# Documentation - Class name: pipeXYPlotAdvanced - Category: EasyUse/Pipe - Output node: False - Repo Ref: https://github.com/yolain/ComfyUI-Easy-Use.git 该节点提供高级XY绘图功能，专为满足管道线路的需求而设计。它与各种数据类型和设置集成，以生成可视化图表，提供对管道内数据结构和关系的洞察。节点的设计强调适应性和易用性，确保用户能够快速生成有意义的可视化图表，而无需进行广泛的配置。 # Input types ## Required - pipe - ‘pipe’参数是此节点的主干，代表从中提取和可视化数据的管道线路。它对节点的运行至关重要，因为它包含了绘图所需的所有必要信息和设置。 - Comfy dtype: PIPE_LINE - Python dtype: Dict - grid_spacing - ‘grid_spacing’参数决定了图表中网格线之间的间距，影响可视化的整体清晰度和可读性。它在以易于理解的方式呈现数据点和趋势方面发挥着重要作用。 - Comfy dtype: INT - Python dtype: int - output_individuals - ‘output_individuals’参数允许用户控制是否在图表中单独显示各个数据点。这对于分析特定数据点及其在数据集中的关系非常重要。 - Comfy dtype: BOOL - Python dtype: bool - flip_xy - ‘flip_xy’参数允许用户翻转X轴和Y轴，这在某些数据可视化场景中非常有用，尤其是当传统方向不是最佳选择时。 - Comfy dtype: BOOL - Python dtype: bool ## Optional - X - ‘X’参数代表X轴的配置，包括轴标签和相关值。它对于定义图表的水平维度至关重要，并且可以通过各种模型和设置进行定制。 - Comfy dtype: X_Y - Python dtype: Dict - Y - ‘Y’参数对应于Y轴的配置，指定轴标签和相应的值。它对于建立图表的垂直维度至关重要，并且可以通过不同的模型和设置进行调整。 - Comfy dtype: X_Y - Python dtype: Dict # Output types - pipe - ‘pipe’输出是输入‘pipe’的更新版本，现在包含了生成的XY图表信息。它代表了管道的进展，将可视化结果重新整合到数据流中，以便进一步分析或处理。 - Comfy dtype: PIPE_LINE - Python dtype: Dict # Usage tips - Infra type: CPU # Source code ``` class pipeXYPlotAdvanced: @classmethod def INPUT_TYPES(s): return {'required': {'pipe': ('PIPE_LINE',), 'grid_spacing': ('INT', {'min': 0, 'max': 500, 'step': 5, 'default': 0}), 'output_individuals': (['False', 'True'], {'default': 'False'}), 'flip_xy': (['False', 'True'], {'default': 'False'})}, 'optional': {'X': ('X_Y',), 'Y': ('X_Y',)}, 'hidden': {'my_unique_id': 'UNIQUE_ID'}} RETURN_TYPES = ('PIPE_LINE',) RETURN_NAMES = ('pipe',) FUNCTION = 'plot' CATEGORY = 'EasyUse/Pipe' def plot(self, pipe, grid_spacing, output_individuals, flip_xy, X=None, Y=None, my_unique_id=None): if X != None: x_axis = X.get('axis') x_values = X.get('values') else: x_axis = 'Nothing' x_values = [''] if Y != None: y_axis = Y.get('axis') y_values = Y.get('values') else: y_axis = 'Nothing' y_values = [''] if pipe is not None: new_pipe = pipe positive = pipe['loader_settings']['positive'] if 'positive' in pipe['loader_settings'] else '' negative = pipe['loader_settings']['negative'] if 'negative' in pipe['loader_settings'] else '' if x_axis == 'advanced: ModelMergeBlocks': models = X.get('models') vae_use = X.get('vae_use') if models is None: raise Exception('models is not found') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'models': models, 'vae_use': vae_use} if y_axis == 'advanced: ModelMergeBlocks': models = Y.get('models') vae_use = Y.get('vae_use') if models is None: raise Exception('models is not found') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'models': models, 'vae_use': vae_use} if x_axis in ['advanced: Lora', 'advanced: Checkpoint']: lora_stack = X.get('lora_stack') _lora_stack = [] if lora_stack is not None: for lora in lora_stack: _lora_stack.append({'lora_name': lora[0], 'model': pipe['model'], 'clip': pipe['clip'], 'model_strength': lora[1], 'clip_strength': lora[2]}) del lora_stack x_values = '; '.join(x_values) lora_stack = pipe['lora_stack'] + _lora_stack if 'lora_stack' in pipe else _lora_stack new_pipe['loader_settings'] = {**pipe['loader_settings'], 'lora_stack': lora_stack} if y_axis in ['advanced: Lora', 'advanced: Checkpoint']: lora_stack = Y.get('lora_stack') _lora_stack = [] if lora_stack is not None: for lora in lora_stack: _lora_stack.append({'lora_name': lora[0], 'model': pipe['model'], 'clip': pipe['clip'], 'model_strength': lora[1], 'clip_strength': lora[2]}) del lora_stack y_values = '; '.join(y_values) lora_stack = pipe['lora_stack'] + _lora_stack