317 lines
13 KiB
Python
317 lines
13 KiB
Python
import numpy as np
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import torch
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import librosa
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import OpenGL.GL as gl
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import glfw
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import nodes as comfy_nodes
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def compile_shader(source, shader_type):
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shader = gl.glCreateShader(shader_type)
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gl.glShaderSource(shader, source)
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gl.glCompileShader(shader)
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if gl.glGetShaderiv(shader, gl.GL_COMPILE_STATUS) != gl.GL_TRUE:
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raise RuntimeError(gl.glGetShaderInfoLog(shader))
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return shader
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def compile_program(vertex_source, fragment_source):
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vertex_shader = compile_shader(vertex_source, gl.GL_VERTEX_SHADER)
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fragment_shader = compile_shader(fragment_source, gl.GL_FRAGMENT_SHADER)
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program = gl.glCreateProgram()
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gl.glAttachShader(program, vertex_shader)
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gl.glAttachShader(program, fragment_shader)
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gl.glLinkProgram(program)
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if gl.glGetProgramiv(program, gl.GL_LINK_STATUS) != gl.GL_TRUE:
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raise RuntimeError(gl.glGetProgramInfoLog(program))
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return program
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def setup_framebuffer(width, height):
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texture = gl.glGenTextures(1)
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gl.glBindTexture(gl.GL_TEXTURE_2D, texture)
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gl.glTexImage2D(gl.GL_TEXTURE_2D, 0, gl.GL_RGB, width, height, 0, gl.GL_RGB, gl.GL_UNSIGNED_BYTE, None)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_MIN_FILTER, gl.GL_LINEAR)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_MAG_FILTER, gl.GL_LINEAR)
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fbo = gl.glGenFramebuffers(1)
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gl.glBindFramebuffer(gl.GL_FRAMEBUFFER, fbo)
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gl.glFramebufferTexture2D(gl.GL_FRAMEBUFFER, gl.GL_COLOR_ATTACHMENT0, gl.GL_TEXTURE_2D, texture, 0)
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if gl.glCheckFramebufferStatus(gl.GL_FRAMEBUFFER) != gl.GL_FRAMEBUFFER_COMPLETE:
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raise RuntimeError("Framebuffer is not complete")
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return fbo, texture
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def setup_render_resources(width, height, fragment_source: str):
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if not glfw.init():
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raise RuntimeError("GLFW did not init")
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glfw.window_hint(glfw.VISIBLE, glfw.FALSE) # hidden
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window = glfw.create_window(width, height, "hidden", None, None)
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if not window:
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raise RuntimeError("GLFW did not init window")
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glfw.make_context_current(window)
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vertex_source = """
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#version 330 core
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void main()
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{
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vec2 verts[3] = vec2[](vec2(-1, -1), vec2(3, -1), vec2(-1, 3));
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gl_Position = vec4(verts[gl_VertexID], 0, 1);
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}
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"""
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shader = compile_program(vertex_source, fragment_source)
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fbo, texture = setup_framebuffer(width, height)
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textures = gl.glGenTextures(4)
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return (fbo, shader, textures)
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def render_resources_cleanup():
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# assume all other resources get cleaned up here
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glfw.terminate()
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def render(width, height, fbo, shader):
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gl.glBindFramebuffer(gl.GL_FRAMEBUFFER, fbo)
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gl.glClearColor(0.0, 0.0, 0.0, 1.0)
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gl.glClear(gl.GL_COLOR_BUFFER_BIT)
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gl.glUseProgram(shader)
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gl.glDrawArrays(gl.GL_TRIANGLES, 0, 3)
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data = gl.glReadPixels(0, 0, width, height, gl.GL_RGB, gl.GL_UNSIGNED_BYTE)
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image = np.frombuffer(data, dtype=np.uint8).reshape(height, width, 3)
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image = image[::-1, :, :]
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image = np.array(image).astype(np.float32) / 255.0
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return image
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SHADERTOY_HEADER = """
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#version 440
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precision highp float;
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uniform vec3 iResolution;
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uniform vec4 iMouse;
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uniform float iTime;
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uniform float iTimeDelta;
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uniform float iFrameRate;
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uniform int iFrame;
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uniform sampler2D iChannel0;
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uniform sampler2D iChannel1;
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uniform sampler2D iChannel2;
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uniform sampler2D iChannel3;
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#define texture2D texture
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"""
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SHADERTOY_FOOTER = """
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layout(location = 0) out vec4 _fragColor;
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void main()
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{
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mainImage(_fragColor, gl_FragCoord.xy);
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}
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"""
