diff --git a/apps/chart_animation/cli.py b/apps/chart_animation/cli.py new file mode 100644 index 00000000000..56dad3428cd --- /dev/null +++ b/apps/chart_animation/cli.py @@ -0,0 +1,479 @@ +"""Create a GIF or video for a given chart URL. + +""" +from concurrent.futures import ThreadPoolExecutor, as_completed +from pathlib import Path +from urllib.parse import parse_qs, urlencode, urlparse, urlunparse + +import click +import requests +from moviepy import ImageSequenceClip +from PIL import Image +from rich_click.rich_command import RichCommand +from structlog import get_logger +from tqdm.auto import tqdm + +# Initialize log. +log = get_logger() + +# Define default downloads folder (to use if either output_gif is None or png_folder is None). +DOWNLOADS_DIR = Path.home() / ".chart_animation" + +# Default maximum number of years to fetch images for. +MAX_NUM_YEARS = 100 + + +def get_chart_metadata(chart_url): + # Given a chart URL, get the chart metadata. + base_url = urlunparse(urlparse(chart_url)._replace(query="")) + chart_metadata_url = str(base_url).rstrip("/") + ".metadata.json" + log.info(f"Fetching metadata from: {chart_metadata_url}") + response = requests.get(chart_metadata_url) + response.raise_for_status() + chart_metadata = response.json() + + return chart_metadata + + +def get_indicator_metadata(indicator_metadata_url): + # Given an indicator metadata URL, get the indicator metadata. + response = requests.get(indicator_metadata_url) + response.raise_for_status() + return response.json() + + +def get_indicators_metadata_from_chart_metadata(chart_metadata, max_workers=None): + # Given a chart metadata, get the metadata for all the indicators in the chart. + + # Get indicator API URLs. + indicator_metadata_urls = [ + column["fullMetadata"] + for column in chart_metadata["columns"].values() + if "undefined" not in column["fullMetadata"] + ] + + # Get metadata for each of the indicators in the chart. + indicators_metadata = [] + with ThreadPoolExecutor(max_workers=max_workers) as executor: + # Submit tasks for each URL + future_to_url = {executor.submit(get_indicator_metadata, url): url for url in indicator_metadata_urls} + for future in as_completed(future_to_url): + try: + indicators_metadata.append(future.result()) + except Exception as e: + print(f"Error fetching metadata from {future_to_url[future]}: {e}") + + return indicators_metadata + + +def get_years_in_chart(chart_url): + # Given a chart URL, get the years available in the chart. + chart_metadata = get_chart_metadata(chart_url) + indicators_metadata = get_indicators_metadata_from_chart_metadata(chart_metadata) + years = sorted( + set( + [ + year["id"] + for year in sum( + [ + values["values"] + for indicator in indicators_metadata + for dimension, values in indicator["dimensions"].items() + if dimension in ["years"] + ], + [], + ) + ] + ) + ) + return years + + +def get_query_parameters_in_chart(chart_url, all_years): + # Select default values. + year_range_open = True + year_start, year_end = min(all_years), max(all_years) + tab = "map" + + # Attempt to get those parameters from the chart URL. + query_params = parse_qs(urlparse(chart_url).query) + if "time" in query_params: + time = query_params["time"][0] + if ".." in time: + year_range_open = True + year_start, year_end = time.split("..") + if year_start == "earliest": + year_start = min(all_years) + if year_end == "latest": + year_end = max(all_years) + else: + year_range_open = False + year_start = int(time) + year_end = year_start + if "tab" in query_params: + tab = query_params["tab"][0] + + params = { + "year_range_open": year_range_open, + "year_min": int(year_start), + "year_max": int(year_end), + "tab": tab, + } + + return params + + +def modify_chart_url(chart_url, year, year_range_open, tab): + # Take a chart URL, modify its parameters, and create a new URL for the PNG download. + parsed_url = urlparse(chart_url) + path = parsed_url.path + if not path.endswith(".png"): + path += ".png" + + query_params = parse_qs(parsed_url.query) + if year_range_open: + query_params["time"] = [f"earliest..