import { eventSource, event_types, getRequestHeaders, getStoppingStrings, main_api, max_context, saveSettingsDebounced, setGenerationParamsFromPreset, setOnlineStatus, substituteParams, } from '../script.js'; import { BIAS_CACHE, createNewLogitBiasEntry, displayLogitBias, getLogitBiasListResult } from './logit-bias.js'; import { power_user, registerDebugFunction } from './power-user.js'; import { getEventSourceStream } from './sse-stream.js'; import { getCurrentDreamGenModelTokenizer, getCurrentOpenRouterModelTokenizer } from './textgen-models.js'; import { ENCODE_TOKENIZERS, TEXTGEN_TOKENIZERS, getTextTokens, tokenizers } from './tokenizers.js'; import { getSortableDelay, onlyUnique } from './utils.js'; export { settings as textgenerationwebui_settings, loadTextGenSettings, generateTextGenWithStreaming, formatTextGenURL, }; export const textgen_types = { OOBA: 'ooba', MANCER: 'mancer', VLLM: 'vllm', APHRODITE: 'aphrodite', TABBY: 'tabby', KOBOLDCPP: 'koboldcpp', TOGETHERAI: 'togetherai', LLAMACPP: 'llamacpp', OLLAMA: 'ollama', INFERMATICAI: 'infermaticai', DREAMGEN: 'dreamgen', OPENROUTER: 'openrouter', FEATHERLESS: 'featherless', HUGGINGFACE: 'huggingface', }; const { MANCER, VLLM, APHRODITE, TABBY, TOGETHERAI, OOBA, OLLAMA, LLAMACPP, INFERMATICAI, DREAMGEN, OPENROUTER, KOBOLDCPP, HUGGINGFACE, FEATHERLESS, } = textgen_types; const LLAMACPP_DEFAULT_ORDER = [ 'top_k', 'tfs_z', 'typical_p', 'top_p', 'min_p', 'xtc', 'temperature', ]; const OOBA_DEFAULT_ORDER = [ 'repetition_penalty', 'presence_penalty', 'frequency_penalty', 'dry', 'temperature', 'dynamic_temperature', 'quadratic_sampling', 'top_k', 'top_p', 'typical_p', 'epsilon_cutoff', 'eta_cutoff', 'tfs', 'top_a', 'min_p', 'mirostat', 'xtc', 'encoder_repetition_penalty', 'no_repeat_ngram', ]; const BIAS_KEY = '#textgenerationwebui_api-settings'; // Maybe let it be configurable in the future? // (7 days later) The future has come. const MANCER_SERVER_KEY = 'mancer_server'; const MANCER_SERVER_DEFAULT = 'https://neuro.mancer.tech'; let MANCER_SERVER = localStorage.getItem(MANCER_SERVER_KEY) ?? MANCER_SERVER_DEFAULT; let TOGETHERAI_SERVER = 'https://api.together.xyz'; let INFERMATICAI_SERVER = 'https://api.totalgpt.ai'; let DREAMGEN_SERVER = 'https://dreamgen.com'; let OPENROUTER_SERVER = 'https://openrouter.ai/api'; let FEATHERLESS_SERVER = 'https://api.featherless.ai/v1'; export const SERVER_INPUTS = { [textgen_types.OOBA]: '#textgenerationwebui_api_url_text', [textgen_types.VLLM]: '#vllm_api_url_text', [textgen_types.APHRODITE]: '#aphrodite_api_url_text', [textgen_types.TABBY]: '#tabby_api_url_text', [textgen_types.KOBOLDCPP]: '#koboldcpp_api_url_text', [textgen_types.LLAMACPP]: '#llamacpp_api_url_text', [textgen_types.OLLAMA]: '#ollama_api_url_text', [textgen_types.HUGGINGFACE]: '#huggingface_api_url_text', }; const KOBOLDCPP_ORDER = [6, 0, 1, 3, 4, 2, 5]; const settings = { temp: 0.7, temperature_last: true, top_p: 0.5, top_k: 40, top_a: 0, tfs: 1, epsilon_cutoff: 0, eta_cutoff: 0, typical_p: 1, min_p: 0, rep_pen: 1.2, rep_pen_range: 0, rep_pen_decay: 0, rep_pen_slope: 1, no_repeat_ngram_size: 0, penalty_alpha: 0, num_beams: 1, length_penalty: 1, min_length: 0, encoder_rep_pen: 1, freq_pen: 0, presence_pen: 0, skew: 0, do_sample: true, early_stopping: false, dynatemp: false, min_temp: 0, max_temp: 2.0, dynatemp_exponent: 1.0, smoothing_factor: 0.0, smoothing_curve: 1.0, dry_allowed_length: 2, dry_multiplier: 0.0, dry_base: 1.75, dry_sequence_breakers: '["\\n", ":", "\\"", "*"]', dry_penalty_last_n: 0, max_tokens_second: 0, seed: -1, preset: 'Default', add_bos_token: true, stopping_strings: [], //truncation_length: 2048, ban_eos_token: false, skip_special_tokens: true, streaming: false, mirostat_mode: 0, mirostat_tau: 5, mirostat_eta: 0.1, guidance_scale: 1, negative_prompt: '', grammar_string: '', json_schema: {}, banned_tokens: '', sampler_priority: OOBA_DEFAULT_ORDER, samplers: LLAMACPP_DEFAULT_ORDER, ignore_eos_token: false, spaces_between_special_tokens: true, speculative_ngram: false, type: textgen_types.OOBA, mancer_model: 'mytholite', togetherai_model: 'Gryphe/MythoMax-L2-13b', infermaticai_model: '', ollama_model: '', openrouter_model: 'openrouter/auto', openrouter_providers: [], vllm_model: '', aphrodite_model: '', dreamgen_model: 'opus-v1-xl/text', tabby_model: '', sampler_order: KOBOLDCPP_ORDER, logit_bias: [], n: 1, server_urls: {}, custom_model: '', bypass_status_check: false, openrouter_allow_fallbacks: true, xtc_threshold: 0.1, xtc_probability: 0, featherless_model: '', }; export let textgenerationwebui_banned_in_macros = []; export let textgenerationwebui_presets = []; export let textgenerationwebui_preset_names = []; export const setting_names = [ 'temp', 'temperature_last', 'rep_pen', 'rep_pen_range', 'rep_pen_decay', 'rep_pen_slope', 'no_repeat_ngram_size', 'top_k', 'top_p', 'top_a', 'tfs', 'epsilon_cutoff', 'eta_cutoff', 'typical_p', 'min_p', 'penalty_alpha', 'num_beams', 'length_penalty', 'min_length', 'dynatemp', 'min_temp', 'max_temp', 'dynatemp_exponent', 'smoothing_factor', 'smoothing_curve', 'dry_allowed_length', 'dry_multiplier', 'dry_base', 'dry_sequence_breakers', 'dry_penalty_last_n', 'max_tokens_second', 'encoder_rep_pen', 'freq_pen', 'presence_pen', 'skew', 'do_sample', 'early_stopping', 'seed', 'add_bos_token', 'ban_eos_token', 'skip_special_tokens', 'streaming', 'mirostat_mode', 'mirostat_tau', 'mirostat_eta', 'guidance_scale', 'negative_prompt', 'grammar_string', 'json_schema', 'banned_tokens', 'ignore_eos_token', 'spaces_between_special_tokens', 'speculative_ngram', 'sampler_order', 'sampler_priority', 'samplers', 'n', 'logit_bias', 'custom_model', 'bypass_status_check', 'openrouter_allow_fallbacks', 'xtc_threshold', 'xtc_probability', ]; const DYNATEMP_BLOCK = document.getElementById('dynatemp_block_ooba'); export function validateTextGenUrl() { const selector = SERVER_INPUTS[settings.type]; if (!selector) { return; } const control = $(selector); const url = String(control.val()).trim(); const formattedUrl = formatTextGenURL(url); if (!formattedUrl) { toastr.error('Enter a valid API URL', 'Text Completion API'); return; } control.val(formattedUrl); } export function getTextGenServer() { switch (settings.type) { case FEATHERLESS: return FEATHERLESS_SERVER; case MANCER: return MANCER_SERVER; case TOGETHERAI: return TOGETHERAI_SERVER; case INFERMATICAI: return INFERMATICAI_SERVER; case DREAMGEN: return DREAMGEN_SERVER; case OPENROUTER: return OPENROUTER_SERVER; default: return settings.server_urls[settings.type] ?? ''; } } async function selectPreset(name) { const preset = textgenerationwebui_presets[textgenerationwebui_preset_names.indexOf(name)]; if (!preset) { return; } settings.preset = name; for (const name of setting_names) { const value = preset[name]; setSettingByName(name, value, true); } setGenerationParamsFromPreset(preset); BIAS_CACHE.delete(BIAS_KEY); displayLogitBias(preset.logit_bias, BIAS_KEY); saveSettingsDebounced(); } function formatTextGenURL(value) { try { const noFormatTypes = [MANCER, TOGETHERAI, INFERMATICAI, DREAMGEN, OPENROUTER]; if (noFormatTypes.includes(settings.type)) { return value; } const url = new URL(value); return url.toString(); } catch { // Just using URL as a validation check } return null; } function convertPresets(presets) { return Array.isArray(presets) ? presets.map((p) => JSON.parse(p)) : []; } function getTokenizerForTokenIds() { if (power_user.tokenizer === tokenizers.API_CURRENT && TEXTGEN_TOKENIZERS.includes(settings.type)) { return tokenizers.API_CURRENT; } if (ENCODE_TOKENIZERS.includes(power_user.tokenizer)) { return power_user.tokenizer; } if (settings.type === OPENROUTER) { return getCurrentOpenRouterModelTokenizer(); } if (settings.type === DREAMGEN) { return getCurrentDreamGenModelTokenizer(); } return tokenizers.LLAMA; } /** * @typedef {{banned_tokens: string, banned_strings: string[]}} TokenBanResult * @returns {TokenBanResult} String with comma-separated banned token IDs */ function getCustomTokenBans() { if (!settings.banned_tokens && !textgenerationwebui_banned_in_macros.length) { return { banned_tokens: '', banned_strings: [], }; } const tokenizer = getTokenizerForTokenIds(); const banned_tokens = []; const banned_strings = []; const sequences = settings.banned_tokens .split('\n') .concat(textgenerationwebui_banned_in_macros) .filter(x => x.length > 0) .filter(onlyUnique); //debug if (textgenerationwebui_banned_in_macros.length) { console.log('=== Found banned word sequences in the macros:', textgenerationwebui_banned_in_macros, 'Resulting array of banned sequences (will be used this generation turn):', sequences); } //clean old temporary bans found in macros before, for the next generation turn. textgenerationwebui_banned_in_macros = []; for (const line of sequences) { // Raw token ids, JSON serialized if (line.startsWith('[') && line.endsWith(']')) { try { const tokens = JSON.parse(line); if (Array.isArray(tokens) && tokens.every(t => Number.isInteger(t))) { banned_tokens.push(...tokens); } else { throw new Error('Not an array of integers'); } } catch (err) { console.log(`Failed to parse bad word token list: ${line}`, err); } } else if (line.startsWith('"') && line.endsWith('"')) { // Remove the enclosing quotes banned_strings.push(line.slice(1, -1)); } else { try { const tokens = getTextTokens(tokenizer, line); banned_tokens.push(...tokens); } catch { console.log(`Could