import { getBase64Async, saveBase64AsFile } from '../../utils.js';
import { getContext, getApiUrl, doExtrasFetch, extension_settings, modules } from '../../extensions.js';
import { callPopup, getRequestHeaders, saveSettingsDebounced, substituteParams } from '../../../script.js';
import { getMessageTimeStamp } from '../../RossAscends-mods.js';
import { SECRET_KEYS, secret_state } from '../../secrets.js';
import { getMultimodalCaption } from '../shared.js';
import { textgen_types, textgenerationwebui_settings } from '../../textgen-settings.js';
export { MODULE_NAME };

const MODULE_NAME = 'caption';

const PROMPT_DEFAULT = 'What’s in this image?';
const TEMPLATE_DEFAULT = '[{{user}} sends {{char}} a picture that contains: {{caption}}]';

/**
 * Migrates old extension settings to the new format.
 * Must keep this function for compatibility with old settings.
 */
function migrateSettings() {
    if (extension_settings.caption.local !== undefined) {
        extension_settings.caption.source = extension_settings.caption.local ? 'local' : 'extras';
    }

    delete extension_settings.caption.local;

    if (!extension_settings.caption.source) {
        extension_settings.caption.source = 'extras';
    }

    if (extension_settings.caption.source === 'openai') {
        extension_settings.caption.source = 'multimodal';
        extension_settings.caption.multimodal_api = 'openai';
        extension_settings.caption.multimodal_model = 'gpt-4-turbo';
    }

    if (!extension_settings.caption.multimodal_api) {
        extension_settings.caption.multimodal_api = 'openai';
    }

    if (!extension_settings.caption.multimodal_model) {
        extension_settings.caption.multimodal_model = 'gpt-4-turbo';
    }

    if (!extension_settings.caption.prompt) {
        extension_settings.caption.prompt = PROMPT_DEFAULT;
    }

    if (!extension_settings.caption.template) {
        extension_settings.caption.template = TEMPLATE_DEFAULT;
    }
}

/**
 * Sets an image icon for the send button.
 */
async function setImageIcon() {
    try {
        const sendButton = $('#send_picture .extensionsMenuExtensionButton');
        sendButton.addClass('fa-image');
        sendButton.removeClass('fa-hourglass-half');
    }
    catch (error) {
        console.log(error);
    }
}

/**
 * Sets a spinner icon for the send button.
 */
async function setSpinnerIcon() {
    try {
        const sendButton = $('#send_picture .extensionsMenuExtensionButton');
        sendButton.removeClass('fa-image');
        sendButton.addClass('fa-hourglass-half');
    }
    catch (error) {
        console.log(error);
    }
}

/**
 * Sends a captioned message to the chat.
 * @param {string} caption Caption text
 * @param {string} image Image URL
 */
async function sendCaptionedMessage(caption, image) {
    const context = getContext();
    let template = extension_settings.caption.template || TEMPLATE_DEFAULT;

    if (!/{{caption}}/i.test(template)) {
        console.warn('Poka-yoke: Caption template does not contain {{caption}}. Appending it.');
        template += ' {{caption}}';
    }

    let messageText = substituteParams(template).replace(/{{caption}}/i, caption);

    if (extension_settings.caption.refine_mode) {
        messageText = await callPopup(
            '<h3>Review and edit the generated message:</h3>Press "Cancel" to abort the caption sending.',
            'input',
            messageText,
            { rows: 5, okButton: 'Send' });

        if (!messageText) {
            throw new Error('User aborted the caption sending.');
        }
    }

    const message = {
        name: context.name1,
        is_user: true,
        send_date: getMessageTimeStamp(),
        mes: messageText,
        extra: {
            image: image,
            title: messageText,
        },
    };
    context.chat.push(message);
    context.addOneMessage(message);
}

/**
 * Generates a caption for an image using a selected source.
 * @param {string} base64Img Base64 encoded image without the data:image/...;base64, prefix
 * @param {string} fileData Base64 encoded image with the data:image/...;base64, prefix
 * @returns {Promise<{caption: string}>} Generated caption
 */
async function doCaptionRequest(base64Img, fileData) {
    switch (extension_settings.caption.source) {
        case 'local':
            return await captionLocal(base64Img);
        case 'extras':
            return await captionExtras(base64Img);
        case 'horde':
            return await captionHorde(base64Img);
        case 'multimodal':
            return await captionMultimodal(fileData);
        default:
            throw new Error('Unknown caption source.');
    }
}