{year}"] + else: + query_params["time"] = [str(year)] + query_params["tab"] = [tab] + query_params["download"] = ["png"] + updated_query = urlencode(query_params, doseq=True) + png_url = urlunparse(parsed_url._replace(path=path, query=updated_query)) + return png_url + + +def download_chart_png(png_url, output_file): + # Download a PNG file from a given URL. + output_file = Path(output_file) + + # Skip download if the file already exists. + if output_file.exists(): + log.info(f"File {output_file} already exists. Skipping download.") + return output_file + + # Ensure the directory exists. + output_file.parent.mkdir(parents=True, exist_ok=True) + + # Download PNG. + try: + response = requests.get(png_url, stream=True) + response.raise_for_status() + with open(output_file, "wb") as file: + for chunk in response.iter_content(chunk_size=8192): + file.write(chunk) + return output_file + except Exception as e: + log.error(f"Failed to create file {output_file}: {e}") + return None + + +def get_chart_slug(chart_url): + # Given a chart URL, get the chart slug. + return urlparse(chart_url).path.split("/")[-1] + + +def create_image_file_name(year, year_range_open, tab): + return f"{year}_{'open' if year_range_open else 'close'}_{tab}.png" + + +def get_images_from_chart_url( + chart_url, + png_folder, + tab=None, + years=None, + year_range_open=True, + max_workers=None, + max_num_years=MAX_NUM_YEARS, +): + # Given a chart URL, download the PNGs into a folder. If they already exists, skip them. + + # If the tab parameter is not provided, extract it from the chart URL. + if tab is None: + # Extract query parameters + tab = parse_qs(urlparse(chart_url).query).get("tab", [None])[0] + if tab is None: + # Default to "map" if the tab parameter is not found. + tab = "map" + + if years is None: + years = get_years_in_chart(chart_url=chart_url) + + if not years: + log.error("No years available.") + return None + + if year_range_open: + if len(years) < 2: + log.error("Cannot generate year ranges with less than two years.") + return None + years = years[1:] + + if max_num_years is not None and len(years) > max_num_years: + log.error( + f"Number of years ({len(years)}) exceeds the maximum number of years ({max_num_years}). Consider setting years explicitly or increasing max_num_years. Years available: {years}" + ) + return None + + # Download PNGs in parallel. + log.info("Downloading images in parallel.") + image_paths = [] + with ThreadPoolExecutor(max_workers=max_workers) as executor: + futures = { + executor.submit( + download_chart_png, + modify_chart_url(chart_url, year, year_range_open, tab), + Path(png_folder) / create_image_file_name(year=year, year_range_open=year_range_open, tab=tab), + ): year + for year in years + } + + for future in tqdm(as_completed(futures), total=len(futures), desc="Downloading PNGs"): + try: + image_path = future.result() + if image_path: + image_paths.append(image_path) + except Exception as e: + log.error(f"Error downloading image: {e}") + + return image_paths + + +def prepare_images(image_paths, remove_duplicate_frames, repetitions_last_frame): + # Create a list of images from a list of image paths. + images = [Image.open(img) for img in sorted(image_paths)] + if remove_duplicate_frames: + # Sometimes, even though the list of years is correct for all countries, for the specifically selected ones there may not be any data. + # In this case, the PNGs will be the same, so we can remove duplicates. + images = [images[i] for i in range(len(images)) if i == 0 or images[i] != images[i - 1]] + + # Optionally repeat the last frame. + images += [images[-1]] * repetitions_last_frame + + return images + + +def create_gif_from_images( + image_paths, + output_file, + duration=200, + loops=0, + remove_duplicate_frames=True, + repetitions_last_frame=0, + duration_of_animation=False, +): + # Prepare a list of image objects. + images = prepare_images( + image_paths=image_paths, + remove_duplicate_frames=remove_duplicate_frames, + repetitions_last_frame=repetitions_last_frame, + ) + + if duration_of_animation: + duration = duration // len(images) + + # There seems to be a PIL bug when specifying loops. + if loops == 1: + # Repeat loop only once. + images[0].save(output_file, save_all=True, append_images=images[1:], optimize=True, duration=duration) + elif loops == 0: + # Infinite loop. + images[0].save( + output_file, save_all=True, append_images=images[1:], optimize=True, duration=duration, loop=loops + ) + else: + # Repeat loop a fixed number of times. + images[0].save( + output_file, save_all=True, append_images=images[1:], optimize=True, duration=duration, loop=loops - 1 + ) + log.info(f"GIF successfully created at {output_file}") + return