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import gradio as gr
from ..globals import Global
from .inference_ui import inference_ui
from .finetune_ui import finetune_ui
from .tokenizer_ui import tokenizer_ui
from .js_scripts import popperjs_core_code, tippy_js_code
def main_page():
title = get_page_title()
with gr.Blocks(
title=title,
css=main_page_custom_css(),
) as main_page_blocks:
with gr.Column(elem_id="main_page_content"):
with gr.Row():
gr.Markdown(
f"""
<h1 class="app_title_text">{title}</h1> <wbr />
<h2 class="app_subtitle_text">{Global.ui_subtitle}</h2>
""",
elem_id="page_title",
)
with gr.Column(elem_id="global_base_model_select_group"):
global_base_model_select = gr.Dropdown(
label="Base Model",
elem_id="global_base_model_select",
choices=Global.base_model_choices,
value=lambda: Global.base_model_name,
allow_custom_value=True,
)
use_custom_tokenizer_btn = gr.Button(
"Use custom tokenizer",
elem_id="use_custom_tokenizer_btn")
global_tokenizer_select = gr.Dropdown(
label="Tokenizer",
elem_id="global_tokenizer_select",
# choices=[],
value=lambda: Global.base_model_name,
visible=False,
allow_custom_value=True,
)
use_custom_tokenizer_btn.click(
fn=lambda: gr.Dropdown.update(visible=True),
inputs=None,
outputs=[global_tokenizer_select])
# global_base_model_select_loading_status = gr.Markdown("", elem_id="global_base_model_select_loading_status")
with gr.Column(elem_id="main_page_tabs_container") as main_page_tabs_container:
with gr.Tab("Inference"):
inference_ui()
with gr.Tab("Fine-tuning"):
finetune_ui()
with gr.Tab("Tokenizer"):
tokenizer_ui()
please_select_a_base_model_message = gr.Markdown(
"Please select a base model.", visible=False)
current_base_model_hint = gr.Markdown(
lambda: Global.base_model_name, elem_id="current_base_model_hint")
current_tokenizer_hint = gr.Markdown(
lambda: Global.tokenizer_name, elem_id="current_tokenizer_hint")
foot_info = gr.Markdown(get_foot_info)
global_base_model_select.change(
fn=pre_handle_change_base_model,
inputs=[global_base_model_select],
outputs=[main_page_tabs_container]
).then(
fn=handle_change_base_model,
inputs=[global_base_model_select],
outputs=[
main_page_tabs_container,
please_select_a_base_model_message,
current_base_model_hint,
current_tokenizer_hint,
# global_base_model_select_loading_status,
foot_info
]
)
global_tokenizer_select.change(
fn=pre_handle_change_tokenizer,
inputs=[global_tokenizer_select],
outputs=[main_page_tabs_container]
).then(
fn=handle_change_tokenizer,
inputs=[global_tokenizer_select],
outputs=[
global_tokenizer_select,
main_page_tabs_container,
current_tokenizer_hint,
foot_info
]
)
main_page_blocks.load(_js=f"""
function () {{
{popperjs_core_code()}
{tippy_js_code()}
""" + """
// Sync theme to body.
setTimeout(function () {
const gradio_container_element = document.querySelector(
".gradio-container"
);
function handle_gradio_container_element_class_change() {
if (Array.from(gradio_container_element.classList).includes("dark")) {
document.body.classList.add("dark");
} else {
document.body.classList.remove("dark");
}
}
new MutationObserver(function (mutationsList, observer) {
handle_gradio_container_element_class_change();
}).observe(gradio_container_element, {
attributes: true,
attributeFilter: ["class"],
});
handle_gradio_container_element_class_change();
}, 500);
""" + """
setTimeout(function () {
// Workaround default value not shown.
