From e18430ac0d6b0b77a52f20c7e5d1070696fcf4ab Mon Sep 17 00:00:00 2001 From: Freddy Boulton Date: Wed, 25 Sep 2024 12:19:19 -0400 Subject: [PATCH 01/66] Initial commit --- LICENSE | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 LICENSE diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..799e91a --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Freddy Boulton + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. From 83be4aa3eae199b5827c6a0bb93ff9fcc5183359 Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Tue, 24 Sep 2024 17:51:45 -0700 Subject: [PATCH 02/66] Working draft --- .gitignore | 14 + README.md | 469 ++ backend/gradio_webrtc/__init__.py | 4 + backend/gradio_webrtc/webrtc.py | 315 ++ demo/README.md | 44 + demo/__init__.py | 0 demo/app.py | 108 + demo/css.css | 157 + demo/draw_boxes.py | 45 + demo/requirements.txt | 3 + demo/space.py | 230 + frontend/Example.svelte | 78 + frontend/Index.svelte | 144 + frontend/gradio.config.js | 9 + frontend/index.ts | 7 + frontend/package-lock.json | 4963 ++++++++++++++++++++++ frontend/package.json | 59 + frontend/shared/InteractiveVideo.svelte | 87 + frontend/shared/Player.svelte | 270 ++ frontend/shared/Video.svelte | 197 + frontend/shared/VideoControls.svelte | 202 + frontend/shared/VideoPreview.svelte | 108 + frontend/shared/VideoTimeline.svelte | 279 ++ frontend/shared/Webcam.svelte | 402 ++ frontend/shared/WebcamPermissions.svelte | 46 + frontend/shared/index.ts | 1 + frontend/shared/stream_utils.ts | 49 + frontend/shared/utils.ts | 146 + frontend/shared/webrtc_utils.ts | 141 + pyproject.toml | 51 + 30 files changed, 8628 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 backend/gradio_webrtc/__init__.py create mode 100644 backend/gradio_webrtc/webrtc.py create mode 100644 demo/README.md create mode 100644 demo/__init__.py create mode 100644 demo/app.py create mode 100644 demo/css.css create mode 100644 demo/draw_boxes.py create mode 100644 demo/requirements.txt create mode 100644 demo/space.py create mode 100644 frontend/Example.svelte create mode 100644 frontend/Index.svelte create mode 100644 frontend/gradio.config.js create mode 100644 frontend/index.ts create mode 100644 frontend/package-lock.json create mode 100644 frontend/package.json create mode 100644 frontend/shared/InteractiveVideo.svelte create mode 100644 frontend/shared/Player.svelte create mode 100644 frontend/shared/Video.svelte create mode 100644 frontend/shared/VideoControls.svelte create mode 100644 frontend/shared/VideoPreview.svelte create mode 100644 frontend/shared/VideoTimeline.svelte create mode 100644 frontend/shared/Webcam.svelte create mode 100644 frontend/shared/WebcamPermissions.svelte create mode 100644 frontend/shared/index.ts create mode 100644 frontend/shared/stream_utils.ts create mode 100644 frontend/shared/utils.ts create mode 100644 frontend/shared/webrtc_utils.ts create mode 100644 pyproject.toml diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..b919c25 --- /dev/null +++ b/.gitignore @@ -0,0 +1,14 @@ +.eggs/ +dist/ +*.pyc +__pycache__/ +*.py[cod] +*$py.class +__tmp/* +*.pyi +.mypycache +.ruff_cache +node_modules +backend/**/templates/ +demo/MobileNetSSD_deploy.caffemodel +demo/MobileNetSSD_deploy.prototxt.txt \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..6bbb0e3 --- /dev/null +++ b/README.md @@ -0,0 +1,469 @@ +--- +tags: [gradio-custom-component, Video, streaming, webrtc, realtime] +title: gradio_webrtc +short_description: Stream images in realtime with webrtc +colorFrom: blue +colorTo: yellow +sdk: gradio +pinned: false +app_file: space.py +--- + +# `gradio_webrtc` +Static Badge + +Stream images in realtime with webrtc + +## Installation + +```bash +pip install gradio_webrtc +``` + +## Usage + +```python +import gradio as gr +import cv2 +import numpy as np +from gradio_webrtc import WebRTC +from pathlib import Path + +CLASSES = [ + "background", + "aeroplane", + "bicycle", + "bird", + "boat", + "bottle", + "bus", + "car", + "cat", + "chair", + "cow", + "diningtable", + "dog", + "horse", + "motorbike", + "person", + "pottedplant", + "sheep", + "sofa", + "train", + "tvmonitor", +] +COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3)) + +directory = Path(__file__).parent + +MODEL = str((directory / "MobileNetSSD_deploy.caffemodel").resolve()) +PROTOTXT = str((directory / "MobileNetSSD_deploy.prototxt.txt").resolve()) +net = cv2.dnn.readNetFromCaffe(PROTOTXT, MODEL) + + +def detection(image, conf_threshold=0.3): + + blob = cv2.dnn.blobFromImage( + cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5 + ) + net.setInput(blob) + + detections = net.forward() + image = cv2.resize(image, (500, 500)) + (h, w) = image.shape[:2] + labels = [] + for i in np.arange(0, detections.shape[2]): + confidence = detections[0, 0, i, 2] + + if confidence > conf_threshold: + # extract the index of the class label from the `detections`, + # then compute the (x, y)-coordinates of the bounding box for + # the object + idx = int(detections[0, 0, i, 1]) + box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) + (startX, startY, endX, endY) = box.astype("int") + + # display the prediction + label = f"{CLASSES[idx]}: {round(confidence * 100, 2)}%" + labels.append(label) + cv2.rectangle(image, (startX, startY), (endX, endY), COLORS[idx], 2) + y = startY - 15 if startY - 15 > 15 else startY + 15 + cv2.putText( + image, label, (startX, y), cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2 + ) + return image + + +css=""".my-group {max-width: 600px !important; max-height: 600 !important;} + .my-column {display: flex !important; justify-content: center !important; align-items: center !important};""" + + +with gr.Blocks(css=css) as demo: + gr.HTML( + """ +

+ YOLOv10 Webcam Stream +

+ """) + gr.HTML( + """ +

+ arXiv | github +

+ """) + with gr.Column(elem_classes=["my-column"]): + with gr.Group(elem_classes=["my-group"]): + image = WebRTC(label="Strean") + conf_threshold = gr.Slider( + label="Confidence Threshold", + minimum=0.0, + maximum=1.0, + step=0.05, + value=0.30, + ) + + image.webrtc_stream( + fn=detection, + inputs=[image], + stream_every=0.05, + time_limit=30 + ) + +if __name__ == '__main__': + demo.launch() + +``` + +## `WebRTC` + +### Initialization + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
nametypedefaultdescription
value + +```python +str + | Path + | tuple[str | Path, str | Path | None] + | Callable + | None +``` + +Nonepath or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.
height + +```python +int | str | None +``` + +NoneThe height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.
width + +```python +int | str | None +``` + +NoneThe width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.
label + +```python +str | None +``` + +Nonethe label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.
every + +```python +Timer | float | None +``` + +Nonecontinously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.
inputs + +```python +Component | Sequence[Component] | set[Component] | None +``` + +Nonecomponents that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.
show_label + +```python +bool | None +``` + +Noneif True, will display label.
container + +```python +bool +``` + +Trueif True, will place the component in a container - providing some extra padding around the border.
scale + +```python +int | None +``` + +Nonerelative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.
min_width + +```python +int +``` + +160minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.
interactive + +```python +bool | None +``` + +Noneif True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.
visible + +```python +bool +``` + +Trueif False, component will be hidden.
elem_id + +```python +str | None +``` + +Nonean optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.
elem_classes + +```python +list[str] | str | None +``` + +Nonean optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.
render + +```python +bool +``` + +Trueif False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.
key + +```python +int | str | None +``` + +Noneif assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.
mirror_webcam + +```python +bool +``` + +Trueif True webcam will be mirrored. Default is True.
show_share_button + +```python +bool | None +``` + +Noneif True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.
show_download_button + +```python +bool | None +``` + +Noneif True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.
min_length + +```python +int | None +``` + +Nonethe minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.
max_length + +```python +int | None +``` + +Nonethe maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.
streaming + +```python +bool +``` + +Falsewhen used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding.
+ + +### Events + +| name | description | +|:-----|:------------| +| `tick` | | + + + +### User function + +The impact on the users predict function varies depending on whether the component is used as an input or output for an event (or both). + +- When used as an Input, the component only impacts the input signature of the user function. +- When used as an output, the component only impacts the return signature of the user function. + +The code snippet below is accurate in cases where the component is used as both an input and an output. + +- **As output:** Is passed, passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`. +- **As input:** Should return, expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file. + + ```python + def predict( + value: str + ) -> typing.Any: + return value + ``` + diff --git a/backend/gradio_webrtc/__init__.py b/backend/gradio_webrtc/__init__.py new file mode 100644 index 0000000..6783709 --- /dev/null +++ b/backend/gradio_webrtc/__init__.py @@ -0,0 +1,4 @@ + +from .webrtc import WebRTC + +__all__ = ['WebRTC'] diff --git a/backend/gradio_webrtc/webrtc.py b/backend/gradio_webrtc/webrtc.py new file mode 100644 index 0000000..eb2c60b --- /dev/null +++ b/backend/gradio_webrtc/webrtc.py @@ -0,0 +1,315 @@ +"""gr.Video() component.""" + +from __future__ import annotations + +from collections.abc import Callable, Sequence +from pathlib import Path +from typing import TYPE_CHECKING, Any, Literal, Optional, cast + + +from aiortc import RTCPeerConnection, RTCSessionDescription +from aiortc.contrib.media import MediaRelay +from aiortc import VideoStreamTrack +from aiortc.mediastreams import MediaStreamError +from aiortc.contrib.media import VideoFrame # type: ignore +from gradio_client import handle_file +import numpy as np + + +from gradio import utils, wasm_utils +from gradio.components.base import Component, server + +if TYPE_CHECKING: + from gradio.components import Timer + from gradio.blocks import Block + + +if wasm_utils.IS_WASM: + raise ValueError("Not supported in gradio-lite!") + + + +class VideoCallback(VideoStreamTrack): + """ + This works for streaming input and output + """ + + kind = "video" + + def __init__( + self, + track, + event_handler: Callable, + ) -> None: + super().__init__() # don't forget this! + self.track = track + self.event_handler = event_handler + self.latest_args: str | list[Any] = "not_set" + + def add_frame_to_payload(self, args: list[Any], frame: np.ndarray | None) -> list[Any]: + new_args = [] + for val in args: + if isinstance(val, str) and val == "__webrtc_value__": + new_args.append(frame) + else: + new_args.append(val) + return new_args + + + def array_to_frame(self, array: np.ndarray) -> VideoFrame: + return VideoFrame.from_ndarray(array, format="bgr24") + + async def recv(self): + try: + + try: + frame = await self.track.recv() + except MediaStreamError: + return + frame_array = frame.to_ndarray(format="bgr24") + + if self.latest_args == "not_set": + print("args not set") + return frame + + + args = self.add_frame_to_payload(self.latest_args, frame_array) + + array = self.event_handler(*args) + + new_frame = self.array_to_frame(array) + if frame: + new_frame.pts = frame.pts + new_frame.time_base = frame.time_base + else: + pts, time_base = await self.next_timestamp() + new_frame.pts = pts + new_frame.time_base = time_base + + return new_frame + except Exception as e: + print(e) + import traceback + + traceback.print_exc() + + +class WebRTC(Component): + """ + Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output). + For the video to be playable in the browser it must have a compatible container and codec combination. Allowed + combinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects + that the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video. + If the conversion fails, the original video is returned. + + Demos: video_identity_2 + """ + + pcs: set[RTCPeerConnection] = set([]) + relay = MediaRelay() + connections: dict[str, VideoCallback] = {} + + EVENTS = [ + "tick" + ] + + def __init__( + self, + value: str + | Path + | tuple[str | Path, str | Path | None] + | Callable + | None = None, + *, + height: int | str | None = None, + width: int | str | None = None, + label: str | None = None, + every: Timer | float | None = None, + inputs: Component | Sequence[Component] | set[Component] | None = None, + show_label: bool | None = None, + container: bool = True, + scale: int | None = None, + min_width: int = 160, + interactive: bool | None = None, + visible: bool = True, + elem_id: str | None = None, + elem_classes: list[str] | str | None = None, + render: bool = True, + key: int | str | None = None, + mirror_webcam: bool = True, + show_share_button: bool | None = None, + show_download_button: bool | None = None, + min_length: int | None = None, + max_length: int | None = None, + streaming: bool = False, + ): + """ + Parameters: + value: path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component. + format: the file extension with which to save video, such as 'avi' or 'mp4'. This parameter applies both when this component is used as an input to determine which file format to convert user-provided video to, and when this component is used as an output to determine the format of video returned to the user. If None, no file format conversion is done and the video is kept as is. Use 'mp4' to ensure browser playability. + height: The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video. + width: The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video. + label: the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to. + every: continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer. + inputs: components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change. + show_label: if True, will display label. + container: if True, will place the component in a container - providing some extra padding around the border. + scale: relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True. + min_width: minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first. + interactive: if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output. + visible: if False, component will be hidden. + elem_id: an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles. + elem_classes: an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles. + render: if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later. + key: if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved. + mirror_webcam: if True webcam will be mirrored. Default is True. + include_audio: whether the component should record/retain the audio track for a video. By default, audio is excluded for webcam videos and included for uploaded videos. + autoplay: whether to automatically play the video when the component is used as an output. Note: browsers will not autoplay video files if the user has not interacted with the page yet. + show_share_button: if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise. + show_download_button: if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components. + min_length: the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length. + max_length: the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length. + loop: if True, the video will loop when it reaches the end and continue playing from the beginning. + streaming: when used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding. + watermark: an image file to be included as a watermark on the video. The image is not scaled and is displayed on the bottom right of the video. Valid formats for the image are: jpeg, png. + """ + self.height = height + self.width = width + self.mirror_webcam = mirror_webcam + self.concurrency_limit = 1 + self.show_share_button = ( + (utils.get_space() is not None) + if show_share_button is None + else show_share_button + ) + self.show_download_button = show_download_button + self.min_length = min_length + self.max_length = max_length + self.streaming = streaming + self.event_handler: Callable | None = None + super().__init__( + label=label, + every=every, + inputs=inputs, + show_label=show_label, + container=container, + scale=scale, + min_width=min_width, + interactive=interactive, + visible=visible, + elem_id=elem_id, + elem_classes=elem_classes, + render=render, + key=key, + value=value, + ) + + def preprocess(self, payload: str) -> str: + """ + Parameters: + payload: An instance of VideoData containing the video and subtitle files. + Returns: + Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`. + """ + return payload + + + def postprocess(self, value: Any) -> str: + """ + Parameters: + value: Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file. + Returns: + VideoData object containing the video and subtitle files. + """ + return "__webrtc_value__" + + def set_output(self, webrtc_id: str, *args): + if webrtc_id in self.connections: + self.connections[webrtc_id].latest_args = ["__webrtc_value__"] + list(args) + + def webrtc_stream( + self, + fn: Callable[..., Any] | None = None, + inputs: Block | Sequence[Block] | set[Block] | None = None, + js: str | None = None, + concurrency_limit: int | None | Literal["default"] = "default", + concurrency_id: str | None = None, + stream_every: float = 0.5, + time_limit: float | None = None): + + if inputs[0] != self: + raise ValueError("In the webrtc_stream event, the first input component must be the WebRTC component.") + + self.concurrency_limit = 1 if concurrency_limit in ["default", None] else concurrency_limit + self.event_handler = fn + return self.tick(self.set_output, + inputs=inputs, + outputs=None, + concurrency_id=concurrency_id, + concurrency_limit=None, + stream_every=stream_every, + time_limit=None, + js=js + ) + + @server + async def offer(self, body): + + if len(self.connections) >= self.concurrency_limit: + return {"status": "failed"} + + + offer = RTCSessionDescription(sdp=body['sdp'], type=body['type']) + + pc = RTCPeerConnection() + self.pcs.add(pc) + + @pc.on("iceconnectionstatechange") + async def on_iceconnectionstatechange(): + print(pc.iceConnectionState) + if pc.iceConnectionState == "failed": + await pc.close() + self.pcs.discard(pc) + + @pc.on("connectionstatechange") + async def on_connectionstatechange(): + if pc.connectionState in ["failed", "closed"]: + await pc.close() + self.connections.pop(body['webrtc_id'], None) + self.pcs.discard(pc) + + @pc.on("track") + def on_track(track): + cb = VideoCallback( + self.relay.subscribe(track), + event_handler=cast(Callable, self.event_handler) + ) + self.connections[body['webrtc_id']] = cb + pc.addTrack(cb) + + # handle offer + await pc.setRemoteDescription(offer) + + # send answer + answer = await pc.createAnswer() + await pc.setLocalDescription(answer) # type: ignore + + return { + "sdp": pc.localDescription.sdp, + "type": pc.localDescription.type, + } + + def example_payload(self) -> Any: + return { + "video": handle_file( + "https://github.com/gradio-app/gradio/raw/main/demo/video_component/files/world.mp4" + ), + } + + def example_value(self) -> Any: + return "https://github.com/gradio-app/gradio/raw/main/demo/video_component/files/world.mp4" + + + def api_info(self) -> Any: + return {"type": "number"} + diff --git a/demo/README.md b/demo/README.md new file mode 100644 index 0000000..16e1307 --- /dev/null +++ b/demo/README.md @@ -0,0 +1,44 @@ +--- +license: mit +tags: +- object-detection +- computer-vision +- yolov10 +datasets: +- detection-datasets/coco +sdk: gradio +sdk_version: 5.0.0b1 +--- + +### Model Description +[YOLOv10: Real-Time End-to-End Object Detection](https://arxiv.org/abs/2405.14458v1) + +- arXiv: https://arxiv.org/abs/2405.14458v1 +- github: https://github.com/THU-MIG/yolov10 + +### Installation +``` +pip install supervision git+https://github.com/THU-MIG/yolov10.git +``` + +### Yolov10 Inference +```python +from ultralytics import YOLOv10 +import supervision as sv +import cv2 + +IMAGE_PATH = 'dog.jpeg' + +model = YOLOv10.from_pretrained('jameslahm/yolov10{n/s/m/b/l/x}') +model.predict(IMAGE_PATH, show=True) +``` + +### BibTeX Entry and Citation Info + ``` +@article{wang2024yolov10, + title={YOLOv10: Real-Time End-to-End Object Detection}, + author={Wang, Ao and Chen, Hui and Liu, Lihao and Chen, Kai and Lin, Zijia and Han, Jungong and Ding, Guiguang}, + journal={arXiv preprint arXiv:2405.14458}, + year={2024} +} +``` \ No newline at end of file diff --git a/demo/__init__.py b/demo/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/demo/app.py b/demo/app.py new file mode 100644 index 0000000..5bef3fe --- /dev/null +++ b/demo/app.py @@ -0,0 +1,108 @@ +import gradio as gr +import cv2 +import numpy as np +from gradio_webrtc import WebRTC +from pathlib import Path + +CLASSES = [ + "background", + "aeroplane", + "bicycle", + "bird", + "boat", + "bottle", + "bus", + "car", + "cat", + "chair", + "cow", + "diningtable", + "dog", + "horse", + "motorbike", + "person", + "pottedplant", + "sheep", + "sofa", + "train", + "tvmonitor", +] +COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3)) + +directory = Path(__file__).parent + +MODEL = str((directory / "MobileNetSSD_deploy.caffemodel").resolve()) +PROTOTXT = str((directory / "MobileNetSSD_deploy.prototxt.txt").resolve()) +net = cv2.dnn.readNetFromCaffe(PROTOTXT, MODEL) + + +def detection(image, conf_threshold=0.3): + + blob = cv2.dnn.blobFromImage( + cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5 + ) + net.setInput(blob) + + detections = net.forward() + image = cv2.resize(image, (500, 500)) + (h, w) = image.shape[:2] + labels = [] + for i in np.arange(0, detections.shape[2]): + confidence = detections[0, 0, i, 2] + + if confidence > conf_threshold: + # extract the index of the class label from the `detections`, + # then compute the (x, y)-coordinates of the bounding box for + # the object + idx = int(detections[0, 0, i, 1]) + box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) + (startX, startY, endX, endY) = box.astype("int") + + # display the prediction + label = f"{CLASSES[idx]}: {round(confidence * 100, 2)}%" + labels.append(label) + cv2.rectangle(image, (startX, startY), (endX, endY), COLORS[idx], 2) + y = startY - 15 if startY - 15 > 15 else startY + 15 + cv2.putText( + image, label, (startX, y), cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2 + ) + return image + + +css=""".my-group {max-width: 600px !important; max-height: 600 !important;} + .my-column {display: flex !important; justify-content: center !important; align-items: center !important};""" + + +with gr.Blocks(css=css) as demo: + gr.HTML( + """ +