output_file + + +def create_mp4_from_images( + image_paths, + output_file, + duration, + remove_duplicate_frames=True, + repetitions_last_frame=0, + duration_of_animation=False, +): + # Prepare a list of image objects. + images = prepare_images( + image_paths=image_paths, + remove_duplicate_frames=remove_duplicate_frames, + repetitions_last_frame=repetitions_last_frame, + ) + + if duration_of_animation: + duration = duration / len(images) + + # Calculate frame rate from duration per frame. + frame_rate = 1 / (duration / 1000) + + temp_image_paths = [] + for idx, img in enumerate(images): + temp_path = f"/tmp/temp_image_{idx}.png" + img.save(temp_path) + temp_image_paths.append(temp_path) + + clip = ImageSequenceClip(temp_image_paths, fps=frame_rate) + clip.write_videofile(output_file, codec="libx264", fps=frame_rate, preset="slow", audio=False) + + return output_file + + +@click.command(name="chart_animation", cls=RichCommand, help=__doc__) +@click.argument("chart_url", type=str) +@click.option( + "--output-file", + type=str, + default=None, + help=f"Output file path. If None, creates a file in {DOWNLOADS_DIR}.", +) +@click.option( + "--output-format", + type=click.Choice(["gif", "mp4"]), + default="gif", + help="Output format (either gif or mp4).", +) +@click.option( + "--tab", + type=click.Choice(["map", "chart"]), + default=None, + help="Chart tab view (either map or chart). If not specified, it is inferred from URL, and otherwise defaults to map.", +) +@click.option( + "--years", + type=str, + default=None, + help="Comma-separated list of years to plot. If None, uses all years in the chart. To avoid many queries, a parameter --max-num-years is defined.", +) +@click.option( + "--year-range-open/--year-range-closed", + default=True, + help="Whether the year range is open or closed. If open, the range is from earliest to the year. If closed, the range is only the year.", +) +@click.option( + "--duration", + type=int, + default=200, + help="Duration in milliseconds (of each frame, or of the entire GIF).", +) +@click.option( + "--loops", + type=int, + default=0, + help="Number of times the GIF should loop. 0 = infinite looping.", +) +@click.option( + "--repetitions-last-frame", + type=int, + default=0, + help="Number of repetitions of the last frame.", +) +@click.option( + "--max-workers", + type=int, + default=None, + help="Maximum number of parallel threads. If None, uses the number of CPUs available.", +) +@click.option( + "--png-folder", + type=str, + default=None, + help="Directory to save downloaded PNG images. If None, use Downloads folder.", +) +@click.option( + "--max-num-years", + type=int, + default=MAX_NUM_YEARS, + help="Maximum number of years to download. If the number of years in the chart exceeds this value, the script will stop.", +) +@click.option( + "--duration-of-animation/--duration-of-frame", + default=False, + help="Whether the duration is for each frame or the entire animation.", + is_flag=True, +) +@click.option( + "--remove-duplicate-frames", + is_flag=True, + help="Remove duplicate frames from the GIF.", +) +def cli( + chart_url, + output_format, + output_file, + tab, + years, + year_range_open, + duration, + loops, + repetitions_last_frame, + max_workers, + png_folder, + max_num_years, + duration_of_animation, + remove_duplicate_frames, +): + # Given a chart URL, create a GIF with the chart data. + + # Parse years. + if years is not None: + years = [int(year) for year in years.split(",")] + + # Get chart slug. + slug = get_chart_slug(chart_url) + + # Determine the default directory for PNGs. + if png_folder is None: + png_folder = DOWNLOADS_DIR / slug + png_folder.mkdir(parents=True, exist_ok=True) + log.info(f"Using Downloads folder for PNGs: {png_folder}") + else: + Path(png_folder).mkdir(parents=True, exist_ok=True) + + # Define output file for the GIF. + if output_file is None: + output_file = DOWNLOADS_DIR / f"{slug}.