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SHADERTOY_DEFAULT = """
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void mainImage( out vec4 fragColor, in vec2 fragCoord )
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{
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// Normalized pixel coordinates (from 0 to 1)
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vec2 uv = fragCoord/iResolution.xy;
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// Time varying pixel color
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vec3 col = 0.5 + 0.5*cos(iTime+uv.xyx+vec3(0,2,4));
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// Output to screen
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fragColor = vec4(col,1.0);
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}
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"""
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def shadertoy_vars_update(shader, width, height, time, time_delta, frame_rate, frame):
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gl.glUseProgram(shader)
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iResolution_location = gl.glGetUniformLocation(shader, "iResolution")
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gl.glUniform3f(iResolution_location, width, height, 0)
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iMouse_location = gl.glGetUniformLocation(shader, "iMouse")
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gl.glUniform4f(iMouse_location, 0, 0, 0, 0)
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iTime_location = gl.glGetUniformLocation(shader, "iTime")
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gl.glUniform1f(iTime_location, time)
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iTimeDelta_location = gl.glGetUniformLocation(shader, "iTimeDelta")
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gl.glUniform1f(iTimeDelta_location, time_delta)
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iFrameRate_location = gl.glGetUniformLocation(shader, "iFrameRate")
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gl.glUniform1f(iFrameRate_location, frame_rate)
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iFrame_location = gl.glGetUniformLocation(shader, "iFrame")
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gl.glUniform1i(iFrame_location, frame)
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def shadertoy_texture_update(texture, image, frame):
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if len(image.shape) == 4:
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image = image[frame]
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image = image.cpu().numpy()
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image = image[::-1, :, :]
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gl.glBindTexture(gl.GL_TEXTURE_2D, texture)
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gl.glTexImage2D(gl.GL_TEXTURE_2D, 0, gl.GL_RGB, image.shape[1], image.shape[0], 0, gl.GL_RGB, gl.GL_FLOAT, image)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_MIN_FILTER, gl.GL_LINEAR)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_MAG_FILTER, gl.GL_LINEAR)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_WRAP_S, gl.GL_CLAMP_TO_EDGE)
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gl.glTexParameteri(gl.GL_TEXTURE_2D, gl.GL_TEXTURE_WRAP_T, gl.GL_CLAMP_TO_EDGE)
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def shadertoy_texture_bind(shader, textures):
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gl.glUseProgram(shader)
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for i in range(4):
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gl.glActiveTexture(gl.GL_TEXTURE0 + i) # type: ignore
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gl.glBindTexture(gl.GL_TEXTURE_2D, textures[i])
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iChannel_location = gl.glGetUniformLocation(shader, f"iChannel{i}")
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gl.glUniform1i(iChannel_location, i)
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class Shadertoy:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": { "width": ("INT", {"default": 512, "min": 64, "max": comfy_nodes.MAX_RESOLUTION, "step": 8}),
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"height": ("INT", {"default": 512, "min": 64, "max": comfy_nodes.MAX_RESOLUTION, "step": 8}),
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"frame_count": ("INT", {"default": 1, "min": 1, "max": 262144}),
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"fps": ("INT", {"default": 1, "min": 1, "max": 120}),
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"source": ("STRING", {"default": SHADERTOY_DEFAULT, "multiline": True, "dynamicPrompts": False})},
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"optional": { "channel_0": ("IMAGE",),
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"channel_1": ("IMAGE",),
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"channel_2": ("IMAGE",),
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"channel_3": ("IMAGE",)}}
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RETURN_TYPES = ("IMAGE", )
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CATEGORY = "Audio Reactor"
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FUNCTION = "render"
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def render(self, width: int, height: int, frame_count: int, fps: int, source: str,
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channel_0: torch.Tensor|None=None, channel_1: torch.Tensor|None=None,
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channel_2: torch.Tensor|None=None, channel_3: torch.Tensor|None=None):
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fragment_source = SHADERTOY_HEADER
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fragment_source += source
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fragment_source += SHADERTOY_FOOTER
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fbo, shader, textures = setup_render_resources(width, height, fragment_source)
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images = []
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frame = 0
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for _ in range(frame_count):
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shadertoy_vars_update(shader, width, height, frame * (1.0 / fps), (1.0 / fps), fps, frame)
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if channel_0 != None: shadertoy_texture_update(textures[0], channel_0, frame)
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if channel_1 != None: shadertoy_texture_update(textures[1], channel_1, frame)
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if channel_2 != None: shadertoy_texture_update(textures[2], channel_2, frame)
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if channel_3 != None: shadertoy_texture_update(textures[3], channel_3, frame)
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shadertoy_texture_bind(shader, textures)
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image = render(width, height, fbo, shader)
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image = torch.from_numpy(image)[None,]
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images.append(image)
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frame += 1
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render_resources_cleanup()
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return (torch.cat(images, dim=0),)
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class AudioLoadPath:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": { "path": ("STRING", {"default": "X://insert/path/here.mp4"}),
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"sample_rate": ("INT", {"default": 22050, "min": 6000, "max": 192000, "step": 1}),
