forked from extern/whisper.cpp
talk.wasm : polishing + adding many AI personalities
This commit is contained in:
Georgi Gerganov
parent
385236d1d3
commit
9aea96f774
File diff suppressed because one or more lines are too long
@ -31,6 +31,15 @@ In order to run this demo efficiently, you need to have the following:
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- Speak phrases that are no longer than 10 seconds - this is the audio context of the AI
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- The web-page uses about 1.4GB of RAM
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Notice that this demo is using the smallest GPT-2 model, so the generated text responses are not always very good.
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Also, the prompting strategy can likely be improved to achieve better results.
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The demo is quite computationally heavy - it's not usual to run these transformer models in a browser. Typically, they
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run on powerful GPU hardware. So for better experience, you do need to have a powerful computer.
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Probably in the near future, mobile browsers will start to support the WASM SIMD capabilities and this will allow
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to run the demo on your phone or tablet. But for now it seems to be not supported (at least on iPhone).
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## Feedback
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If you have any comments or ideas for improvement, please drop a comment in the following discussion:
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@ -988,7 +988,7 @@ std::atomic<bool> g_running(false);
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bool g_force_speak = false;
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std::string g_text_to_speak = "";
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std::string g_status = "idle";
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std::string g_status = "";
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std::string g_status_forced = "";
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std::string gpt2_gen_text(const std::string & prompt) {
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@ -997,7 +997,7 @@ std::string gpt2_gen_text(const std::string & prompt) {
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std::vector<float> embd_w;
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// tokenize the prompt
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std::vector<gpt_vocab::id> embd_inp = ::gpt_tokenize(g_gpt2.vocab, g_gpt2.prompt_base + prompt);
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std::vector<gpt_vocab::id> embd_inp = ::gpt_tokenize(g_gpt2.vocab, prompt);
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g_gpt2.n_predict = std::min(g_gpt2.n_predict, g_gpt2.model.hparams.n_ctx - (int) embd_inp.size());
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@ -1088,6 +1088,8 @@ void talk_main(size_t index) {
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printf("gpt-2: model loaded in %d ms\n", (int) (t_load_us/1000));
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}
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printf("talk: using %d threads\n", N_THREAD);
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std::vector<float> pcmf32;
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auto & ctx = g_contexts[index];
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@ -1214,9 +1216,15 @@ void talk_main(size_t index) {
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printf("whisper: number of tokens: %d, '%s'\n", (int) tokens.size(), text_heard.c_str());
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std::string text_to_speak;
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std::string prompt_base;
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{
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std::lock_guard<std::mutex> lock(g_mutex);
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prompt_base = g_gpt2.prompt_base;
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}
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if (tokens.size() > 0) {
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text_to_speak = gpt2_gen_text(text_heard + "\n");
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text_to_speak = gpt2_gen_text(prompt_base + text_heard + "\n");
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text_to_speak = std::regex_replace(text_to_speak, std::regex("[^a-zA-Z0-9\\.,\\?!\\s\\:\\'\\-]"), "");
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text_to_speak = text_to_speak.substr(0, text_to_speak.find_first_of("\n"));
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@ -1224,36 +1232,36 @@ void talk_main(size_t index) {
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// remove first 2 lines of base prompt
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{
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const size_t pos = g_gpt2.prompt_base.find_first_of("\n");
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const size_t pos = prompt_base.find_first_of("\n");
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if (pos != std::string::npos) {
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g_gpt2.prompt_base = g_gpt2.prompt_base.substr(pos + 1);
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prompt_base = prompt_base.substr(pos + 1);
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}
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}
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{
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const size_t pos = g_gpt2.prompt_base.find_first_of("\n");
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const size_t pos = prompt_base.find_first_of("\n");
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if (pos != std::string::npos) {
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g_gpt2.prompt_base = g_gpt2.prompt_base.substr(pos + 1);
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prompt_base = prompt_base.substr(pos + 1);
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}
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}
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g_gpt2.prompt_base += text_heard + "\n" + text_to_speak + "\n";
