diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..6431c199582ad36a48c20a731a75ccd7ba4e74b1 --- /dev/null +++ b/app.py @@ -0,0 +1,233 @@ +from pathlib import Path +from io import BytesIO + +import gradio as gr +import jsonlines +import matplotlib.image as mpimg +import matplotlib.pyplot as plt +from PIL import Image + +CURRENT_DIR = Path(__file__).parent +LIST_FILE = "demo.jsonl" +STATES_ROOT = Path("states/") +REPEAT = 1 +MAX_IMAGES_ROW = 6 +TITLE = "VTT Demo" +START_TEXT = "Start" +PREV_TEXT = "Prev" +NEXT_TEXT = "Next" +CATEGORY_TEXT = "Category" +TOPIC_TEXT = "Topic" +TRANSFORMATIONS_TEXT = "Transformation Descriptions" + + +with jsonlines.open(LIST_FILE) as reader: + samples = list(reader) + samples_dict = {sample["id"]: sample for sample in samples} + + +def get_sample(annotation_id): + validate_annotation_id(annotation_id) + id = samples[annotation_id]["id"] + sample = samples_dict[id] + return sample + + +def get_texts(annotation_id): + annotation_id = validate_annotation_id(annotation_id) + sample = samples[annotation_id] + texts = [x['label'] for x in sample["annotation"]] + return texts + + +def get_transformations(annotation_id): + texts = get_texts(annotation_id) + return ", ".join([f"{i} -> {i+1}: {text}" for i, text in enumerate(texts)]) + + +def show_figures(path_list, title=None, labels=None, show_indices=True): + from textwrap import wrap + + n_img = len(path_list) + width, height = plt.figaspect(1) + + plt.rcParams["savefig.bbox"] = "tight" + plt.rcParams["axes.linewidth"] = 0 + plt.rcParams["axes.titlepad"] = 6 + plt.rcParams["axes.titlesize"] = 12 + plt.rcParams["font.family"] = "Helvetica" + plt.rcParams["axes.labelweight"] = "normal" + plt.rcParams["font.size"] = 12 + plt.rcParams["figure.dpi"] = 100 + plt.rcParams["savefig.dpi"] = 100 + plt.rcParams["figure.titlesize"] = 18 + + # subplot(r,c) provide the no. of rows and columns + + if n_img > MAX_IMAGES_ROW: + width = width / 2 + height = height / 2 + + n_image_row = min(n_img, MAX_IMAGES_ROW) + n_row = (n_img - 1) // n_image_row + 1 + fig, axarr = plt.subplots( + n_row, n_image_row, figsize=(width * n_image_row, height * n_row) + ) + # use the created array to output your multiple images. In this case I have stacked 4 images vertically + for i in range(n_row * n_image_row): + # axarr[i].axis("off") + if n_row == 1: + ax = axarr[i] + else: + ax = axarr[i // n_image_row][i % n_image_row] + if i < len(path_list) and path_list[i].exists(): + ax.imshow(mpimg.imread(path_list[i])) + if show_indices: + ax.set_title(f"{i}") + if labels is not None and labels[i]: + ax.set_xlabel( + "\n".join(wrap(f"{i-1}-{i}: {labels[i]}", width=width * 10)) + ) + ax.set_xticks([]) + ax.set_yticks([]) + + plt.tight_layout() + + +def show_sample(sample, texts): + n_states = len(sample["annotation"]) + 1 + state_path_list = [ + STATES_ROOT / f"{sample['id']}_{n_states}_{i}.jpg" + for i in range(n_states) + ] + show_figures( + state_path_list, + labels=[""] + texts, + ) + + +def get_image(annotation_id): + sample = get_sample(annotation_id) + buf = BytesIO() + show_sample(sample, get_texts(annotation_id)) + plt.savefig(buf, format="png") + buf.seek(0) + img = Image.open(buf) + plt.close() + return img + + +def get_category_topic(annotation_id): + sample = get_sample(annotation_id) + return sample["category"], sample["topic"] + + +def validate_annotation_id(annotation_id): + annotation_id = max(0, min(int(annotation_id), len(samples) - 1)) + return annotation_id + + +def start(annotation_id): + annotation_id = validate_annotation_id(annotation_id) + category, topic = get_category_topic(annotation_id) + image = get_image(annotation_id) + return ( + category, + topic, + image, + get_transformations(annotation_id), + ) + + +def prev_sample(annotation_id): + annotation_id = validate_annotation_id(annotation_id - 1) + category, topic = get_category_topic(annotation_id) + image = get_image(annotation_id) + return ( + annotation_id, + category, + topic, + image, + get_transformations(annotation_id), + ) + + +def next_sample(annotation_id): + annotation_id = validate_annotation_id(annotation_id + 1) + category, topic = get_category_topic(annotation_id) + image = get_image(annotation_id) + return ( + annotation_id, + category, + topic, + image, + get_transformations(annotation_id), + ) + + +def main(): + + with gr.Blocks(title="VTT") as demo: + gr.Markdown(f"## {TITLE}") + + with gr.Row(): + with gr.Column(): + annotation_id = gr.Number(label="Annotation ID") + start_button = gr.Button(START_TEXT) + with gr.Row(): + prev_button = gr.Button(PREV_TEXT) + next_button = gr.Button(NEXT_TEXT) + category = gr.Text(label=CATEGORY_TEXT) + topic = gr.Text(label=TOPIC_TEXT) + + image = gr.Image() + + transformations = gr.Text(label=TRANSFORMATIONS_TEXT) + + start_button.click( + start, + inputs=[annotation_id], + outputs=[ + category, + topic, + image, + transformations, + ], + ) + prev_button.click( + prev_sample, + inputs=[annotation_id], + outputs=[ + annotation_id, + category, + topic, + image, + transformations, + ], + ) + next_button.click( + next_sample, + inputs=[annotation_id], + outputs=[ + annotation_id, + category, + topic, + image, + transformations, + ], + ) + + # Add a hidden load button + demo.load( + None, + None, + None, + js="() => { const button = Array.from(document.querySelectorAll('button')).find(btn => btn.textContent.trim() === 'Start'); if (button) {button.click();} }" + ) + + # demo.launch(server_name="0.0.0.0", share=True) + demo.launch(server_name="0.0.0.0") + + +if __name__ == "__main__": + main() diff --git a/demo.jsonl b/demo.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ffede80cda0705654dd44d93be52cbee16aa6509 --- /dev/null +++ b/demo.jsonl @@ -0,0 +1,71 @@ +{"id": "cac63849c6260e59", "youtube_id": "8RbXzNvvqB4", "ori": "coin", "split": "test", "duration": 87, "topic": "Install Air Conditioner", "category": "Furniture and Decoration", "annotation": [{"clip_id": "cac63849c6260e59_2_0", "segment": [76.0, 99.0], "label": "install window panel"}, {"clip_id": "cac63849c6260e59_2_1", "segment": [113.0, 131.0], "label": "connect air conditioners and windows"}], "frames": {"cac63849c6260e59_2_0": 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