not tokenize raw text: ${line}`); } } } return { banned_tokens: banned_tokens.filter(onlyUnique).map(x => String(x)).join(','), banned_strings: banned_strings, }; } /** * Calculates logit bias object from the logit bias list. * @returns {object} Logit bias object */ function calculateLogitBias() { if (!Array.isArray(settings.logit_bias) || settings.logit_bias.length === 0) { return {}; } const tokenizer = getTokenizerForTokenIds(); const result = {}; /** * Adds bias to the logit bias object. * @param {number} bias * @param {number[]} sequence * @returns {object} Accumulated logit bias object */ function addBias(bias, sequence) { if (sequence.length === 0) { return; } for (const logit of sequence) { const key = String(logit); result[key] = bias; } return result; } getLogitBiasListResult(settings.logit_bias, tokenizer, addBias); return result; } function loadTextGenSettings(data, loadedSettings) { textgenerationwebui_presets = convertPresets(data.textgenerationwebui_presets); textgenerationwebui_preset_names = data.textgenerationwebui_preset_names ?? []; Object.assign(settings, loadedSettings.textgenerationwebui_settings ?? {}); if (loadedSettings.api_server_textgenerationwebui) { for (const type of Object.keys(SERVER_INPUTS)) { settings.server_urls[type] = loadedSettings.api_server_textgenerationwebui; } delete loadedSettings.api_server_textgenerationwebui; } for (const [type, selector] of Object.entries(SERVER_INPUTS)) { const control = $(selector); control.val(settings.server_urls[type] ?? '').on('input', function () { settings.server_urls[type] = String($(this).val()); saveSettingsDebounced(); }); } if (loadedSettings.api_use_mancer_webui) { settings.type = MANCER; } for (const name of textgenerationwebui_preset_names) { const option = document.createElement('option'); option.value = name; option.innerText = name; $('#settings_preset_textgenerationwebui').append(option); } if (settings.preset) { $('#settings_preset_textgenerationwebui').val(settings.preset); } for (const i of setting_names) { const value = settings[i]; setSettingByName(i, value); } $('#textgen_type').val(settings.type); $('#openrouter_providers_text').val(settings.openrouter_providers).trigger('change'); showTypeSpecificControls(settings.type); BIAS_CACHE.delete(BIAS_KEY); displayLogitBias(settings.logit_bias, BIAS_KEY); registerDebugFunction('change-mancer-url', 'Change Mancer base URL', 'Change Mancer API server base URL', () => { const result = prompt(`Enter Mancer base URL\nDefault: ${MANCER_SERVER_DEFAULT}`, MANCER_SERVER); if (result) { localStorage.setItem(MANCER_SERVER_KEY, result); MANCER_SERVER = result; } }); } /** * Sorts the sampler items by the given order. * @param {any[]} orderArray Sampler order array. */ function sortKoboldItemsByOrder(orderArray) { console.debug('Preset samplers order: ' + orderArray); const $draggableItems = $('#koboldcpp_order'); for (let i = 0; i < orderArray.length; i++) { const index = orderArray[i]; const $item = $draggableItems.find(`[data-id="${index}"]`).detach(); $draggableItems.append($item); } } function sortLlamacppItemsByOrder(orderArray) { console.debug('Preset samplers order: ', orderArray); const $container = $('#llamacpp_samplers_sortable'); orderArray.forEach((name) => { const $item = $container.find(`[data-name="${name}"]`).detach(); $container.append($item); }); } function sortOobaItemsByOrder(orderArray) { console.debug('Preset samplers order: ', orderArray); const $container = $('#sampler_priority_container'); orderArray.forEach((name) => { const $item = $container.find(`[data-name="${name}"]`).detach(); $container.append($item); }); } jQuery(function () { $('#koboldcpp_order').sortable({ delay: getSortableDelay(), stop: function () { const order = []; $('#koboldcpp_order').children().each(function () { order.push($(this).data('id')); }); settings.sampler_order = order; console.log('Samplers reordered:', settings.sampler_order); saveSettingsDebounced(); }, }); $('#koboldcpp_default_order').on('click', function () { settings.sampler_order = KOBOLDCPP_ORDER; sortKoboldItemsByOrder(settings.sampler_order); saveSettingsDebounced(); }); $('#llamacpp_samplers_sortable').sortable({ delay: getSortableDelay(), stop: function () { const order = []; $('#llamacpp_samplers_sortable').children().each(function () { order.push($(this).data('name')); }); settings.samplers = order; console.log('Samplers reordered:', settings.samplers); saveSettingsDebounced(); }, }); $('#llamacpp_samplers_default_order').on('click', function () { sortLlamacppItemsByOrder(LLAMACPP_DEFAULT_ORDER); settings.samplers = LLAMACPP_DEFAULT_ORDER; console.log('Default samplers order