const current_base_model_hint_elem = document.querySelector('#current_base_model_hint > p');
if (!current_base_model_hint_elem) return;
const base_model_name = current_base_model_hint_elem.innerText;
document.querySelector('#global_base_model_select input').value = base_model_name;
document.querySelector('#global_base_model_select').classList.add('show');
const current_tokenizer_hint_elem = document.querySelector('#current_tokenizer_hint > p');
const tokenizer_name = current_tokenizer_hint_elem && current_tokenizer_hint_elem.innerText;
if (tokenizer_name && tokenizer_name !== base_model_name) {
const btn = document.getElementById('use_custom_tokenizer_btn');
if (btn) btn.click();
}
}, 3200);
""" + """
}
""")
def get_page_title():
title = Global.ui_title
if (Global.ui_dev_mode):
title = Global.ui_dev_mode_title_prefix + title
if (Global.ui_emoji):
title = f"{Global.ui_emoji} {title}"
return title
def main_page_custom_css():
css = """
/* to make position stick work */
.gradio-container {
overflow-x: initial !important;
overflow-y: clip !important;
}
.app_title_text {
display: inline-block;
margin-right: 0.5em !important;
}
.app_subtitle_text {
display: inline-block;
margin-top: 0 !important;
font-weight: 100 !important;
font-size: var(--text-md) !important;
}
.tippy-box {
background-color: var(--block-background-fill);
border: 1px solid var(--border-color-primary);
border-radius: 4px;
box-shadow: 0 2px 20px rgba(5,5,5,.08);
/* box-shadow: var(--shadow-drop-lg); */
}
body.dark .tippy-box {
box-shadow: 0 0 8px rgba(160,160,160,0.12);
}
.tippy-arrow {
color: var(--block-background-fill);
}
.tippy-content {
color: var(--block-label-text-color);
font-family: var(--font);
font-weight: 100;
}
.tippy-arrow::before {
z-index: 1;
}
.tippy-arrow::after {
content: "";
position: absolute;
z-index: -1;
border-color: transparent;
border-style: solid;
}
.tippy-box[data-placement^=top]> .tippy-arrow::after {
bottom: -9px;
left: -1px;
border-width: 9px 9px 0;
border-top-color: var(--border-color-primary);
transform-origin: center top;
}
.tippy-box[data-placement^=bottom]> .tippy-arrow::after {
top: -9px;
left: -1px;
border-width: 0 9px 9px;
border-bottom-color: var(--border-color-primary);
transform-origin: center bottom;
}
.tippy-box[data-placement^=left]> .tippy-arrow:after {
border-width: 9px 0 9px 9px;
border-left-color: var(--border-color-primary);
top: -1px;
right: -9px;
transform-origin: center left;
}
.tippy-box[data-placement^=right]> .tippy-arrow::after {
top: -1px;
left: -9px;
border-width: 9px 9px 9px 0;
border-right-color: var(--border-color-primary);
transform-origin: center right;
}
/*
.codemirror-wrapper .cm-editor .cm-gutters {
background-color: var(--background-fill-secondary);
}
*/
.error-message, .error-message p {
color: var(--error-text-color) !important;
}
.textbox_that_is_only_used_to_display_a_label {
border: 0 !important;
box-shadow: none !important;
padding: 0 !important;
}
.textbox_that_is_only_used_to_display_a_label textarea {
display: none;
}
#page_title {
flex-grow: 3;
}
#global_base_model_select_group,
#global_base_model_select,
#global_tokenizer_select {
position: relative;
align-self: center;
min-width: 250px !important;
}
#global_base_model_select,
#global_tokenizer_select {
position: relative;
padding: 2px 2px;
border: 0;
box-shadow: none;
}
#global_base_model_select {
opacity: 0;
pointer-events: none;
}
#global_base_model_select.show {
opacity: 1;
pointer-events: auto;
}
#global_base_model_select label .wrap-inner,
#global_tokenizer_select label .wrap-inner {
padding: 2px 8px;
}
#global_base_model_select label span,
