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<html> | |
<head> | |
<meta charset="utf-8"/> | |
<meta name="viewport" contents="width=device-width, initial-scale=1.0" /> | |
<title>StarCoder Editor</title> | |
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.4.1/jquery.min.js"></script> | |
<script src="https://cdn.jsdelivr.net/npm/[email protected]/base64.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/ace.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-plain_text.min.js"></script> | |
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<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-coffee.min.js"></script> | |
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<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-haskell.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-python.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-java.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-javascript.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-lua.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-objectivec.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-perl.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-php.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-python.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-ruby.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-rust.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-scala.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-sh.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-swift.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/ace/1.4.14/mode-typescript.min.js"></script> | |
<link rel="stylesheet" href="static/style.css"> | |
</head> | |
<style type="text/css"> | |
/* body { | |
font-family: sans-serif; | |
} */ | |
/* .leftside { | |
} */ | |
main { | |
max-width: 80rem; | |
} | |
.rightside { | |
width: 30em; | |
} | |
.submit-holder { | |
margin-top: 2em; | |
} | |
.submit input { | |
font-size: 16pt; | |
} | |
.slider { | |
width: 20em; | |
} | |
#faq { | |
max-width: 60em; | |
} | |
#result { | |
font-family: monospace; | |
white-space: pre-wrap; | |
word-wrap: break-word; | |
font-size: 12pt; | |
clear: both; | |
margin-top: 1em; | |
border: 1px solid black; | |
padding: 1em; | |
width: 60em; | |
min-height: 12em; | |
} | |
#prompt { | |
font-weight: bold; | |
} | |
.loader { | |
border: 4px solid #f3f3f3; | |
border-radius: 50%; | |
border-top: 4px solid #3498db; | |
width: 30px; | |
height: 30px; | |
animation: spin 2s linear infinite; | |
margin-right: 1em; | |
} | |
@keyframes spin { | |
0% { transform: rotate(0deg); } | |
100% { transform: rotate(360deg); } | |
} | |
#loader_holder { | |
visibility: hidden; | |
display: flex; | |
align-items: center; | |
} | |
label { | |
margin-top: 1em; | |
display: inline-elock; | |
width: 10em; | |
text-align: right; | |
font-size: 80%; | |
} | |
#loader_holder_super { | |
} | |
#error { | |
color: red; | |
width: 100%; | |
} | |
#warning { | |
color: darkorange; | |
width: 100%; | |
} | |
#examples span { | |
margin-right: 1em; | |
} | |
#editor { | |
position: relative; | |
width: 100%; | |
height: 400px; | |
} | |
#editor-holder { | |
position: relative; | |
width: 100%; | |
height: 400px; | |
} | |
.ace_infill { | |
color: red; | |
} | |
</style> | |
<body> | |
<main> | |
<div class="card" id="about"> | |
<div class="header"> <h1>StarCoder Editor</h1> </div> | |
<p>This is a demo to interactively generate code with <a href=https://huggingface.co/bigcode/starcoderbase target="_blank" rel="noopener noreferrer">StarCoderBase</a>, a 15B parameter model for code generation in 86 programming languages.</p> | |
<p>Select one of the examples below, or input your own code into the editor. You can type <infill> to mark a location you want the model to insert code at.</p> | |
<p>Click "Extend" to append text at the end of the editor. Click "Infill" to replace all <infill> masks. (Click "Add <infill> mask" to add a mask at the cursor or replace the current selection.) </p> | |
</div> | |
<div class="card" id="examples"> | |
<div id="examples-extend"> | |
<span class="softspan">Extend Examples:</span> | |
<br> | |
<span class="softspan"><a href='javascript:select_example("logistic-regression");'>Logistic Regression (Python)</a></span> | |
<span class="softspan"><a href='javascript:select_example("array");'>Arrays (JS)</a></span> | |
