Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -4,7 +4,7 @@ import spaces
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import torch
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import os
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import librosa
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from PIL import Image
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from decord import VideoReader, cpu
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from transformers import AutoModel, AutoTokenizer, AutoProcessor
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@@ -31,9 +31,16 @@ footer {
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}
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'''
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filetypes = {
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"Image": [".jpg", ".jpeg", ".png", ".bmp"],
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"
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"Video": [".mp4", ".mov", ".avi", ".mkv"],
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"Audio": [".wav", ".mp3", ".flac", ".aac"],
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}
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@@ -60,14 +67,13 @@ def encode_gif(path):
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@spaces.GPU(duration=60)
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def generate(input, instruction=DEFAULT_INPUT, sampling=False, temperature=0.7, top_p=0.8, top_k=100, repetition_penalty=1.05, max_tokens=512):
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print(input)
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print(instruction)
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if not
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return "No input provided."
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extension = os.path.splitext(
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filetype = None
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for category, extensions in filetypes.items():
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if extension in extensions:
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@@ -76,20 +82,22 @@ def generate(input, instruction=DEFAULT_INPUT, sampling=False, temperature=0.7,
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content = []
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if filetype == "Image":
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image = Image.open(
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content.append(image)
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elif filetype in ["Video", "
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frames = encode_gif(
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content.extend(frames)
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audio = librosa.load(
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content.append(audio)
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elif filetype == "Audio":
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audio = librosa.load(
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content.append(audio)
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else:
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return "Unsupported file type."
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inputs_payload = [{"role": "user", "content": content}]
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params = {
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import torch
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import os
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import librosa
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from PIL import Image, ImageSequence
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from decord import VideoReader, cpu
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from transformers import AutoModel, AutoTokenizer, AutoProcessor
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}
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'''
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input_prefixes = {
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"Image": "(A image file called █ has been attached) ",
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"GIF": "(A GIF file called █ has been attached) ",
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"Video": "(A video with audio file called █ has been attached) ",
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"Audio": "(A audio file called █ has been attached) ",
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}
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filetypes = {
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"Image": [".jpg", ".jpeg", ".png", ".bmp"],
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"GIF": [".gif"],
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"Video": [".mp4", ".mov", ".avi", ".mkv"],
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"Audio": [".wav", ".mp3", ".flac", ".aac"],
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}
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@spaces.GPU(duration=60)
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def generate(input, instruction=DEFAULT_INPUT, sampling=False, temperature=0.7, top_p=0.8, top_k=100, repetition_penalty=1.05, max_tokens=512):
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print(input)
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print(instruction)
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if not input:
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return "No input provided."
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extension = os.path.splitext(input)[1].lower()
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filetype = None
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for category, extensions in filetypes.items():
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if extension in extensions:
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content = []
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if filetype == "Image":
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image = Image.open(input).convert("RGB")
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content.append(image)
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elif filetype in ["Video", "GIF"]:
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frames = encode_gif(input) if filetype == "GIF" else encode_video(input_file)
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content.extend(frames)
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audio = librosa.load(input, sr=16000, mono=True)
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content.append(audio)
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elif filetype == "Audio":
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audio = librosa.load(input, sr=16000, mono=True)
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content.append(audio)
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else:
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return "Unsupported file type."
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filename = os.path.basename(input_file)
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prefix = input_prefixes[filetype].replace("█", filename)
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content.append(prefix + instruction)
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inputs_payload = [{"role": "user", "content": content}]
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params = {
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