First letter lower cased
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result.push(text[0].toLowerCase() + text.slice(1));
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// Ditto + leading space
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result.push(` ${text[0].toLowerCase() + text.slice(1)}`);
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// Original all upper cased
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result.push(text.toUpperCase());
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// Ditto + leading space
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result.push(` ${text.toUpperCase()}`);
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// Original all lower cased
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result.push(text.toLowerCase());
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// Ditto + leading space
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result.push(` ${text.toLowerCase()}`);
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return result;
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}
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export function getNovelGenerationData(finalPrompt, this_settings, this_amount_gen, isImpersonate) {
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const clio = nai_settings.model_novel.includes('clio');
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const kayra = nai_settings.model_novel.includes('kayra');
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const tokenizerType = kayra ? tokenizers.NERD2 : (clio ? tokenizers.NERD : tokenizers.NONE);
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const stopSequences = (tokenizerType !== tokenizers.NONE)
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? getStoppingStrings(isImpersonate, false)
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.map(t => getTextTokens(tokenizerType, t))
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: undefined;
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const badWordIds = (tokenizerType !== tokenizers.NONE)
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? getBadWordIds(nai_settings.banned_tokens, tokenizerType)
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: undefined;
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const prefix = selectPrefix(nai_settings.prefix, finalPrompt);
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const cfgSettings = getCfg();
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return {
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"input": finalPrompt,
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"model": nai_settings.model_novel,
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"use_string": true,
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"temperature": parseFloat(nai_settings.temperature),
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"max_length": this_amount_gen < maximum_output_length ? this_amount_gen : maximum_output_length,
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"min_length": parseInt(nai_settings.min_length),
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"tail_free_sampling": parseFloat(nai_settings.tail_free_sampling),
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"repetition_penalty": parseFloat(nai_settings.repetition_penalty),
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"repetition_penalty_range": parseInt(nai_settings.repetition_penalty_range),
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"repetition_penalty_slope": parseFloat(nai_settings.repetition_penalty_slope),
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"repetition_penalty_frequency": parseFloat(nai_settings.repetition_penalty_frequency),
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"repetition_penalty_presence": parseFloat(nai_settings.repetition_penalty_presence),
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"top_a": parseFloat(nai_settings.top_a),
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"top_p": parseFloat(nai_settings.top_p),
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"top_k": parseInt(nai_settings.top_k),
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"typical_p": parseFloat(nai_settings.typical_p),
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"mirostat_lr": parseFloat(nai_settings.mirostat_lr),
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"mirostat_tau": parseFloat(nai_settings.mirostat_tau),
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"cfg_scale": cfgSettings?.guidanceScale ?? parseFloat(nai_settings.cfg_scale),
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"cfg_uc": cfgSettings?.negativePrompt ?? nai_settings.cfg_uc ?? "",
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"phrase_rep_pen": nai_settings.phrase_rep_pen,
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"stop_sequences": stopSequences,
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"bad_words_ids": badWordIds,
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"generate_until_sentence": true,
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"use_cache": false,
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"use_string": true,
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"return_full_text": false,
|
|
"prefix": prefix,
|
|
"order": this_settings.order,
|
|
"streaming": nai_settings.streaming_novel,
|
|
};
|
|
}
|
|
|
|
// Check if the prefix needs to be overriden to use instruct mode
|
|
function selectPrefix(selected_prefix, finalPromt) {
|
|
let useInstruct = false;
|
|
const clio = nai_settings.model_novel.includes('clio');
|
|
const kayra = nai_settings.model_novel.includes('kayra');
|
|
const isNewModel = clio || kayra;
|
|
|
|
if (isNewModel) {
|
|
// NovelAI claims they scan backwards 1000 characters (not tokens!) to look for instruct brackets. That's really short.
|
|
const tail = finalPromt.slice(-1500);
|
|
useInstruct = tail.includes("}");
|
|
return useInstruct ? "special_instruct" : selected_prefix;
|
|
}
|
|
|
|
return "vanilla";
|
|
}
|
|
|
|
export async function generateNovelWithStreaming(generate_data, signal) {
|
|
const response = await fetch('/generate_novelai', {
|
|
headers: getRequestHeaders(),
|
|
body: JSON.stringify(generate_data),
|
|
method: 'POST',
|
|
signal: signal,
|
|
});
|
|
|
|
return async function* streamData() {
|
|
const decoder = new TextDecoder();
|
|
const reader = response.body.getReader();
|
|
let getMessage = '';
|
|
let messageBuffer = "";
|
|
while (true) {
|
|
const { done, value } = await reader.read();
|
|
let response = decoder.decode(value);
|
|
let eventList = [];
|
|
|
|
// ReadableStream's buffer is not guaranteed to contain full SSE messages as they arrive in chunks
|
|
// We need to buffer chunks until we have one or more full messages (separated by double newlines)
|
|
messageBuffer += response;
|
|
eventList = messageBuffer.split("\n\n");
|
|
// Last element will be an empty string or a leftover partial message
|
|
messageBuffer = eventList.pop();
|
|
|
|
for (let event of eventList) {
|
|
for (let subEvent of event.split('\n')) {
|
|
if (subEvent.startsWith("data")) {
|
|
let data = JSON.parse(subEvent.substring(5));
|
|
getMessage += (data?.token || '');
|
|
yield getMessage;
|
|
}
|
|
}
|
|
}
|
|
|
|
if (done) {
|
|
return;
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
$("#nai_preamble_textarea").on('input', function () {
|
|
nai_settings.preamble = $('#nai_preamble_textarea').val();
|
|
saveSettingsDebounced();
|
|
});
|
|
|
|
$("#nai_preamble_restore").on('click', function () {
|
|
nai_settings.preamble = default_preamble;
|
|
$('#nai_preamble_textarea').val(nai_settings.preamble);
|
|
saveSettingsDebounced();
|
|
});
|
|
|
|
$(document).ready(function () {
|
|
sliders.forEach(slider => {
|
|
$(document).on("input", slider.sliderId, function () {
|
|
const value = $(this).val();
|
|
const formattedValue = slider.format(value);
|
|
slider.setValue(value);
|
|
$(slider.counterId).text(formattedValue);
|
|
console.log('saving');
|
|
saveSettingsDebounced();
|
|
});
|
|
});
|
|
|
|
$('#streaming_novel').on('input', function () {
|
|
const value = !!$(this).prop('checked');
|
|
nai_settings.streaming_novel = value;
|
|
saveSettingsDebounced();
|
|
});
|
|
|
|
$("#model_novel_select").change(function () {
|
|
nai_settings.model_novel = $("#model_novel_select").find(":selected").val();
|
|
saveSettingsDebounced();
|
|
|
|
// Update the selected preset to something appropriate
|
|
const default_preset = default_presets[nai_settings.model_novel];
|
|
$(`#settings_perset_novel`).val(novelai_setting_names[default_preset]);
|
|
$(`#settings_perset_novel option[value=${novelai_setting_names[default_preset]}]`).attr("selected", "true")
|
|
$(`#settings_perset_novel`).trigger("change");
|
|
});
|
|
|
|
$("#nai_prefix").on('change', function () {
|
|
nai_settings.prefix = $("#nai_prefix").find(":selected").val();
|
|
saveSettingsDebounced();
|
|
});
|
|
|
|
$("#phrase_rep_pen_novel").on('change', function () {
|
|
nai_settings.phrase_rep_pen = $("#phrase_rep_pen_novel").find(":selected").val();
|
|
saveSettingsDebounced();
|
|
});
|
|
});
|