/**
 * Generates a caption for an image using Extras API.
 * @param {string} base64Img Base64 encoded image without the data:image/...;base64, prefix
 * @returns {Promise<{caption: string}>} Generated caption
 */
async function captionExtras(base64Img) {
    if (!modules.includes('caption')) {
        throw new Error('No captioning module is available.');
    }

    const url = new URL(getApiUrl());
    url.pathname = '/api/caption';

    const apiResult = await doExtrasFetch(url, {
        method: 'POST',
        headers: {
            'Content-Type': 'application/json',
            'Bypass-Tunnel-Reminder': 'bypass',
        },
        body: JSON.stringify({ image: base64Img }),
    });

    if (!apiResult.ok) {
        throw new Error('Failed to caption image via Extras.');
    }

    const data = await apiResult.json();
    return data;
}

/**
 * Generates a caption for an image using a local model.
 * @param {string} base64Img Base64 encoded image without the data:image/...;base64, prefix
 * @returns {Promise<{caption: string}>} Generated caption
 */
async function captionLocal(base64Img) {
    const apiResult = await fetch('/api/extra/caption', {
        method: 'POST',
        headers: getRequestHeaders(),
        body: JSON.stringify({ image: base64Img }),
    });

    if (!apiResult.ok) {
        throw new Error('Failed to caption image via local pipeline.');
    }

    const data = await apiResult.json();
    return data;
}

/**
 * Generates a caption for an image using a Horde model.
 * @param {string} base64Img Base64 encoded image without the data:image/...;base64, prefix
 * @returns {Promise<{caption: string}>} Generated caption
 */
async function captionHorde(base64Img) {
    const apiResult = await fetch('/api/horde/caption-image', {
        method: 'POST',
        headers: getRequestHeaders(),
        body: JSON.stringify({ image: base64Img }),
    });

    if (!apiResult.ok) {
        throw new Error('Failed to caption image via Horde.');
    }

    const data = await apiResult.json();
    return data;
}

/**
 * Generates a caption for an image using a multimodal model.
 * @param {string} base64Img Base64 encoded image with the data:image/...;base64, prefix
 * @returns {Promise<{caption: string}>} Generated caption
 */
async function captionMultimodal(base64Img) {
    let prompt = extension_settings.caption.prompt || PROMPT_DEFAULT;

    if (extension_settings.caption.prompt_ask) {
        const customPrompt = await callPopup('<h3>Enter a comment or question:</h3>', 'input', prompt, { rows: 2 });
        if (!customPrompt) {
            throw new Error('User aborted the caption sending.');
        }
        prompt = String(customPrompt).trim();
    }

    const caption = await getMultimodalCaption(base64Img, prompt);
    return { caption };
}

async function onSelectImage(e) {
    setSpinnerIcon();
    const file = e.target.files[0];

    if (!file || !(file instanceof File)) {
        return;
    }

    try {
        const context = getContext();
        const fileData = await getBase64Async(file);
        const base64Format = fileData.split(',')[0].split(';')[0].split('/')[1];
        const base64Data = fileData.split(',')[1];
        const { caption } = await doCaptionRequest(base64Data, fileData);
        const imagePath = await saveBase64AsFile(base64Data, context.name2, '', base64Format);
        await sendCaptionedMessage(caption, imagePath);
    }
    catch (error) {
        toastr.error('Failed to caption image.');
        console.log(error);
    }
    finally {
        e.target.form.reset();
        setImageIcon();
    }
}

function onRefineModeInput() {
    extension_settings.caption.refine_mode = $('#caption_refine_mode').prop('checked');
    saveSettingsDebounced();
}

jQuery(function () {
    function addSendPictureButton() {
        const sendButton = $(`
        <div id="send_picture" class="list-group-item flex-container flexGap5">
            <div class="fa-solid fa-image extensionsMenuExtensionButton"></div>
            Generate Caption
        </div>`);
        const attachFileButton = $(`
        <div id="attachFile" class="list-group-item flex-container flexGap5">
            <div class="fa-solid fa-paperclip extensionsMenuExtensionButton"></div>
            Attach a File
        </div>`);

        $('#extensionsMenu').prepend(sendButton);
        $('#extensionsMenu').prepend(attachFileButton);
        $(sendButton).on('click', () => {
            const hasCaptionModule =
                (modules.includes('caption') && extension_settings.caption.source === 'extras') ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'openai' && (secret_state[SECRET_KEYS.OPENAI] || extension_settings.caption.allow_reverse_proxy)) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'openrouter' && secret_state[SECRET_KEYS.OPENROUTER]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'google' && secret_state[SECRET_KEYS.MAKERSUITE]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'anthropic' && secret_state[SECRET_KEYS.CLAUDE]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'ollama' && textgenerationwebui_settings.server_urls[textgen_types.OLLAMA]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'llamacpp' && textgenerationwebui_settings.server_urls[textgen_types.LLAMACPP]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'ooba' && textgenerationwebui_settings.server_urls[textgen_types.OOBA]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'koboldcpp' && textgenerationwebui_settings.server_urls[textgen_types.KOBOLDCPP]) ||
                (extension_settings.caption.source === 'multimodal' && extension_settings.caption.multimodal_api === 'custom') ||
                extension_settings.caption.source === 'local' ||
                extension_settings.caption.source === 'horde';

            if (!hasCaptionModule) {
                toastr.error('Choose other captioning source in the extension settings.', 'Captioning is not available');
                return;
            }

