From 7b8fa8aa58f95f5046b9add64b40368bd3f1b700 Mon Sep 17 00:00:00 2001 From: aliabid94 Date: Wed, 23 Aug 2023 11:47:07 -0700 Subject: [PATCH] Allow caching examples with streamed output (#5295) * changes * changes * add changeset * add changeset * chages * Update silver-clowns-brush.md * changes * chagers * changes * Update silver-clowns-brush.md * change * change * change * changes * chages * changes * add changeset * changes * changes * changes --------- Co-authored-by: gradio-pr-bot Co-authored-by: pngwn --- .changeset/full-melons-pick.md | 6 +++ client/python/gradio_client/serializing.py | 29 ++++++++---- demo/stream_audio_out/audio/cantina.wav | Bin 0 -> 132344 bytes demo/stream_audio_out/run.ipynb | 2 +- demo/stream_audio_out/run.py | 23 ++++++--- gradio/helpers.py | 52 +++++++++++++++++++-- test/test_helpers.py | 34 ++++++++++++-- 7 files changed, 121 insertions(+), 25 deletions(-) create mode 100644 .changeset/full-melons-pick.md create mode 100644 demo/stream_audio_out/audio/cantina.wav diff --git a/.changeset/full-melons-pick.md b/.changeset/full-melons-pick.md new file mode 100644 index 0000000000..4c761c670c --- /dev/null +++ b/.changeset/full-melons-pick.md @@ -0,0 +1,6 @@ +--- +"gradio": minor +"gradio_client": minor +--- + +fix:Allow caching examples with streamed output diff --git a/client/python/gradio_client/serializing.py b/client/python/gradio_client/serializing.py index f5dbc64fc7..04fd330096 100644 --- a/client/python/gradio_client/serializing.py +++ b/client/python/gradio_client/serializing.py @@ -49,7 +49,7 @@ class Serializable: types = api_info.get("serialized_output", [api_info["info"]["type"]] * 2) # type: ignore return (types[0], types[1]) - def serialize(self, x: Any, load_dir: str | Path = ""): + def serialize(self, x: Any, load_dir: str | Path = "", allow_links: bool = False): """ Convert data from human-readable format to serialized format for a browser. """ @@ -167,6 +167,7 @@ class ImgSerializable(Serializable): self, x: str | None, load_dir: str | Path = "", + allow_links: bool = False, ) -> str | None: """ Convert from human-friendly version of a file (string filepath) to a serialized @@ -257,7 +258,10 @@ class FileSerializable(Serializable): } def _serialize_single( - self, x: str | FileData | None, load_dir: str | Path = "" + self, + x: str | FileData | None, + load_dir: str | Path = "", + allow_links: bool = False, ) -> FileData | None: if x is None or isinstance(x, dict): return x @@ -269,9 +273,11 @@ class FileSerializable(Serializable): size = Path(filename).stat().st_size return { "name": filename, - "data": utils.encode_url_or_file_to_base64(filename), + "data": None + if allow_links + else utils.encode_url_or_file_to_base64(filename), "orig_name": Path(filename).name, - "is_file": False, + "is_file": allow_links, "size": size, } @@ -328,6 +334,7 @@ class FileSerializable(Serializable): self, x: str | FileData | None | list[str | FileData | None], load_dir: str | Path = "", + allow_links: bool = False, ) -> FileData | None | list[FileData | None]: """ Convert from human-friendly version of a file (string filepath) to a @@ -335,13 +342,14 @@ class FileSerializable(Serializable): Parameters: x: String path to file to serialize load_dir: Path to directory containing x + allow_links: Will allow path returns instead of raw file content """ if x is None or x == "": return None if isinstance(x, list): - return [self._serialize_single(f, load_dir=load_dir) for f in x] + return [self._serialize_single(f, load_dir, allow_links) for f in x] else: - return self._serialize_single(x, load_dir=load_dir) + return self._serialize_single(x, load_dir, allow_links) def deserialize( self, @@ -390,9 +398,9 @@ class VideoSerializable(FileSerializable): } def serialize( - self, x: str | None, load_dir: str | Path = "" + self, x: str | None, load_dir: str | Path = "", allow_links: bool = False ) -> tuple[FileData | None, None]: - return (super().serialize(x, load_dir), None) # type: ignore + return (super().serialize(x, load_dir, allow_links), None) # type: ignore def deserialize( self, @@ -432,6 +440,7 @@ class JSONSerializable(Serializable): self, x: str | None, load_dir: str | Path = "", + allow_links: bool = False, ) -> dict | list | None: """ Convert from a a human-friendly version (string path to json file) to a @@ -488,7 +497,7 @@ class GallerySerializable(Serializable): } def serialize( - self, x: str | None, load_dir: str | Path = "" + self, x: str | None, load_dir: str | Path = "", allow_links: bool = False ) -> list[list[str | None]] | None: if x is None or x == "": return None @@ -497,7 +506,7 @@ class GallerySerializable(Serializable): with captions_file.open("r") as captions_json: captions = json.load(captions_json) for file_name, caption in captions.items(): - img = FileSerializable().serialize(file_name) + img = FileSerializable().serialize(file_name, allow_links=allow_links) 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znB9d}r6b$zIBX%jlK--6&NaJ}Jr(_bcSm)0yIGM*S`uEvk@hVo7GBW==2%Od9qa-o z9wY6~))uD$i*_436PzB%z+V%I$je8;jjSN-0?)UV6y%xk5EIXx;$R_} z-zpUmIH9y?3Q6d$S3~Wx5W4A?a4GBtW9}Md+;nJ`ejqtSps!ry_(2D;8?=`-@HF3Y z$J<57QoE3o-%W8kg3Ld`_H!EOZT%ai88|XWiS#t?UP0z-RZaU7NdXBbmzC4Dx#(*WsFAo*PRC zg13JWM5LwUFWisUFoPXWyJKsg4x7xO)WeOUpYi(fAommj$*3zyvzudwox%N`dL8W^ yMAy8QJ#v@Y3)w;T#%{vqK|l7@65S*ACyPS8F&cZue0FE#KUBfb;|HNDyZb+;6}kuj literal 0 HcmV?d00001 diff --git a/demo/stream_audio_out/run.ipynb b/demo/stream_audio_out/run.ipynb index eb773e42b5..25ef1f123b 100644 --- a/demo/stream_audio_out/run.ipynb +++ b/demo/stream_audio_out/run.ipynb @@ -1 +1 @@ -{"cells": [{"cell_type": "markdown", "id": 302934307671667531413257853548643485645, "metadata": {}, "source": ["# Gradio Demo: stream_audio_out"]}, {"cell_type": "code", "execution_count": null, "id": 272996653310673477252411125948039410165, "metadata": {}, "outputs": [], "source": ["!pip install -q gradio "]}, {"cell_type": "code", "execution_count": null, "id": 288918539441861185822528903084949547379, "metadata": {}, "outputs": [], "source": ["import gradio as gr\n", "from pydub import AudioSegment\n", "from time import sleep\n", "\n", "with gr.Blocks() as demo:\n", " input_audio = gr.Audio(label=\"Input Audio\", type=\"filepath\", format=\"mp3\")\n", " with gr.Row():\n", " with gr.Column():\n", " stream_as_file_btn = gr.Button(\"Stream as File\")\n", " format = gr.Radio([\"wav\", \"mp3\"], value=\"wav\", label=\"Format\")\n", " stream_as_file_output = gr.Audio(streaming=True)\n", "\n", " def stream_file(audio_file, format):\n", " audio = AudioSegment.from_file(audio_file)\n", " i = 0\n", " chunk_size = 3000 \n", " while chunk_size*i < len(audio):\n", " chunk = audio[chunk_size*i:chunk_size*(i+1)]\n", " i += 1\n", " if chunk:\n", " file = f\"/tmp/{i}.{format}\"\n", " chunk.export(file, format=format)\n", " yield file\n", " sleep(1)\n", " \n", " stream_as_file_btn.click(stream_file, [input_audio, format], stream_as_file_output)\n", "\n", " with gr.Column():\n", " stream_as_bytes_btn = gr.Button(\"Stream as Bytes\")\n", " stream_as_bytes_output = gr.Audio(format=\"bytes\", streaming=True)\n", "\n", " def stream_bytes(audio_file):\n", " chunk_size = 20_000\n", " with open(audio_file, \"rb\") as f:\n", " while True:\n", " chunk = f.read(chunk_size)\n", " if chunk:\n", " yield chunk\n", " sleep(1)\n", " else:\n", " break\n", " \n", " stream_as_bytes_btn.click(stream_bytes, input_audio, stream_as_bytes_output)\n", "\n", "if __name__ == \"__main__\":\n", " demo.queue().launch()\n"]}], "metadata": {}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file +{"cells": [{"cell_type": "markdown", "id": 302934307671667531413257853548643485645, "metadata": {}, "source": ["# Gradio Demo: stream_audio_out"]}, {"cell_type": "code", "execution_count": null, "id": 272996653310673477252411125948039410165, "metadata": {}, "outputs": [], "source": ["!pip install -q gradio "]}, {"cell_type": "code", "execution_count": null, "id": 288918539441861185822528903084949547379, "metadata": {}, "outputs": [], "source": ["# Downloading