{output_format}" + + # Get images from chart URL. + image_paths = get_images_from_chart_url( + chart_url=chart_url, + png_folder=png_folder, + tab=tab, + years=years, + year_range_open=year_range_open, + max_workers=max_workers, + max_num_years=max_num_years, + ) + + if image_paths: + if output_format == "mp4": + log.info("Creating GIF...") + return create_mp4_from_images( + image_paths=image_paths, + output_file=output_file, + duration=duration, + remove_duplicate_frames=remove_duplicate_frames, + repetitions_last_frame=repetitions_last_frame, + duration_of_animation=duration_of_animation, + ) + else: + log.info("Creating video...") + return create_gif_from_images( + image_paths=image_paths, + output_file=output_file, + duration=duration, + loops=loops, + remove_duplicate_frames=remove_duplicate_frames, + repetitions_last_frame=repetitions_last_frame, + duration_of_animation=duration_of_animation, + ) + else: + log.error("Could not create animation because there are no images downloaded.") + return None + + +if __name__ == "__main__": + cli() diff --git a/apps/wizard/app_pages/chart_animation.py b/apps/wizard/app_pages/chart_animation.py new file mode 100644 index 00000000000..0ff216a474a --- /dev/null +++ b/apps/wizard/app_pages/chart_animation.py @@ -0,0 +1,214 @@ +import streamlit as st +from structlog import get_logger + +from apps.chart_animation.cli import ( + DOWNLOADS_DIR, + MAX_NUM_YEARS, + create_gif_from_images, + create_image_file_name, + create_mp4_from_images, + get_chart_slug, + get_images_from_chart_url, + get_query_parameters_in_chart, + get_years_in_chart, +) +from apps.wizard.utils.components import grapher_chart_from_url, st_horizontal, st_info + +# Initialize log. +log = get_logger() + +# PAGE CONFIG +st.set_page_config( + page_title="Wizard: Chart animation", + page_icon="🪄", +) + +######################################################################################################################## +# RENDER +######################################################################################################################## + +# Streamlit app layout. +st.title(":material/animated_images: Chart animation") + +# Initialize session state for generated files. +st.session_state.chart_animation_images_folder = st.session_state.get("chart_animation_images_folder", DOWNLOADS_DIR) +st.session_state.chart_animation_image_paths = st.session_state.get("chart_animation_image_paths", None) +st.session_state.chart_animation_images_exist = st.session_state.get("chart_animation_images_exist", False) +st.session_state.chart_animation_gif_file = st.session_state.get("chart_animation_gif_file", None) +st.session_state.chart_animation_iframe_html = st.session_state.get("chart_animation_iframe_html", None) +st.session_state.chart_animation_show_image_settings = st.session_state.get( + "chart_animation_show_image_settings", False +) +# NOTE: The range of years will be loaded automatically from the chart's metadata. We just define this range here to avoid typing issues. +st.session_state.chart_animation_years = st.session_state.get("chart_animation_years", range(2000, 2022)) +st.session_state.chart_animation_years_selected = st.session_state.get( + "chart_animation_years_selected", st.session_state.chart_animation_years +) +st.session_state.chart_animation_max_num_years = MAX_NUM_YEARS + +# Step 1: Input chart URL and get years. +chart_url = st.text_input( + "Enter grapher URL", + "", + placeholder="https://ourworldindata.org/grapher/share-electricity-low-carbon?tab=chart&country=OWID_WRL~OWID_EUR~OWID_AFR", + help="Paste the URL of the chart you want to animate. Note that some parameters cannot be extracted from the URL (e.g. the type of tab view). But you can modify them afterwards.", +) + +# Get slug from URL. +slug = get_chart_slug(chart_url=chart_url) + +# Set images folder and output file. +st.session_state.chart_animation_images_folder = DOWNLOADS_DIR / slug +if not st.session_state.chart_animation_images_folder.exists(): + # Create the default output folder if it doesn't exist. + st.session_state.chart_animation_images_folder.mkdir(parents=True) +st.session_state.chart_animation_gif_file = DOWNLOADS_DIR / f"{slug}.gif" +st.session_state.chart_animation_images_exist = ( + len([image for image in st.session_state.chart_animation_images_folder.iterdir() if image.suffix == ".png"]) > 0 +) +st.session_state.chart_animation_image_paths = [ + image for image in st.session_state.chart_animation_images_folder.iterdir() if image.suffix == ".png" +] + +if st.button("Get chart"): + if not chart_url: + st.error("Please enter a valid chart URL.") + st.stop() + # Embed the iframe in the app. + st.session_state.chart_animation_years = get_years_in_chart(chart_url) + st.session_state.chart_animation_show_image_settings = True + +# Display iframe if it was fetched. +if