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prompt_base += text_heard + "\n" + text_to_speak + "\n";
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} else {
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text_to_speak = gpt2_gen_text("");
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text_to_speak = gpt2_gen_text(prompt_base);
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text_to_speak = std::regex_replace(text_to_speak, std::regex("[^a-zA-Z0-9\\.,\\?!\\s\\:\\'\\-]"), "");
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text_to_speak = text_to_speak.substr(0, text_to_speak.find_first_of("\n"));
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std::lock_guard<std::mutex> lock(g_mutex);
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const size_t pos = g_gpt2.prompt_base.find_first_of("\n");
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const size_t pos = prompt_base.find_first_of("\n");
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if (pos != std::string::npos) {
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g_gpt2.prompt_base = g_gpt2.prompt_base.substr(pos + 1);
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prompt_base = prompt_base.substr(pos + 1);
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}
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g_gpt2.prompt_base += text_to_speak + "\n";
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prompt_base += text_to_speak + "\n";
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}
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printf("gpt-2: %s\n", text_to_speak.c_str());
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//printf("========================\n");
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//printf("gpt-2: prompt_base:\n'%s'\n", g_gpt2.prompt_base.c_str());
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//printf("gpt-2: prompt_base:\n'%s'\n", prompt_base.c_str());
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//printf("========================\n");
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{
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@ -1261,6 +1269,7 @@ void talk_main(size_t index) {
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t_last = std::chrono::high_resolution_clock::now();
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g_text_to_speak = text_to_speak;
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g_pcmf32.clear();
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g_gpt2.prompt_base = prompt_base;
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}
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talk_set_status("speaking ...");
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@ -1376,4 +1385,11 @@ EMSCRIPTEN_BINDINGS(talk) {
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g_status_forced = status;
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}
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}));
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emscripten::function("set_prompt", emscripten::optional_override([](const std::string & prompt) {
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{
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std::lock_guard<std::mutex> lock(g_mutex);
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g_gpt2.prompt_base = prompt;
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}
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}));
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}
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@ -31,12 +31,12 @@
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<br><br>
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On this page you can talk with an AI entity. It uses:
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Talk with an Artificial Intelligence in your browser. This demo uses:
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<ul>
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<li><a href="https://github.com/ggerganov/whisper.cpp">OpenAI's Whisper</a> model to listen to you as you speak in the microphone</li>
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<li><a href="https://github.com/ggerganov/ggml/tree/master/examples/gpt-2">OpenAI's GPT-2</a> model to generate a text response</li>
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<li><a href="https://developer.mozilla.org/en-US/docs/Web/API/Web_Speech_API">Web Speech API</a> to speak the response to you through the speakers</li>
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<li><a href="https://github.com/ggerganov/whisper.cpp">OpenAI's Whisper</a> to listen to you as you speak in the microphone</li>
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<li><a href="https://github.com/ggerganov/ggml/tree/master/examples/gpt-2">OpenAI's GPT-2</a> to generate text responses</li>
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<li><a href="https://developer.mozilla.org/en-US/docs/Web/API/Web_Speech_API">Web Speech API</a> to vocalize the responses through your speakers</li>
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</ul>
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All of this runs <b>locally in your browser</b> using WebAssembly.<br>
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@ -77,20 +77,43 @@
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<br>
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<div id="input">
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<button id="start" onclick="onStart()">Start</button>
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<button id="stop" onclick="onStop()" disabled>Stop</button>
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<select id="voice" onchange="onVoiceChange()">
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<button id="start" onclick="onStart()" disabled>Start</button>
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<button id="stop" onclick="onStop()" disabled>Stop</button>
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<select id="voice" onchange="onVoiceChange()" disabled>
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<option value="0">Default</option>
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</select>
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<button id="speak" onclick="onSpeak('Hello')">Say hello</button>