<span class="softspan"><a href='javascript:select_example("metadata");'>Metadata-Conditioning (JS)</a></span> | |
</div> | |
<div id="examples-infill"> | |
<span class="softspan">Infill Examples:</span> | |
<br> | |
<span class="softspan"><a href='javascript:select_example("type-pred");'>Type Prediction</a></span> | |
<span class="softspan"><a href='javascript:select_example("docstring");'>Docstring Generation</a></span> | |
</div> | |
</div> | |
<div class="card" id="controls"> | |
<div> | |
<label>Num Tokens:</label> | |
<input type="range" value="64" min="16" max="256" step="16" class="slider" | |
oninput="this.nextElementSibling.value = this.value" name="length" id='length_slider'> | |
<output class='a' id="length_slider_output">64</output> | |
</div> | |
<div> | |
<label>Temperature:</label> | |
<input type="range" value="0.6" min="0.1" max="1.0" step="0.10" class="slider" | |
oninput="this.nextElementSibling.value = this.value" name="temp" id='temp_slider'> | |
<output class='a' id="temp_slider_output">0.6</output> | |
</div> | |
<div id="buttons"> | |
<br> | |
<input type="button" value="Extend" id="extend-form-button" /> | |
<input type="button" value="Infill" id="infill-form-button" /> | |
<br> | |
<br> | |
<input type="button" value="Add <infill> mask" id="insert-mask-button" title="add the infill marker at cursor or selection" /> | |
</div> | |
</div> | |
<div id="edit-container" class="card"> | |
<div id="syntax"> | |
<span class="softspan">Syntax:</span> | |
<select name="mode" id="mode"> | |
<option value="text">Text</option> | |
<option value="c_cpp">C/C++</option> | |
<option value="csharp">C#</option> | |
<option value="clojure">Clojure</option> | |
<option value="coffee">CoffeeScript</option> | |
<option value="golang">Go</option> | |
<option value="haskell">Haskell</option> | |
<option value="java">Java</option> | |
<option value="javascript">JavaScript</option> | |
<option value="lua">Lua</option> | |
<option value="objectivec">Objective C</option> | |
<option value="perl">Perl</option> | |
<option value="php">PHP</option> | |
<option value="python">Python</option> | |
<option value="ruby">Ruby</option> | |
<option value="rust">Rust</option> | |
<option value="scala">Scala</option> | |
<option value="sh">Shell</option> | |
<option value="swift">Swift</option> | |
<option value="typescript">Typescript</option> | |
</select> | |
</div> | |
<div id="editor"></div> | |
</div> | |
<div id="loader_holder_super" class="card"> | |
<h1>Messages</h1> | |
<div id="error"></div> | |
<div id="warning"></div> | |
<div id="loader_holder"> | |
<div class="loader"></div> | |
<div> | |
Generation queued, please wait... | |
</div> | |
</div> | |
</div> | |
<div id="info" class="card"> | |
<h1 id="debug-info">More Info</h1> | |
<p>See our <a href="https://huggingface.co/bigcode" target="_blank" rel="noopener noreferrer">organization card</a> for links to the technical report, models, VSCode extension, training dataset, and more.</p> | |
<p>Credits: BigCode team. This demo is based upon the <a href="https://huggingface.co/spaces/facebook/incoder-demo" target="_blank" rel="noopener noreferrer">InCoder demo<a> by Facebook AI Research.</p> | |
</div> | |
</main> | |
<script type="text/javascript"> | |
// these constants are only used for providing user expectations. | |
var OVERHEAD = 3; | |
var PER_TOKEN = 0.12; | |
var SPLIT_TOKEN = "<infill>" | |
var Range = require("ace/range").Range; | |
// examples for the user | |
var EXAMPLES = { | |
"type-pred": { | |
"prompt": `def count_words(filename: str) -> <infill> | |
"""Count the number of occurrences of each word in the file.""" | |
with open(filename, 'r') as f: | |
word_counts = {} | |
for line in f: | |
for word in line.split(): | |
if word in word_counts: | |
word_counts[word] = 1 | |
else: | |
word_counts[word] = 1 | |
return word_counts | |
`, | |
"length": 4, | |
"temperature": 0.2, | |
"mode": "python" | |
}, | |
"docstring": { | |
"prompt": `def _minimize_in_graph(build_loss_fn, num_steps=200, optimizer=None): | |
""" | |
<infill> | |
""" | |
optimizer = tf.compat.v1.train.AdamOptimizer( | |
0.1) if optimizer is None else optimizer | |
def train_loop_body(step): | |
train_op = optimizer.minimize( | |
build_loss_fn if tf.executing_eagerly() else build_loss_fn()) | |
return tf.tuple(tensors=[tf.add(step, 1)], control_inputs=[train_op]) | |
minimize_op = tf.compat.v1.while_loop( | |
cond=lambda step: step < num_steps, | |
body=train_loop_body, | |