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"offset": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1e6, "step": 0.001}),
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"duration": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1e6, "step": 0.001})}}
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RETURN_TYPES = ("AUDIO", )
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CATEGORY = "Audio Reactor"
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FUNCTION = "load"
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def load(self, path: str, sample_rate: int, offset: float, duration: float|None):
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if duration == 0.0: duration = None
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audio, _ = librosa.load(path, sr=sample_rate, offset=offset, duration=duration)
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audio = torch.from_numpy(audio)[None,:,None]
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return (audio,)
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class AudioFrameTransformShadertoy:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": { "audio": ("AUDIO",),
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"sample_rate": ("INT", {"default": 22050, "min": 6000, "max": 192000, "step": 1}),
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"frame_count": ("INT", {"default": 1, "min": 1, "max": 262144}),
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"fps": ("INT", {"default": 1, "min": 1, "max": 120})}}
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RETURN_TYPES = ("IMAGE", )
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CATEGORY = "Audio Reactor"
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FUNCTION = "transform"
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def transform(self, audio: torch.Tensor, sample_rate: int, frame_count: int, fps: int):
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timestamps = np.arange(0, frame_count) * (1 / fps)
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samples = audio.cpu().numpy()[0, :, 0]
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samples = librosa.resample(samples, orig_sr=sample_rate, target_sr=48000)
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# referencing https://gist.github.com/soulthreads/2efe50da4be1fb5f7ab60ff14ca434b8
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# frames and smoothed fft
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frame_idxs = librosa.time_to_frames(timestamps, sr=48000, hop_length=512)
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frames = librosa.util.frame(samples, frame_length=2048, hop_length=512, axis=0)[frame_idxs, :]
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blackman = librosa.filters.get_window("blackman", 2048, fftbins=True)
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fft_frames = np.fft.rfft(frames * blackman[None,], axis=1)
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fft_frames = np.abs(fft_frames) / 2048
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fft_smoothed = np.zeros_like(fft_frames)
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k_factor = 0.8 ** (60 / fps)
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fft_smoothed[0] = (1 - k_factor) * fft_frames[0]
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for i in range(1, fft_frames.shape[0]): fft_smoothed[i] = k_factor * fft_smoothed[i - 1] + (1 - k_factor) * fft_frames[i]
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fft_frames = 20 * np.log10(fft_smoothed) # type: ignore
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# conversion
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frames = np.clip(0.5 * (1 + frames), 0, 1) # type: ignore
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fft_min = -100
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fft_max = -30
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fft_frames = np.divide(fft_frames - fft_min, fft_max - fft_min, out=np.zeros_like(fft_frames), where=fft_max!=fft_min) # type: ignore
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fft_frames = np.clip(fft_frames, 0, 1) # type: ignore
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frames = torch.from_numpy(frames[:, :512]).unsqueeze(-1).expand(-1, -1, 3)
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fft_frames = torch.from_numpy(fft_frames[:, :512]).unsqueeze(-1).expand(-1, -1, 3)
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return (torch.cat([frames.unsqueeze(1), fft_frames.unsqueeze(1)], dim=1),)
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class AudioFrameTransformBeats:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": { "audio": ("AUDIO",),
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"sample_rate": ("INT", {"default": 22050, "min": 6000, "max": 192000, "step": 1}),
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"frame_count": ("INT", {"default": 1, "min": 1, "max": 262144}),
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"fps": ("INT", {"default": 1, "min": 1, "max": 120})}}
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RETURN_TYPES = ("IMAGE", )
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CATEGORY = "Audio Reactor"
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FUNCTION = "transform"
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def transform(self, audio: torch.Tensor, sample_rate: int, frame_count: int, fps: int):
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timestamps = np.arange(0, frame_count) * (1 / fps)
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samples = audio.cpu().numpy()[0, :, 0]
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tempo, beats = librosa.beat.beat_track(y=samples, sr=sample_rate, hop_length=512)
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beat_timestamps = librosa.frames_to_time(beats, sr=sample_rate, hop_length=512)
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matches = librosa.util.match_events(beat_timestamps, timestamps)
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beats = np.isin(np.arange(frame_count), matches).astype(np.float32) # type: ignore
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beats_smoothed = np.zeros_like(beats)
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k_factor = 0.8 ** (60 / fps)
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beats_smoothed[0] = beats[0]
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for i in range(1, beats.shape[0]): beats_smoothed[i] = max(k_factor * beats_smoothed[i - 1], beats[i])
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return (torch.from_numpy(beats_smoothed)[:, None, None, None].expand(-1, -1, -1, 3),)
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NODE_CLASS_MAPPINGS = {
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"Shadertoy": Shadertoy,
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"AudioLoadPath": AudioLoadPath,
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"AudioFrameTransformShadertoy": AudioFrameTransformShadertoy,
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"AudioFrameTransformBeats": AudioFrameTransformBeats,
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}
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NODE_DISPLAY_NAME_MAPPINGS = {
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"Shadertoy": "Shadertoy",
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"AudioLoadPath": "Load Audio (from Path)",
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"AudioFrameTransformShadertoy": "Audio Frame Transform (Shadertoy)",
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"AudioFrameTransformBeats": "Audio Frame Transform (Beats)",
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}
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