#global_tokenizer_select label span {
margin-bottom: 2px;
font-size: 80%;
position: absolute;
top: -14px;
left: 8px;
opacity: 0;
}
#global_base_model_select_group:hover label span,
#global_base_model_select:hover label span,
#global_tokenizer_select:hover label span {
opacity: 1;
}
#use_custom_tokenizer_btn {
position: absolute;
top: -16px;
right: 10px;
border: 0 !important;
width: auto !important;
background: transparent !important;
box-shadow: none !important;
padding: 0 !important;
font-weight: 100 !important;
text-decoration: underline;
font-size: 12px !important;
opacity: 0;
}
#global_base_model_select_group:hover #use_custom_tokenizer_btn {
opacity: 0.3;
}
#global_base_model_select_loading_status {
position: absolute;
pointer-events: none;
top: 0;
left: 0;
right: 0;
bottom: 0;
}
#global_base_model_select_loading_status > .wrap:not(.hide) {
z-index: 9999;
position: absolute;
top: 112px !important;
bottom: 0 !important;
max-height: none;
background: var(--background-fill-primary);
opacity: 0.8;
}
#global_base_model_select ul {
z-index: 9999;
background: var(--block-background-fill);
}
#current_base_model_hint, #current_tokenizer_hint {
display: none;
}
#main_page_content > .tabs > .tab-nav * {
font-size: 1rem;
font-weight: 700;
/* text-transform: uppercase; */
}
#inference_reload_selected_models_btn {
position: absolute;
top: 0;
left: 0;
width: 0;
height: 0;
padding: 0;
opacity: 0;
pointer-events: none;
}
#inference_lora_model_group {
border-radius: var(--block-radius);
background: var(--block-background-fill);
}
#inference_lora_model_group #inference_lora_model {
background: transparent;
}
#inference_lora_model_prompt_template_message:not(.hidden) + #inference_lora_model {
padding-bottom: 28px;
}
#inference_lora_model_group {
flex-direction: column-reverse;
border-width: var(--block-border-width);
border-color: var(--block-border-color);
}
#inference_lora_model_group #inference_lora_model {
border: 0;
}
#inference_lora_model_group > #inference_lora_model_prompt_template_message {
padding: var(--block-padding) !important;
padding-bottom: 5px !important;
margin-top: -50px !important;
margin-left: 4px !important;
font-size: 12px;
opacity: 0.7;
}
#inference_lora_model_group > #inference_lora_model_prompt_template_message p {
font-size: 12px;
}
#inference_lora_model_prompt_template_message > .wrap {
display: none;
}
#inference_lora_model > .wrap:first-child:not(.hide),
#inference_prompt_template > .wrap:first-child:not(.hide) {
opacity: 0.5;
}
#inference_lora_model_group, #inference_lora_model {
z-index: 60;
}
#inference_prompt_template {
z-index: 55;
}
#inference_prompt_box > *:first-child {
border-bottom-left-radius: 0;
border-bottom-right-radius: 0;
}
#inference_prompt_box > *:last-child {
margin-top: -16px;
border-top: 0;
border-top-left-radius: 0;
border-top-right-radius: 0;
}
#inference_prompt_box {
flex-grow: 0 !important;
}
#inference_options_accordion {
padding: 0;
}
#inference_options_accordion > .label-wrap {
user-select: none;
padding: var(--block-padding);
margin-bottom: 0;
}
#inference_options_accordion > *:last-child > .form {
border-left: 0;
border-right: 0;
border-bottom: 0;
border-top-left-radius: 0;
border-top-right-radius: 0;
box-shadow: none;
}
.inference_options_group {
margin-top: -16px;
margin-bottom: -16px;
}
.inference_options_group > .form {
border-radius: 0;
border-left: 0;
border-right: 0;
border-bottom: 0;
box-shadow: none;
}
#inference_options_bottom_group {
margin-top: -12px;
}
#inference_options_bottom_group > .form {
border-top-left-radius: 0;
border-top-right-radius: 0;
border-left: 0;
border-right: 0;
border-bottom: 0;
