deploy demo

app.py

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+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()

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": {"frames": 690, "imgs": 690}, "cac63849c6260e59_2_1": {"frames": 540, "imgs": 540}}}
+{"id": "2fae2bafcd77707c", "youtube_id": "5mHafjBjTP8", "ori": "cross", "split": "test", "duration": 35, "topic": "Make Banana Ice Cream", "category": "Drink and Snack", "annotation": [{"clip_id": "2fae2bafcd77707c_4_0", "segment": [12.9, 24.13], "label": "cut banana"}, {"clip_id": "2fae2bafcd77707c_4_1", "segment": [36.44, 42.63], "label": "put bananas into blender"}, {"clip_id": "2fae2bafcd77707c_4_2", "segment": [42.88, 55.41], "label": "mix ingredients"}, {"clip_id": "2fae2bafcd77707c_4_3", "segment": [83.25, 91.22], "label": "mix ingredients"}], "frames": {"2fae2bafcd77707c_4_0": {"frames": 337, "imgs": 337}, "2fae2bafcd77707c_4_1": {"frames": 186, "imgs": 186}, "2fae2bafcd77707c_4_2": {"frames": 376, "imgs": 376}, "2fae2bafcd77707c_4_3": {"frames": 239, "imgs": 239}}}
+{"id": "bee737dcc644579f", "youtube_id": "aDuGUiw2MQI", "ori": "coin", "split": "test", "duration": 3, "topic": "Refill A Stapler", "category": "Gadgets", "annotation": [{"clip_id": "bee737dcc644579f_3_0", "segment": [21.0, 23.0], "label": "pull open the stapler"}, {"clip_id": "bee737dcc644579f_3_1", "segment": [24.0, 25.0], "label": "insert the stapler pins"}, {"clip_id": "bee737dcc644579f_3_2", "segment": [26.0, 27.0], "label": "close up the stapler"}], "frames": {"bee737dcc644579f_3_0": {"frames": 60, "imgs": 60}, "bee737dcc644579f_3_1": {"frames": 30, "imgs": 30}, "bee737dcc644579f_3_2": {"frames": 30, "imgs": 30}}}
+{"id": "148f1d5f5378b9b0", "youtube_id": "Pvpkqh-Li6w", "ori": "coin", "split": "test", "duration": 35, "topic": "Replace Blade Of A Saw", "category": "Electrical Appliance", "annotation": [{"clip_id": "148f1d5f5378b9b0_3_0", "segment": [41.0, 57.0], "label": "turn off the balde screw"}, {"clip_id": "148f1d5f5378b9b0_3_1", "segment": [67.0, 71.0], "label": "install the new blade"}, {"clip_id": "148f1d5f5378b9b0_3_2", "segment": [72.0, 78.0], "label": "tighten the blade screw"}], "frames": {"148f1d5f5378b9b0_3_0": {"frames": 480, "imgs": 480}, "148f1d5f5378b9b0_3_1": {"frames": 120, "imgs": 120}, "148f1d5f5378b9b0_3_2": {"frames": 180, "imgs": 180}}}
+{"id": "733518211efa0b7c", "youtube_id": "LdV1MTN2awM", "ori": "coin", "split": "test", "duration": 52, "topic": "Load Grease Gun", "category": "Gadgets", "annotation": [{"clip_id": "733518211efa0b7c_8_0", "segment": [38.0, 48.0], "label": "screw gun head back"}, {"clip_id": "733518211efa0b7c_8_1", "segment": [66.0, 70.0], "label": "unscrew gun head"}, {"clip_id": "733518211efa0b7c_8_2", "segment": [72.0, 74.0], "label": "pull out a lock lever at bottom of gun"}, {"clip_id": "733518211efa0b7c_8_3", "segment": [79.0, 