+ YOLOv10 Webcam Stream +

+ """) + gr.HTML( + """ +

+ arXiv | github +

+ """) + with gr.Column(elem_classes=["my-column"]): + with gr.Group(elem_classes=["my-group"]): + image = WebRTC(label="Strean") + conf_threshold = gr.Slider( + label="Confidence Threshold", + minimum=0.0, + maximum=1.0, + step=0.05, + value=0.30, + ) + + image.webrtc_stream( + fn=detection, + inputs=[image], + stream_every=0.05, + time_limit=30 + ) + +if __name__ == '__main__': + demo.launch() diff --git a/demo/css.css b/demo/css.css new file mode 100644 index 0000000..f7256be --- /dev/null +++ b/demo/css.css @@ -0,0 +1,157 @@ +html { + font-family: Inter; + font-size: 16px; + font-weight: 400; + line-height: 1.5; + -webkit-text-size-adjust: 100%; + background: #fff; + color: #323232; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; + text-rendering: optimizeLegibility; +} + +:root { + --space: 1; + --vspace: calc(var(--space) * 1rem); + --vspace-0: calc(3 * var(--space) * 1rem); + --vspace-1: calc(2 * var(--space) * 1rem); + --vspace-2: calc(1.5 * var(--space) * 1rem); + --vspace-3: calc(0.5 * var(--space) * 1rem); +} + +.app { + max-width: 748px !important; +} + +.prose p { + margin: var(--vspace) 0; + line-height: var(--vspace * 2); + font-size: 1rem; +} + +code { + font-family: "Inconsolata", sans-serif; + font-size: 16px; +} + +h1, +h1 code { + font-weight: 400; + line-height: calc(2.5 / var(--space) * var(--vspace)); +} + +h1 code { + background: none; + border: none; + letter-spacing: 0.05em; + padding-bottom: 5px; + position: relative; + padding: 0; +} + +h2 { + margin: var(--vspace-1) 0 var(--vspace-2) 0; + line-height: 1em; +} + +h3, +h3 code { + margin: var(--vspace-1) 0 var(--vspace-2) 0; + line-height: 1em; +} + +h4, +h5, +h6 { + margin: var(--vspace-3) 0 var(--vspace-3) 0; + line-height: var(--vspace); +} + +.bigtitle, +h1, +h1 code { + font-size: calc(8px * 4.5); + word-break: break-word; +} + +.title, +h2, +h2 code { + font-size: calc(8px * 3.375); + font-weight: lighter; + word-break: break-word; + border: none; + background: none; +} + +.subheading1, +h3, +h3 code { + font-size: calc(8px * 1.8); + font-weight: 600; + border: none; + background: none; + letter-spacing: 0.1em; + text-transform: uppercase; +} + +h2 code { + padding: 0; + position: relative; + letter-spacing: 0.05em; +} + +blockquote { + font-size: calc(8px * 1.1667); + font-style: italic; + line-height: calc(1.1667 * var(--vspace)); + margin: var(--vspace-2) var(--vspace-2); +} + +.subheading2, +h4 { + font-size: calc(8px * 1.4292); + text-transform: uppercase; + font-weight: 600; +} + +.subheading3, +h5 { + font-size: calc(8px * 1.2917); + line-height: calc(1.2917 * var(--vspace)); + + font-weight: lighter; + text-transform: uppercase; + letter-spacing: 0.15em; +} + +h6 { + font-size: calc(8px * 1.1667); + font-size: 1.1667em; + font-weight: normal; + font-style: italic; + font-family: "le-monde-livre-classic-byol", serif !important; + letter-spacing: 0px !important; +} + +#start .md > *:first-child { + margin-top: 0; +} + +h2 + h3 { + margin-top: 0; +} + +.md hr { + border: none; + border-top: 1px solid var(--block-border-color); + margin: var(--vspace-2) 0 var(--vspace-2) 0; +} +.prose ul { + margin: var(--vspace-2) 0 var(--vspace-1) 0; +} + +.gap { + gap: 0; +} diff --git a/demo/draw_boxes.py b/demo/draw_boxes.py new file mode 100644 index 0000000..9a0442e --- /dev/null +++ b/demo/draw_boxes.py @@ -0,0 +1,45 @@ +from PIL import ImageDraw, ImageFont # type: ignore +import colorsys + + +def get_color(label): + # Simple hash function to generate consistent colors for each label + hash_value = hash(label) + hue = (hash_value % 100) / 100.0 + saturation = 0.7 + value = 0.9 + rgb = colorsys.hsv_to_rgb(hue, saturation, value) + return tuple(int(x * 255) for x in rgb) + + +def draw_bounding_boxes(image, results: dict, model, threshold=0.3): + draw = ImageDraw.Draw(image) + font = ImageFont.load_default() + + for score, label_id, box in zip( + results["scores"], results["labels"], results["boxes"] + ): + if score > threshold: + label = model.config.id2label[label_id.item()] + box = [round(i, 2) for i in box.tolist()] + color = get_color(label) + + # Draw bounding box + draw.rectangle(box, outline=color, width=3) # type: ignore + + # Prepare text + text = f"{label}: {score:.2f}" + text_bbox = draw.textbbox((0, 0), text, font=font) + text_width = text_bbox[2] - text_bbox[0] + text_height = text_bbox[3] - text_bbox[1] + + # Draw text background + draw.rectangle( + [box[0], box[1] - text_height - 4, box[0] + text_width, box[1]], # type: ignore + fill=color, # type: ignore + ) + + # Draw text + draw.text((box[0], box[1] - text_height - 4), text, fill="white", font=font) + + return image diff --git a/demo/requirements.txt b/demo/requirements.txt new file mode 100644 index 0000000..2840c6b --- /dev/null +++ b/demo/requirements.txt @@ -0,0 +1,3 @@ +safetensors==0.4.3 +opencv-python +https://gradio-builds.s3.amazonaws.com/5.0-dev/e85cc9248cc33e187528f24f3b4415ca7b9e7134/take2/gradio-5.0.0b1-py3-none-any.whl \ No newline at end of file diff --git a/demo/space.py b/demo/space.py new file mode 100644 index 0000000..e62edcf --- /dev/null +++ b/demo/space.py @@ -0,0 +1,230 @@ + +import gradio as gr +from app import demo as app +import os + +_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'str\n | Path\n | tuple[str | Path, str | Path | None]\n | Callable\n | None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'show_share_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.'}, 'show_download_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.'}, 'min_length': {'type': 'int | None', 'default': 'None', 'description': 'the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.'}, 'max_length': {'type': 'int | None', 'default': 'None', 'description': 'the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.'}, 'streaming': {'type': 'bool', 'default': 'False', 'description': 'when used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding.'}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} + +abs_path = os.path.join(os.path.dirname(__file__), "css.css") + +with gr.Blocks( + css=abs_path, + theme=gr.themes.Default( + font_mono=[ + gr.themes.GoogleFont("Inconsolata"), + "monospace", + ], + ), +) as demo: + gr.Markdown( +""" +# `gradio_webrtc` + +
+Static Badge +
+ +Stream images in realtime with webrtc +""", elem_classes=["md-custom"], header_links=True) + app.render() + gr.Markdown( +""" +## Installation + +```bash +pip install gradio_webrtc +``` + +## Usage + +```python +import gradio as gr +import cv2 +import numpy as np +from gradio_webrtc import WebRTC +from pathlib import Path + +CLASSES = [ + "background", + "aeroplane", + "bicycle", + "bird", + "boat", + "bottle", + "bus", + "car", + "cat", + "chair", + "cow", + "diningtable", + "dog", + "horse", + "motorbike", + "person", + "pottedplant", + "sheep", + "sofa", + "train", + "tvmonitor", +] +COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3)) + +directory = Path(__file__).parent + +MODEL = str((directory / "MobileNetSSD_deploy.caffemodel").resolve()) +PROTOTXT = str((directory / "MobileNetSSD_deploy.prototxt.txt").resolve()) +net = cv2.dnn.readNetFromCaffe(PROTOTXT, MODEL) + + +def detection(image, conf_threshold=0.3): + + blob = cv2.dnn.blobFromImage( + cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5 + ) + net.setInput(blob) + + detections = net.forward() + image = cv2.resize(image, (500, 500)) + (h, w) = image.shape[:2] + labels = [] + for i in np.arange(0, detections.shape[2]): + confidence = detections[0, 0, i, 2] + + if confidence > conf_threshold: + # extract the index of the class label from the `detections`, + # then compute the (x, y)-coordinates of the bounding box for + # the object + idx = int(detections[0, 0, i, 1]) + box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) + (startX, startY, endX, endY) = box.astype("int") + + # display the prediction + label = f"{CLASSES[idx]}: {round(confidence * 100, 2)}%" + labels.append(label) + cv2.rectangle(image, (startX, startY), (endX, endY), COLORS[idx], 2) + y = startY - 15 if startY - 15 > 15 else startY + 15 + cv2.putText( + image, label, (startX, y), cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2 + ) + return image + + +css=\"\"\".my-group {max-width: 600px !important; max-height: 600 !important;} + .my-column {display: flex !important; justify-content: center !important; align-items: center !important};\"\"\" + + +with gr.Blocks(css=css) as demo: + gr.HTML( + \"\"\" +