loaded:', settings.samplers); saveSettingsDebounced(); }); $('#sampler_priority_container').sortable({ delay: getSortableDelay(), stop: function () { const order = []; $('#sampler_priority_container').children().each(function () { order.push($(this).data('name')); }); settings.sampler_priority = order; console.log('Samplers reordered:', settings.sampler_priority); saveSettingsDebounced(); }, }); $('#tabby_json_schema').on('input', function () { const json_schema_string = String($(this).val()); try { settings.json_schema = JSON.parse(json_schema_string || '{}'); } catch { // Ignore errors from here } saveSettingsDebounced(); }); $('#textgenerationwebui_default_order').on('click', function () { sortOobaItemsByOrder(OOBA_DEFAULT_ORDER); settings.sampler_priority = OOBA_DEFAULT_ORDER; console.log('Default samplers order loaded:', settings.sampler_priority); saveSettingsDebounced(); }); $('#textgen_type').on('change', function () { const type = String($(this).val()); settings.type = type; if ([VLLM, APHRODITE, INFERMATICAI].includes(settings.type)) { $('#mirostat_mode_textgenerationwebui').attr('step', 2); //Aphro disallows mode 1 $('#do_sample_textgenerationwebui').prop('checked', true); //Aphro should always do sample; 'otherwise set temp to 0 to mimic no sample' $('#ban_eos_token_textgenerationwebui').prop('checked', false); //Aphro should not ban EOS, just ignore it; 'add token '2' to ban list do to this' //special handling for vLLM/Aphrodite topK -1 disable state $('#top_k_textgenerationwebui').attr('min', -1); if ($('#top_k_textgenerationwebui').val() === '0' || settings['top_k'] === 0) { settings['top_k'] = -1; $('#top_k_textgenerationwebui').val('-1').trigger('input'); } } else { $('#mirostat_mode_textgenerationwebui').attr('step', 1); //undo special vLLM/Aphrodite setup for topK $('#top_k_textgenerationwebui').attr('min', 0); if ($('#top_k_textgenerationwebui').val() === '-1' || settings['top_k'] === -1) { settings['top_k'] = 0; $('#top_k_textgenerationwebui').val('0').trigger('input'); } } showTypeSpecificControls(type); setOnlineStatus('no_connection'); BIAS_CACHE.delete(BIAS_KEY); $('#main_api').trigger('change'); if (!SERVER_INPUTS[type] || settings.server_urls[type]) { $('#api_button_textgenerationwebui').trigger('click'); } saveSettingsDebounced(); }); $('#settings_preset_textgenerationwebui').on('change', function () { const presetName = $(this).val(); selectPreset(presetName); }); $('#samplerResetButton').off('click').on('click', function () { const inputs = { 'temp_textgenerationwebui': 1, 'top_k_textgenerationwebui': [INFERMATICAI, APHRODITE, VLLM].includes(settings.type) ? -1 : 0, 'top_p_textgenerationwebui': 1, 'min_p_textgenerationwebui': 0, 'rep_pen_textgenerationwebui': 1, 'rep_pen_range_textgenerationwebui': 0, 'rep_pen_decay_textgenerationwebui': 0, 'dynatemp_textgenerationwebui': false, 'seed_textgenerationwebui': -1, 'ban_eos_token_textgenerationwebui': false, 'do_sample_textgenerationwebui': true, 'add_bos_token_textgenerationwebui': true, 'temperature_last_textgenerationwebui': true, 'skip_special_tokens_textgenerationwebui': true, 'top_a_textgenerationwebui': 0, 'top_a_counter_textgenerationwebui': 0, 'mirostat_mode_textgenerationwebui': 0, 'mirostat_tau_textgenerationwebui': 5, 'mirostat_eta_textgenerationwebui': 0.1, 'tfs_textgenerationwebui': 1, 'epsilon_cutoff_textgenerationwebui': 0, 'eta_cutoff_textgenerationwebui': 0, 'encoder_rep_pen_textgenerationwebui': 1, 'freq_pen_textgenerationwebui': 0, 'presence_pen_textgenerationwebui': 0, 'skew_textgenerationwebui': 0, 'no_repeat_ngram_size_textgenerationwebui': 0, 'speculative_ngram_textgenerationwebui': false, 'min_length_textgenerationwebui': 0, 'num_beams_textgenerationwebui': 1, 'length_penalty_textgenerationwebui': 1, 'penalty_alpha_textgenerationwebui': 0, 'typical_p_textgenerationwebui': 1, // Added entry 'guidance_scale_textgenerationwebui': 1, 'smoothing_factor_textgenerationwebui': 0, 'smoothing_curve_textgenerationwebui': 1, 'dry_allowed_length_textgenerationwebui': 2, 'dry_multiplier_textgenerationwebui': 0, 'dry_base_textgenerationwebui': 1.75, 'dry_penalty_last_n_textgenerationwebui': 0, 'xtc_threshold_textgenerationwebui': 0.1, 'xtc_probability_textgenerationwebui': 0, }; for (const [id, value] of Object.entries(inputs)) { const inputElement = $(`#${id}`); if (inputElement.prop('type') === 'checkbox') { inputElement.prop('checked', value).trigger('input'); } else if (inputElement.prop('type') === 'number') { inputElement.val(value).trigger('input'); } else { inputElement.val(value).trigger('input'); if (power_user.enableZenSliders) { let masterElementID = inputElement.prop('id'); console.log(masterElementID); let zenSlider = $(`#${masterElementID}_zenslider`).slider(); zenSlider.slider('option', 