81.0], "label": "open the lid of new container"}, {"clip_id": "733518211efa0b7c_8_4", "segment": [85.0, 89.0], "label": "put in a new grease container"}, {"clip_id": "733518211efa0b7c_8_5", "segment": [90.0, 96.0], "label": "open the lid of new container"}, {"clip_id": "733518211efa0b7c_8_6", "segment": [100.0, 107.0], "label": "screw gun head back"}, {"clip_id": "733518211efa0b7c_8_7", "segment": [117.0, 139.0], "label": "try to press gun head, spray residual old grease"}], "frames": {"733518211efa0b7c_8_0": {"frames": 250, "imgs": 250}, "733518211efa0b7c_8_1": {"frames": 100, "imgs": 100}, "733518211efa0b7c_8_2": {"frames": 50, "imgs": 50}, "733518211efa0b7c_8_3": {"frames": 50, "imgs": 50}, "733518211efa0b7c_8_4": {"frames": 100, "imgs": 100}, "733518211efa0b7c_8_5": {"frames": 150, "imgs": 150}, "733518211efa0b7c_8_6": {"frames": 175, "imgs": 175}, "733518211efa0b7c_8_7": {"frames": 550, "imgs": 550}}}
+{"id": "54639b3cd7a4f772", "youtube_id": "TR_B1-WjzII", "ori": "coin", "split": "test", "duration": 14, "topic": "Smash Garlic", "category": "Dish", "annotation": [{"clip_id": "54639b3cd7a4f772_3_0", "segment": [20.0, 36.5], "label": "smash the garlics with the knife face"}, {"clip_id": "54639b3cd7a4f772_3_1", "segment": [38.0, 45.0], "label": "peel off the garlics"}, {"clip_id": "54639b3cd7a4f772_3_2", "segment": [48.0, 83.5], "label": "cut up the garlics"}], "frames": {"54639b3cd7a4f772_3_0": {"frames": 396, "imgs": 396}, "54639b3cd7a4f772_3_1": {"frames": 168, "imgs": 168}, "54639b3cd7a4f772_3_2": {"frames": 852, "imgs": 852}}}
+{"id": "913a7dcb34599e0a", "youtube_id": "eQ9PwuW42Iw", "ori": "coin", "split": "test", "duration": 26, "topic": "Make Slime With Glue", "category": "Science and Craft", "annotation": [{"clip_id": "913a7dcb34599e0a_8_0", "segment": [0.0, 13.0], "label": "rub and drag the materials"}, {"clip_id": "913a7dcb34599e0a_8_1", "segment": [28.0, 45.0], "label": "add different kinds of ingredients"}, {"clip_id": "913a7dcb34599e0a_8_2", "segment": [46.0, 51.0], "label": "mix the raw materials"}, {"clip_id": "913a7dcb34599e0a_8_3", "segment": [52.0, 54.0], "label": "add different kinds of ingredients"}, {"clip_id": "913a7dcb34599e0a_8_4", "segment": [55.0, 100.0], "label": "mix the raw materials"}, {"clip_id": "913a7dcb34599e0a_8_5", "segment": [101.0, 102.0], "label": "add different kinds of ingredients"}, {"clip_id": "913a7dcb34599e0a_8_6", "segment": [103.0, 120.0], "label": "mix the raw materials"}, {"clip_id": "913a7dcb34599e0a_8_7", "segment": [121.0, 156.0], "label": "rub and drag the materials"}], "frames": {"913a7dcb34599e0a_8_0": {"frames": 390, "imgs": 390}, "913a7dcb34599e0a_8_1": {"frames": 510, "imgs": 510}, "913a7dcb34599e0a_8_2": {"frames": 150, "imgs": 150}, "913a7dcb34599e0a_8_3": {"frames": 60, "imgs": 60}, "913a7dcb34599e0a_8_4": {"frames": 1349, "imgs": 1349}, "913a7dcb34599e0a_8_5": {"frames": 30, "imgs": 30}, "913a7dcb34599e0a_8_6": {"frames": 510, "imgs": 510}, "913a7dcb34599e0a_8_7": {"frames": 1049, "imgs": 1049}}}