files from the demo repo\n", "import os\n", "os.mkdir('audio')\n", "!wget -q -O audio/cantina.wav https://github.com/gradio-app/gradio/raw/main/demo/stream_audio_out/audio/cantina.wav"]}, {"cell_type": "code", "execution_count": null, "id": 44380577570523278879349135829904343037, "metadata": {}, "outputs": [], "source": ["import gradio as gr\n", "from pydub import AudioSegment\n", "from time import sleep\n", "\n", "with gr.Blocks() as demo:\n", " input_audio = gr.Audio(label=\"Input Audio\", type=\"filepath\", format=\"mp3\")\n", " with gr.Row():\n", " with gr.Column():\n", " stream_as_file_btn = gr.Button(\"Stream as File\")\n", " format = gr.Radio([\"wav\", \"mp3\"], value=\"wav\", label=\"Format\")\n", " stream_as_file_output = gr.Audio(streaming=True)\n", "\n", " def stream_file(audio_file, format):\n", " audio = AudioSegment.from_file(audio_file)\n", " i = 0\n", " chunk_size = 1000\n", " while chunk_size * i < len(audio):\n", " chunk = audio[chunk_size * i : chunk_size * (i + 1)]\n", " i += 1\n", " if chunk:\n", " file = f\"/tmp/{i}.{format}\"\n", " chunk.export(file, format=format)\n", " yield file\n", " sleep(0.5)\n", "\n", " stream_as_file_btn.click(\n", " stream_file, [input_audio, format], stream_as_file_output\n", " )\n", "\n", " gr.Examples(\n", " [[\"audio/cantina.wav\", \"wav\"], [\"audio/cantina.wav\", \"mp3\"]],\n", " [input_audio, format],\n", " fn=stream_file,\n", " outputs=stream_as_file_output,\n", " cache_examples=True,\n", " )\n", "\n", " with gr.Column():\n", " stream_as_bytes_btn = gr.Button(\"Stream as Bytes\")\n", " stream_as_bytes_output = gr.Audio(format=\"bytes\", streaming=True)\n", "\n", " def stream_bytes(audio_file):\n", " chunk_size = 20_000\n", " with open(audio_file, \"rb\") as f:\n", " while True:\n", " chunk = f.read(chunk_size)\n", " if chunk:\n", " yield chunk\n", " sleep(1)\n", " else:\n", " break\n", " stream_as_bytes_btn.click(stream_bytes, input_audio, stream_as_bytes_output)\n", "\n", "if __name__ == \"__main__\":\n", " demo.queue().launch()\n"]}], "metadata": {}, "nbformat": 4, "nbformat_minor": 5} \ No newline at end of file diff --git a/demo/stream_audio_out/run.py b/demo/stream_audio_out/run.py index 6da10333e3..2528e21633 100644 --- a/demo/stream_audio_out/run.py +++ b/demo/stream_audio_out/run.py @@ -13,17 +13,27 @@ with gr.Blocks() as demo: def stream_file(audio_file, format): audio = AudioSegment.from_file(audio_file) i = 0 - chunk_size = 3000 - while chunk_size*i < len(audio): - chunk = audio[chunk_size*i:chunk_size*(i+1)] + chunk_size = 1000 + while chunk_size * i < len(audio): + chunk = audio[chunk_size * i : chunk_size * (i + 1)] i += 1 if chunk: file = f"/tmp/{i}.{format}" chunk.export(file, format=format) yield file - sleep(1) - - stream_as_file_btn.click(stream_file, [input_audio, format], stream_as_file_output) + sleep(0.5) + + stream_as_file_btn.click( + stream_file, [input_audio, format], stream_as_file_output + ) + + gr.Examples( + [["audio/cantina.wav", "wav"], ["audio/cantina.wav", "mp3"]], + [input_audio, format], + fn=stream_file, + outputs=stream_as_file_output, + cache_examples=True, + ) with gr.Column(): stream_as_bytes_btn = gr.Button("Stream as Bytes") @@ -39,7 +49,6 @@ with gr.Blocks() as demo: sleep(1) else: break - stream_as_bytes_btn.click(stream_bytes, input_audio, stream_as_bytes_output) if __name__ == "__main__": diff --git a/gradio/helpers.py b/gradio/helpers.py index 61d4413cc6..1642c25ee7 100644 --- a/gradio/helpers.py +++ b/gradio/helpers.py @@ -291,12 +291,14 @@ class Examples: print(f"Caching examples at: '{utils.abspath(self.cached_folder)}'") cache_logger = CSVLogger() + generated_values = [] if inspect.isgeneratorfunction(self.fn): def get_final_item(*args): # type: ignore x = None + generated_values.clear() for x in self.fn(*args): # noqa: B007 # type: ignore - pass + generated_values.append(x) return x fn = get_final_item @@ -304,13 +306,15 @@ class Examples: async def get_final_item(*args): x = None + generated_values.clear() async