}
#inference_output > .wrap:first-child,
#inference_raw_output > .wrap:first-child {
/* allow users to select text while generation is still in progress */
pointer-events: none;
padding: 12px !important;
}
/* position sticky */
#inference_output_group_container {
display: block;
}
#inference_output_group {
position: -webkit-sticky;
position: sticky;
top: 16px;
bottom: 16px;
}
#inference_flagging_group {
position: relative;
margin-top: -8px;
margin-bottom: -8px;
gap: calc(var(--layout-gap) / 2);
}
#inference_flag_output {
min-height: 1px !important;
position: absolute;
top: 0;
bottom: 0;
right: 0;
pointer-events: none;
opacity: 0.5;
}
#inference_flag_output .wrap {
top: 0;
bottom: 0;
right: 0;
justify-content: center;
align-items: flex-end;
padding: 4px !important;
}
#inference_flag_output .wrap svg {
display: none;
}
.form:has(> #inference_output_for_flagging),
#inference_output_for_flagging {
display: none;
}
#inference_flagging_group:has(#inference_output_for_flagging.hidden) {
opacity: 0.5;
pointer-events: none;
}
#inference_flag_up_btn, #inference_flag_down_btn {
min-width: 44px;
flex-grow: 1;
}
#inference_flag_btn {
flex-grow: 2;
}
#dataset_plain_text_input_variables_separator textarea,
#dataset_plain_text_input_and_output_separator textarea,
#dataset_plain_text_data_separator textarea {
font-family: var(--font-mono);
}
#dataset_plain_text_input_and_output_separator,
#dataset_plain_text_data_separator {
margin-top: -8px;
}
#finetune_dataset_text_load_sample_button {
margin: -4px 12px 8px;
}
#inference_preview_prompt_container .label-wrap {
user-select: none;
}
#inference_preview_prompt {
padding: 0;
}
#inference_preview_prompt textarea {
border: 0;
}
#inference_preview_prompt > .wrap {
pointer-events: none;
background: transparent;
opacity: 0.8;
}
#inference_update_prompt_preview_btn {
position: absolute;
z-index: 1;
right: 0;
bottom: 0;
width: 32px;
border-top-right-radius: 0;
border-bottom-left-radius: 0;
box-shadow: none;
opacity: 0.8;
}
#finetune_reload_selections_button {
position: absolute;
top: 0;
right: 0;
margin: 16px;
margin-bottom: auto;
height: 42px !important;
min-width: 42px !important;
width: 42px !important;
z-index: 1;
}
#finetune_dataset_from_data_dir {
border: 0;
box-shadow: none;
}
@media screen and (min-width: 640px) {
#inference_lora_model, #inference_lora_model_group,
#finetune_template {
border-top-right-radius: 0;
border-bottom-right-radius: 0;
border-right: 0;
margin-right: -16px;
}
#inference_lora_model_group #inference_lora_model {
box-shadow: var(--block-shadow);
}
#inference_prompt_template {
border-top-left-radius: 0;
border-bottom-left-radius: 0;
border-left: 0;
margin-right: -90px;
padding-right: 80px;
}
#finetune_template + * {
border-top-left-radius: 0;
border-bottom-left-radius: 0;
border-left: 0;
margin-right: -90px;
}
#finetune_template + * > * {
padding-right: 80px;
}
#inference_reload_selections_button, #finetune_reload_selections_button {
position: relative;
margin: 16px;
margin-bottom: auto;
height: 42px !important;
min-width: 42px !important;
width: 42px !important;
z-index: 61;
}
}
#finetune_ui_content > .tabs > .tab-nav::before {
content: "Training Dataset:";
display: flex;
justify-content: center;
align-items: center;
padding-right: 12px;
padding-left: 8px;
}
#finetune_template,
#finetune_template + * {
border: 0;
box-shadow: none;
}
#finetune_dataset_text_input_group .form {
border: 0;
box-shadow: none;
padding: 0;
}
#finetune_dataset_text_input_textbox > .wrap:last-of-type {
margin-top: -20px;
}
#finetune_dataset_plain_text_separators_group * {
font-size: 0.8rem;
}
