Abschluss-Projekt/js/start-training.js

// Render helper descriptions for YOLOX settings and handle form submission
window.addEventListener('DOMContentLoaded', () => {

  // Get the form element at the top
  const form = document.getElementById('settings-form');
  
  // Base config state
  let currentBaseConfig = null;
  let baseConfigFields = [];
  // Define which fields are protected by base config
  const protectedFields = [
    'depth', 'width', 'act', 'max_epoch', 'warmup_epochs', 'warmup_lr',
    'scheduler', 'no_aug_epochs', 'min_lr_ratio', 'ema', 'weight_decay',
    'momentum', 'input_size', 'mosaic_scale', 'test_size', 'enable_mixup',
    'mosaic_prob', 'mixup_prob', 'hsv_prob', 'flip_prob', 'degrees',
    'translate', 'shear', 'mixup_scale', 'print_interval', 'eval_interval'
  ];
  
  // Map backend field names to frontend field names
  const fieldNameMap = {
    'activation': 'act',  // Backend uses 'activation', frontend uses 'act'
    'nms_thre': 'nmsthre'
  };
  
  // Function to load base config for selected model
  function loadBaseConfig(modelName) {
    if (!modelName) return Promise.resolve(null);
    
    return fetch(`/api/base-config/${modelName}`)
      .then(res => {
        if (!res.ok) throw new Error('Base config not found');
        return res.json();
      })
      .catch(err => {
        console.warn(`Could not load base config for ${modelName}:`, err);
        return null;
      });
  }
  
  // Function to apply base config to form fields
  function applyBaseConfig(config, isCocoMode) {
    const infoBanner = document.getElementById('base-config-info');
    const modelNameSpan = document.getElementById('base-config-model');
    
    if (!config || !isCocoMode) {
      // Hide info banner
      if (infoBanner) infoBanner.style.display = 'none';
      
      // Remove grey styling and enable all fields
      protectedFields.forEach(fieldName => {
        const input = form.querySelector(`[name="${fieldName}"]`);
        if (input) {
          input.disabled = false;
          input.style.backgroundColor = '#f8f8f8';
          input.style.color = '#333';
          input.style.cursor = 'text';
          input.title = '';
        }
      });
      baseConfigFields = [];
      return;
    }
    
    // Show info banner
    if (infoBanner) {
      infoBanner.style.display = 'block';
      const modelName = form.querySelector('[name="select_model"]')?.value || 'selected model';
      if (modelNameSpan) modelNameSpan.textContent = modelName;
    }
    
    // Apply base config values and grey out fields
    baseConfigFields = [];
    Object.entries(config).forEach(([key, value]) => {
      // Map backend field name to frontend field name if needed
      const frontendFieldName = fieldNameMap[key] || key;
      
      if (protectedFields.includes(frontendFieldName)) {
        const input = form.querySelector(`[name="${frontendFieldName}"]`);
        if (input) {
          baseConfigFields.push(frontendFieldName);
          
          // Set value based on type
          if (input.type === 'checkbox') {
            input.checked = Boolean(value);
          } else if (Array.isArray(value)) {
            input.value = value.join(',');
          } else {
            input.value = value;
          }
          
          // Grey out and disable
          input.disabled = true;
          input.style.backgroundColor = '#d3d3d3';
          input.style.color = '#666';
          input.style.cursor = 'not-allowed';
          
          // Add title tooltip
          const modelName = form.querySelector('[name="select_model"]')?.value || 'selected model';
          input.title = `Protected by base config for ${modelName}. Switch to "Train from sketch" to customize.`;
        }
      }
    });
    
    console.log(`Applied base config. Protected fields: ${baseConfigFields.join(', ')}`);
  }
  
  // Function to update form based on transfer learning mode
  function updateTransferLearningMode() {
    const transferLearning = document.getElementById('transfer-learning');
    const selectModel = document.getElementById('select-model');
    const selectModelRow = document.getElementById('select-model-row');
    
    if (!transferLearning || !selectModel) return;
    
    const isCocoMode = transferLearning.value === 'coco';
    const isCustomMode = transferLearning.value === 'custom';
    const isSketchMode = transferLearning.value === 'sketch';
    const modelName = selectModel.value;
    