+ YOLOv10 Webcam Stream +

+ \"\"\") + gr.HTML( + \"\"\" +

+ arXiv | github +

+ \"\"\") + with gr.Column(elem_classes=["my-column"]): + with gr.Group(elem_classes=["my-group"]): + image = WebRTC(label="Strean") + conf_threshold = gr.Slider( + label="Confidence Threshold", + minimum=0.0, + maximum=1.0, + step=0.05, + value=0.30, + ) + + image.webrtc_stream( + fn=detection, + inputs=[image], + stream_every=0.05, + time_limit=30 + ) + +if __name__ == '__main__': + demo.launch() + +``` +""", elem_classes=["md-custom"], header_links=True) + + + gr.Markdown(""" +## `WebRTC` + +### Initialization +""", elem_classes=["md-custom"], header_links=True) + + gr.ParamViewer(value=_docs["WebRTC"]["members"]["__init__"], linkify=[]) + + + gr.Markdown("### Events") + gr.ParamViewer(value=_docs["WebRTC"]["events"], linkify=['Event']) + + + + + gr.Markdown(""" + +### User function + +The impact on the users predict function varies depending on whether the component is used as an input or output for an event (or both). + +- When used as an Input, the component only impacts the input signature of the user function. +- When used as an output, the component only impacts the return signature of the user function. + +The code snippet below is accurate in cases where the component is used as both an input and an output. + +- **As input:** Is passed, passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`. +- **As output:** Should return, expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file. + + ```python +def predict( + value: str +) -> typing.Any: + return value +``` +""", elem_classes=["md-custom", "WebRTC-user-fn"], header_links=True) + + + + + demo.load(None, js=r"""function() { + const refs = {}; + const user_fn_refs = { + WebRTC: [], }; + requestAnimationFrame(() => { + + Object.entries(user_fn_refs).forEach(([key, refs]) => { + if (refs.length > 0) { + const el = document.querySelector(`.${key}-user-fn`); + if (!el) return; + refs.forEach(ref => { + el.innerHTML = el.innerHTML.replace( + new RegExp("\\b"+ref+"\\b", "g"), + `${ref}` + ); + }) + } + }) + + Object.entries(refs).forEach(([key, refs]) => { + if (refs.length > 0) { + const el = document.querySelector(`.${key}`); + if (!el) return; + refs.forEach(ref => { + el.innerHTML = el.innerHTML.replace( + new RegExp("\\b"+ref+"\\b", "g"), + `${ref}` + ); + }) + } + }) + }) +} + +""") + +demo.launch() diff --git a/frontend/Example.svelte b/frontend/Example.svelte new file mode 100644 index 0000000..4d20b98 --- /dev/null +++ b/frontend/Example.svelte @@ -0,0 +1,78 @@ + + +{#if value} + {#if playable()} +
+
+ {:else} +
{value}
+ {/if} +{/if} + + diff --git a/frontend/Index.svelte b/frontend/Index.svelte new file mode 100644 index 0000000..6c210ec --- /dev/null +++ b/frontend/Index.svelte @@ -0,0 +1,144 @@ + + + + + + + gradio.dispatch("clear_status", loading_status)} + /> + + + + diff --git a/frontend/gradio.config.js b/frontend/gradio.config.js new file mode 100644 index 0000000..19f8f32 --- /dev/null +++ b/frontend/gradio.config.js @@ -0,0 +1,9 @@ +export default { + plugins: [], + svelte: { + preprocess: [], + }, + build: { + target: "modules", + }, +}; \ No newline at end of file diff --git a/frontend/index.ts b/frontend/index.ts new file mode 100644 index 0000000..fb16e85 --- /dev/null +++ b/frontend/index.ts @@ -0,0 +1,7 @@ +export { default as BaseInteractiveVideo } from "./shared/InteractiveVideo.svelte"; +export { default as BaseStaticVideo } from "./shared/VideoPreview.svelte"; +export { default as BasePlayer } from "./shared/Player.svelte"; +export { prettyBytes, playable, loaded } from "./shared/utils"; +export { default as BaseExample } from "./Example.svelte"; +import { default as Index } from "./Index.svelte"; +export default Index; diff --git a/frontend/package-lock.json b/frontend/package-lock.json new file mode 100644 index 0000000..02890ce --- /dev/null +++ b/frontend/package-lock.json @@ -0,0 +1,4963 @@ +{ + "name": "gradio_webrtc", + "version": "0.11.0-beta.3", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "gradio_webrtc", + "version": "0.11.0-beta.3", + "license": "ISC", + "dependencies": { + "@ffmpeg/ffmpeg": "^0.12.7", + "@ffmpeg/util": "^0.12.1", + "@gradio/atoms": "0.9.0-beta.2", + "@gradio/client": "1.6.0-beta.3", + "@gradio/icons": "0.8.0-beta.2", + "@gradio/image": "0.16.0-beta.3", + "@gradio/statustracker": "0.8.0-beta.2", + "@gradio/upload": "0.13.0-beta.3", + "@gradio/utils": "0.7.0-beta.2", + "@gradio/wasm": "0.14.0-beta.2", + "hls.js": "^1.5.13", + "mrmime": "^2.0.0" + }, + "devDependencies": { + 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"@ffmpeg/ffmpeg": "^0.12.7", + "@ffmpeg/util": "^0.12.1", + "@gradio/atoms": "0.9.0-beta.2", + "@gradio/client": "1.6.0-beta.3", + "@gradio/icons": "0.8.0-beta.2", + "@gradio/image": "0.16.0-beta.3", + "@gradio/statustracker": "0.8.0-beta.2", + "@gradio/upload": "0.13.0-beta.3", + "@gradio/utils": "0.7.0-beta.2", + "@gradio/wasm": "0.14.0-beta.2", + "hls.js": "^1.5.13", + "mrmime": "^2.0.0" + }, + "devDependencies": { + "@gradio/preview": "0.11.1" + }, + "exports": { + "./package.json": "./package.json", + ".": { + "gradio": "./index.ts", + "svelte": "./dist/index.js", + "types": "./dist/index.d.ts" + }, + "./example": { + "gradio": "./Example.svelte", + "svelte": "./dist/Example.svelte", + "types": "./dist/Example.svelte.d.ts" + }, + "./shared": { + "gradio": "./shared/index.ts", + "svelte": "./dist/shared/index.js", + "types": "./dist/shared/index.d.ts" + }, + "./base": { + "gradio": "./shared/VideoPreview.svelte", + "svelte": "./dist/shared/VideoPreview.svelte", + "types": "./dist/shared/VideoPreview.svelte.d.ts" + } + }, + "peerDependencies": { + "svelte": "^4.0.0" + }, + "main": "index.ts", + "main_changeset": true, + "repository": { + "type": "git", + "url": "git+https://github.com/gradio-app/gradio.git", + "directory": "js/video" + } +} \ No newline at end of file diff --git a/frontend/shared/InteractiveVideo.svelte b/frontend/shared/InteractiveVideo.svelte new file mode 100644 index 0000000..2edfc8b --- /dev/null +++ b/frontend/shared/InteractiveVideo.svelte @@ -0,0 +1,87 @@ + + + +
+ + + +
+ + diff --git a/frontend/shared/Player.svelte b/frontend/shared/Player.svelte new file mode 100644 index 0000000..50458ff --- /dev/null +++ b/frontend/shared/Player.svelte @@ -0,0 +1,270 @@ + + +
+
+ +
+ +
+
+ + {#if time === duration} + + {:else if paused} + + {:else} + + {/if} + + + {format_time(time)} / {format_time(duration)} + + + + + + +
+ +
+
+
+
+{#if interactive} + +{/if} + + diff --git a/frontend/shared/Video.svelte b/frontend/shared/Video.svelte new file mode 100644 index 0000000..c3ac900 --- /dev/null +++ b/frontend/shared/Video.svelte @@ -0,0 +1,197 @@ + + + +
+ + + +
+ + + diff --git a/frontend/shared/VideoControls.svelte b/frontend/shared/VideoControls.svelte new file mode 100644 index 0000000..30043a5 --- /dev/null +++ b/frontend/shared/VideoControls.svelte @@ -0,0 +1,202 @@ + + +
+ {#if mode === "edit"} +
+ +
+ {/if} + +
+ {#if mode === "edit" && trimmedDuration !== null} + +
+ + +
+ {:else} +
+ {/if} +
+
+ + handle_clear()} + download={show_download_button ? value?.url : null} +> + {#if showRedo && mode === ""} + { + handle_reset_value(); + mode = ""; + }} + /> + {/if} + + {#if interactive && mode === ""} + + {/if} + + + diff --git a/frontend/shared/VideoPreview.svelte b/frontend/shared/VideoPreview.svelte new file mode 100644 index 0000000..ac0a289 --- /dev/null +++ b/frontend/shared/VideoPreview.svelte @@ -0,0 +1,108 @@ + + + +{#if !value || value.url === undefined} + +{:else} + {#key value.url} + + {/key} +
+ + {#if show_download_button} + + + + {/if} + {#if show_share_button} + { + if (!value) return ""; + let url = await uploadToHuggingFace(value.data, "url"); + return url; + }} + /> + {/if} + +
+{/if} diff --git a/frontend/shared/VideoTimeline.svelte b/frontend/shared/VideoTimeline.svelte new file mode 100644 index 0000000..dcc7ea2 --- /dev/null +++ b/frontend/shared/VideoTimeline.svelte @@ -0,0 +1,279 @@ + + +
+ {#if loadingTimeline} +
+ +
+ {:else} +
+
+ {/if} +
+ + diff --git a/frontend/shared/Webcam.svelte b/frontend/shared/Webcam.svelte new file mode 100644 index 0000000..f77e384 --- /dev/null +++ b/frontend/shared/Webcam.svelte @@ -0,0 +1,402 @@ + + +
+ + + +
+ + \ No newline at end of file diff --git a/frontend/shared/WebcamPermissions.svelte b/frontend/shared/WebcamPermissions.svelte new file mode 100644 index 0000000..f9bd28e --- /dev/null +++ b/frontend/shared/WebcamPermissions.svelte @@ -0,0 +1,46 @@ + + + + + \ No newline at end of file diff --git a/frontend/shared/index.ts b/frontend/shared/index.ts new file mode 100644 index 0000000..979dcd6 --- /dev/null +++ b/frontend/shared/index.ts @@ -0,0 +1 @@ +export { default as Video } from "./Video.svelte"; diff --git a/frontend/shared/stream_utils.ts b/frontend/shared/stream_utils.ts new file mode 100644 index 0000000..9dd8c44 --- /dev/null +++ b/frontend/shared/stream_utils.ts @@ -0,0 +1,49 @@ +export function get_devices(): Promise { + return navigator.mediaDevices.enumerateDevices(); +} + +export function handle_error(error: string): void { + throw new Error(error); +} + +export function set_local_stream( + local_stream: MediaStream | null, + video_source: HTMLVideoElement +): void { + video_source.srcObject = local_stream; + video_source.muted = true; + video_source.play(); +} + +export async function get_video_stream( + include_audio: boolean, + video_source: HTMLVideoElement, + device_id?: string +): Promise { + const size = { + width: { ideal: 1920 }, + height: { ideal: 1440 } + }; + + const constraints = { + video: device_id ? { deviceId: { exact: device_id }, ...size } : size, + audio: include_audio + }; + + return navigator.mediaDevices + .getUserMedia(constraints) + .then((local_stream: MediaStream) => { + set_local_stream(local_stream, video_source); + return local_stream; + }); +} + +export function set_available_devices( + devices: MediaDeviceInfo[] +): MediaDeviceInfo[] { + const cameras = devices.filter( + (device: MediaDeviceInfo) => device.kind === "videoinput" + ); + + return cameras; +} \ No newline at end of file diff --git a/frontend/shared/utils.ts b/frontend/shared/utils.ts new file mode 100644 index 0000000..89a85de --- /dev/null +++ b/frontend/shared/utils.ts @@ -0,0 +1,146 @@ +import { toBlobURL } from "@ffmpeg/util"; +import { FFmpeg } from "@ffmpeg/ffmpeg"; +import { lookup } from "mrmime"; + +export const prettyBytes = (bytes: number): string => { + let units = ["B", "KB", "MB", "GB", "PB"]; + let i = 0; + while (bytes > 1024) { + bytes /= 1024; + i++; + } + let unit = units[i]; + return bytes.toFixed(1) + " " + unit; +}; + +export const playable = (): boolean => { + // TODO: Fix this + // let video_element = document.createElement("video"); + // let mime_type = mime.lookup(filename); + // return video_element.canPlayType(mime_type) != ""; + return true; // FIX BEFORE COMMIT - mime import causing issues +}; + +export function loaded( + node: HTMLVideoElement, + { autoplay }: { autoplay: boolean } +): any { + async function handle_playback(): Promise { + if (!autoplay) return; + await node.play(); + } + + node.addEventListener("loadeddata", handle_playback); + + return { + destroy(): void { + node.removeEventListener("loadeddata", handle_playback); + } + }; +} + +export default async function loadFfmpeg(): Promise { + const ffmpeg = new FFmpeg(); + const baseURL = "https://unpkg.com/@ffmpeg/core@0.12.4/dist/esm"; + + await ffmpeg.load({ + coreURL: await toBlobURL(`${baseURL}/ffmpeg-core.js`, "text/javascript"), + wasmURL: await toBlobURL(`${baseURL}/ffmpeg-core.wasm`, "application/wasm") + }); + + return ffmpeg; +} + +export function blob_to_data_url(blob: Blob): Promise { + return new Promise((fulfill, reject) => { + let reader = new FileReader(); + reader.onerror = reject; + reader.onload = () => fulfill(reader.result as string); + reader.readAsDataURL(blob); + }); +} + +export async function trimVideo( + ffmpeg: FFmpeg, + startTime: number, + endTime: number, + videoElement: HTMLVideoElement +): Promise { + const videoUrl = videoElement.src; + const mimeType = lookup(videoElement.src) || "video/mp4"; + const blobUrl = await toBlobURL(videoUrl, mimeType); + const response = await fetch(blobUrl); + const vidBlob = await response.blob(); + const type = getVideoExtensionFromMimeType(mimeType) || "mp4"; + const inputName = `input.${type}`; + const outputName = `output.${type}`; + + try { + if (startTime === 0 && endTime === 0) { + return vidBlob; + } + + await ffmpeg.writeFile( + inputName, + new Uint8Array(await vidBlob.arrayBuffer()) + ); + + let command = [ + "-i", + inputName, + ...(startTime !== 0 ? ["-ss", startTime.toString()] : []), + ...(endTime !