Stable diffusion

stable_diffusion.jl

### A Pluto.jl notebook ###
# v0.19.27

using Markdown
using InteractiveUtils

# ╔═╡ 2c54a4d5-cd92-4f43-b972-48e57da5c444
using ImageCore, TestImages

# ╔═╡ 3409b322-346b-11ee-2d6d-036b6fe74224
import ONNXRunTime as ORT

# ╔═╡ fe8b0c04-2c7c-460e-8df3-2239b78541e9
te = ORT.load_inference(ORT.testdatapath(pwd() * "\\text_encoder\\model.onnx"))

# ╔═╡ 626635c1-55ba-42f0-8e2a-c2f9dad23c99
unet = ORT.load_inference(ORT.testdatapath(pwd() * "\\unet\\model.onnx"))

# ╔═╡ 381ba570-467f-4bd4-b72b-79fbdeb2699c
vae_d = ORT.load_inference(ORT.testdatapath(pwd() * "\\vae_decoder\\model.onnx"))

# ╔═╡ 5818cd19-b4ae-4705-9e5e-03ef1c7fb4f7
vae_e = ORT.load_inference(ORT.testdatapath(pwd() * "\\vae_encoder\\model.onnx"))

# ╔═╡ adac1fe0-b05c-417e-8538-270d022a56cf
# ╠═╡ disabled = true
#=╠═╡
input_vaee = Dict("sample" => unet_out["out_sample"][:,1:3,:,:])
  ╠═╡ =#

# ╔═╡ 239e850b-bf31-48e7-89d7-950e886e924b
begin
	updates = []
	input_unet = Dict("sample"=> randn(Float32, 1, 4, 64, 64), "timestep" => [1], "encoder_hidden_states" => rand(Float32.(1:46000), (1,77,768)))
	
	unet_out1 = unet(input_unet)

	# @info input_unet["sample"] unet_out1
	input_unet["sample"] = unet_out1["out_sample"]
	input_unet["timestep"][1] = input_unet["timestep"][1] + 1
	input_unet["encoder_hidden_states"] = rand(Float32.(1:46000), (1,77,768))
	# @info input_unet input_unet["timestep"]
	for i in 1:20
		@info i input_unet["timestep"]
		global unet_out1 = unet(input_unet)
		input_unet["sample"] = unet_out1["out_sample"]
		input_unet["timestep"][1] = input_unet["timestep"][1] + 1
		input_unet["encoder_hidden_states"] = rand(Float32.(1:46000), (1,77,768))
		input_vaee = Dict("sample" => unet_out1["out_sample"][:,1:3,:,:])
		vaee_out = vae_e(input_vaee)
		vaed_out = vae_d(vaee_out)
		push!(updates, colorview(RGB, Float64.(vaed_out["sample"][1,:,:,:])))
	end

	updates
end

# ╔═╡ 00000000-0000-0000-0000-000000000001
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[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[deps.Random]]
deps = ["SHA", "Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[deps.RangeArrays]]
git-tree-sha1 = "b9039e93773ddcfc828f12aadf7115b4b4d225f5"
uuid = "b3c3ace0-ae52-54e7-9d0b-2c1406fd6b9d"
version = "0.3.2"

[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"

[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"

[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

[[deps.SimpleTraits]]
deps = ["InteractiveUtils", "MacroTools"]
git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
version = "0.9.4"

[[deps.Sixel]]
deps = ["Dates", "FileIO", "ImageCore", "IndirectArrays", "OffsetArrays", "REPL", "libsixel_jll"]
git-tree-sha1 = "2da10356e31327c7096832eb9cd86307a50b1eb6"
uuid = "45858cf5-a6b0-47a3-bbea-62219f50df47"
version = "0.1.3"

[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[deps.StackViews]]
deps = ["OffsetArrays"]
git-tree-sha1 = "46e589465204cd0c08b4bd97385e4fa79a0c770c"
uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15"
version = "0.1.1"

[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.9.0"

[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.6.0"

[[deps.StringDistances]]
deps = ["Distances", "StatsAPI"]
git-tree-sha1 = "ceeef74797d961aee825aabf71446d6aba898acb"
uuid = "88034a9c-02f8-509d-84a9-84ec65e18404"
version = "0.11.2"

[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "5.10.1+6"

[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"

[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"

[[deps.TensorCore]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6"
uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
version = "0.1.1"

[[deps.TestImages]]
deps = ["AxisArrays", "ColorTypes", "FileIO", "ImageIO", "ImageMagick", "OffsetArrays", "Pkg", "StringDistances"]
git-tree-sha1 = "0567860ec35a94c087bd98f35de1dddf482d7c67"
uuid = "5e47fb64-e119-507b-a336-dd2b206d9990"
version = "1.8.0"

[[deps.TiffImages]]
deps = ["ColorTypes", "DataStructures", "DocStringExtensions", "FileIO", "FixedPointNumbers", "IndirectArrays", "Inflate", "Mmap", "OffsetArrays", "PkgVersion", "ProgressMeter", "UUIDs"]
git-tree-sha1 = "8621f5c499a8aa4aa970b1ae381aae0ef1576966"
uuid = "731e570b-9d59-4bfa-96dc-6df516fadf69"
version = "0.6.4"

[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+0"

[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.5+0"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+0"

[[deps.libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.38+0"

[[deps.libsixel_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "libpng_jll"]
git-tree-sha1 = "d4f63314c8aa1e48cd22aa0c17ed76cd1ae48c3c"
uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
version = "1.10.3+0"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.48.0+0"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"
"""

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# ╠═381ba570-467f-4bd4-b72b-79fbdeb2699c
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# ╠═239e850b-bf31-48e7-89d7-950e886e924b
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002