    // Show/hide select model based on transfer learning mode
    if (selectModelRow) {
      if (isSketchMode) {
        selectModelRow.style.display = 'none';
      } else {
        selectModelRow.style.display = '';
      }
    }
    
    if (isCocoMode && modelName) {
      // Load and apply base config
      loadBaseConfig(modelName).then(config => {
        currentBaseConfig = config;
        applyBaseConfig(config, true);
      });
    } else {
      // Clear base config
      currentBaseConfig = null;
      applyBaseConfig(null, false);
    }
  }
  
  // Listen for changes to transfer learning dropdown
  const transferLearningSelect = document.getElementById('transfer-learning');
  if (transferLearningSelect) {
    transferLearningSelect.addEventListener('change', updateTransferLearningMode);
  }
  
  // Listen for changes to model selection
  const modelSelect = document.getElementById('select-model');
  if (modelSelect) {
    modelSelect.addEventListener('change', updateTransferLearningMode);
  }
  
  // Initial update on page load
  setTimeout(updateTransferLearningMode, 100);

  // Auto-set num_classes from training_project classes array
  const urlParams = new URLSearchParams(window.location.search);
  const projectId = urlParams.get('id');
  if (projectId && form) {
    fetch('/api/training-projects')
      .then(res => res.json())
      .then(projects => {
        const project = projects.find(p => p.project_id == projectId || p.id == projectId);
        if (project && project.classes) {
          let classesArr = project.classes;
          // If classes is a stringified JSON, parse it
          if (typeof classesArr === 'string') {
            try {
              classesArr = JSON.parse(classesArr);
            } catch (e) {
              classesArr = [];
            }
          }
          let numClasses = 0;
          if (Array.isArray(classesArr)) {
            numClasses = classesArr.length;
          } else if (typeof classesArr === 'object' && classesArr !== null) {
            numClasses = Object.keys(classesArr).length;
          }
          // Fix: Only set num_classes if input exists
          const numClassesInput = form.querySelector('[name="num_classes"]');
          if (numClassesInput) {
            numClassesInput.value = numClasses;
            numClassesInput.readOnly = true;
            numClassesInput.dispatchEvent(new Event('input'));
          }
        }
      });
  }

  // Handle form submission
  form.addEventListener('submit', function(e) {
    console.log("Form submitted");
    e.preventDefault();
    
    // Temporarily enable disabled fields so they get included in FormData
    const disabledInputs = [];
    form.querySelectorAll('input[disabled], select[disabled]').forEach(input => {
      input.disabled = false;
      disabledInputs.push(input);
    });
    
    const formData = new FormData(form);
    const settings = {};
    let fileToUpload = null;
    
    for (const [key, value] of formData.entries()) {
      if (key === 'model_upload' && form.elements[key].files.length > 0) {
        fileToUpload = form.elements[key].files[0];
        continue;
      }
      if (key === 'ema' || key === 'enable_mixup' || key === 'save_history_ckpt') {
        settings[key] = form.elements[key].checked;
      } else if (key === 'scale' || key === 'mosaic_scale' || key === 'mixup_scale' || key === 'input_size' || key === 'test_size') {
        settings[key] = value.split(',').map(v => parseFloat(v.trim()));
      } else if (!isNaN(value) && value !== '') {
        settings[key] = parseFloat(value);
      } else {
        settings[key] = value;
      }
    }
    
    // Re-disable the inputs
    disabledInputs.forEach(input => {
      input.disabled = true;
    });
    
    // Attach project id from URL
    const urlParams = new URLSearchParams(window.location.search);
    const projectId = urlParams.get('id');
    if (projectId) settings.project_id = Number(projectId);

    // First, send settings JSON (without file)
    fetch('/api/yolox-settings', {
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify(settings)
    })
    .then(res => res.json())
    .then(data => {
      // If file selected, send it as binary
      if (fileToUpload) {
        const reader = new FileReader();
        reader.onload = function(e) {
          fetch(`/api/yolox-settings/upload?project_id=${settings.project_id}`, {
            method: 'POST',
            headers: { 'Content-Type': 'application/octet-stream' },
            body: e.target.result
          })
          .then(res => res.json())
          .then(data2 => {
            alert('YOLOX settings and model file saved!');
            window.location.href = `/overview-training.html?id=${settings.project_id}`;
          })
          .catch(err => {
            alert('Error uploading model file');
            console.error(err);
          });
        };
        reader.readAsArrayBuffer(fileToUpload);
      } else {
        alert('YOLOX settings saved!');
        window.location.href = `/overview-training.html?id=${settings.project_id}`;
      }
    })
    .catch(err => {
      alert('Error saving YOLOX settings');
      console.error(err);
    });
  });
});