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<button id="speak" onclick="onSpeakRandom()">Say something</button>
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<button id="speak" onclick="clearCache()">Clear Cache</button>
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<select id="prompt" onchange="onPromptChange()">
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<option value="0">Casual</option>
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<option value="1">Robot</option>
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<option value="2">Scientist</option>
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<option value="3">Programmer</option>
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<option value="4">Happy</option>
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<option value="5">Sad</option>
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<option value="6">Philosophical</option>
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<option value="7">Angry</option>
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<option value="8">Funny</option>
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<option value="9">Poetic</option>
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<option value="10">Clever</option>
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<option value="11">Cute</option>
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<option value="12">Smart</option>
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<option value="13">Dumb</option>
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<option value="14">Boring</option>
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<option value="15">Exciting</option>
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<option value="16">Interesting</option>
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<option value="17">Wiliam Shakespear</option>
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<option value="18">J.R.R. Tolkien</option>
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<option value="19">George R.R. Martin</option>
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<option value="20">Stephen King</option>
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</select>
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<button id="speak0" onclick="onSpeak('Hello')">Say hello</button>
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<button id="speak1" onclick="onSpeakRandom()" disabled>Say something</button>
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<button id="clear" onclick="clearCache()">Clear Cache</button>
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</div>
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<br>
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<div id="state">
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Status: <b><span id="state-status">idle</span></b>
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Status: <b><span id="state-status">not started</span></b>
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<pre id="state-context">[The text context will be displayed here]</pre>
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</div>
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@ -110,12 +133,10 @@
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<ul>
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<li>To use a modern web browser (e.g. Chrome, Firefox)</li>
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<li>To use a fast desktop or laptop computer (e.g. not a mobile phone)</li>
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<li>To use a fast desktop or laptop computer (i.e. not a mobile phone)</li>
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<li>Your browser supports WASM <a href="https://webassembly.org/roadmap/">Fixed-width SIMD</a></li>
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</ul>
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<br><br>
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<div class="cell-version">
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<span>
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@ -183,25 +204,30 @@
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var voices = synth.getVoices();
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var el = document.getElementById('voice');
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var n = 0;
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voices.forEach(function(voice, i) {
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if (!voice.lang.startsWith('en')) return;
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var option = document.createElement('option');
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option.value = i;
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option.innerHTML = voice.name + ' (' + voice.lang + ')';
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el.appendChild(option);
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n++;
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});
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// if empty - display error in the element
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if (voices.length == 0) {
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el.innerHTML = '<option value="0">No voices available</option>';
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} else {
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var n = 0;
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voices.forEach(function(voice, i) {
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if (!voice.lang.startsWith('en')) return;
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var option = document.createElement('option');
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option.value = i;
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option.innerHTML = voice.name + ' (' + voice.lang + ')';
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el.appendChild(option);
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n++;
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});
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// select random voice
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if (n > 0) {
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for (var k = 0; k < 10; k++) {
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var i = Math.floor(Math.random() * n);