== 0 ? ["-to", endTime.toString()] : []), + "-c:a", + "copy", + outputName + ]; + + await ffmpeg.exec(command); + const outputData = await ffmpeg.readFile(outputName); + const outputBlob = new Blob([outputData], { + type: `video/${type}` + }); + + return outputBlob; + } catch (error) { + console.error("Error initializing FFmpeg:", error); + return vidBlob; + } +} + +const getVideoExtensionFromMimeType = (mimeType: string): string | null => { + const videoMimeToExtensionMap: { [key: string]: string } = { + "video/mp4": "mp4", + "video/webm": "webm", + "video/ogg": "ogv", + "video/quicktime": "mov", + "video/x-msvideo": "avi", + "video/x-matroska": "mkv", + "video/mpeg": "mpeg", + "video/3gpp": "3gp", + "video/3gpp2": "3g2", + "video/h261": "h261", + "video/h263": "h263", + "video/h264": "h264", + "video/jpeg": "jpgv", + "video/jpm": "jpm", + "video/mj2": "mj2", + "video/mpv": "mpv", + "video/vnd.ms-playready.media.pyv": "pyv", + "video/vnd.uvvu.mp4": "uvu", + "video/vnd.vivo": "viv", + "video/x-f4v": "f4v", + "video/x-fli": "fli", + "video/x-flv": "flv", + "video/x-m4v": "m4v", + "video/x-ms-asf": "asf", + "video/x-ms-wm": "wm", + "video/x-ms-wmv": "wmv", + "video/x-ms-wmx": "wmx", + "video/x-ms-wvx": "wvx", + "video/x-sgi-movie": "movie", + "video/x-smv": "smv" + }; + + return videoMimeToExtensionMap[mimeType] || null; +}; diff --git a/frontend/shared/webrtc_utils.ts b/frontend/shared/webrtc_utils.ts new file mode 100644 index 0000000..e661c08 --- /dev/null +++ b/frontend/shared/webrtc_utils.ts @@ -0,0 +1,141 @@ +export function createPeerConnection(pc, node) { + // register some listeners to help debugging + pc.addEventListener( + "icegatheringstatechange", + () => { + console.log(pc.iceGatheringState); + }, + false + ); + + pc.addEventListener( + "iceconnectionstatechange", + () => { + console.log(pc.iceConnectionState); + }, + false + ); + + pc.addEventListener( + "signalingstatechange", + () => { + console.log(pc.signalingState); + }, + false + ); + + // connect audio / video from server to local + pc.addEventListener("track", (evt) => { + console.log("track event listener"); + if (evt.track.kind == "video") { + console.log("streams", evt.streams); + node.srcObject = evt.streams[0]; + console.log("node.srcOject", node.srcObject); + } + }); + + return pc; +} + +export async function start(stream, pc, node, server_fn, webrtc_id) { + pc = createPeerConnection(pc, node); + if (stream) { + stream.getTracks().forEach((track) => { + track.applyConstraints({ frameRate: { max: 30 } }); + + console.log("Track stream callback", track); + pc.addTrack(track, stream); + }); + } else { + console.log("Creating transceiver!"); + pc.addTransceiver("video", { direction: "recvonly" }); + } + + await negotiate(pc, server_fn, webrtc_id); + return pc; +} + +function make_offer(server_fn: any, body): Promise { + return new Promise((resolve, reject) => { + server_fn(body).then((data) => { + console.log("data", data) + if(data?.status === "failed") { + console.log("rejecting") + reject("error") + } + resolve(data); + }) + }) +} + +async function negotiate( + pc: RTCPeerConnection, + server_fn: any, + webrtc_id: string, +): Promise { + return pc + .createOffer() + .then((offer) => { + return pc.setLocalDescription(offer); + }) + .then(() => { + // wait for ICE gathering to complete + return new Promise((resolve) => { + console.log("ice gathering state", pc.iceGatheringState); + if (pc.iceGatheringState === "complete") { + resolve(); + } else { + const checkState = () => { + if (pc.iceGatheringState === "complete") { + console.log("ice complete"); + pc.removeEventListener("icegatheringstatechange", checkState); + resolve(); + } + }; + pc.addEventListener("icegatheringstatechange", checkState); + } + }); + }) + .then(() => { + var offer = pc.localDescription; + return make_offer( + server_fn, + { + sdp: offer.sdp, + type: offer.type, + webrtc_id: webrtc_id + }, + ); + }) + .then((response) => { + return response; + }) + .then((answer) => { + return pc.setRemoteDescription(answer); + }) +} + +export function stop(pc: RTCPeerConnection) { + console.log("pc", pc); + console.log("STOPPING"); + // close transceivers + if (pc.getTransceivers) { + pc.getTransceivers().forEach((transceiver) => { + if (transceiver.stop) { + transceiver.stop(); + } + }); + } + + // close local audio / video + if (pc.getSenders()) { + pc.getSenders().forEach((sender) => { + if (sender.track && sender.track.stop) sender.track.stop(); + }); + } + + // close peer connection + setTimeout(() => { + pc.close(); + }, 500); +} diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..e7ce908 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,51 @@ +[build-system] +requires = [ + "hatchling", + "hatch-requirements-txt", + "hatch-fancy-pypi-readme>=22.5.0", +] +build-backend = "hatchling.build" + +[project] +name = "gradio_webrtc" +version = "0.0.1" +description = "Stream images in realtime with webrtc" +readme = "README.md" +license = "apache-2.0" +requires-python = ">=3.10" +authors = [{ name = "YOUR NAME", email = "YOUREMAIL@domain.com" }] +keywords = ["gradio-custom-component", "gradio-template-Video", "streaming", "webrtc", "realtime"] +# Add dependencies here +dependencies = ["gradio>=4.0,<5.0", "aiortc"] +classifiers = [ + 'Development Status :: 3 - Alpha', + 'Operating System :: OS Independent', + 'Programming Language :: Python :: 3', + 'Programming Language :: Python :: 3 :: Only', + 'Programming Language :: Python :: 3.8', + 'Programming Language :: Python :: 3.9', + 'Programming Language :: Python :: 3.10', + 'Programming Language :: Python :: 3.11', + 'Topic :: Scientific/Engineering', + 'Topic :: Scientific/Engineering :: Artificial Intelligence', + 'Topic :: Scientific/Engineering :: Visualization', +] + +# The repository and space URLs are optional, but recommended. +# Adding a repository URL will create a badge in the auto-generated README that links to the repository. +# Adding a space URL will create a badge in the auto-generated README that links to the space. +# This will make it easy for people to find your deployed demo or source code when they +# encounter your project in the wild. + +# [project.urls] +# repository = "your github repository" +# space = "your space url" + +[project.optional-dependencies] +dev = ["build", "twine"] + +[tool.hatch.build] +artifacts = ["/backend/gradio_webrtc/templates", "*.pyi"] + +[tool.hatch.build.targets.wheel] +packages = ["/backend/gradio_webrtc"] From 11c828edb5923d16472d3998783da08d772d1e95 Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Wed, 25 Sep 2024 12:18:32 -0400 Subject: [PATCH 03/66] everything working on spaces --- README.md | 23 +- backend/gradio_webrtc/webrtc.py | 5 +- demo/app.py | 15 +- demo/requirements.txt | 4 +- demo/space.py | 17 +- frontend/Example.svelte | 9 +- frontend/Index.svelte | 89 ++------ frontend/index.ts | 2 - frontend/package.json | 10 - frontend/shared/InteractiveVideo.svelte | 4 +- frontend/shared/Player.svelte | 270 ----------------------- frontend/shared/Video.svelte | 197 ----------------- frontend/shared/VideoControls.svelte | 202 ----------------- frontend/shared/VideoPreview.svelte | 108 --------- frontend/shared/VideoTimeline.svelte | 279 ------------------------ frontend/shared/Webcam.svelte | 12 +- pyproject.toml | 2 +- 17 files changed, 91 insertions(+), 1157 deletions(-) delete mode 100644 frontend/shared/Player.svelte delete mode 100644 frontend/shared/Video.svelte delete mode 100644 frontend/shared/VideoControls.svelte delete mode 100644 frontend/shared/VideoPreview.svelte delete mode 100644 frontend/shared/VideoTimeline.svelte diff --git a/README.md b/README.md index 6bbb0e3..ddcb21b 100644 --- a/README.md +++ b/README.md @@ -28,6 +28,19 @@ import cv2 import numpy as np from gradio_webrtc import WebRTC from pathlib import Path +from twilio.rest import Client +import os + +account_sid = os.environ.get("TWILIO_ACCOUNT_SID") +auth_token = os.environ.get("TWILIO_AUTH_TOKEN") +client = Client(account_sid, auth_token) + +token = client.tokens.create() + +rtc_configuration = { + "iceServers": token.ice_servers, + "iceTransportPolicy": "relay", +} CLASSES = [ "background", @@ -113,7 +126,7 @@ with gr.Blocks(css=css) as demo: """) with gr.Column(elem_classes=["my-column"]): with gr.Group(elem_classes=["my-group"]): - image = WebRTC(label="Strean") + image = WebRTC(label="Strean", rtc_configuration=rtc_configuration) conf_threshold = gr.Slider( label="Confidence Threshold", minimum=0.0, @@ -426,16 +439,16 @@ int | None -streaming +rtc_configuration ```python -bool +dict[str, Any] | None ``` -False -when used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding. +None +None diff --git a/backend/gradio_webrtc/webrtc.py b/backend/gradio_webrtc/webrtc.py index eb2c60b..25c2694 100644 --- a/backend/gradio_webrtc/webrtc.py +++ b/backend/gradio_webrtc/webrtc.py @@ -141,7 +141,7 @@ class WebRTC(Component): show_download_button: bool | None = None, min_length: int | None = None, max_length: int | None = None, - streaming: bool = False, + rtc_configuration: dict[str, Any] | None = None, ): """ Parameters: @@ -185,7 +185,7 @@ class WebRTC(Component): self.show_download_button = show_download_button self.min_length = min_length self.max_length = max_length - self.streaming = streaming + self.rtc_configuration = rtc_configuration self.event_handler: Callable | None = None super().__init__( label=label, @@ -269,6 +269,7 @@ class WebRTC(Component): print(pc.iceConnectionState) if pc.iceConnectionState == "failed": await pc.close() + self.connections.pop(body['webrtc_id'], None) self.pcs.discard(pc) @pc.on("connectionstatechange") diff --git a/demo/app.py b/demo/app.py index 5bef3fe..fadaf6c 100644 --- a/demo/app.py +++ b/demo/app.py @@ -3,6 +3,19 @@ import cv2 import numpy as np from gradio_webrtc import WebRTC from pathlib import Path +from twilio.rest import Client +import os + +account_sid = os.environ.get("TWILIO_ACCOUNT_SID") +auth_token = os.environ.get("TWILIO_AUTH_TOKEN") +client = Client(account_sid, auth_token) + +token = client.tokens.create() + +rtc_configuration = { + "iceServers": token.ice_servers, + "iceTransportPolicy": "relay", +} CLASSES = [ "background", @@ -88,7 +101,7 @@ with gr.Blocks(css=css) as demo: """) with gr.Column(elem_classes=["my-column"]): with gr.Group(elem_classes=["my-group"]): - image = WebRTC(label="Strean") + image = WebRTC(label="Strean", rtc_configuration=rtc_configuration) conf_threshold = gr.Slider( label="Confidence Threshold", minimum=0.0, diff --git a/demo/requirements.txt b/demo/requirements.txt index 2840c6b..1c604cb 100644 --- a/demo/requirements.txt +++ b/demo/requirements.txt @@ -1,3 +1,5 @@ safetensors==0.4.3 opencv-python -https://gradio-builds.s3.amazonaws.com/5.0-dev/e85cc9248cc33e187528f24f3b4415ca7b9e7134/take2/gradio-5.0.0b1-py3-none-any.whl \ No newline at end of file +twilio +https://huggingface.co/datasets/freddyaboulton/bucket/resolve/main/gradio-5.0.0b3-py3-none-any.whl +https://huggingface.co/datasets/freddyaboulton/bucket/resolve/main/gradio_webrtc-0.0.1-py3-none-any.whl \ No newline at end of file diff --git a/demo/space.py b/demo/space.py index e62edcf..293214c 100644 --- a/demo/space.py +++ b/demo/space.py @@ -3,7 +3,7 @@ import gradio as gr from app import demo as app import os -_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'str\n | Path\n | tuple[str | Path, str | Path | None]\n | Callable\n | None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'show_share_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.'}, 'show_download_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.'}, 'min_length': {'type': 'int | None', 'default': 'None', 'description': 'the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.'}, 'max_length': {'type': 'int | None', 'default': 'None', 'description': 'the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.'}, 'streaming': {'type': 'bool', 'default': 'False', 'description': 'when used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding.'}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} +_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'str\n | Path\n | tuple[str | Path, str | Path | None]\n | Callable\n | None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'show_share_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.'}, 'show_download_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.'}, 'min_length': {'type': 'int | None', 'default': 'None', 'description': 'the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.'}, 'max_length': {'type': 'int | None', 'default': 'None', 'description': 'the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.'}, 'rtc_configuration': {'type': 'dict[str, Any] | None', 'default': 'None', 'description': None}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} abs_path = os.path.join(os.path.dirname(__file__), "css.css") @@ -43,6 +43,19 @@ import cv2 import numpy as np from gradio_webrtc import WebRTC from pathlib import Path +from twilio.rest import Client +import os + +account_sid = os.environ.get("TWILIO_ACCOUNT_SID") +auth_token = os.environ.get("TWILIO_AUTH_TOKEN") +client = Client(account_sid, auth_token) + +token = client.tokens.create() + +rtc_configuration = { + "iceServers": token.ice_servers, + "iceTransportPolicy": "relay", +} CLASSES = [ "background", @@ -128,7 +141,7 @@ with gr.Blocks(css=css) as demo: \"\"\") with gr.Column(elem_classes=["my-column"]): with gr.Group(elem_classes=["my-group"]): - image = WebRTC(label="Strean") + image = WebRTC(label="Strean", rtc_configuration=rtc_configuration) conf_threshold = gr.Slider( label="Confidence Threshold", minimum=0.0, diff --git a/frontend/Example.svelte b/frontend/Example.svelte index 4d20b98..34bb6c9 100644 --- a/frontend/Example.svelte +++ b/frontend/Example.svelte @@ -1,5 +1,4 @@ - gradio.dispatch("clear")} on:play={() => gradio.dispatch("play")} on:pause={() => gradio.dispatch("pause")} diff --git a/frontend/index.ts b/frontend/index.ts index fb16e85..9ab744b 100644 --- a/frontend/index.ts +++ b/frontend/index.ts @@ -1,6 +1,4 @@ export { default as BaseInteractiveVideo } from "./shared/InteractiveVideo.svelte"; -export { default as BaseStaticVideo } from "./shared/VideoPreview.svelte"; -export { default as BasePlayer } from "./shared/Player.svelte"; export { prettyBytes, playable, loaded } from "./shared/utils"; export { default as BaseExample } from "./Example.svelte"; import { default as Index } from "./Index.svelte"; diff --git a/frontend/package.json b/frontend/package.json index c5846a0..ef2b5a0 100644 --- a/frontend/package.json +++ b/frontend/package.json @@ -34,16 +34,6 @@ "gradio": "./Example.svelte", "svelte": "./dist/Example.svelte", "types": "./dist/Example.svelte.d.ts" - }, - "./shared": { - "gradio": "./shared/index.ts", - "svelte": "./dist/shared/index.js", - "types": "./dist/shared/index.d.ts" - }, - "./base": { - "gradio": "./shared/VideoPreview.svelte", - "svelte": "./dist/shared/VideoPreview.svelte", - "types": "./dist/shared/VideoPreview.svelte.d.ts" } }, "peerDependencies": { diff --git a/frontend/shared/InteractiveVideo.svelte b/frontend/shared/InteractiveVideo.svelte index 2edfc8b..4f60a40 100644 --- a/frontend/shared/InteractiveVideo.svelte +++ b/frontend/shared/InteractiveVideo.svelte @@ -19,8 +19,7 @@ export let server: { offer: (body: any) => Promise; }; - - let has_change_history = false; + export let rtc_configuration: Object; const dispatch = createEventDispatcher<{ change: FileData | null; @@ -46,6 +45,7 @@