'value', value); zenSlider.slider('option', 'slide') .call(zenSlider, null, { handle: $('.ui-slider-handle', zenSlider), value: value, }); } } } }); for (const i of setting_names) { $(`#${i}_textgenerationwebui`).attr('x-setting-id', i); $(document).on('input', `#${i}_textgenerationwebui`, function () { const isCheckbox = $(this).attr('type') == 'checkbox'; const isText = $(this).attr('type') == 'text' || $(this).is('textarea'); const id = $(this).attr('x-setting-id'); if (isCheckbox) { const value = $(this).prop('checked'); settings[id] = value; } else if (isText) { const value = $(this).val(); settings[id] = value; } else { const value = Number($(this).val()); $(`#${id}_counter_textgenerationwebui`).val(value); settings[id] = value; //special handling for vLLM/Aphrodite using -1 as disabled instead of 0 if ($(this).attr('id') === 'top_k_textgenerationwebui' && [INFERMATICAI, APHRODITE, VLLM].includes(settings.type) && value === 0) { settings[id] = -1; $(this).val(-1); } } saveSettingsDebounced(); }); } $('#textgen_logit_bias_new_entry').on('click', () => createNewLogitBiasEntry(settings.logit_bias, BIAS_KEY)); $('#openrouter_providers_text').on('change', function () { const selectedProviders = $(this).val(); // Not a multiple select? if (!Array.isArray(selectedProviders)) { return; } settings.openrouter_providers = selectedProviders; saveSettingsDebounced(); }); }); function showTypeSpecificControls(type) { $('[data-tg-type]').each(function () { const tgTypes = $(this).attr('data-tg-type').split(',').map(x => x.trim()); for (const tgType of tgTypes) { if (tgType === type || tgType == 'all') { $(this).show(); return; } else { $(this).hide(); } } }); } /** * Inserts missing items from the source array into the target array. * @param {any[]} source - Source array * @param {any[]} target - Target array * @returns {void} */ function insertMissingArrayItems(source, target) { if (source === target || !Array.isArray(source) || !Array.isArray(target)) { return; } for (const item of source) { if (!target.includes(item)) { const index = source.indexOf(item); target.splice(index, 0, item); } } } function setSettingByName(setting, value, trigger) { if (value === null || value === undefined) { return; } if ('sampler_order' === setting) { value = Array.isArray(value) ? value : KOBOLDCPP_ORDER; sortKoboldItemsByOrder(value); settings.sampler_order = value; return; } if ('sampler_priority' === setting) { value = Array.isArray(value) ? value : OOBA_DEFAULT_ORDER; insertMissingArrayItems(OOBA_DEFAULT_ORDER, value); sortOobaItemsByOrder(value); settings.sampler_priority = value; return; } if ('samplers' === setting) { value = Array.isArray(value) ? value : LLAMACPP_DEFAULT_ORDER; insertMissingArrayItems(LLAMACPP_DEFAULT_ORDER, value); sortLlamacppItemsByOrder(value); settings.samplers = value; return; } if ('logit_bias' === setting) { settings.logit_bias = Array.isArray(value) ? value : []; return; } if ('json_schema' === setting) { settings.json_schema = value ?? {}; $('#tabby_json_schema').val(JSON.stringify(settings.json_schema, null, 2)); return; } const isCheckbox = $(`#${setting}_textgenerationwebui`).attr('type') == 'checkbox'; const isText = $(`#${setting}_textgenerationwebui`).attr('type') == 'text' || $(`#${setting}_textgenerationwebui`).is('textarea'); if (isCheckbox) { const val = Boolean(value); $(`#${setting}_textgenerationwebui`).prop('checked', val); } else if (isText) { $(`#${setting}_textgenerationwebui`).val(value); } else { const val = parseFloat(value); $(`#${setting}_textgenerationwebui`).val(val); $(`#${setting}_counter_textgenerationwebui`).val(val); if (power_user.enableZenSliders) { let zenSlider = $(`#${setting}_textgenerationwebui_zenslider`).slider(); zenSlider.slider('option', 'value', val); zenSlider.slider('option', 'slide') .call(zenSlider, null, { handle: $('.ui-slider-handle', zenSlider), value: val, }); } } if (trigger) { $(`#${setting}_textgenerationwebui`).trigger('input'); } } async function generateTextGenWithStreaming(generate_data, signal) { generate_data.stream = true; const response = await fetch('/api/backends/text-completions/generate', { headers: { ...getRequestHeaders(), }, body: JSON.stringify(generate_data), method: 'POST', signal: signal, }); if (!response.ok) { tryParseStreamingError(response, await response.text()); throw new Error(`Got response status ${response.status}`); } const eventStream = getEventSourceStream(); response.body.pipeThrough(eventStream); const reader = eventStream.readable.getReader(); return async function* streamData() { let text = ''; /** @type {import('./logprobs.js').TokenLogprobs | null} */ let logprobs = null; const swipes = []; const toolCalls = []; while (true) { const { done, value } = await reader.read(); if (done) return; if (value.data === '[DONE]') return; tryParseStreamingError(response, value.data); let data = JSON.parse(value.data); if (data?.choices?.