st.session_state.chart_animation_show_image_settings: + with st.container(border=True): + st.session_state.chart_animation_iframe_html = grapher_chart_from_url(chart_url) + st_info( + "Modify chart as you wish, click on share -> copy link, and paste it in the box above.", + ) + + # SHOW OPTIONS FOR CHART + with st.container(border=True): + query_parameters = get_query_parameters_in_chart(chart_url, all_years=st.session_state.chart_animation_years) + # Create a slider to select min and max years. + year_min, year_max = st.select_slider( + "Select year range", + options=st.session_state.chart_animation_years, + value=(query_parameters["year_min"], query_parameters["year_max"]), + ) + + # Get the selected subset of years. + years = [year for year in st.session_state.chart_animation_years if year_min <= year <= year_max] + + st.session_state.chart_animation_max_num_years = st.number_input( + "Maximum number of years", + value=MAX_NUM_YEARS, + help="Maximum number of years to generate images for (to avoid too many API call).", + ) + + if len(years) > st.session_state.chart_animation_max_num_years: + st.error( + f"Number of years in the chart ({len(years)}) is higher than the maximum number of years ({st.session_state.chart_animation_max_num_years}). You can either increase the maximum number of years or select a smaller range." + ) + st.stop() + + # SHOW OPTIONS FOR IMAGE GENERATION + with st.container(border=True): + # Tab and year range settings. + def add_icons_to_tabs(tab_name): + if tab_name == "map": + return ":material/map: map" + elif tab_name == "chart": + return ":material/show_chart: chart" + return f":material/{tab_name}: {tab_name}" + + # tab = st.radio("Select tab", ["map", "chart"], horizontal=True) + tab = st.segmented_control( + "Select tab", ["map", "chart"], format_func=add_icons_to_tabs, default=query_parameters["tab"] + ) + + if tab == "chart": + year_range_open = st.toggle( + "Year range open", + value=query_parameters["year_range_open"], + help="Only relevant for the chart view. If checked, the year range will be open. Uncheck if you want to generate a sequence of bar charts.", + ) + else: + year_range_open = True + + # GIF settings. + # output_type = st.radio("Output Type", ["GIF", "Video"], horizontal=True) + output_type = st.segmented_control("Output Type", ["GIF", "Video"], default="GIF") + st.session_state.chart_animation_gif_file = st.session_state.chart_animation_gif_file.with_suffix( + ".gif" if output_type == "GIF" else ".mp4" + ) + remove_duplicates = st.toggle("Remove duplicate frames", value=True) + with st_horizontal(): + repetitions_last_frame = st.number_input("Repetitions of Last Frame", value=0, step=1) + if output_type == "GIF": + loop_count = st.number_input("Number of Loops (0 = Infinite)", value=0, step=1) + duration = st.number_input("Duration (ms)", value=200, step=10) + duration_of = st.radio( + "Duration of", + ["Each frame", "Entire animation"], + horizontal=True, + help="Choose if the duration parameter refers to each frame, or the entire animation. Note that each frame cannot be shorter than 20ms.", + ) + + # Fetch all needed images (skipping the ones that already exist). + st.session_state.chart_animation_image_paths = get_images_from_chart_url( + chart_url=chart_url, + png_folder=st.session_state.chart_animation_images_folder, + tab=tab, + years=years, + year_range_open=year_range_open, + max_workers=None, + max_num_years=st.session_state.chart_animation_max_num_years, + ) + st.session_state.chart_animation_images_exist = len(st.session_state.chart_animation_image_paths) > 0 # type: ignore + + # Select only images that match the required parameters. + image_paths_selected = [ + st.session_state.chart_animation_images_folder + / create_image_file_name(year=year, year_range_open=year_range_open, tab=tab) + for year in years + ] + + # GIF/Video generation. + if output_type == "GIF": + st.session_state.chart_animation_gif_file = create_gif_from_images( + image_paths=image_paths_selected, + output_file=st.session_state.chart_animation_gif_file, + duration=duration, + loops=loop_count, # type: ignore + remove_duplicate_frames=remove_duplicates, + repetitions_last_frame=repetitions_last_frame, + duration_of_animation=duration_of == "Entire animation", + ) + # GIF preview. + st_info('Animation preview. Right click and "Save Image As..." to download it.') + st.image(str(st.session_state.chart_animation_gif_file), use_container_width=True) + else: + st.session_state.chart_animation_gif_file = create_mp4_from_images( + image_paths=image_paths_selected, + output_file=st.session_state.chart_animation_gif_file, + duration=duration, + remove_duplicate_frames=remove_duplicates, + repetitions_last_frame=repetitions_last_frame, + duration_of_animation=duration_of == "Entire animation", + ) + # Video preview + st_info('Animation preview. Right click and "Save video as..." to download it.') + with open(str(st.session_state.chart_animation_gif_file), "rb") as video_file: + st.video(video_file.read(), format="video/mp4", autoplay=True) + + # Button to delete all images in the folder. + if st.button( + "Delete images", + disabled=not st.session_state.chart_animation_images_exist, + help=f"To generate the animation, several chart images were downloaded and saved in in folder: `{st.session_state.chart_animation_images_folder}`. Click this button to delete them.", + ): + for image in st.session_state.chart_animation_image_paths: # type: ignore + image.unlink() + # Update session state to reflect that images are deleted. + st.session_state.chart_animation_images_exist = False + st.toast("✅ Images deleted.") diff --git a/apps/wizard/config/config.yml b/apps/wizard/config/config.yml index a333733c6cd..f00f6090fc0 100644 --- a/apps/wizard/config/config.yml +++ b/apps/wizard/config/config.yml @@ -190,7 +190,6 @@ sections: icon: ":material/lightbulb:" image_url: "https://cdn.cpdonline.co.uk/wp-content/uploads/2023/08/03153310/Starting-To-Become-A-Writer-1200x350.jpg" - - title: "Misc" description: |- Other helpful tools in the ETL ecosystem. @@ -209,6 +208,13 @@ sections: entrypoint: app_pages/owidle.py icon: ":material/videogame_asset:" image_url: "https://t3.ftcdn.net/jpg/06/26/23/36/360_F_626233679_tesiSRP9Jinq5wS0ZgbdJ6k5adupmgKl.jpg" + - title: "Chart animation" + alias: chart-animation + description: "Create an animated GIF or a video from a chart" + maintainer: "@pablo" + entrypoint: app_pages/chart_animation.py + icon: ":material/animated_images:" + image_url: "https://img.freepik.com/free-photo/abstract-yellow-smooth-wave-lines_1017-24863.jpg" - title: "Metadata" description: |- diff --git a/apps/wizard/utils/components.py b/apps/wizard/utils/components.py index ee75301c725..50e852e17ae 100644 --- a/apps/wizard/utils/components.py +++ b/apps/wizard/utils/components.py @@ -111,6 +111,16 @@ def grapher_chart( _chart_html(chart_config, owid_env, height=height, **kwargs) +def grapher_chart_from_url(chart_url: str, height=600): + """Plot a Grapher chart using the Grapher API.""" + chart_animation_iframe_html = f""" + + """ + return st.components.v1.html(chart_animation_iframe_html, height=height) # type: ignore + + def _chart_html(chart_config: Dict[str, Any], owid_env: OWIDEnv, height=600, **kwargs): """Plot a Grapher chart using the Grapher API. @@ -321,3 +331,7 @@ def st_multiselect_wider(num_px: int = 1000): """, unsafe_allow_html=True, ) + + +def st_info(text): + st.info(text, icon=":material/info:") diff --git a/pyproject.toml b/pyproject.toml index 124df7b0ed6..1cb685a3373 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -133,6 +133,7 @@ wizard = [ # error: distribution torch==2.2.2 @ registry+https://pypi.org/simple can't be installed because it doesn't have a source distribution or wheel for the current platform "torch<2.3.0", "sentence-transformers>=2.2.2", + "moviepy>=2.1.1", ] [project.scripts] diff --git a/uv.lock b/uv.lock index d2b811f2492..37dd673c98a 100644 --- a/uv.lock +++ b/uv.lock @@ -84,21 +84,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f5/76/a57ceff577ae26fe9a6f31ac799bc638ecf26e4acdf04295290b9929b349/aiohttp-3.11.7-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:9d18a8b44ec8502a7fde91446cd9c9b95ce7c49f1eacc1fb2358b8907d4369fd", size = 1690038 }, { url = "https://files.pythonhosted.org/packages/4b/81/b20e09003b6989a7f23a721692137a6143420a151063c750ab2a04878e3c/aiohttp-3.11.7-cp312-cp312-win32.whl", hash = "sha256:3d1c9c15d3999107cbb9b2d76ca6172e6710a12fda22434ee8bd3f432b7b17e8", size = 409887 }, { url = "https://files.pythonhosted.org/packages/b7/0b/607c98bff1d07bb21e0c39e7711108ef9ff4f2a361a3ec1ce8dce93623a5/aiohttp-3.11.7-cp312-cp312-win_amd64.whl", hash = "sha256:018f1b04883a12e77e7fc161934c0f298865d3a484aea536a6a2ca8d909f0ba0", size = 436462 }, - 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