#finetune_dataset_plain_text_separators_group textarea {
height: auto !important;
}
#finetune_dataset_plain_text_separators_group > .form {
gap: 0 !important;
}
#finetune_dataset_from_text_message p,
#finetune_dataset_from_text_message + * p {
font-size: 80%;
}
#finetune_dataset_from_text_message,
#finetune_dataset_from_text_message *,
#finetune_dataset_from_text_message + *,
#finetune_dataset_from_text_message + * * {
display: inline;
}
#finetune_dataset_from_data_dir_message,
#finetune_dataset_from_data_dir_message * {
min-height: 0 !important;
}
#finetune_dataset_from_data_dir_message {
margin: -20px 24px 0;
font-size: 0.8rem;
}
#finetune_dataset_from_text_message > .wrap > *:first-child,
#finetune_dataset_from_data_dir_message > .wrap > *:first-child {
display: none;
}
#finetune_dataset_from_data_dir_message > .wrap {
top: -18px;
}
#finetune_dataset_from_text_message > .wrap svg,
#finetune_dataset_from_data_dir_message > .wrap svg {
margin: -32px -16px;
}
#finetune_continue_from_model_box {
/* padding: 0; */
}
#finetune_continue_from_model_box .block {
border: 0;
box-shadow: none;
padding: 0;
}
#finetune_continue_from_model_box > * {
/* gap: 0; */
}
#finetune_continue_from_model_box button {
margin-top: 16px;
}
#finetune_continue_from_model {
flex-grow: 2;
}
.finetune_dataset_error_message {
color: var(--error-text-color) !important;
}
#finetune_dataset_preview_info_message {
align-items: flex-end;
flex-direction: row;
display: flex;
margin-bottom: -4px;
}
#finetune_dataset_preview td {
white-space: pre-wrap;
}
/*
#finetune_dataset_preview {
max-height: 100vh;
overflow: auto;
border: var(--block-border-width) solid var(--border-color-primary);
border-radius: var(--radius-lg);
}
#finetune_dataset_preview .table-wrap {
border: 0 !important;
}
*/
#finetune_max_seq_length {
flex: 2;
}
#finetune_lora_target_modules_box,
#finetune_lora_target_modules_box + #finetune_lora_modules_to_save_box {
margin-top: calc((var(--layout-gap) + 8px) * -1);
flex-grow: 0 !important;
}
#finetune_lora_target_modules_box > .form,
#finetune_lora_target_modules_box + #finetune_lora_modules_to_save_box > .form {
padding-top: calc((var(--layout-gap) + 8px) / 3);
border-top: 0;
border-top-left-radius: 0;
border-top-right-radius: 0;
background: var(--block-background-fill);
position: relative;
}
#finetune_lora_target_modules_box > .form::before,
#finetune_lora_target_modules_box + #finetune_lora_modules_to_save_box > .form::before {
content: "";
display: block;
position: absolute;
top: calc((var(--layout-gap) + 8px) / 3);
left: 0;
right: 0;
height: 1px;
z-index: 1;
background: var(--block-border-color);
}
#finetune_lora_target_modules_add_box,
#finetune_lora_modules_to_save_add_box {
margin-top: -24px;
padding-top: 8px;
border-top-left-radius: 0;
border-top-right-radius: 0;
border-top: 0;
}
#finetune_lora_target_modules_add_box > * > .form,
#finetune_lora_modules_to_save_add_box > * > .form {
border: 0;
box-shadow: none;
}
#finetune_lora_target_modules_add,
#finetune_lora_modules_to_save_add {
padding: 0;
}
#finetune_lora_target_modules_add input,
#finetune_lora_modules_to_save_add input {
padding: 4px 8px;
}
#finetune_lora_target_modules_add_btn,
#finetune_lora_modules_to_save_add_btn {
min-width: 60px;
}
#finetune_save_total_limit,
#finetune_save_steps,
#finetune_logging_steps {
min-width: min(120px,100%) !important;
padding-top: 4px;
}
#finetune_save_total_limit span,
#finetune_save_steps span,
#finetune_logging_steps span {
font-size: 12px;
margin-bottom: 5px;
}
#finetune_save_total_limit input,
#finetune_save_steps input,
#finetune_logging_steps input {
padding: 4px 8px;
}