- import { createEventDispatcher } from "svelte"; - import { Play, Pause, Maximise, Undo } from "@gradio/icons"; - import Video from "./Video.svelte"; - import VideoControls from "./VideoControls.svelte"; - import type { FileData, Client } from "@gradio/client"; - import { prepare_files } from "@gradio/client"; - import { format_time } from "@gradio/utils"; - import type { I18nFormatter } from "@gradio/utils"; - - export let root = ""; - export let src: string; - export let subtitle: string | null = null; - export let mirror: boolean; - export let autoplay: boolean; - export let loop: boolean; - export let label = "test"; - export let interactive = false; - export let handle_change: (video: FileData) => void = () => {}; - export let handle_reset_value: () => void = () => {}; - export let upload: Client["upload"]; - export let is_stream: boolean | undefined; - export let i18n: I18nFormatter; - export let show_download_button = false; - export let value: FileData | null = null; - export let handle_clear: () => void = () => {}; - export let has_change_history = false; - - const dispatch = createEventDispatcher<{ - play: undefined; - pause: undefined; - stop: undefined; - end: undefined; - clear: undefined; - }>(); - - let time = 0; - let duration: number; - let paused = true; - let video: HTMLVideoElement; - let processingVideo = false; - - function handleMove(e: TouchEvent | MouseEvent): void { - if (!duration) return; - - if (e.type === "click") { - handle_click(e as MouseEvent); - return; - } - - if (e.type !== "touchmove" && !((e as MouseEvent).buttons & 1)) return; - - const clientX = - e.type === "touchmove" - ? (e as TouchEvent).touches[0].clientX - : (e as MouseEvent).clientX; - const { left, right } = ( - e.currentTarget as HTMLProgressElement - ).getBoundingClientRect(); - time = (duration * (clientX - left)) / (right - left); - } - - async function play_pause(): Promise { - if (document.fullscreenElement != video) { - const isPlaying = - video.currentTime > 0 && - !video.paused && - !video.ended && - video.readyState > video.HAVE_CURRENT_DATA; - - if (!isPlaying) { - await video.play(); - } else video.pause(); - } - } - - function handle_click(e: MouseEvent): void { - const { left, right } = ( - e.currentTarget as HTMLProgressElement - ).getBoundingClientRect(); - time = (duration * (e.clientX - left)) / (right - left); - } - - function handle_end(): void { - dispatch("stop"); - dispatch("end"); - } - - const handle_trim_video = async (videoBlob: Blob): Promise => { - let _video_blob = new File([videoBlob], "video.mp4"); - const val = await prepare_files([_video_blob]); - let value = ((await upload(val, root))?.filter(Boolean) as FileData[])[0]; - - handle_change(value); - }; - - function open_full_screen(): void { - video.requestFullscreen(); - } - - -
-
- -
- -
-
- - {#if time === duration} - - {:else if paused} - - {:else} - - {/if} - - - {format_time(time)} / {format_time(duration)} - - - - - - -
- -
-
-
-
-{#if interactive} - -{/if} - - diff --git a/frontend/shared/Video.svelte b/frontend/shared/Video.svelte deleted file mode 100644 index c3ac900..0000000 --- a/frontend/shared/Video.svelte +++ /dev/null @@ -1,197 +0,0 @@ - - - -
- - - -
- - - diff --git a/frontend/shared/VideoControls.svelte b/frontend/shared/VideoControls.svelte deleted file mode 100644 index 30043a5..0000000 --- a/frontend/shared/VideoControls.svelte +++ /dev/null @@ -1,202 +0,0 @@ - - -
- {#if mode === "edit"} -
- -
- {/if} - -
- {#if mode === "edit" && trimmedDuration !== null} - -
- - -
- {:else} -
- {/if} -
-
- - handle_clear()} - download={show_download_button ? value?.url : null} -> - {#if showRedo && mode === ""} - { - handle_reset_value(); - mode = ""; - }} - /> - {/if} - - {#if interactive && mode === ""} - - {/if} - - - diff --git a/frontend/shared/VideoPreview.svelte b/frontend/shared/VideoPreview.svelte deleted file mode 100644 index ac0a289..0000000 --- a/frontend/shared/VideoPreview.svelte +++ /dev/null @@ -1,108 +0,0 @@ - - - -{#if !value || value.url === undefined} - -{:else} - {#key value.url} - - {/key} -
- - {#if show_download_button} - - - - {/if} - {#if show_share_button} - { - if (!value) return ""; - let url = await uploadToHuggingFace(value.data, "url"); - return url; - }} - /> - {/if} - -
-{/if} diff --git a/frontend/shared/VideoTimeline.svelte b/frontend/shared/VideoTimeline.svelte deleted file mode 100644 index dcc7ea2..0000000 --- a/frontend/shared/VideoTimeline.svelte +++ /dev/null @@ -1,279 +0,0 @@ - - -
- {#if loadingTimeline} -
- -
- {:else} -
-
- {/if} -
- - diff --git a/frontend/shared/Webcam.svelte b/frontend/shared/Webcam.svelte index f77e384..dbab71f 100644 --- a/frontend/shared/Webcam.svelte +++ b/frontend/shared/Webcam.svelte @@ -43,6 +43,7 @@ }; let canvas: HTMLCanvasElement; + export let rtc_configuration: Object; export let pending = false; export let root = ""; export let stream_every = 1; @@ -121,7 +122,16 @@ async function start_webrtc(): Promise { if (stream_state === 'closed') { - pc = new RTCPeerConnection(); + const fallback_config = { + iceServers: [ + { + urls: 'stun:stun.l.google.com:19302' + } + ] + }; + const configuration = rtc_configuration || fallback_config; + console.log("config", configuration); + pc = new RTCPeerConnection(configuration); pc.addEventListener("connectionstatechange", (event) => { switch(pc.connectionState) { diff --git a/pyproject.toml b/pyproject.toml index e7ce908..425c45c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,7 +16,7 @@ requires-python = ">=3.10" authors = [{ name = "YOUR NAME", email = "YOUREMAIL@domain.com" }] keywords = ["gradio-custom-component", "gradio-template-Video", "streaming", "webrtc", "realtime"] # Add dependencies here -dependencies = ["gradio>=4.0,<5.0", "aiortc"] +dependencies = ["gradio>=4.0,<6.0", "aiortc"] classifiers = [ 'Development Status :: 3 - Alpha', 'Operating System :: OS Independent', From d5f5db5f9b9d72c6fabe5b7bf91ca32dbcab6096 Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Thu, 26 Sep 2024 12:38:42 -0400 Subject: [PATCH 04/66] Add code --- backend/gradio_webrtc/webrtc.py | 37 +++- demo/app.py | 111 ++++------- demo/draw_boxes.py | 6 +- demo/inference.py | 146 +++++++++++++++ demo/requirements.txt | 3 +- demo/space.py | 183 +++++++++++++++--- demo/utils.py | 237 ++++++++++++++++++++++++ frontend/Index.svelte | 3 +- frontend/shared/InteractiveVideo.svelte | 4 +- frontend/shared/Webcam.svelte | 22 +-- 10 files changed, 626 insertions(+), 126 deletions(-) create mode 100644 demo/inference.py create mode 100644 demo/utils.py diff --git a/backend/gradio_webrtc/webrtc.py b/backend/gradio_webrtc/webrtc.py index 25c2694..033eb29 100644 --- a/backend/gradio_webrtc/webrtc.py +++ b/backend/gradio_webrtc/webrtc.py @@ -2,6 +2,7 @@ from __future__ import annotations +import asyncio from collections.abc import Callable, Sequence from pathlib import Path from typing import TYPE_CHECKING, Any, Literal, Optional, cast @@ -142,6 +143,7 @@ class WebRTC(Component): min_length: int | None = None, max_length: int | None = None, rtc_configuration: dict[str, Any] | None = None, + time_limit: float | None = None, ): """ Parameters: @@ -173,6 +175,7 @@ class WebRTC(Component): streaming: when used set as an output, takes video chunks yielded from the backend and combines them into one streaming video output. Each chunk should be a video file with a .ts extension using an h.264 encoding. Mp4 files are also accepted but they will be converted to h.264 encoding. watermark: an image file to be included as a watermark on the video. The image is not scaled and is displayed on the bottom right of the video. Valid formats for the image are: jpeg, png. """ + self.time_limit = time_limit self.height = height self.width = width self.mirror_webcam = mirror_webcam @@ -227,37 +230,52 @@ class WebRTC(Component): if webrtc_id in self.connections: self.connections[webrtc_id].latest_args = ["__webrtc_value__"] + list(args) - def webrtc_stream( + def stream( self, fn: Callable[..., Any] | None = None, inputs: Block | Sequence[Block] | set[Block] | None = None, + outputs: Block | Sequence[Block] | set[Block] | None = None, js: str | None = None, concurrency_limit: int | None | Literal["default"] = "default", concurrency_id: str | None = None, - stream_every: float = 0.5, time_limit: float | None = None): - if inputs[0] != self: - raise ValueError("In the webrtc_stream event, the first input component must be the WebRTC component.") - + from gradio.blocks import Block + + if isinstance(inputs, Block): + inputs = [inputs] + if isinstance(outputs, Block): + outputs = [outputs] + + if cast(list[Block], inputs)[0] != self: + raise ValueError("In the webrtc stream event, the first input component must be the WebRTC component.") + + if len(cast(list[Block], outputs)) != 1 and cast(list[Block], outputs)[0] != self: + raise ValueError("In the webrtc stream event, the only output component must be the WebRTC component.") + self.concurrency_limit = 1 if concurrency_limit in ["default", None] else concurrency_limit self.event_handler = fn + self.time_limit = time_limit return self.tick(self.set_output, inputs=inputs, outputs=None, concurrency_id=concurrency_id, concurrency_limit=None, - stream_every=stream_every, + stream_every=0.5, time_limit=None, js=js ) + @staticmethod + async def wait_for_time_limit(pc: RTCPeerConnection, time_limit: float): + await asyncio.sleep(time_limit) + await pc.close() + @server async def offer(self, body): - if len(self.connections) >= self.concurrency_limit: + if len(self.connections) >= cast(int, self.concurrency_limit): return {"status": "failed"} - offer = RTCSessionDescription(sdp=body['sdp'], type=body['type']) @@ -278,6 +296,9 @@ class WebRTC(Component): await pc.close() self.connections.pop(body['webrtc_id'], None) self.pcs.discard(pc) + if pc.connectionState == "connected": + if self.time_limit is not None: + asyncio.create_task(self.wait_for_time_limit(pc, self.time_limit)) @pc.on("track") def on_track(track): diff --git a/demo/app.py b/demo/app.py index fadaf6c..d2870bb 100644 --- a/demo/app.py +++ b/demo/app.py @@ -1,88 +1,42 @@ import gradio as gr import cv2 -import numpy as np +from huggingface_hub import hf_hub_download from gradio_webrtc import WebRTC -from pathlib import Path from twilio.rest import Client import os +from inference import YOLOv10 + +model_file = hf_hub_download( + repo_id="onnx-community/yolov10n", filename="onnx/model.onnx" +) + +model = YOLOv10(model_file) account_sid = os.environ.get("TWILIO_ACCOUNT_SID") auth_token = os.environ.get("TWILIO_AUTH_TOKEN") -client = Client(account_sid, auth_token) -token = client.tokens.create() +if account_sid and auth_token: + client = Client(account_sid, auth_token) -rtc_configuration = { - "iceServers": token.ice_servers, - "iceTransportPolicy": "relay", -} + token = client.tokens.create() -CLASSES = [ - "background", - "aeroplane", - "bicycle", - "bird", - "boat", - "bottle", - "bus", - "car", - "cat", - "chair", - "cow", - "diningtable", - "dog", - "horse", - "motorbike", - "person", - "pottedplant", - "sheep", - "sofa", - "train", - "tvmonitor", -] -COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3)) + rtc_configuration = { + "iceServers": token.ice_servers, + "iceTransportPolicy": "relay", + } +else: + rtc_configuration = None -directory = Path(__file__).parent - -MODEL = str((directory / "MobileNetSSD_deploy.caffemodel").resolve()) -PROTOTXT = str((directory / "MobileNetSSD_deploy.prototxt.txt").resolve()) -net = cv2.dnn.readNetFromCaffe(PROTOTXT, MODEL) +rtc_configuration = None def detection(image, conf_threshold=0.3): - - blob = cv2.dnn.blobFromImage( - cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5 - ) - net.setInput(blob) - - detections = net.forward() - image = cv2.resize(image, (500, 500)) - (h, w) = image.shape[:2] - labels = [] - for i in np.arange(0, detections.shape[2]): - confidence = detections[0, 0, i, 2] - - if confidence > conf_threshold: - # extract the index of the class label from the `detections`, - # then compute the (x, y)-coordinates of the bounding box for - # the object - idx = int(detections[0, 0, i, 1]) - box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) - (startX, startY, endX, endY) = box.astype("int") - - # display the prediction - label = f"{CLASSES[idx]}: {round(confidence * 100, 2)}%" - labels.append(label) - cv2.rectangle(image, (startX, startY), (endX, endY), COLORS[idx], 2) - y = startY - 15 if startY - 15 > 15 else startY + 15 - cv2.putText( - image, label, (startX, y), cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2 - ) - return image + image = cv2.resize(image, (model.input_width, model.input_height)) + new_image = model.detect_objects(image, conf_threshold) + return cv2.resize(new_image, (500, 500)) -css=""".my-group {max-width: 600px !important; max-height: 600 !important;} +css = """.my-group {max-width: 600px !important; max-height: 600 !important;} .my-column {display: flex !important; justify-content: center !important; align-items: center !important};""" @@ -90,18 +44,20 @@ with gr.Blocks(css=css) as demo: gr.HTML( """