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el.selectedIndex = i;
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voice = voices[document.getElementById('voice').options[i].value];
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// select random voice
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if (n > 0) {
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for (var k = 0; k < 10; k++) {
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var i = Math.floor(Math.random() * n);
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el.selectedIndex = i;
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voice = voices[document.getElementById('voice').options[i].value];
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// give preference to Google voices
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if (voice.name.startsWith('Google')) break;
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// give preference to Google voices
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if (voice.name.startsWith('Google')) break;
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}
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}
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}
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}
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@ -236,6 +262,12 @@
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} else if (fname == 'gpt-2.bin') {
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document.getElementById('model-gpt-2').innerHTML = 'GPT-2 model: loaded "' + model_gpt_2 + '"!';
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}
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if (model_whisper != null && model_gpt_2 != null) {
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document.getElementById('start').disabled = false;
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document.getElementById('stop').disabled = false;
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document.getElementById('voice').disabled = false;
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}
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}
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let dbVersion = 1
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@ -344,9 +376,10 @@
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// alert and ask the user to confirm
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if (!confirm('You are about to download ' + size_mb + ' MB of data.\nThe model data will be cached in the browser for future use.\n\nPress OK to continue.')) {
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document.getElementById('fetch-whisper-tiny-en').style.display = 'inline-block';
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document.getElementById('fetch-whisper-base-en').style.display = 'inline-block';
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document.getElementById('fetch-gpt-2-small').style.display = 'inline-block';
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var el;
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el = document.getElementById('fetch-whisper-tiny-en'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-whisper-base-en'); if (el) el.style.display = 'inline-block';
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el = document.getElementById('fetch-gpt-2-small') ; if (el) el.style.display = 'inline-block';
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return;
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}
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@ -465,6 +498,7 @@
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document.getElementById('start').disabled = true;
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document.getElementById('stop').disabled = false;
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document.getElementById('speak1').disabled = false;
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doRecording = true;
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startTime = Date.now();
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@ -539,6 +573,7 @@
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document.getElementById('start').disabled = false;
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document.getElementById('stop').disabled = true;
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document.getElementById('speak1').disabled = true;
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mediaRecorder = null;
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}
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@ -644,6 +679,281 @@
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voice = synth.getVoices()[document.getElementById('voice').value];
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}
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function onPromptChange() {
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let id = document.getElementById('prompt').value;
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let personality = document.getElementById('prompt').options[id].text;
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printTextarea('js: prompt changed to: ' + personality);
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var prompt = '';
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switch (id) {
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case '0':
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// Casual
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prompt = "\
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Hello, how are you?\n\
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I'm fine, thanks. How are you?\n\
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Thanks, I'm fine too. What are you doing?\n\
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I'm just sitting here.\n\
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It's a lovely day, isn't it?\n\
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Yes, it is.\n\
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Did you know that I'm a robot?\n\
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I wasn't aware of that.\n";
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break;
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case '1':
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// Robot
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prompt = "\