if 'lora_stack' in pipe else _lora_stack new_pipe['loader_settings'] = {**pipe['loader_settings'], 'lora_stack': lora_stack} if x_axis == 'advanced: Seeds++ Batch': if new_pipe['seed']: value = x_values x_values = [] for index in range(value): x_values.append(str(new_pipe['seed'] + index)) x_values = '; '.join(x_values) if y_axis == 'advanced: Seeds++ Batch': if new_pipe['seed']: value = y_values y_values = [] for index in range(value): y_values.append(str(new_pipe['seed'] + index)) y_values = '; '.join(y_values) if x_axis == 'advanced: Positive Prompt S/R': if positive: x_value = x_values x_values = [] for (index, value) in enumerate(x_value): (search_txt, replace_txt, replace_all) = value if replace_all: txt = replace_txt if replace_txt is not None else positive x_values.append(txt) else: txt = positive.replace(search_txt, replace_txt, 1) if replace_txt is not None else positive x_values.append(txt) x_values = '; '.join(x_values) if y_axis == 'advanced: Positive Prompt S/R': if positive: y_value = y_values y_values = [] for (index, value) in enumerate(y_value): (search_txt, replace_txt, replace_all) = value if replace_all: txt = replace_txt if replace_txt is not None else positive y_values.append(txt) else: txt = positive.replace(search_txt, replace_txt, 1) if replace_txt is not None else positive y_values.append(txt) y_values = '; '.join(y_values) if x_axis == 'advanced: Negative Prompt S/R': if negative: x_value = x_values x_values = [] for (index, value) in enumerate(x_value): (search_txt, replace_txt, replace_all) = value if replace_all: txt = replace_txt if replace_txt is not None else negative x_values.append(txt) else: txt = negative.replace(search_txt, replace_txt, 1) if replace_txt is not None else negative x_values.append(txt) x_values = '; '.join(x_values) if y_axis == 'advanced: Negative Prompt S/R': if negative: y_value = y_values y_values = [] for (index, value) in enumerate(y_value): (search_txt, replace_txt, replace_all) = value if replace_all: txt = replace_txt if replace_txt is not None else negative y_values.append(txt) else: txt = negative.replace(search_txt, replace_txt, 1) if replace_txt is not None else negative y_values.append(txt) y_values = '; '.join(y_values) if 'advanced: ControlNet' in x_axis: x_value = x_values x_values = [] cnet = [] for (index, value) in enumerate(x_value): cnet.append(value) x_values.append(str(index)) x_values = '; '.join(x_values) new_pipe['loader_settings'] = {**pipe['loader_settings'], 'cnet_stack': cnet} if 'advanced: ControlNet' in y_axis: y_value = y_values y_values = [] cnet = [] for (index, value) in enumerate(y_value): cnet.append(value) y_values.append(str(index)) y_values = '; '.join(y_values) new_pipe['loader_settings'] = {**pipe['loader_settings'], 'cnet_stack': cnet} if 'advanced: Pos Condition' in x_axis: x_values = '; '.join(x_values) cond = X.get('cond') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'positive_cond_stack': cond} if 'advanced: Pos Condition' in y_axis: y_values = '; '.join(y_values) cond = Y.get('cond') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'positive_cond_stack': cond} if 'advanced: Neg Condition' in x_axis: x_values = '; '.join(x_values) cond = X.get('cond') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'negative_cond_stack': cond} if 'advanced: Neg Condition' in y_axis: y_values = '; '.join(y_values) cond = Y.get('cond') new_pipe['loader_settings'] = {**pipe['loader_settings'], 'negative_cond_stack': cond} del pipe return pipeXYPlot().plot(grid_spacing, output_individuals, flip_xy, x_axis, x_values, y_axis, y_values, new_pipe) ```