- YOLOv10 Webcam Stream + YOLOv10 Webcam Stream (Powered by WebRTC ⚡️)

- """) + """ + ) gr.HTML( """

arXiv | github

- """) + """ + ) with gr.Column(elem_classes=["my-column"]): with gr.Group(elem_classes=["my-group"]): - image = WebRTC(label="Strean", rtc_configuration=rtc_configuration) + image = WebRTC(label="Stream", rtc_configuration=rtc_configuration) conf_threshold = gr.Slider( label="Confidence Threshold", minimum=0.0, @@ -109,13 +65,10 @@ with gr.Blocks(css=css) as demo: step=0.05, value=0.30, ) - - image.webrtc_stream( - fn=detection, - inputs=[image], - stream_every=0.05, - time_limit=30 + + image.stream( + fn=detection, inputs=[image, conf_threshold], outputs=[image], time_limit=10 ) -if __name__ == '__main__': +if __name__ == "__main__": demo.launch() diff --git a/demo/draw_boxes.py b/demo/draw_boxes.py index 9a0442e..a1552b0 100644 --- a/demo/draw_boxes.py +++ b/demo/draw_boxes.py @@ -25,7 +25,7 @@ def draw_bounding_boxes(image, results: dict, model, threshold=0.3): color = get_color(label) # Draw bounding box - draw.rectangle(box, outline=color, width=3) # type: ignore + draw.rectangle(box, outline=color, width=3) # type: ignore # Prepare text text = f"{label}: {score:.2f}" @@ -35,8 +35,8 @@ def draw_bounding_boxes(image, results: dict, model, threshold=0.3): # Draw text background draw.rectangle( - [box[0], box[1] - text_height - 4, box[0] + text_width, box[1]], # type: ignore - fill=color, # type: ignore + [box[0], box[1] - text_height - 4, box[0] + text_width, box[1]], # type: ignore + fill=color, # type: ignore ) # Draw text diff --git a/demo/inference.py b/demo/inference.py new file mode 100644 index 0000000..ff54736 --- /dev/null +++ b/demo/inference.py @@ -0,0 +1,146 @@ +import time +import cv2 +import numpy as np +import onnxruntime + +from utils import draw_detections + + +class YOLOv10: + def __init__(self, path): + + # Initialize model + self.initialize_model(path) + + def __call__(self, image): + return self.detect_objects(image) + + def initialize_model(self, path): + self.session = onnxruntime.InferenceSession( + path, providers=onnxruntime.get_available_providers() + ) + # Get model info + self.get_input_details() + self.get_output_details() + + def detect_objects(self, image, conf_threshold=0.3): + input_tensor = self.prepare_input(image) + + # Perform inference on the image + new_image = self.inference(image, input_tensor, conf_threshold) + + return new_image + + def prepare_input(self, image): + self.img_height, self.img_width = image.shape[:2] + + input_img = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) + + # Resize input image + input_img = cv2.resize(input_img, (self.input_width, self.input_height)) + + # Scale input pixel values to 0 to 1 + input_img = input_img / 255.0 + input_img = input_img.transpose(2, 0, 1) + input_tensor = input_img[np.newaxis, :, :, :].astype(np.float32) + + return input_tensor + + def inference(self, image, input_tensor, conf_threshold=0.3): + start = time.perf_counter() + outputs = self.session.run( + self.output_names, {self.input_names[0]: input_tensor} + ) + + print(f"Inference time: {(time.perf_counter() - start)*1000:.2f} ms") + boxes, scores, class_ids, = self.process_output(outputs, conf_threshold) + return self.draw_detections(image, boxes, scores, class_ids) + + def process_output(self, output, conf_threshold=0.3): + predictions = np.squeeze(output[0]) + + # Filter out object confidence scores below threshold + scores = predictions[:, 4] + predictions = predictions[scores > conf_threshold, :] + scores = scores[scores > conf_threshold] + + if len(scores) == 0: + return [], [], [] + + # Get the class with the highest confidence + class_ids = np.argmax(predictions[:, 4:], axis=1) + + # Get bounding boxes for each object + boxes = self.extract_boxes(predictions) + + return boxes, scores, class_ids + + def extract_boxes(self, predictions): + # Extract boxes from predictions + boxes = predictions[:, :4] + + # Scale boxes to original image dimensions + boxes = self.rescale_boxes(boxes) + + # Convert boxes to xyxy format + #boxes = xywh2xyxy(boxes) + + return boxes + + def rescale_boxes(self, boxes): + # Rescale boxes to original image dimensions + input_shape = np.array( + [self.input_width, self.input_height, self.input_width, self.input_height] + ) + boxes = np.divide(boxes, input_shape, dtype=np.float32) + boxes *= np.array( + [self.img_width, self.img_height, self.img_width, self.img_height] + ) + return boxes + + def draw_detections(self, image, boxes, scores, class_ids, draw_scores=True, mask_alpha=0.4): + return draw_detections( + image, boxes, scores, class_ids, mask_alpha + ) + + def get_input_details(self): + model_inputs = self.session.get_inputs() + self.input_names = [model_inputs[i].name for i in range(len(model_inputs))] + + self.input_shape = model_inputs[0].shape + self.input_height = self.input_shape[2] + self.input_width = self.input_shape[3] + + def get_output_details(self): + model_outputs = self.session.get_outputs() + self.output_names = [model_outputs[i].name for i in range(len(model_outputs))] + + +if __name__ == "__main__": + import requests + import tempfile + from huggingface_hub import hf_hub_download + + model_file = hf_hub_download( + repo_id="onnx-community/yolov10s", filename="onnx/model.onnx" + ) + + yolov8_detector = YOLOv10(model_file) + + with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as f: + f.write( + requests.get( + "https://live.staticflickr.com/13/19041780_d6fd803de0_3k.jpg" + ).content + ) + f.seek(0) + img = cv2.imread(f.name) + + # # Detect Objects + combined_image = yolov8_detector.detect_objects(img) + + + # Draw detections + cv2.namedWindow("Output", cv2.WINDOW_NORMAL) + cv2.imshow("Output", combined_image) + cv2.waitKey(0) diff --git a/demo/requirements.txt b/demo/requirements.txt index 1c604cb..b831040 100644 --- a/demo/requirements.txt +++ b/demo/requirements.txt @@ -2,4 +2,5 @@ safetensors==0.4.3 opencv-python twilio https://huggingface.co/datasets/freddyaboulton/bucket/resolve/main/gradio-5.0.0b3-py3-none-any.whl -https://huggingface.co/datasets/freddyaboulton/bucket/resolve/main/gradio_webrtc-0.0.1-py3-none-any.whl \ No newline at end of file +https://huggingface.co/datasets/freddyaboulton/bucket/resolve/main/gradio_webrtc-0.0.1-py3-none-any.whl +onnxruntime-gpu \ No newline at end of file diff --git a/demo/space.py b/demo/space.py index 293214c..48a411c 100644 --- a/demo/space.py +++ b/demo/space.py @@ -1,9 +1,141 @@ - import gradio as gr from app import demo as app import os -_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'str\n | Path\n | tuple[str | Path, str | Path | None]\n | Callable\n | None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'show_share_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.'}, 'show_download_button': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.'}, 'min_length': {'type': 'int | None', 'default': 'None', 'description': 'the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.'}, 'max_length': {'type': 'int | None', 'default': 'None', 'description': 'the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.'}, 'rtc_configuration': {'type': 'dict[str, Any] | None', 'default': 'None', 'description': None}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} +_docs = { + "WebRTC": { + "description": "Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n", + "members": { + "__init__": { + "value": { + "type": "str\n | Path\n | tuple[str | Path, str | Path | None]\n | Callable\n | None", + "default": "None", + "description": "path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.", + }, + "height": { + "type": "int | str | None", + "default": "None", + "description": "The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.", + }, + "width": { + "type": "int | str | None", + "default": "None", + "description": "The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.", + }, + "label": { + "type": "str | None", + "default": "None", + "description": "the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.", + }, + "every": { + "type": "Timer | float | None", + "default": "None", + "description": "continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.", + }, + "inputs": { + "type": "Component | Sequence[Component] | set[Component] | None", + "default": "None", + "description": "components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.", + }, + "show_label": { + "type": "bool | None", + "default": "None", + "description": "if True, will display label.", + }, + "container": { + "type": "bool", + "default": "True", + "description": "if True, will place the component in a container - providing some extra padding around the border.", + }, + "scale": { + "type": "int | None", + "default": "None", + "description": "relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.", + }, + "min_width": { + "type": "int", + "default": "160", + "description": "minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.", + }, + "interactive": { + "type": "bool | None", + "default": "None", + "description": "if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.", + }, + "visible": { + "type": "bool", + "default": "True", + "description": "if False, component will be hidden.", + }, + "elem_id": { + "type": "str | None", + "default": "None", + "description": "an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.", + }, + "elem_classes": { + "type": "list[str] | str | None", + "default": "None", + "description": "an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.", + }, + "render": { + "type": "bool", + "default": "True", + "description": "if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.", + }, + "key": { + "type": "int | str | None", + "default": "None", + "description": "if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.", + }, + "mirror_webcam": { + "type": "bool", + "default": "True", + "description": "if True webcam will be mirrored. Default is True.", + }, + "show_share_button": { + "type": "bool | None", + "default": "None", + "description": "if True, will show a share icon in the corner of the component that allows user to share outputs to Hugging Face Spaces Discussions. If False, icon does not appear. If set to None (default behavior), then the icon appears if this Gradio app is launched on Spaces, but not otherwise.", + }, + "show_download_button": { + "type": "bool | None", + "default": "None", + "description": "if True, will show a download icon in the corner of the component that allows user to download the output. If False, icon does not appear. By default, it will be True for output components and False for input components.", + }, + "min_length": { + "type": "int | None", + "default": "None", + "description": "the minimum length of video (in seconds) that the user can pass into the prediction function. If None, there is no minimum length.", + }, + "max_length": { + "type": "int | None", + "default": "None", + "description": "the maximum length of video (in seconds) that the user can pass into the prediction function. If None, there is no maximum length.", + }, + "rtc_configuration": { + "type": "dict[str, Any] | None", + "default": "None", + "description": None, + }, + }, + "postprocess": { + "value": { + "type": "typing.Any", + "description": "Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.", + } + }, + "preprocess": { + "return": { + "type": "str", + "description": "Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.", + }, + "value": None, + }, + }, + "events": {"tick": {"type": None, "default": None, "description": ""}}, + }, + "__meta__": {"additional_interfaces": {}, "user_fn_refs": {"WebRTC": []}}, +} abs_path = os.path.join(os.path.dirname(__file__), "css.css") @@ -17,7 +149,7 @@ with gr.Blocks( ), ) as demo: gr.Markdown( -""" + """ # `gradio_webrtc`
@@ -25,10 +157,13 @@ with gr.Blocks(
Stream images in realtime with webrtc -""", elem_classes=["md-custom"], header_links=True) +""", + elem_classes=["md-custom"], + header_links=True, + ) app.render() gr.Markdown( -""" + """ ## Installation ```bash @@ -161,25 +296,28 @@ if __name__ == '__main__': demo.launch() ``` -""", elem_classes=["md-custom"], header_links=True) +""", + elem_classes=["md-custom"], + header_links=True, + ) - - gr.Markdown(""" + gr.Markdown( + """ ## `WebRTC` ### Initialization -""", elem_classes=["md-custom"], header_links=True) +""", + elem_classes=["md-custom"], + header_links=True, + ) gr.ParamViewer(value=_docs["WebRTC"]["members"]["__init__"], linkify=[]) - gr.Markdown("### Events") - gr.ParamViewer(value=_docs["WebRTC"]["events"], linkify=['Event']) + gr.ParamViewer(value=_docs["WebRTC"]["events"], linkify=["Event"]) - - - - gr.Markdown(""" + gr.Markdown( + """ ### User function @@ -199,12 +337,14 @@ def predict( ) -> typing.Any: return value ``` -""", elem_classes=["md-custom", "WebRTC-user-fn"], header_links=True) +""", + elem_classes=["md-custom", "WebRTC-user-fn"], + header_links=True, + ) - - - - demo.load(None, js=r"""function() { + demo.load( + None, + js=r"""function() { const refs = {}; const user_fn_refs = { WebRTC: [], }; @@ -238,6 +378,7 @@ def predict( }) } -""") +""", + ) demo.launch() diff --git a/demo/utils.py b/demo/utils.py new file mode 100644 index 0000000..cdd791c --- /dev/null +++ b/demo/utils.py @@ -0,0 +1,237 @@ +import numpy as np +import cv2 + +class_names = [ + "person", + "bicycle", + "car", + "motorcycle", + "airplane", + "bus", + "train", + "truck", + "boat", + "traffic light", + "fire hydrant", + "stop sign", + "parking meter", + "bench", + "bird", + "cat", + "dog", + "horse", + "sheep", + "cow", + "elephant", + "bear", + "zebra", + "giraffe", + "backpack", + "umbrella", + "handbag", + "tie", + "suitcase", + "frisbee", + "skis", + "snowboard", + "sports ball", + "kite", + "baseball bat", + "baseball glove", + "skateboard", + "surfboard", + "tennis racket", + "bottle", + "wine glass", + "cup", + "fork", + "knife", + "spoon", + "bowl", + "banana", + "apple", + "sandwich", + "orange", + "broccoli", + "carrot", + "hot