#finetune_advanced_options_checkboxes > * > * {
min-width: auto;
}
#finetune_log_and_save_options_group_container {
flex-grow: 1 !important;
justify-content: flex-end;
}
#finetune_model_name_group {
flex-grow: 0 !important;
}
@media screen and (max-width: 392px) {
#inference_lora_model, #inference_lora_model_group, #finetune_template {
border-bottom-left-radius: 0;
border-bottom-right-radius: 0;
}
#inference_prompt_template, #finetune_template + * {
border-top-left-radius: 0;
border-top-right-radius: 0;
border-top: 0;
margin-top: -16px;
}
}
/*
#tokenizer_encoded_tokens_input_textbox .codemirror-wrapper,
#tokenizer_decoded_text_input_textbox .codemirror-wrapper {
margin-bottom: -20px;
}
*/
#tokenizer_encoded_tokens_input_textbox,
#tokenizer_decoded_text_input_textbox {
overflow: hidden !important;
}
/* in case if there's too many logs on the previous run and made the box too high */
#finetune_training_status:has(.wrap:not(.hide)) {
max-height: 160px;
height: 160px;
}
.foot_stop_timeoutable_btn {
align-self: flex-end;
border: 0 !important;
width: auto !important;
background: transparent !important;
box-shadow: none !important;
padding: 0 !important;
font-weight: 100 !important;
font-size: 80% !important;
text-decoration: underline;
opacity: 0.3;
}
.foot_stop_timeoutable_btn:hover {
opacity: 0.8;
}
.foot_stop_timeoutable_btn:active {
opacity: 1;
}
.tippy-box[data-animation=scale-subtle][data-placement^=top]{transform-origin:bottom}.tippy-box[data-animation=scale-subtle][data-placement^=bottom]{transform-origin:top}.tippy-box[data-animation=scale-subtle][data-placement^=left]{transform-origin:right}.tippy-box[data-animation=scale-subtle][data-placement^=right]{transform-origin:left}.tippy-box[data-animation=scale-subtle][data-state=hidden]{transform:scale(.8);opacity:0}
"""
return css
def pre_handle_change_base_model(selected_base_model_name):
if Global.base_model_name != selected_base_model_name:
return gr.Column.update(visible=False)
if Global.tokenizer_name and Global.tokenizer_name != selected_base_model_name:
return gr.Column.update(visible=False)
return gr.Column.update(visible=True)
def handle_change_base_model(selected_base_model_name):
Global.base_model_name = selected_base_model_name
Global.tokenizer_name = selected_base_model_name
is_base_model_selected = False
if Global.base_model_name:
is_base_model_selected = True
return (
gr.Column.update(visible=is_base_model_selected),
gr.Markdown.update(visible=not is_base_model_selected),
Global.base_model_name,
Global.tokenizer_name,
get_foot_info())
def pre_handle_change_tokenizer(selected_tokenizer_name):
if Global.tokenizer_name != selected_tokenizer_name:
return gr.Column.update(visible=False)
return gr.Column.update(visible=True)
def handle_change_tokenizer(selected_tokenizer_name):
Global.tokenizer_name = selected_tokenizer_name
show_tokenizer_select = True
if not Global.tokenizer_name:
show_tokenizer_select = False
if Global.tokenizer_name == Global.base_model_name:
show_tokenizer_select = False
return (
gr.Dropdown.update(visible=show_tokenizer_select),
gr.Column.update(visible=True),
Global.tokenizer_name,
get_foot_info()
)
def get_foot_info():
info = []
if Global.version:
info.append(f"LLaMA-LoRA Tuner `{Global.version}`")
if Global.base_model_name:
info.append(f"Base model: `{Global.base_model_name}`")
if Global.tokenizer_name and Global.tokenizer_name != Global.base_model_name:
info.append(f"Tokenizer: `{Global.tokenizer_name}`")
if Global.ui_show_sys_info:
info.append(f"Data dir: `{Global.data_dir}`")
return f"""\
<small>{" · ".join(info)}</small>
"""
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