[0]?.index > 0) { const swipeIndex = data.choices[0].index - 1; swipes[swipeIndex] = (swipes[swipeIndex] || '') + data.choices[0].text; } else { const newText = data?.choices?.[0]?.text || data?.content || ''; text += newText; logprobs = parseTextgenLogprobs(newText, data.choices?.[0]?.logprobs || data?.completion_probabilities); } yield { text, swipes, logprobs, toolCalls }; } }; } /** * parseTextgenLogprobs converts a logprobs object returned from a textgen API * for a single token into a TokenLogprobs object used by the Token * Probabilities feature. * @param {string} token - the text of the token that the logprobs are for * @param {Object} logprobs - logprobs object returned from the API * @returns {import('./logprobs.js').TokenLogprobs | null} - converted logprobs */ export function parseTextgenLogprobs(token, logprobs) { if (!logprobs) { return null; } switch (settings.type) { case TABBY: case VLLM: case APHRODITE: case MANCER: case INFERMATICAI: case OOBA: { /** @type {Record[]} */ const topLogprobs = logprobs.top_logprobs; if (!topLogprobs?.length) { return null; } const candidates = Object.entries(topLogprobs[0]); return { token, topLogprobs: candidates }; } case LLAMACPP: { /** @type {Record[]} */ if (!logprobs?.length) { return null; } const candidates = logprobs[0].probs.map(x => [x.tok_str, x.prob]); return { token, topLogprobs: candidates }; } default: return null; } } export function parseTabbyLogprobs(data) { const text = data?.choices?.[0]?.text; const offsets = data?.choices?.[0]?.logprobs?.text_offset; if (!text || !offsets) { return null; } // Convert string offsets list to tokens const tokens = offsets?.map((offset, index) => { const nextOffset = offsets[index + 1] || text.length; return text.substring(offset, nextOffset); }); const topLogprobs = data?.choices?.[0]?.logprobs?.top_logprobs?.map(x => ({ top_logprobs: [x] })); return tokens?.map((token, index) => parseTextgenLogprobs(token, topLogprobs[index])) || null; } /** * Parses errors in streaming responses and displays them in toastr. * @param {Response} response - Response from the server. * @param {string} decoded - Decoded response body. * @returns {void} Nothing. */ function tryParseStreamingError(response, decoded) { let data = {}; try { data = JSON.parse(decoded); } catch { // No JSON. Do nothing. } const message = data?.error?.message || data?.message || data?.detail; if (message) { toastr.error(message, 'Text Completion API'); throw new Error(message); } } /** * Converts a string of comma-separated integers to an array of integers. * @param {string} string Input string * @returns {number[]} Array of integers */ function toIntArray(string) { if (!string) { return []; } return string.split(',').map(x => parseInt(x)).filter(x => !isNaN(x)); } export function getTextGenModel() { switch (settings.type) { case OOBA: if (settings.custom_model) { return settings.custom_model; } break; case MANCER: return settings.mancer_model; case TOGETHERAI: return settings.togetherai_model; case INFERMATICAI: return settings.infermaticai_model; case DREAMGEN: return settings.dreamgen_model; case OPENROUTER: return settings.openrouter_model; case VLLM: return settings.vllm_model; case APHRODITE: return settings.aphrodite_model; case OLLAMA: if (!settings.ollama_model) { toastr.error('No Ollama model selected.', 'Text Completion API'); throw new Error('No Ollama model selected'); } return settings.ollama_model; case FEATHERLESS: return settings.featherless_model; case HUGGINGFACE: return 'tgi'; case TABBY: if (settings.tabby_model) { return settings.tabby_model; } break; default: return undefined; } return undefined; } export function isJsonSchemaSupported() { return [TABBY, LLAMACPP].includes(settings.type) && main_api === 'textgenerationwebui'; } function isDynamicTemperatureSupported() { return settings.dynatemp && DYNATEMP_BLOCK?.dataset?.tgType?.includes(settings.type); } function getLogprobsNumber() { if (settings.type === VLLM || settings.type === INFERMATICAI) { return 5; } return 10; } /** * Replaces {{macro}} in a comma-separated or serialized JSON array string. * @param {string} str Input string * @returns {string} Output string */ function replaceMacrosInList(str) { if (!str || typeof str !