dog", + "pizza", + "donut", + "cake", + "chair", + "couch", + "potted plant", + "bed", + "dining table", + "toilet", + "tv", + "laptop", + "mouse", + "remote", + "keyboard", + "cell phone", + "microwave", + "oven", + "toaster", + "sink", + "refrigerator", + "book", + "clock", + "vase", + "scissors", + "teddy bear", + "hair drier", + "toothbrush", +] + +# Create a list of colors for each class where each color is a tuple of 3 integer values +rng = np.random.default_rng(3) +colors = rng.uniform(0, 255, size=(len(class_names), 3)) + + +def nms(boxes, scores, iou_threshold): + # Sort by score + sorted_indices = np.argsort(scores)[::-1] + + keep_boxes = [] + while sorted_indices.size > 0: + # Pick the last box + box_id = sorted_indices[0] + keep_boxes.append(box_id) + + # Compute IoU of the picked box with the rest + ious = compute_iou(boxes[box_id, :], boxes[sorted_indices[1:], :]) + + # Remove boxes with IoU over the threshold + keep_indices = np.where(ious < iou_threshold)[0] + + # print(keep_indices.shape, sorted_indices.shape) + sorted_indices = sorted_indices[keep_indices + 1] + + return keep_boxes + + +def multiclass_nms(boxes, scores, class_ids, iou_threshold): + unique_class_ids = np.unique(class_ids) + + keep_boxes = [] + for class_id in unique_class_ids: + class_indices = np.where(class_ids == class_id)[0] + class_boxes = boxes[class_indices, :] + class_scores = scores[class_indices] + + class_keep_boxes = nms(class_boxes, class_scores, iou_threshold) + keep_boxes.extend(class_indices[class_keep_boxes]) + + return keep_boxes + + +def compute_iou(box, boxes): + # Compute xmin, ymin, xmax, ymax for both boxes + xmin = np.maximum(box[0], boxes[:, 0]) + ymin = np.maximum(box[1], boxes[:, 1]) + xmax = np.minimum(box[2], boxes[:, 2]) + ymax = np.minimum(box[3], boxes[:, 3]) + + # Compute intersection area + intersection_area = np.maximum(0, xmax - xmin) * np.maximum(0, ymax - ymin) + + # Compute union area + box_area = (box[2] - box[0]) * (box[3] - box[1]) + boxes_area = (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) + union_area = box_area + boxes_area - intersection_area + + # Compute IoU + iou = intersection_area / union_area + + return iou + + +def xywh2xyxy(x): + # Convert bounding box (x, y, w, h) to bounding box (x1, y1, x2, y2) + y = np.copy(x) + y[..., 0] = x[..., 0] - x[..., 2] / 2 + y[..., 1] = x[..., 1] - x[..., 3] / 2 + y[..., 2] = x[..., 0] + x[..., 2] / 2 + y[..., 3] = x[..., 1] + x[..., 3] / 2 + return y + + +def draw_detections(image, boxes, scores, class_ids, mask_alpha=0.3): + det_img = image.copy() + + img_height, img_width = image.shape[:2] + font_size = min([img_height, img_width]) * 0.0006 + text_thickness = int(min([img_height, img_width]) * 0.001) + + #det_img = draw_masks(det_img, boxes, class_ids, mask_alpha) + + # Draw bounding boxes and labels of detections + for class_id, box, score in zip(class_ids, boxes, scores): + color = colors[class_id] + + draw_box(det_img, box, color) + + label = class_names[class_id] + caption = f"{label} {int(score * 100)}%" + draw_text(det_img, caption, box, color, font_size, text_thickness) + + return det_img + + +def draw_box( + image: np.ndarray, + box: np.ndarray, + color: tuple[int, int, int] = (0, 0, 255), + thickness: int = 2, +) -> np.ndarray: + x1, y1, x2, y2 = box.astype(int) + return cv2.rectangle(image, (x1, y1), (x2, y2), color, thickness) + + +def draw_text( + image: np.ndarray, + text: str, + box: np.ndarray, + color: tuple[int, int, int] = (0, 0, 255), + font_size: float = 0.001, + text_thickness: int = 2, +) -> np.ndarray: + x1, y1, x2, y2 = box.astype(int) + (tw, th), _ = cv2.getTextSize( + text=text, + fontFace=cv2.FONT_HERSHEY_SIMPLEX, + fontScale=font_size, + thickness=text_thickness, + ) + th = int(th * 1.2) + + cv2.rectangle(image, (x1, y1), (x1 + tw, y1 - th), color, -1) + + return cv2.putText( + image, + text, + (x1, y1), + cv2.FONT_HERSHEY_SIMPLEX, + font_size, + (255, 255, 255), + text_thickness, + cv2.LINE_AA, + ) + + +def draw_masks( + image: np.ndarray, boxes: np.ndarray, classes: np.ndarray, mask_alpha: float = 0.3 +) -> np.ndarray: + mask_img = image.copy() + + # Draw bounding boxes and labels of detections + for box, class_id in zip(boxes, classes): + color = colors[class_id] + + x1, y1, x2, y2 = box.astype(int) + + # Draw fill rectangle in mask image + cv2.rectangle(mask_img, (x1, y1), (x2, y2), color, -1) + + return cv2.addWeighted(mask_img, mask_alpha, image, 1 - mask_alpha, 0) diff --git a/frontend/Index.svelte b/frontend/Index.svelte index ed66517..d6e9b89 100644 --- a/frontend/Index.svelte +++ b/frontend/Index.svelte @@ -1,7 +1,6 @@
- +
@@ -96,7 +98,7 @@ transition: transform 0.05s ease; } - .playPauseButton { + .muteButton { margin-top: 10px; padding: 10px 20px; font-size: 24px; @@ -104,7 +106,7 @@ background: none; border: none; border-radius: 5px; - color: black; + color: var(--color-accent); } :global(body) { From 23b1e20c0541224cd5e1c0034421a58268cc55ea Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Fri, 11 Oct 2024 13:01:26 -0700 Subject: [PATCH 14/66] Lots of bugs --- README.md | 1 + backend/gradio_webrtc/utils.py | 13 ++- backend/gradio_webrtc/webrtc.py | 137 +++++++----------------- demo/audio_out.py | 4 +- demo/space.py | 5 +- demo/video_out.py | 2 +- frontend/Index.svelte | 98 ++++++++++++----- frontend/shared/InteractiveVideo.svelte | 3 +- frontend/shared/StaticAudio.svelte | 42 +++----- frontend/shared/StaticVideo.svelte | 101 ++++++++--------- frontend/shared/Webcam.svelte | 18 ++-- frontend/shared/webrtc_utils.ts | 29 +++-- pyproject.toml | 2 +- 13 files changed, 214 insertions(+), 241 deletions(-) diff --git a/README.md b/README.md index f6a58ad..d21679f 100644 --- a/README.md +++ b/README.md @@ -54,6 +54,7 @@ else: def detection(image, conf_threshold=0.3): + print("running detection") image = cv2.resize(image, (model.input_width, model.input_height)) new_image = model.detect_objects(image, conf_threshold) return cv2.resize(new_image, (500, 500)) diff --git a/backend/gradio_webrtc/utils.py b/backend/gradio_webrtc/utils.py index dedd014..1712b32 100644 --- a/backend/gradio_webrtc/utils.py +++ b/backend/gradio_webrtc/utils.py @@ -1,10 +1,15 @@ -import time -import fractions -import av import asyncio +import fractions import threading +import time from typing import Callable +import av +import logging + +logger = logging.getLogger(__name__) + + AUDIO_PTIME = 0.020 @@ -39,7 +44,7 @@ def player_worker_decode( frame = next(generator) except Exception as exc: if isinstance(exc, StopIteration): - print("Not iterating") + logger.debug("Stopping audio stream") asyncio.run_coroutine_threadsafe(queue.put(None), loop) thread_quit.set() break diff --git a/backend/gradio_webrtc/webrtc.py b/backend/gradio_webrtc/webrtc.py index c5a3a13..9139409 100644 --- a/backend/gradio_webrtc/webrtc.py +++ b/backend/gradio_webrtc/webrtc.py @@ -1,31 +1,33 @@ -"""gr.Video() component.""" +"""gr.WebRTC() component.""" from __future__ import annotations -from abc import ABC, abstractmethod import asyncio -from collections.abc import Callable, Sequence -from typing import TYPE_CHECKING, Any, Literal, cast, Generator -import fractions +import logging import threading import time -from gradio_webrtc.utils import player_worker_decode +import traceback +from collections.abc import Callable +from typing import TYPE_CHECKING, Any, Literal, Generator, Sequence, cast -from aiortc import RTCPeerConnection, RTCSessionDescription -from aiortc.contrib.media import MediaRelay -from aiortc import VideoStreamTrack, AudioStreamTrack -from aiortc.mediastreams import MediaStreamError -from aiortc.contrib.media import AudioFrame, VideoFrame # type: ignore -from gradio_client import handle_file import numpy as np - - +from aiortc import ( + AudioStreamTrack, + RTCPeerConnection, + RTCSessionDescription, + VideoStreamTrack, +) +from aiortc.contrib.media import AudioFrame, MediaRelay, VideoFrame # type: ignore +from aiortc.mediastreams import MediaStreamError from gradio import wasm_utils from gradio.components.base import Component, server +from gradio_client import handle_file + +from gradio_webrtc.utils import player_worker_decode if TYPE_CHECKING: - from gradio.components import Timer from gradio.blocks import Block + from gradio.components import Timer from gradio.events import Dependency @@ -33,6 +35,9 @@ if wasm_utils.IS_WASM: raise ValueError("Not supported in gradio-lite!") +logger = logging.getLogger(__name__) + + class VideoCallback(VideoStreamTrack): """ This works for streaming input and output @@ -90,10 +95,9 @@ class VideoCallback(VideoStreamTrack): return new_frame except Exception as e: - print(e) - import traceback - - traceback.print_exc() + logger.debug(e) + exec = traceback.format_exc() + logger.debug(exec) class ServerToClientVideo(VideoStreamTrack): @@ -150,10 +154,9 @@ class ServerToClientVideo(VideoStreamTrack): next_frame.time_base = time_base return next_frame except Exception as e: - print(e) - import traceback - - traceback.print_exc() + logger.debug(e) + exec = traceback.format_exc() + logger.debug(exec) class ServerToClientAudio(AudioStreamTrack): @@ -173,26 +176,6 @@ class ServerToClientAudio(AudioStreamTrack): self._start: float | None = None super().__init__() - def array_to_frame(self, array: tuple[int, np.ndarray]) -> AudioFrame: - frame = AudioFrame.from_ndarray(array[1], format="s16", layout="mono") - frame.sample_rate = array[0] - frame.time_base = fractions.Fraction(1, array[0]) - self.current_timestamp += array[1].shape[1] - frame.pts = self.current_timestamp - return frame - - async def empty_frame(self) -> AudioFrame: - sample_rate = 22050 - samples = 100 - frame = AudioFrame(format="s16", layout="mono", samples=samples) - for p in frame.planes: - p.update(bytes(p.buffer_size)) - frame.sample_rate = sample_rate - frame.time_base = fractions.Fraction(1, sample_rate) - self.current_timestamp += samples - frame.pts = self.current_timestamp - return frame - def start(self): if self.__thread is None: self.__thread = threading.Thread( @@ -232,10 +215,9 @@ class ServerToClientAudio(AudioStreamTrack): return data except Exception as e: - print(e) - import traceback - - traceback.print_exc() + logger.debug(e) + exec = traceback.format_exc() + logger.debug(exec) def stop(self): self.thread_quit.set() @@ -244,39 +226,6 @@ class ServerToClientAudio(AudioStreamTrack): self.__thread = None super().stop() - # next_frame = await super().recv() - # print("next frame", next_frame) - # return next_frame - # try: - # if self.latest_args == "not_set": - # frame = await self.empty_frame() - - # # await self.modify_frame(frame) - # await asyncio.sleep(100 / 22050) - # print("next_frame not set", frame) - # return frame - # if self.generator is None: - # self.generator = cast( - # Generator[Any, None, Any], self.event_handler(*self.latest_args) - # ) - - # try: - # next_array = next(self.generator) - # print("iteration") - # except StopIteration: - # print("exception") - # self.stop() # type: ignore - # return - # next_frame = self.array_to_frame(next_array) - # # await self.modify_frame(next_frame) - # print("next frame", next_frame) - # return next_frame - # except Exception as e: - # print(e) - # import traceback - - # traceback.print_exc() - class WebRTC(Component): """ @@ -485,7 +434,8 @@ class WebRTC(Component): @server async def offer(self, body): - print("starting") + logger.debug("Starting to handle offer") + logger.debug("Offer body", body) if len(self.connections) >= cast(int, self.concurrency_limit): return {"status": "failed"} @@ -496,7 +446,7 @@ class WebRTC(Component): @pc.on("iceconnectionstatechange") async def on_iceconnectionstatechange(): - print(pc.iceConnectionState) + logger.debug("ICE connection state change", pc.iceConnectionState) if pc.iceConnectionState == "failed": await pc.close() self.connections.pop(body["webrtc_id"], None) @@ -519,32 +469,27 @@ class WebRTC(Component): event_handler=cast(Callable, self.event_handler), ) self.connections[body["webrtc_id"]] = cb + logger.debug("Adding track to peer connection", cb) pc.addTrack(cb) - if self.mode == "receive" and self.modality == "video": - cb = ServerToClientVideo(cast(Callable, self.event_handler)) - pc.addTrack(cb) - self.connections[body["webrtc_id"]] = cb - cb.on("ended", lambda: self.connections.pop(body["webrtc_id"], None)) - if self.mode == "receive" and self.modality == "audio": - print("adding") - cb = ServerToClientAudio(cast(Callable, self.event_handler)) - print("cb.recv", cb.recv) - # from aiortc.contrib.media import MediaPlayer - # player = MediaPlayer("/Users/freddy/sources/gradio/demo/audio_debugger/cantina.wav") - # pc.addTrack(player.audio) + if self.mode == "receive": + if self.modality == "video": + cb = ServerToClientVideo(cast(Callable, self.event_handler)) + elif self.modality == "audio": + cb = ServerToClientAudio(cast(Callable, self.event_handler)) + + logger.debug("Adding track to peer connection", cb) pc.addTrack(cb) self.connections[body["webrtc_id"]] = cb cb.on("ended", lambda: self.connections.pop(body["webrtc_id"], None)) - print("here") # handle offer await pc.setRemoteDescription(offer) # send answer answer = await pc.createAnswer() await pc.setLocalDescription(answer) # type: ignore - print("done") + logger.debug("done handling offer about to return") return { "sdp": pc.localDescription.sdp, diff --git a/demo/audio_out.py b/demo/audio_out.py index 716c1ab..a66d41c 100644 --- a/demo/audio_out.py +++ b/demo/audio_out.py @@ -22,18 +22,20 @@ if account_sid and auth_token: else: rtc_configuration = None +import time def generation(num_steps): for _ in range(num_steps): segment = AudioSegment.from_file("/Users/freddy/sources/gradio/demo/audio_debugger/cantina.wav") yield (segment.frame_rate, np.array(segment.get_array_of_samples()).reshape(1, -1)) + time.sleep(3.5) css = """.my-group {max-width: 600px !important; max-height: 600 !important;} .my-column {display: flex !important; justify-content: center !important; align-items: center !important};""" -with gr.Blocks(css=css) as demo: +with gr.Blocks() as demo: gr.HTML( """