            $('#img_file').trigger('click');
        });
    }
    function addPictureSendForm() {
        const inputHtml = '<input id="img_file" type="file" hidden accept="image/*">';
        const imgForm = document.createElement('form');
        imgForm.id = 'img_form';
        $(imgForm).append(inputHtml);
        $(imgForm).hide();
        $('#form_sheld').append(imgForm);
        $('#img_file').on('change', onSelectImage);
    }
    function switchMultimodalBlocks() {
        const isMultimodal = extension_settings.caption.source === 'multimodal';
        $('#caption_multimodal_block').toggle(isMultimodal);
        $('#caption_prompt_block').toggle(isMultimodal);
        $('#caption_multimodal_api').val(extension_settings.caption.multimodal_api);
        $('#caption_multimodal_model').val(extension_settings.caption.multimodal_model);
        $('#caption_multimodal_block [data-type]').each(function () {
            const type = $(this).data('type');
            const types = type.split(',');
            $(this).toggle(types.includes(extension_settings.caption.multimodal_api));
        });
        $('#caption_multimodal_api').on('change', () => {
            const api = String($('#caption_multimodal_api').val());
            const model = String($(`#caption_multimodal_model option[data-type="${api}"]`).first().val());
            extension_settings.caption.multimodal_api = api;
            extension_settings.caption.multimodal_model = model;
            saveSettingsDebounced();
            switchMultimodalBlocks();
        });
        $('#caption_multimodal_model').on('change', () => {
            extension_settings.caption.multimodal_model = String($('#caption_multimodal_model').val());
            saveSettingsDebounced();
        });
    }
    function addSettings() {
        const html = `
        <div class="caption_settings">
            <div class="inline-drawer">
                <div class="inline-drawer-toggle inline-drawer-header">
                    <b>Image Captioning</b>
                    <div class="inline-drawer-icon fa-solid fa-circle-chevron-down down"></div>
                </div>
                <div class="inline-drawer-content">
                    <label for="caption_source">Source</label>
                    <select id="caption_source" class="text_pole">
                        <option value="local">Local</option>
                        <option value="multimodal">Multimodal (OpenAI / Anthropic / llama / Google)</option>
                        <option value="extras">Extras</option>
                        <option value="horde">Horde</option>
                    </select>
                    <div id="caption_multimodal_block" class="flex-container wide100p">
                        <div class="flex1 flex-container flexFlowColumn flexNoGap">
                            <label for="caption_multimodal_api">API</label>
                            <select id="caption_multimodal_api" class="flex1 text_pole">
                                <option value="anthropic">Anthropic</option>
                                <option value="custom">Custom (OpenAI-compatible)</option>
                                <option value="google">Google MakerSuite</option>
                                <option value="koboldcpp">KoboldCpp</option>
                                <option value="llamacpp">llama.cpp</option>
                                <option value="ollama">Ollama</option>
                                <option value="openai">OpenAI</option>
                                <option value="openrouter">OpenRouter</option>
                                <option value="ooba">Text Generation WebUI (oobabooga)</option>
                            </select>
                        </div>
                        <div class="flex1 flex-container flexFlowColumn flexNoGap">
                            <label for="caption_multimodal_model">Model</label>
                            <select id="caption_multimodal_model" class="flex1 text_pole">
                                <option data-type="openai" value="gpt-4-vision-preview">gpt-4-vision-preview</option>
                                <option data-type="openai" value="gpt-4-turbo">gpt-4-turbo</option>
                                <option data-type="anthropic" value="claude-3-opus-20240229">claude-3-opus-20240229</option>
                                <option data-type="anthropic" value="claude-3-sonnet-20240229">claude-3-sonnet-20240229</option>
                                <option data-type="anthropic" value="claude-3-haiku-20240307">claude-3-haiku-20240307</option>
                                <option data-type="google" value="gemini-pro-vision">gemini-pro-vision</option>
                                <option data-type="openrouter" value="openai/gpt-4-vision-preview">openai/gpt-4-vision-preview</option>
                                <option data-type="openrouter" value="haotian-liu/llava-13b">haotian-liu/llava-13b</option>
                                <option data-type="openrouter" value="anthropic/claude-3-haiku">anthropic/claude-3-haiku</option>
                                <option data-type="openrouter" value="anthropic/claude-3-sonnet">anthropic/claude-3-sonnet</option>
                                <option data-type="openrouter" value="anthropic/claude-3-opus">anthropic/claude-3-opus</option>
                                <option data-type="openrouter" value="anthropic/claude-3-haiku:beta">anthropic/claude-3-haiku:beta</option>
                                <option data-type="openrouter" value="anthropic/claude-3-sonnet:beta">anthropic/claude-3-sonnet:beta</option>
                                <option data-type="openrouter" value="anthropic/claude-3-opus:beta">anthropic/claude-3-opus:beta</option>
                                <option data-type="openrouter" value="nousresearch/nous-hermes-2-vision-7b">nousresearch/nous-hermes-2-vision-7b</option>
                                <option data-type="openrouter" value="google/gemini-pro-vision">google/gemini-pro-vision</option>
                                <option data-type="ollama" value="ollama_current">[Currently selected]</option>
                                <option data-type="ollama" value="bakllava:latest">bakllava:latest</option>
                                <option data-type="ollama" value="llava:latest">llava:latest</option>
                                <option data-type="llamacpp" value="llamacpp_current">[Currently loaded]</option>
                                <option data-type="ooba" value="ooba_current">[Currently loaded]</option>
                                <option data-type="koboldcpp" value="koboldcpp_current">[Currently loaded]</option>
                                <option data-type="custom" value="custom_current">[Currently selected]</option>
                            </select>
                        </div>
                        <label data-type="openai,anthropic" class="checkbox_label flexBasis100p" for="caption_allow_reverse_proxy" title="Allow using reverse proxy if defined and valid.">
                            <input id="caption_allow_reverse_proxy" type="checkbox" class="checkbox">
                            Allow reverse proxy
                        </label>
                        <div class="flexBasis100p m-b-1">
                            <small><b>Hint:</b> Set your API keys and endpoints in the 'API Connections' tab first.</small>
                        </div>
                    </div>
                    <div id="caption_prompt_block">
                        <label for="caption_prompt">Caption Prompt</label>
                        <textarea id="caption_prompt" class="text_pole" rows="1" placeholder="&lt; Use default &gt;">${PROMPT_DEFAULT}</textarea>
                        <label class="checkbox_label margin-bot-10px" for="caption_prompt_ask" title="Ask for a custom prompt every time an image is captioned.">
                            <input id="caption_prompt_ask" type="checkbox" class="checkbox">
                            Ask every time
                        </label>
                    </div>
                    <label for="caption_template">Message Template <small>(use <code>{{caption}}</code> macro)</small></label>
                    <textarea id="caption_template" class="text_pole" rows="2" placeholder="&lt; Use default &gt;">${TEMPLATE_DEFAULT}</textarea>
                    <label class="checkbox_label margin-bot-10px" for="caption_refine_mode">
                        <input id="caption_refine_mode" type="checkbox" class="checkbox">
                        Edit captions before saving
                    </label>
                </div>
            </div>
        </div>
        `;
        $('#extensions_settings2').append(html);
    }

