File size: 7,912 Bytes
fdddf65
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
79d936d
 
 
 
fdddf65
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
79d936d
 
 
 
 
fdddf65
79d936d
 
 
 
 
 
 
 
fdddf65
 
 
 
 
 
 
 
 
 
 
 
79d936d
 
 
 
 
 
fdddf65
79d936d
 
fdddf65
 
 
79d936d
fdddf65
 
1e27707
 
fdddf65
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
function finetune_ui_blocks_js() {
  // Auto load options
  setTimeout(function () {
    document.getElementById('finetune_reload_selections_button').click();
  }, 100);

  // Add tooltips
  setTimeout(function () {
    tippy('#finetune_reload_selections_button', {
      placement: 'bottom-end',
      delay: [500, 0],
      animation: 'scale-subtle',
      content: 'Press to reload options.',
    });

    tippy('#finetune_template', {
      placement: 'bottom-start',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Select a template for your prompt. <br />To see how the selected template work, select the "Preview" tab and then check "Show actual prompt". <br />Templates are loaded from the "templates" folder of your data directory.',
      allowHTML: true,
    });

    tippy('#finetune_load_dataset_from', {
      placement: 'bottom-start',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        '<strong>Text Input</strong>: Paste the dataset directly in the UI.<br/><strong>Data Dir</strong>: Select a dataset in the data directory.',
      allowHTML: true,
    });

    tippy('#finetune_dataset_preview_show_actual_prompt', {
      placement: 'bottom-start',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Check to show the prompt that will be feed to the language model.',
    });

    tippy('#dataset_plain_text_input_variables_separator', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Define a separator to separate input variables. Use "\\n" for new lines.',
    });

    tippy('#dataset_plain_text_input_and_output_separator', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Define a separator to separate the input (prompt) and the output (completion). Use "\\n" for new lines.',
    });

    tippy('#dataset_plain_text_data_separator', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Define a separator to separate different rows of the train data. Use "\\n" for new lines.',
    });

    tippy('#finetune_dataset_text_load_sample_button', {
      placement: 'bottom-start',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Press to load a sample dataset of the current selected format into the textbox.',
    });

    tippy('#finetune_evaluate_data_count', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'While setting a value larger than 0, the checkpoint with the lowest loss on the evaluation data will be saved as the final trained model, thereby helping to prevent overfitting.',
    });

    tippy('#finetune_save_total_limit', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Total amount of checkpoints to preserve. Older checkpoints will be deleted.',
    });
    tippy('#finetune_save_steps', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Number of updates steps before two checkpoint saves.',
    });
    tippy('#finetune_logging_steps', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Number of update steps between two logs.',
    });

    tippy('#finetune_model_name', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'The name of the new LoRA model. Must be unique.',
    });

    tippy('#finetune_continue_from_model', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'Select a LoRA model to train a new model on top of that model. You can also type in a model name on Hugging Face Hub, such as <code>tloen/alpaca-lora-7b</code>.<br /><br />πŸ’‘ To reload the training parameters of one of your previously trained models, select it here and click the <code>Load training parameters from selected model</code> button, then un-select it.',
      allowHTML: true,
    });

    tippy('#finetune_continue_from_checkpoint', {
      placement: 'bottom',
      delay: [500, 0],
      animation: 'scale-subtle',
      content:
        'If a checkpoint is selected, training will resume from that specific checkpoint, bypassing any previously completed steps up to the checkpoint\'s moment. <br /><br />πŸ’‘ Use this option to resume an unfinished training session. Remember to click the <code>Load training parameters from selected model</code> button and select the same dataset for training.',
      allowHTML: true,
    });
  }, 100);

  // Show/hide start and stop button base on the state.
  setTimeout(function () {
    // Make the '#finetune_training_indicator > .wrap' element appear
    // if (!document.querySelector('#finetune_training_indicator > .wrap')) {
    //   document.getElementById('finetune_confirm_stop_btn').click();
    // }

    setTimeout(function () {
      let resetStopButtonTimer;
      document
        .getElementById('finetune_stop_btn')
        .addEventListener('click', function () {
          if (resetStopButtonTimer) clearTimeout(resetStopButtonTimer);
          resetStopButtonTimer = setTimeout(function () {
            document.getElementById('finetune_stop_btn').style.display = 'block';
            document.getElementById('finetune_confirm_stop_btn').style.display =
              'none';
          }, 5000);
          document.getElementById('finetune_confirm_stop_btn').style['pointer-events'] =
            'none';
          setTimeout(function () {
            document.getElementById('finetune_confirm_stop_btn').style['pointer-events'] =
              'inherit';
          }, 300);
          document.getElementById('finetune_stop_btn').style.display = 'none';
          document.getElementById('finetune_confirm_stop_btn').style.display =
            'block';
        });
      // const training_indicator_wrap_element = document.querySelector(
      //   '#finetune_training_indicator > .wrap'
      // );
      const training_indicator_element = document.querySelector(
        '#finetune_training_indicator'
      );
      let isTraining = undefined;
      function handle_training_indicator_change() {
        // const wrapperHidden = Array.from(training_indicator_wrap_element.classList).includes('hide');
        const hidden = Array.from(training_indicator_element.classList).includes('hidden');
        const newIsTraining = !(/* wrapperHidden && */ hidden);
        if (newIsTraining === isTraining) return;
        isTraining = newIsTraining;
        if (!isTraining) {
          if (resetStopButtonTimer) clearTimeout(resetStopButtonTimer);
          document.getElementById('finetune_start_btn').style.display = 'block';
          document.getElementById('finetune_stop_btn').style.display = 'none';
          document.getElementById('finetune_confirm_stop_btn').style.display =
            'none';
        } else {
          document.getElementById('finetune_start_btn').style.display = 'none';
          document.getElementById('finetune_stop_btn').style.display = 'block';
          document.getElementById('finetune_confirm_stop_btn').style.display =
            'none';
        }
      }
      // new MutationObserver(function (mutationsList, observer) {
      //   handle_training_indicator_change();
      // }).observe(training_indicator_wrap_element, {
      //   attributes: true,
      //   attributeFilter: ['class'],
      // });
      new MutationObserver(function (mutationsList, observer) {
        handle_training_indicator_change();
      }).observe(training_indicator_element, {
        attributes: true,
        attributeFilter: ['class'],
      });
      handle_training_indicator_change();
    }, 500);
  }, 0);

  return [];
}