+{"id": "ecfca5e6c771dc25", "youtube_id": "XOSRtFvIMMg", "ori": "coin", "split": "test", "duration": 19, "topic": "Make Paper Easter Baskets", "category": "Leisure and Performance", "annotation": [{"clip_id": "ecfca5e6c771dc25_2_0", "segment": [50.5, 123.0], "label": "process (crop, fold) paper"}, {"clip_id": "ecfca5e6c771dc25_2_1", "segment": [133.0, 148.5], "label": "stick handle to paper basket"}], "frames": {"ecfca5e6c771dc25_2_0": {"frames": 2173, "imgs": 2173}, "ecfca5e6c771dc25_2_1": {"frames": 465, "imgs": 465}}}
+{"id": "c055d150453009fa", "youtube_id": "mK_ZIlu74YQ", "ori": "coin", "split": "test", "duration": 29, "topic": "Change Bike Tires", "category": "Vehicle", "annotation": [{"clip_id": "c055d150453009fa_5_0", "segment": [32.0, 38.0], "label": "unload the wheel"}, {"clip_id": "c055d150453009fa_5_1", "segment": [40.0, 70.0], "label": "remove the tire"}, {"clip_id": "c055d150453009fa_5_2", "segment": [78.0, 86.0], "label": "load the tire"}, {"clip_id": "c055d150453009fa_5_3", "segment": [92.0, 136.0], "label": "load the inner tube"}, {"clip_id": "c055d150453009fa_5_4", "segment": [166.0, 174.0], "label": "load the wheel"}], "frames": {"c055d150453009fa_5_0": {"frames": 180, "imgs": 180}, "c055d150453009fa_5_1": {"frames": 900, "imgs": 900}, "c055d150453009fa_5_2": {"frames": 240, "imgs": 240}, "c055d150453009fa_5_3": {"frames": 1319, "imgs": 1319}, "c055d150453009fa_5_4": {"frames": 240, "imgs": 240}}}
+{"id": "374c76bf220d64be", "youtube_id": "wcpS4-D4UMQ", "ori": "coin", "split": "test", "duration": 34, "topic": "Refill A Lighter", "category": "Gadgets", "annotation": [{"clip_id": "374c76bf220d64be_4_0", "segment": [27.0, 33.0], "label": "lighten the lighter to check"}, {"clip_id": "374c76bf220d64be_4_1", "segment": [98.0, 103.0], "label": "pump up the fuel"}, {"clip_id": "374c76bf220d64be_4_2", "segment": [115.0, 125.0], "label": "press the fuel nozzle"}, {"clip_id": "374c76bf220d64be_4_3", "segment": [135.0, 137.0], "label": "lighten the lighter to check"}], "frames": {"374c76bf220d64be_4_0": {"frames": 180, "imgs": 180}, "374c76bf220d64be_4_1": {"frames": 150, "imgs": 150}, "374c76bf220d64be_4_2": {"frames": 300, "imgs": 300}, "374c76bf220d64be_4_3": {"frames": 60, "imgs": 60}}}
+{"id": "ff00f5d0df9be218", "youtube_id": "wvT8Abrvx6o", "ori": "cross", "split": "test", "duration": 105, "topic": "Make Irish Coffee", "category": "Drink and Snack", "annotation": [{"clip_id": "ff00f5d0df9be218_6_0", "segment": [12.0, 13.68], "label": "pour espresso"}, {"clip_id": "ff00f5d0df9be218_6_1", "segment": [14.77, 19.77], "label": "add sugar"}, {"clip_id": "ff00f5d0df9be218_6_2", "segment": [29.62, 36.62], "label": "pour alcohol"}, {"clip_id": "ff00f5d0df9be218_6_3", "segment": [43.85, 