    addSettings();
    addPictureSendForm();
    addSendPictureButton();
    setImageIcon();
    migrateSettings();
    switchMultimodalBlocks();

    $('#caption_refine_mode').prop('checked', !!(extension_settings.caption.refine_mode));
    $('#caption_allow_reverse_proxy').prop('checked', !!(extension_settings.caption.allow_reverse_proxy));
    $('#caption_prompt_ask').prop('checked', !!(extension_settings.caption.prompt_ask));
    $('#caption_source').val(extension_settings.caption.source);
    $('#caption_prompt').val(extension_settings.caption.prompt);
    $('#caption_template').val(extension_settings.caption.template);
    $('#caption_refine_mode').on('input', onRefineModeInput);
    $('#caption_source').on('change', () => {
        extension_settings.caption.source = String($('#caption_source').val());
        switchMultimodalBlocks();
        saveSettingsDebounced();
    });
    $('#caption_prompt').on('input', () => {
        extension_settings.caption.prompt = String($('#caption_prompt').val());
        saveSettingsDebounced();
    });
    $('#caption_template').on('input', () => {
        extension_settings.caption.template = String($('#caption_template').val());
        saveSettingsDebounced();
    });
    $('#caption_allow_reverse_proxy').on('input', () => {
        extension_settings.caption.allow_reverse_proxy = $('#caption_allow_reverse_proxy').prop('checked');
        saveSettingsDebounced();
    });
    $('#caption_prompt_ask').on('input', () => {
        extension_settings.caption.prompt_ask = $('#caption_prompt_ask').prop('checked');
        saveSettingsDebounced();
    });
});