for x in self.fn(*args): # noqa: B007 # type: ignore - pass + generated_values.append(x) return x fn = get_final_item else: fn = self.fn + # create a fake dependency to process the examples and get the predictions dependency, fn_index = Context.root_block.set_event_trigger( event_name="fake_event", @@ -337,6 +341,11 @@ class Examples: state={}, ) output = prediction["data"] + if len(generated_values): + output = merge_generated_values_into_output( + self.outputs, generated_values, output + ) + if self.batch: output = [value[0] for value in output] cache_logger.flag(output) @@ -395,13 +404,48 @@ class Examples: except (ValueError, TypeError, SyntaxError, AssertionError): output.append( component.serialize( - value_to_use, - self.cached_folder, + value_to_use, self.cached_folder, allow_links=True ) ) return output +def merge_generated_values_into_output( + components: list[IOComponent], generated_values: list, output: list +): + from gradio.events import StreamableOutput + + for output_index, output_component in enumerate(components): + if ( + isinstance(output_component, StreamableOutput) + and output_component.streaming + ): + binary_chunks = [] + for i, chunk in enumerate(generated_values): + if len(components) > 1: + chunk = chunk[output_index] + processed_chunk = output_component.postprocess(chunk) + binary_chunks.append( + output_component.stream_output(processed_chunk, "", i == 0)[0] + ) + binary_data = b"".join(binary_chunks) + tempdir = os.environ.get("GRADIO_TEMP_DIR") or str( + Path(tempfile.gettempdir()) / "gradio" + ) + os.makedirs(tempdir, exist_ok=True) + temp_file = tempfile.NamedTemporaryFile(dir=tempdir, delete=False) + with open(temp_file.name, "wb") as f: + f.write(binary_data) + + output[output_index] = { + "name": temp_file.name, + "is_file": True, + "data": None, + } + + return output + + class TrackedIterable: def __init__( self, diff --git a/test/test_helpers.py b/test/test_helpers.py index 14c9a83b24..33cc49cc2a 100644 --- a/test/test_helpers.py +++ b/test/test_helpers.py @@ -9,7 +9,8 @@ from unittest.mock import patch import pytest import websockets -from gradio_client import media_data +from gradio_client import media_data, utils +from pydub import AudioSegment from starlette.testclient import TestClient from tqdm import tqdm @@ -93,7 +94,8 @@ class TestExamples: ) prediction = await examples.load_from_cache(0) - assert prediction[0][0][0]["data"] == media_data.BASE64_IMAGE + file = prediction[0][0][0]["name"] + assert utils.encode_url_or_file_to_base64(file) == media_data.BASE64_IMAGE @patch("gradio.helpers.CACHED_FOLDER", tempfile.mkdtemp()) @@ -152,7 +154,10 @@ class TestProcessExamples: cache_examples=True, ) prediction = await io.examples_handler.load_from_cache(0) - assert prediction[0]["data"].startswith("data:audio/wav;base64,UklGRgA/") + file = prediction[0]["name"] + assert utils.encode_url_or_file_to_base64(file).startswith( + "data:audio/wav;base64,UklGRgA/" + ) @pytest.mark.asyncio async def test_caching_with_update(self): @@ -220,6 +225,29 @@ class TestProcessExamples: prediction = await io.examples_handler.load_from_cache(0) assert prediction[0] == "Your output: abcdef" + @pytest.mark.asyncio + async def test_caching_with_generators_and_streamed_output(self): + file_dir = Path(Path(__file__).parent, "test_files") + audio = str(file_dir / "audio_sample.wav") + + def test_generator(x): + for y in range(int(x)): + yield audio, y * 5 + + io = gr.Interface( + test_generator, + "number", + [gr.Audio(streaming=True), "number"], + examples=[3], + cache_examples=True, + ) + prediction = await io.examples_handler.load_from_cache(0) + len_input_audio = len(AudioSegment.from_wav(audio)) + len_output_audio = len(AudioSegment.from_wav(prediction[0]["name"])) + length_ratio = len_output_audio / len_input_audio + assert round(length_ratio, 1) == 3.0 # might not be exactly 3x + assert float(prediction[1]) == 10.0 + @pytest.mark.asyncio async def test_caching_with_async_generators(self): async def test_generator(x):