loop_vars=[tf.constant(0)], | |
return_same_structure=True)[0] | |
return minimize_op`, | |
"length": 128, | |
"temperature": 0.2, | |
"mode": "python", | |
}, | |
// extend examples | |
"logistic-regression": { | |
"prompt": `X_train, y_train, X_test, y_test = train_test_split(X, y, test_size=0.1) | |
# Train a logistic regression model, predict the labels on the test set and compute the accuracy score`, | |
"length": 64, | |
"temperature": 0.6, | |
"mode": "python" | |
}, | |
"array": { | |
"prompt": | |
`// Returns every other value in the array as a new array. | |
function everyOther(arr) {`, | |
"temperature": 0.6, | |
"length": 64, | |
"mode": "javascript" | |
}, | |
"metadata": { | |
"prompt": `<filename>start_server.js<gh_stars>100-1000 | |
`, | |
"temperature": 0.6, | |
"length": 128, | |
"mode": "javascript" | |
}, | |
}; | |
var editor = ace.edit("editor"); | |
editor.setOption("wrap", true); | |
//var editor = null; | |
function set_editor_mode(mode) { | |
session = editor.session | |
session.setMode("ace/mode/" + mode, function() { | |
var rules = session.$mode.$highlightRules.getRules(); | |
for (var stateName in rules) { | |
if (Object.prototype.hasOwnProperty.call(rules, stateName)) { | |
rules[stateName].unshift({ | |
token: 'infill', | |
regex: SPLIT_TOKEN | |
}); | |
} | |
} | |
// force recreation of tokenizer | |
session.$mode.$tokenizer = null; | |
session.bgTokenizer.setTokenizer(session.$mode.getTokenizer()); | |
// force re-highlight whole document | |
session.bgTokenizer.start(0); | |
}); | |
} | |
/* | |
var textarea = $('textarea[name="prompt"]').hide(); | |
var prefix_textarea = $('textarea[name="prefix"]').hide(); | |
var suffix_textarea = $('textarea[name="suffix"]').hide(); | |
editor.getSession().on('change', function () { | |
textarea.val(editor.getSession().getValue()); | |
}); | |
*/ | |
function set_text(text) { | |
editor.getSession().setValue(text); | |
// textarea.val(text); | |
} | |
function set_selection(data) { | |
var lines = editor.getSession().doc.$lines; | |
var lines_flat = join_lines(lines); | |
if (data['type'] == 'generate') { | |
doc_length = lines_flat.length; | |
var start = convert_string_index_to_location(data['prompt'].length, lines); | |
var end = convert_string_index_to_location(doc_length, lines); | |
// reverse this so that we can shift select to shorten and delete extra stuff | |
editor.selection.setRange(new Range(end.row, end.column, start.row, start.column)); | |
} else if (data['type'] == 'infill') { | |
var length_so_far = 0; | |
for (var i = 0; i < data['infills'].length; i++) { | |
var prefix = data['parts'][i]; | |
var suffix = data['parts'][i+1]; | |
var infilled = data['infills'][i]; | |
var start = convert_string_index_to_location(length_so_far + prefix.length, lines); | |
var end = convert_string_index_to_location(length_so_far + (prefix + infilled).length, lines); | |
var range = null; | |
if (data['infills'].length == 1) { | |
range = new Range(end.row, end.column, start.row, start.column) | |
} else { | |
range = new Range(start.row, start.column, end.row, end.column) | |
} | |
if (i == 0) { | |
editor.selection.setRange(range); | |
} else { | |
editor.selection.addRange(range); | |
} | |
length_so_far += (prefix + infilled).length; | |
} | |
} | |
editor.focus(); | |
} | |
function select_example(name) { | |
$("#length_slider").val(EXAMPLES[name]["length"]); | |
$("#length_slider_output").text(EXAMPLES[name]["length"]); | |
$("#temp_slider").val(EXAMPLES[name]["temperature"]); | |
$("#temp_slider_output").text(EXAMPLES[name]["temperature"]); | |
set_text(EXAMPLES[name]["prompt"]) | |
var mode = EXAMPLES[name]["mode"]; | |
set_editor_mode(mode); | |
$("#mode").val(mode).change(); | |
} | |
function newline_character() { | |
return editor.getSession().doc.getNewLineCharacter(); | |
} | |
function join_lines(lines) { | |
return lines.join(newline_character()); | |
} | |
function get_prefix(location, lines) { | |
if (!(location.hasOwnProperty('row') && location.hasOwnProperty('column'))) { | |
console.error("invalid location " + location); | |
} | |
if (location.row == 0) { | |
return lines[location.row].substring(0, location.column); | |
} else { | |
return join_lines(lines.slice(0, location.row)) + newline_character() + lines[location.row].substring(0, location.column); | |
} | |
} | |
function convert_location_to_string_index(location, lines) { | |
return get_prefix(location, lines).length; | |