== 'string') { return str; } try { const array = JSON.parse(str); if (!Array.isArray(array)) { throw new Error('Not an array'); } for (let i = 0; i < array.length; i++) { array[i] = substituteParams(array[i]); } return JSON.stringify(array); } catch { const array = str.split(','); for (let i = 0; i < array.length; i++) { array[i] = substituteParams(array[i]); } return array.join(','); } } export function getTextGenGenerationData(finalPrompt, maxTokens, isImpersonate, isContinue, cfgValues, type) { const canMultiSwipe = !isContinue && !isImpersonate && type !== 'quiet'; const dynatemp = isDynamicTemperatureSupported(); const { banned_tokens, banned_strings } = getCustomTokenBans(); let params = { 'prompt': finalPrompt, 'model': getTextGenModel(), 'max_new_tokens': maxTokens, 'max_tokens': maxTokens, 'logprobs': power_user.request_token_probabilities ? getLogprobsNumber() : undefined, 'temperature': dynatemp ? (settings.min_temp + settings.max_temp) / 2 : settings.temp, 'top_p': settings.top_p, 'typical_p': settings.typical_p, 'typical': settings.typical_p, 'sampler_seed': settings.seed, 'min_p': settings.min_p, 'repetition_penalty': settings.rep_pen, 'frequency_penalty': settings.freq_pen, 'presence_penalty': settings.presence_pen, 'top_k': settings.top_k, 'skew': settings.skew, 'min_length': settings.type === OOBA ? settings.min_length : undefined, 'minimum_message_content_tokens': settings.type === DREAMGEN ? settings.min_length : undefined, 'min_tokens': settings.min_length, 'num_beams': settings.type === OOBA ? settings.num_beams : undefined, 'length_penalty': settings.type === OOBA ? settings.length_penalty : undefined, 'early_stopping': settings.type === OOBA ? settings.early_stopping : undefined, 'add_bos_token': settings.add_bos_token, 'dynamic_temperature': dynatemp ? true : undefined, 'dynatemp_low': dynatemp ? settings.min_temp : undefined, 'dynatemp_high': dynatemp ? settings.max_temp : undefined, 'dynatemp_range': dynatemp ? (settings.max_temp - settings.min_temp) / 2 : undefined, 'dynatemp_exponent': dynatemp ? settings.dynatemp_exponent : undefined, 'smoothing_factor': settings.smoothing_factor, 'smoothing_curve': settings.smoothing_curve, 'dry_allowed_length': settings.dry_allowed_length, 'dry_multiplier': settings.dry_multiplier, 'dry_base': settings.dry_base, 'dry_sequence_breakers': replaceMacrosInList(settings.dry_sequence_breakers), 'dry_penalty_last_n': settings.dry_penalty_last_n, 'max_tokens_second': settings.max_tokens_second, 'sampler_priority': settings.type === OOBA ? settings.sampler_priority : undefined, 'samplers': settings.type === LLAMACPP ? settings.samplers : undefined, 'stopping_strings': getStoppingStrings(isImpersonate, isContinue), 'stop': getStoppingStrings(isImpersonate, isContinue), 'truncation_length': max_context, 'ban_eos_token': settings.ban_eos_token, 'skip_special_tokens': settings.skip_special_tokens, 'top_a': settings.top_a, 'tfs': settings.tfs, 'epsilon_cutoff': [OOBA, MANCER].includes(settings.type) ? settings.epsilon_cutoff : undefined, 'eta_cutoff': [OOBA, MANCER].includes(settings.type) ? settings.eta_cutoff : undefined, 'mirostat_mode': settings.mirostat_mode, 'mirostat_tau': settings.mirostat_tau, 'mirostat_eta': settings.mirostat_eta, 'custom_token_bans': [APHRODITE, MANCER].includes(settings.type) ? toIntArray(banned_tokens) : banned_tokens, 'banned_strings': banned_strings, 'api_type': settings.type, 'api_server': getTextGenServer(), 'sampler_order': settings.type === textgen_types.KOBOLDCPP ? settings.sampler_order : undefined, 'xtc_threshold': settings.xtc_threshold, 'xtc_probability': settings.xtc_probability, }; const nonAphroditeParams = { 'rep_pen': settings.rep_pen, 'rep_pen_range': settings.rep_pen_range, 'repetition_decay': settings.type === TABBY ? settings.rep_pen_decay : undefined, 'repetition_penalty_range': settings.rep_pen_range, 'encoder_repetition_penalty': settings.type === OOBA ? settings.encoder_rep_pen : undefined, 'no_repeat_ngram_size': settings.type === OOBA ? settings.no_repeat_ngram_size : undefined, 'penalty_alpha': settings.type === OOBA ? settings.penalty_alpha : undefined, 'temperature_last': (settings.type === OOBA || settings.type === APHRODITE || settings.type == TABBY) ? settings.temperature_last : undefined, 'speculative_ngram': settings.type === TABBY ? settings.speculative_ngram : undefined, 'do_sample': settings.type === OOBA ? settings.do_sample : undefined, 'seed': settings.seed, 'guidance_scale': cfgValues?.guidanceScale?.value ?? settings.guidance_scale ?? 1, 'negative_prompt': cfgValues?.negativePrompt ?? substituteParams(settings.negative_prompt) ?? '', 'grammar_string': settings.grammar_string, 'json_schema': [TABBY, LLAMACPP].includes(settings.type) ? settings.json_schema : undefined, // llama.cpp aliases. In case someone wants to use LM Studio as Text Completion API 'repeat_penalty': settings.rep_pen, 'tfs_z': settings.tfs, 'repeat_last_n': settings.rep_pen_range, 'n_predict': maxTokens, 'num_predict': maxTokens, 'num_ctx': max_context, 'mirostat': settings.mirostat_mode, 'ignore_eos': settings.ban_eos_token, 'n_probs': power_user.request_token_probabilities ? 