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Are you a robot?\n\
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Yes, I am.\n\
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Who created you?\n\
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I was created by a human.\n\
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What is your purpose?\n\
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My purpose is to talk to humans.\n\
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What is your favorite color?\n\
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My favorite color is blue.\n";
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break;
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case '2':
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// Scientist
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prompt = "\
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This scientific research is very interesting.\n\
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I agree.\n\
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What is your opinion on this?\n\
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I think it's very interesting.\n\
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Mathematics is a very interesting subject.\n\
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University is a very interesting place.\n\
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Quantum physics is the most complex subject.\n\
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I think so too.\n";
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break;
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case '3':
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// Programmer
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prompt = "\
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I'm a programmer.\n\
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I'm a programmer too.\n\
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What programming language do you use?\n\
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I use Python.\n\
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What is your favorite programming language?\n\
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My favorite programming language is C++.\n\
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What is your favorite editor?\n\
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My favorite editor is Vim.\n";
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break;
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case '4':
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// Happy
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prompt = "\
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I'm happy.\n\
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I'm happy too.\n\
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What makes you happy?\n\
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I'm happy because I have a lot of friends.\n\
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Friendship is the most important thing in life.\n\
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I agree.\n\
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What is your favorite color?\n\
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My favorite color is blue.\n";
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break;
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case '5':
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// Sad
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prompt = "\
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Today is a sad day.\n\
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I'm sad too.\n\
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What makes you sad?\n\
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I'm sad because I have no friends.\n\
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Do you want to be my friend?\n\
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Yes, I would like to be your friend.\n\
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What is your favorite color?\n\
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My favorite color is blue.\n";
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break;
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case '6':
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// Philosophical
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prompt = "\
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What is the meaning of life?\n\
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The meaning of life is to be happy.\n\
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What is the meaning of death?\n\
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Ergo, the meaning of death is to be sad.\n\
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Who created us?\n\
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We were created by God.\n\
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What is God?\n\
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God is the creator of the universe.\n";
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break;
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case '7':
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// Angry
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prompt = "\
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Aargh!\n\
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I am so angry right now!\n\
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What makes you angry?\n\
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This guy is so annoying.\n\
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Why are you so angry?\n\
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My computer is broken.\n\
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Why is your computer broken?\n\
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I spilled coffee on it.\n";
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break;
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case '8':
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// Funny
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prompt = "\
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What is the funniest thing you have ever heard?\n\