} | |
function convert_string_index_to_location(string_index, lines) { | |
var column = 0; | |
var row = 0; | |
var char_count = 0; | |
var line_sep_length = editor.getSession().doc.getNewLineCharacter().length; | |
for (var i = 0; i < lines.length; i++) { | |
var line = lines[i]; | |
var new_char_count = char_count + line.length + line_sep_length; | |
if (string_index < new_char_count) { | |
return { | |
'row': i, | |
'column': string_index - char_count, | |
} | |
} | |
char_count = new_char_count; | |
} | |
console.error("did not find index " + string_index + " in lines " + lines); | |
return null; | |
} | |
function get_infill_parts(warn_on_single) { | |
var lines = editor.getSession().doc.$lines; | |
var lines_flat = join_lines(lines); | |
parts = lines_flat.split(SPLIT_TOKEN) | |
if (warn_on_single && parts.length == 1) { | |
window.alert('There are no infill masks, add some <infill> masks before requesting an infill') | |
} | |
return parts | |
} | |
function insert_mask() { | |
if (editor.selection.ranges.length > 1) { | |
for (var i = 0; i < editor.selection.ranges.length; i++) { | |
console.log('range is', editor.selection.ranges[i]) | |
editor.session.replace(editor.selection.ranges[i], SPLIT_TOKEN) | |
} | |
} else { | |
editor.session.replace(editor.selection.getRange(), SPLIT_TOKEN) | |
} | |
} | |
function make_generate_listener(url) { | |
return async function(event) { | |
var length = $("#length_slider").val(); | |
var eta = PER_TOKEN * length + OVERHEAD; | |
// $("#eta").text(eta); | |
// $("#infill-form-button").click(function (event) { console.log(editor.selection.getCursor()); }); | |
// get temperature and response length parameters | |
var send_data = { | |
length: $("#length_slider").val(), | |
temperature: $("#temp_slider").val(), | |
extra_sentinel: $('#extra_sentinel_checkbox').is(":checked"), | |
max_retries: $('#max_retries_slider').val(), | |
parts: get_infill_parts(url == "infill"), | |
prompt: editor.getSession().getValue(), | |
} | |
console.log("send_data:"); | |
console.log(send_data); | |
$("#loader_holder").css("visibility", "visible"); | |
$("#extend-form-button").prop("disabled", true); | |
$("#infill-form-button").prop("disabled", true); | |
$("#error").text(""); | |
function complete() { | |
$("#loader_holder").css("visibility", "hidden"); | |
$("#extend-form-button").prop("disabled", false); | |
$("#infill-form-button").prop("disabled", false); | |
} | |
function success(receive_data) { | |
console.log("Response:"); | |
console.log(receive_data); | |
if (receive_data["result"] == "success") { | |
console.log("success"); | |
// $("#prompt").text(data["prompt"]); | |
// $("#response").text(data["text"]); | |
set_text(receive_data["text"]); | |
set_selection(receive_data); | |
$("#error").text(""); | |
if (receive_data["message"] != "") { | |
$("#warning").text(receive_data["message"]); | |
} else { | |
$("#warning").text(""); | |
} | |
} else { | |
console.log("error"); | |
console.log("data:"); | |
console.log(receive_data); | |
set_text(receive_data["text"]) | |
$("#error").text(receive_data["message"]); | |
} | |
} | |
function error(err) { | |
console.log(err); | |
$("#error").text(err); | |
} | |
try { | |
var stringified = JSON.stringify(send_data); | |
// var encoded_data = encodeURIComponent(btoa(stringified)); | |
var encoded_data = Base64.encodeURI(stringified); | |
const response = await fetch(`${url}?info=${encoded_data}`); | |
// const response = await fetch(`${url}` { | |
// method: 'GET', | |
// body: encoded_data, | |
// }); | |
if (response.status >= 400) { | |
error(response.statusText); | |
console.log("here"); | |
console.log(response.status); | |
} else { | |
response.json().then(success).catch(error).finally(complete); | |
} | |
} catch (e) { | |
error(e); | |
} finally { | |
complete(); | |
} | |
} | |
} | |
// actual logic | |
$(document).ready(function() { | |
$("#insert-mask-button").click(insert_mask); | |
$("#extend-form-button").click(make_generate_listener("generate")); | |
$("#infill-form-button").click(make_generate_listener("infill")); | |
$("#mode").change(function (e) { | |
var mode = $("#mode").val(); | |
set_editor_mode(mode); | |
}); | |
select_example("python") | |
// set_editor_mode("python"); | |
}); | |
</script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/iframe-resizer/4.3.2/iframeResizer.contentWindow.min.js"></script> | |
</body> | |
</html> | |