49.74], "label": "pour alcohol"}, {"clip_id": "ff00f5d0df9be218_6_4", "segment": [55.41, 69.72], "label": "stir mixture"}, {"clip_id": "ff00f5d0df9be218_6_5", "segment": [76.62, 103.62], "label": "add whipped cream"}], "frames": {"ff00f5d0df9be218_6_0": {"frames": 42, "imgs": 42}, "ff00f5d0df9be218_6_1": {"frames": 125, "imgs": 125}, "ff00f5d0df9be218_6_2": {"frames": 175, "imgs": 175}, "ff00f5d0df9be218_6_3": {"frames": 147, "imgs": 147}, "ff00f5d0df9be218_6_4": {"frames": 358, "imgs": 358}, "ff00f5d0df9be218_6_5": {"frames": 675, "imgs": 675}}}
+{"id": "c9a9d3a99ed351d5", "youtube_id": "CF6MPokyTRQ", "ori": "coin", "split": "test", "duration": 33, "topic": "Make Hummus", "category": "Drink and Snack", "annotation": [{"clip_id": "c9a9d3a99ed351d5_4_0", "segment": [27.0, 69.0], "label": "add raw materials"}, {"clip_id": "c9a9d3a99ed351d5_4_1", "segment": [70.0, 82.0], "label": "mix raw materials"}, {"clip_id": "c9a9d3a99ed351d5_4_2", "segment": [83.0, 105.0], "label": "pour bean paste into plate"}, {"clip_id": "c9a9d3a99ed351d5_4_3", "segment": [106.0, 139.0], "label": "invert seasoning"}], "frames": {"c9a9d3a99ed351d5_4_0": {"frames": 1007, "imgs": 1007}, "c9a9d3a99ed351d5_4_1": {"frames": 288, "imgs": 288}, "c9a9d3a99ed351d5_4_2": {"frames": 528, "imgs": 528}, "c9a9d3a99ed351d5_4_3": {"frames": 792, "imgs": 792}}}
+{"id": "e4c6d74807c27192", "youtube_id": "VHVV6uDF408", "ori": "coin", "split": "test", "duration": 59, "topic": "Wear Contact Lenses", "category": "Nursing and Care", "annotation": [{"clip_id": "e4c6d74807c27192_3_0", "segment": [75.0, 89.0], "label": "add some cleaner to clean and wet the lenses and take out the lenses"}, {"clip_id": "e4c6d74807c27192_3_1", "segment": [92.0, 97.0], "label": "wear the  contact lenses"}, {"clip_id": "e4c6d74807c27192_3_2", "segment": [99.0, 106.0], "label": "wear the  contact lenses"}], "frames": {"e4c6d74807c27192_3_0": {"frames": 410, "imgs": 410}, "e4c6d74807c27192_3_1": {"frames": 147, "imgs": 147}, "e4c6d74807c27192_3_2": {"frames": 205, "imgs": 205}}}
+{"id": "017e51bff537023f", "youtube_id": "2e0RfH0b2No", "ori": "coin", "split": "test", "duration": 28, "topic": "Use Triple Beam Balance", "category": "Science and Craft", "annotation": [{"clip_id": "017e51bff537023f_3_0", "segment": [0.0, 19.0], "label": "correct the balance zero"}, {"clip_id": "017e51bff537023f_3_1", "segment": [20.0, 23.0], "label": "put the sample to be measured on the balance"}, {"clip_id": "017e51bff537023f_3_2", "segment": [24.0, 114.0], "label": "put the weight until the balance is balanced"}], "frames": {"017e51bff537023f_3_0": {"frames": 570, "imgs": 570}, "017e51bff537023f_3_1": {"frames": 90, "imgs": 90}, "017e51bff537023f_3_2": {"frames": 2700, "imgs": 2700}}}
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requirements.txt

@@ -0,0 +1,4 @@
+jsonlines
+gradio
+matplotlib
+Pillow