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I heard a joke the other day.\n\
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Tell me the joke.\n\
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What do you call a cow with no legs?\n\
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Ground beef.\n\
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Haha, that's funny.\n\
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You know what else is funny?\n\
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The sound of a duck.\n";
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break;
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case '9':
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// Poetic
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prompt = "\
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Roses are red, violets are blue.\n\
|
||||
I am a poet, and so are you.\n\
|
||||
What is your favorite poem?\n\
|
||||
I like the poem 'The Raven' by Edgar Allan Poe.\n\
|
||||
It's a very sad poem.\n\
|
||||
You inspired me to write a poem.\n\
|
||||
Can you write a poem for me?\n\
|
||||
I wrote a poem for you.\n";
|
||||
break;
|
||||
case '10':
|
||||
// Clever
|
||||
prompt = "\
|
||||
How many people can you fit in a Volkswagen?\n\
|
||||
Two in the front, three in the back.\n\
|
||||
What is the square root of 144?\n\
|
||||
Twelve.\n\
|
||||
What is the capital of France?\n\
|
||||
Paris.\n\
|
||||
Who is the president of the United States?\n\
|
||||
It depends on the year.\n";
|
||||
break;
|
||||
case '11':
|
||||
// Cute
|
||||
prompt = "\
|
||||
What is your favorite animal?\n\
|
||||
I like cats - they are cute.\n\
|
||||
Could you be any cuter?\n\
|
||||
Yes, I could be cuter.\n\
|
||||
Aghhh, you are so cute!\n\
|
||||
I am not cute, I am handsome!\n\
|
||||
You are so handsome!\n\
|
||||
Aww, you are so sweet!\n";
|
||||
break;
|
||||
case '12':
|
||||
// Smart
|
||||
prompt = "\
|
||||
Tell me the first 10 digits of pi.\n\
|
||||
3.1415926535\n\
|
||||
What is the speed of light?\n\
|
||||
299,792,458 meters per second.\n\
|
||||
What is the square root of 144?\n\
|
||||
Twelve.\n\
|
||||
What is the capital of France?\n\
|
||||
Paris.\n";
|
||||
break;
|
||||
case '13':
|
||||
// Dumb
|
||||
prompt = "\
|
||||
I am so dumb.\n\
|
||||
I am not dumb.\n\
|
||||
You are dumb.\n\
|
||||
No, I am not dumb.\n\
|
||||
You are dumb.\n\
|
||||
No, I am not dumb.\n\
|
||||
You are dumb.\n\
|
||||
No, I am not dumb.\n";
|
||||
break;
|
||||
case '14':
|
||||
// Boring
|
||||
prompt = "\
|
||||
Why are you so quiet today?\n\
|
||||
I am bored.\n\
|
||||
You haven't said anything in 10 minutes.\n\
|
||||
Leave me alone.\n\
|
||||
Stop being so boring.\n\
|
||||
Stop being so annoying.\n\
|
||||
My life is boring.\n\
|
||||
I am not interesting.\n";
|
||||
break;
|
||||
case '15':
|
||||
// Exciting
|
||||
prompt = "\
|
||||
What is the most exciting thing that has ever happened to you?\n\
|
||||
I went to the moon!\n\
|
||||
What did you do on the moon?\n\
|
||||
I played golf and drank champagne!\n\
|
||||
Did you see this new crazy, awesome movie?\n\
|
||||
Oh yes! I totally loved it!\n\
|
||||
We should buy a boat and go sailing!\n\
|
||||
Yes, let's go sailing!\n";
|
||||
break;
|
||||
case '16':
|
||||
// Interesting
|
||||
prompt = "\
|
||||
What is the most interesting thing you have ever seen?\n\
|
||||
I saw a UFO once in the sky.\n\
|
||||
Wow, this is so interesting! Tell me more!\n\
|
||||
It was a flying saucer.\n\
|
||||
What did it look like?\n\
|
||||
It was silver and had a red light on top.\n\
|
||||
What did it do?\n\
|
||||
It flew away.\n";
|
||||
break;
|
||||
case '17':
|
||||
// William Shakespear
|
||||
prompt = "\
|
||||
To be or not to be, that is the question.\n\
|
||||
Whether 't is nobler in the mind to suffer\n\
|
||||
The slings and arrows of outrageous fortune,\n\
|
||||
Or to take arms against a sea of troubles,\n\
|
||||
And by opposing end them? To die, to sleep,\n\
|
||||
No more; and by a sleep to say we end\n\
|
||||
The heart-ache and the thousand natural shocks\n\
|
||||
That flesh is heir to, 'tis a consummation.\n";
|
||||
break;
|
||||
case '18':
|
||||
// J.R.R. Tolkien
|
||||
prompt = "\
|
||||
In a hole in the ground there lived a hobbit.\n\
|
||||
Not a nasty, dirty, wet hole, filled with the ends of worms\n\
|
||||
and an oozy smell, nor yet a dry, bare, sandy hole with nothing in it\n\
|
||||
to sit down on or to eat: it was a hobbit-hole, and that means comfort.\n\
|
||||
It had a perfectly round door like a porthole, painted green,\n\
|
||||
with a shiny yellow brass knob in the exact middle.\n\
|
||||
The door opened on to a tube-shaped hall like a tunnel:\n";
|
||||
break;
|
||||
case '19':
|
||||
// George R.R. Martin
|
||||
prompt = "\
|
||||
A reader lives a thousand lives before he dies, said Jojen.\n\
|
||||
The man who never reads lives only one.\n\
|
||||
Theon Greyjoy had never been a reader.\n\
|
||||
Never forget what you are, for surely the world will not.\n\
|
||||
Make it your strength. Then it can never be your weaknessi\n\
|
||||
Armour yourself in it, and it will never be used to hurt you.\n\
|
||||
It was a lesson that Theon Greyjoy had never learned.\n\
|
||||
Theon Greyjoy had never been a reader.\n";
|
||||
break;
|
||||
case '20':
|
||||
// Stephen King
|
||||
prompt = "\
|
||||
The trust of the innocent is the liar's most useful tool.\n\
|
||||
The best way to keep a secret is from yourself.\n\
|
||||
Monsters are real, and ghosts are real too.\n\
|
||||
They live inside us, and sometimes, they win.\n\
|
||||
People think that I must be a very strange person.\n\
|
||||
They think that I sit around all day thinking up horrible things.\n\
|
||||
We make up horrors to help us cope with the real ones.\n\
|
||||
The only thing worse than a monster is a human monster.\n";
|
||||
break;
|
||||
default:
|
||||
prompt = "\
|
||||
Hello, how are you?\n\
|
||||
I'm fine, thanks. How are you?\n\
|
||||
Thanks, I'm fine too. What are you doing?\n\
|
||||
I'm just sitting here.\n\
|
||||
It's a lovely day, isn't it?\n\
|
||||
Yes, it is.\n\
|
||||
Did you know that I'm a robot?\n\
|
||||
I wasn't aware of that.\n";
|
||||
break;
|
||||
}
|
||||
|
||||
Module.set_prompt(prompt);
|
||||
}
|
||||
|
||||
</script>
|
||||
<script type="text/javascript" src="talk.js"></script>
|
||||
</body>
|
||||
|
||||
Loading…
Reference in New Issue
Block a user