diff --git a/demo/space.py b/demo/space.py index 8b477fa..794d05e 100644 --- a/demo/space.py +++ b/demo/space.py @@ -3,7 +3,7 @@ import gradio as gr from app import demo as app import os -_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'rtc_configuration': {'type': 'dict[str, Any] | None', 'default': 'None', 'description': None}, 'time_limit': {'type': 'float | None', 'default': 'None', 'description': None}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} +_docs = {'WebRTC': {'description': 'Creates a video component that can be used to upload/record videos (as an input) or display videos (as an output).\nFor the video to be playable in the browser it must have a compatible container and codec combination. Allowed\ncombinations are .mp4 with h264 codec, .ogg with theora codec, and .webm with vp9 codec. If the component detects\nthat the output video would not be playable in the browser it will attempt to convert it to a playable mp4 video.\nIf the conversion fails, the original video is returned.\n', 'members': {'__init__': {'value': {'type': 'None', 'default': 'None', 'description': 'path or URL for the default value that WebRTC component is going to take. Can also be a tuple consisting of (video filepath, subtitle filepath). If a subtitle file is provided, it should be of type .srt or .vtt. Or can be callable, in which case the function will be called whenever the app loads to set the initial value of the component.'}, 'height': {'type': 'int | str | None', 'default': 'None', 'description': 'The height of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'width': {'type': 'int | str | None', 'default': 'None', 'description': 'The width of the component, specified in pixels if a number is passed, or in CSS units if a string is passed. This has no effect on the preprocessed video file, but will affect the displayed video.'}, 'label': {'type': 'str | None', 'default': 'None', 'description': 'the label for this component. Appears above the component and is also used as the header if there are a table of examples for this component. If None and used in a `gr.Interface`, the label will be the name of the parameter this component is assigned to.'}, 'every': {'type': 'Timer | float | None', 'default': 'None', 'description': 'continously calls `value` to recalculate it if `value` is a function (has no effect otherwise). Can provide a Timer whose tick resets `value`, or a float that provides the regular interval for the reset Timer.'}, 'inputs': {'type': 'Component | Sequence[Component] | set[Component] | None', 'default': 'None', 'description': 'components that are used as inputs to calculate `value` if `value` is a function (has no effect otherwise). `value` is recalculated any time the inputs change.'}, 'show_label': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will display label.'}, 'container': {'type': 'bool', 'default': 'True', 'description': 'if True, will place the component in a container - providing some extra padding around the border.'}, 'scale': {'type': 'int | None', 'default': 'None', 'description': 'relative size compared to adjacent Components. For example if Components A and B are in a Row, and A has scale=2, and B has scale=1, A will be twice as wide as B. Should be an integer. scale applies in Rows, and to top-level Components in Blocks where fill_height=True.'}, 'min_width': {'type': 'int', 'default': '160', 'description': 'minimum pixel width, will wrap if not sufficient screen space to satisfy this value. If a certain scale value results in this Component being narrower than min_width, the min_width parameter will be respected first.'}, 'interactive': {'type': 'bool | None', 'default': 'None', 'description': 'if True, will allow users to upload a video; if False, can only be used to display videos. If not provided, this is inferred based on whether the component is used as an input or output.'}, 'visible': {'type': 'bool', 'default': 'True', 'description': 'if False, component will be hidden.'}, 'elem_id': {'type': 'str | None', 'default': 'None', 'description': 'an optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'elem_classes': {'type': 'list[str] | str | None', 'default': 'None', 'description': 'an optional list of strings that are assigned as the classes of this component in the HTML DOM. Can be used for targeting CSS styles.'}, 'render': {'type': 'bool', 'default': 'True', 'description': 'if False, component will not render be rendered in the Blocks context. Should be used if the intention is to assign event listeners now but render the component later.'}, 'key': {'type': 'int | str | None', 'default': 'None', 'description': 'if assigned, will be used to assume identity across a re-render. Components that have the same key across a re-render will have their value preserved.'}, 'mirror_webcam': {'type': 'bool', 'default': 'True', 'description': 'if True webcam will be mirrored. Default is True.'}, 'rtc_configuration': {'type': 'dict[str, Any] | None', 'default': 'None', 'description': None}, 'time_limit': {'type': 'float | None', 'default': 'None', 'description': None}, 'mode': {'type': 'Literal["send-receive", "receive"]', 'default': '"send-receive"', 'description': None}, 'modality': {'type': 'Literal["video", "audio"]', 'default': '"video"', 'description': None}}, 'postprocess': {'value': {'type': 'typing.Any', 'description': 'Expects a {str} or {pathlib.Path} filepath to a video which is displayed, or a {Tuple[str | pathlib.Path, str | pathlib.Path | None]} where the first element is a filepath to a video and the second element is an optional filepath to a subtitle file.'}}, 'preprocess': {'return': {'type': 'str', 'description': 'Passes the uploaded video as a `str` filepath or URL whose extension can be modified by `format`.'}, 'value': None}}, 'events': {'tick': {'type': None, 'default': None, 'description': ''}}}, '__meta__': {'additional_interfaces': {}, 'user_fn_refs': {'WebRTC': []}}} abs_path = os.path.join(os.path.dirname(__file__), "css.css") @@ -21,7 +21,7 @@ with gr.Blocks( # `gradio_webrtc`
-Static Badge +PyPI - Version
Stream images in realtime with webrtc @@ -69,6 +69,7 @@ else: def detection(image, conf_threshold=0.3): + print("running detection") image = cv2.resize(image, (model.input_width, model.input_height)) new_image = model.detect_objects(image, conf_threshold) return cv2.resize(new_image, (500, 500)) diff --git a/demo/video_out.py b/demo/video_out.py index 696d3fe..082e193 100644 --- a/demo/video_out.py +++ b/demo/video_out.py @@ -48,7 +48,7 @@ with gr.Blocks() as demo: input_video = gr.Video(sources="upload") with gr.Column(): output_video = WebRTC(label="Video Stream", rtc_configuration=rtc_configuration, - mode="receive", modality="video") + mode="receive", modality="video") output_video.stream( fn=generation, inputs=[input_video], outputs=[output_video], trigger=input_video.upload diff --git a/frontend/Index.svelte b/frontend/Index.svelte index 5f022fc..4d14ea8 100644 --- a/frontend/Index.svelte +++ b/frontend/Index.svelte @@ -35,10 +35,73 @@ let dragging = false; $: console.log("value", value); - - + gradio.dispatch("clear_status", loading_status)} + /> + + gradio.dispatch("tick")} + on:error={({ detail }) => gradio.dispatch("error", detail)} + /> + + +{:else if mode == "receive" && modality === "audio"} + + gradio.dispatch("clear_status", loading_status)} + /> + gradio.dispatch("tick")} + on:error={({ detail }) => gradio.dispatch("error", detail)} + /> + +{:else if mode === "send-receive" && modality === "video"} + - + gradio.dispatch("clear_status", loading_status)} /> - - {#if mode === "receive" && modality === "video"} - gradio.dispatch("tick")} - on:error={({ detail }) => gradio.dispatch("error", detail)} - /> - {:else if mode == "receive" && modality === "audio"} - gradio.dispatch("tick")} - on:error={({ detail }) => gradio.dispatch("error", detail)} - /> - {:else if mode === "send-receive" && modality === "video"} - {/if} - + +{/if} diff --git a/frontend/shared/InteractiveVideo.svelte b/frontend/shared/InteractiveVideo.svelte index 46dde79..d74480b 100644 --- a/frontend/shared/InteractiveVideo.svelte +++ b/frontend/shared/InteractiveVideo.svelte @@ -38,7 +38,8 @@ let dragging = false; $: dispatch("drag", dragging); - $: console.log("interactive value", value); + $: console.log("value", value) + diff --git a/frontend/shared/StaticAudio.svelte b/frontend/shared/StaticAudio.svelte index 31c6c76..6e9a146 100644 --- a/frontend/shared/StaticAudio.svelte +++ b/frontend/shared/StaticAudio.svelte @@ -49,34 +49,27 @@ $: if( value === "start_webrtc_stream") { stream_state = "connecting"; value = _webrtc_id; - const fallback_config = { - iceServers: [ - { - urls: 'stun:stun.l.google.com:19302' - } - ] - }; - pc = new RTCPeerConnection(rtc_configuration); - pc.addEventListener("connectionstatechange", - async (event) => { - switch(pc.connectionState) { - case "connected": - console.log("connected"); - stream_state = "open"; - break; - case "disconnected": - console.log("closed"); - stop(pc); - break; - default: - break; - } + pc = new RTCPeerConnection(rtc_configuration); + pc.addEventListener("connectionstatechange", + async (event) => { + switch(pc.connectionState) { + case "connected": + console.info("connected"); + stream_state = "open"; + break; + case "disconnected": + console.info("closed"); + stop(pc); + break; + default: + break; } - ) + } + ) start(null, pc, audio_player, server.offer, _webrtc_id, "audio").then((connection) => { pc = connection; }).catch(() => { - console.log("catching") + console.info("catching") dispatch("error", "Too many concurrent users. Come back later!"); }); } @@ -91,7 +84,6 @@ float={false} label={label || i18n("audio.audio")} /> -