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Improve text to vid (#1678)
Got text to video working, because I really wanted to play with it. It works, well enough for now. When I have some more time I plan to look into how to change the UI so I can add a field for choosing FPS. Please feel free to critique my changes, I'm still early in the learning to code process. # Description * FPS defaults all changed to 30 * Change the way total_frames is calculated (now just FPS * duration) - not sure if this is ideal but it works * Generation now stops when it reaches total_frames value Closes: #1676 # Checklist: - [x] I have changed the base branch to `dev` - [x] I have performed a self-review of my own code - [x] I have commented my code in hard-to-understand areas - [ ] I have made corresponding changes to the documentation
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@ -946,6 +946,7 @@ def diffuse(
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num_inference_steps,
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cfg_scale,
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eta,
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fps=30
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):
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torch_device = cond_latents.get_device()
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@ -1055,8 +1056,8 @@ def diffuse(
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speed = "it/s"
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duration = 1 / duration
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#
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total_frames = (st.session_state.sampling_steps + st.session_state.num_inference_steps) * st.session_state.max_duration_in_seconds
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# perhaps add an option to set fps within the ui eventually
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total_frames = st.session_state.max_duration_in_seconds * fps
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total_steps = st.session_state.sampling_steps + st.session_state.num_inference_steps
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if i > st.session_state.sampling_steps:
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@ -1195,13 +1196,13 @@ def load_diffusers_model(weights_path,torch_device):
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st.session_state["progress_bar_text"].error(e)
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#
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def save_video_to_disk(frames, seeds, sanitized_prompt, fps=6,save_video=True, outdir='outputs'):
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def save_video_to_disk(frames, seeds, sanitized_prompt, fps=30,save_video=True, outdir='outputs'):
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if save_video:
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# write video to memory
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#output = io.BytesIO()
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#writer = imageio.get_writer(os.path.join(os.getcwd(), st.session_state['defaults'].general.outdir, "txt2vid"), im, extension=".mp4", fps=30)
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#try:
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video_path = os.path.join(os.getcwd(), outdir, "txt2vid",f"{seeds}_{sanitized_prompt}{datetime.now().strftime('%Y%m-%d%H-%M%S-') + str(uuid4())[:8]}.mp4")
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video_path = os.path.join(os.getcwd(), outdir, "txt2vid",f"{seeds}_{sanitized_prompt}{datetime.datetime.now().strftime('%Y%m-%d%H-%M%S-') + str(uuid4())[:8]}.mp4")
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writer = imageio.get_writer(video_path, fps=fps)
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for frame in frames:
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writer.append_data(frame)
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@ -1482,9 +1483,9 @@ def txt2vid(
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#)
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# old code
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total_frames = (st.session_state.sampling_steps + st.session_state.num_inference_steps) * st.session_state.max_duration_in_seconds
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total_frames = st.session_state.max_duration_in_seconds * fps
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while second_count < max_duration_in_seconds:
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while frame_index+1 <= total_frames:
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st.session_state["frame_duration"] = 0
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st.session_state["frame_speed"] = 0
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st.session_state["current_frame"] = frame_index
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@ -1506,7 +1507,7 @@ def txt2vid(
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#init = slerp(gpu, float(t), init1, init2)
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with autocast("cuda"):
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image = diffuse(server_state["pipe"], cond_embeddings, init, num_inference_steps, cfg_scale, eta)
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image = diffuse(server_state["pipe"], cond_embeddings, init, num_inference_steps, cfg_scale, eta, fps=fps)
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if st.session_state["save_individual_images"] and not st.session_state["use_GFPGAN"] and not st.session_state["use_RealESRGAN"]:
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#im = Image.fromarray(image)
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@ -1914,6 +1915,7 @@ def layout():
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beta_schedule=beta_scheduler_type, starting_image=None)
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if video and save_video_on_stop:
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if os.path.exists(video): # temporary solution to bypass exception
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# show video preview on the UI after we hit the stop button
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# currently not working as session_state is cleared on StopException
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preview_video.video(open(video, 'rb').read())
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