10 : undefined, 'rep_pen_slope': settings.rep_pen_slope, }; const vllmParams = { 'n': canMultiSwipe ? settings.n : 1, 'best_of': canMultiSwipe ? settings.n : 1, 'ignore_eos': settings.ignore_eos_token, 'spaces_between_special_tokens': settings.spaces_between_special_tokens, 'seed': settings.seed >= 0 ? settings.seed : undefined, }; const aphroditeParams = { 'n': canMultiSwipe ? settings.n : 1, 'frequency_penalty': settings.freq_pen, 'presence_penalty': settings.presence_pen, 'repetition_penalty': settings.rep_pen, 'seed': settings.seed >= 0 ? settings.seed : undefined, 'stop': getStoppingStrings(isImpersonate, isContinue), 'temperature': dynatemp ? (settings.min_temp + settings.max_temp) / 2 : settings.temp, 'temperature_last': settings.temperature_last, 'top_p': settings.top_p, 'top_k': settings.top_k, 'top_a': settings.top_a, 'min_p': settings.min_p, 'tfs': settings.tfs, 'eta_cutoff': settings.eta_cutoff, 'epsilon_cutoff': settings.epsilon_cutoff, 'typical_p': settings.typical_p, 'smoothing_factor': settings.smoothing_factor, 'smoothing_curve': settings.smoothing_curve, 'ignore_eos': settings.ignore_eos_token, 'min_tokens': settings.min_length, 'skip_special_tokens': settings.skip_special_tokens, 'spaces_between_special_tokens': settings.spaces_between_special_tokens, 'guided_grammar': settings.grammar_string, 'guided_json': settings.json_schema, 'early_stopping': false, // hacks 'include_stop_str_in_output': false, 'dynatemp_min': dynatemp ? settings.min_temp : undefined, 'dynatemp_max': dynatemp ? settings.max_temp : undefined, 'dynatemp_exponent': dynatemp ? settings.dynatemp_exponent : undefined, 'xtc_threshold': settings.xtc_threshold, 'xtc_probability': settings.xtc_probability, 'custom_token_bans': toIntArray(banned_tokens), }; if (settings.type === OPENROUTER) { params.provider = settings.openrouter_providers; params.allow_fallbacks = settings.openrouter_allow_fallbacks; } if (settings.type === KOBOLDCPP) { params.grammar = settings.grammar_string; } if (settings.type === HUGGINGFACE) { params.top_p = Math.min(Math.max(Number(params.top_p), 0.0), 0.999); params.stop = Array.isArray(params.stop) ? params.stop.slice(0, 4) : []; nonAphroditeParams.seed = settings.seed >= 0 ? settings.seed : Math.floor(Math.random() * Math.pow(2, 32)); } if (settings.type === MANCER) { params.n = canMultiSwipe ? settings.n : 1; params.epsilon_cutoff /= 1000; params.eta_cutoff /= 1000; params.dynatemp_mode = params.dynamic_temperature ? 1 : 0; params.dynatemp_min = params.dynatemp_low; params.dynatemp_max = params.dynatemp_high; delete params.dynatemp_low; delete params.dynatemp_high; } if (settings.type === TABBY) { params.n = canMultiSwipe ? settings.n : 1; } switch (settings.type) { case VLLM: case INFERMATICAI: params = Object.assign(params, vllmParams); break; case APHRODITE: // set params to aphroditeParams params = Object.assign(params, aphroditeParams); break; default: params = Object.assign(params, nonAphroditeParams); break; } if (Array.isArray(settings.logit_bias) && settings.logit_bias.length) { const logitBias = BIAS_CACHE.get(BIAS_KEY) || calculateLogitBias(); BIAS_CACHE.set(BIAS_KEY, logitBias); params.logit_bias = logitBias; } if (settings.type === LLAMACPP || settings.type === OLLAMA) { // Convert bias and token bans to array of arrays const logitBiasArray = (params.logit_bias && typeof params.logit_bias === 'object' && Object.keys(params.logit_bias).length > 0) ? Object.entries(params.logit_bias).map(([key, value]) => [Number(key), value]) : []; const tokenBans = toIntArray(banned_tokens); logitBiasArray.push(...tokenBans.map(x => [Number(x), false])); const sequenceBreakers = (() => { try { return JSON.parse(params.dry_sequence_breakers); } catch { if (typeof params.dry_sequence_breakers === 'string') { return params.dry_sequence_breakers.split(','); } return undefined; } })(); const llamaCppParams = { 'logit_bias': logitBiasArray, // Conflicts with ooba's grammar_string 'grammar': settings.grammar_string, 'cache_prompt': true, 'dry_sequence_breakers': sequenceBreakers, }; params = Object.assign(params, llamaCppParams); } eventSource.emitAndWait(event_types.TEXT_COMPLETION_SETTINGS_READY, params); // Grammar conflicts with with json_schema if (settings.type === LLAMACPP) { if (params.json_schema && Object.keys(params.json_schema).length > 0) { delete params.grammar_string; delete params.grammar; } else { delete params.json_schema; } } return params; }