diff --git a/.github/workflows/docbuild.yml b/.github/workflows/docbuild.yml
index ced80096..583b7b1f 100644
--- a/.github/workflows/docbuild.yml
+++ b/.github/workflows/docbuild.yml
@@ -17,7 +17,7 @@ jobs:
           username: ${{ secrets.DOCKER_USERNAME }}
           password: ${{ secrets.DOCKER_PASSWORD }}
           repository: marius311/cmblensing.jl
-          build_args: PACKAGECOMPILE=0
+          build_args: PACKAGECOMPILE=1, PRECOMPILE=0, RUNDOCS=1
           tag_with_ref: true
       # - name: docker-build-placeholder
       #   run: docker pull marius311/cmblensing.jl:latest
diff --git a/Dockerfile b/Dockerfile
index a3eb3c85..844f5471 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -28,7 +28,7 @@ RUN apt-get update \
     
 ## install julia
 RUN mkdir /opt/julia \
-    && curl -L https://julialang-s3.julialang.org/bin/linux/x64/1.4/julia-1.4.0-linux-x86_64.tar.gz | tar zxf - -C /opt/julia --strip=1 \
+    && curl -L https://julialang-s3.julialang.org/bin/linux/x64/1.4/julia-1.4.1-linux-x86_64.tar.gz | tar zxf - -C /opt/julia --strip=1 \
     && chown -R 1000 /opt/julia \
     && ln -s /opt/julia/bin/julia /usr/local/bin
 
@@ -85,13 +85,15 @@ ARG JULIA_FFTW_PROVIDER=MKL
 # Project.toml (and making a dummy src/CMBLensing.jl which we have to), so that
 # other changes to files in src/ won't have to redo these steps
 COPY --chown=1000 Project.toml $HOME/CMBLensing/
-COPY --chown=1000 docs/Project.toml $HOME/CMBLensing/docs/
+COPY --chown=1000 docs/Project.toml docs/Manifest.toml $HOME/CMBLensing/docs/
 RUN mkdir $HOME/CMBLensing/src && touch $HOME/CMBLensing/src/CMBLensing.jl
 ENV JULIA_PROJECT=$HOME/CMBLensing/docs
-RUN julia -e 'using Pkg; pkg"dev ~/CMBLensing; instantiate; add ProgressMeter#master; precompile"' \
+ENV CMBLENSING_NONLAZY_PYPLOT=1
+RUN julia -e 'using Pkg; pkg"instantiate"' \
+    && if [ "$PRECOMPILE" = "1" ]; then julia -e 'using Pkg; pkg"precompile"'; fi \
     && rm -rf $HOME/.julia/conda/3/pkgs
 COPY --chown=1000 src $HOME/CMBLensing/src
-RUN (test $PRECOMPILE = 0 || julia -e 'using Pkg; pkg"precompile"')
+RUN if [ "$PRECOMPILE" = "1" ]; then julia -e 'using Pkg; pkg"precompile"'; fi
 
 
 
@@ -99,8 +101,16 @@ RUN (test $PRECOMPILE = 0 || julia -e 'using Pkg; pkg"precompile"')
 # bake CMBLensing into the system image to further speed up load times and
 # reduce memory usage during package load (the latter is necessary otherwise we
 # hit the mybinder memory limit)
-RUN test $PACKAGECOMPILE = 0 \
-    || julia -e 'using PackageCompiler; create_sysimage([:CMBLensing],cpu_target="generic",replace_default=true)'
+COPY docs/pyplot_packagecompiler_script.jl /tmp/
+RUN if [ "$PACKAGECOMPILE" = "1" ]; then \
+        julia -e 'using PackageCompiler; \
+                  create_sysimage(\
+                      [:PyCall, :IJulia, :PyPlot, :CMBLensing], \
+                      cpu_target="generic", \
+                      replace_default=true, \
+                      script="/tmp/pyplot_packagecompiler_script.jl" \
+                  )'; \
+    fi
 
 ## execute documentation notebooks and save outputs
 COPY --chown=1000 docs/src $HOME/CMBLensing/docs/src
diff --git a/Project.toml b/Project.toml
index f640e765..9320ea32 100644
--- a/Project.toml
+++ b/Project.toml
@@ -33,6 +33,7 @@ Pkg = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 ProgressMeter = "92933f4c-e287-5a05-a399-4b506db050ca"
 PyCall = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
+PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
 QuadGK = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Requires = "ae029012-a4dd-5104-9daa-d747884805df"
diff --git a/docs/Manifest.toml b/docs/Manifest.toml
new file mode 100644
index 00000000..e15bdc54
--- /dev/null
+++ b/docs/Manifest.toml
@@ -0,0 +1,878 @@
+# This file is machine-generated - editing it directly is not advised
+
+[[AbstractFFTs]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "051c95d6836228d120f5f4b984dd5aba1624f716"
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+
+[[Adapt]]
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+
+[[ArrayLayouts]]
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+uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
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+[[AxisAlgorithms]]
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+[[AxisArrays]]
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+uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
+version = "0.4.3"
+
+[[Base64]]
+uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
+
+[[BenchmarkTools]]
+deps = ["JSON", "Logging", "Printf", "Statistics", "UUIDs"]
+git-tree-sha1 = "9e62e66db34540a0c919d72172cc2f642ac71260"
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+path = ".."
+uuid = "b60c06c0-7e54-11e8-3788-4bd722d65317"
+version = "0.1.2"
+
+[[CUDAapi]]
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+
+[[CUDAdrv]]
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+uuid = "c5f51814-7f29-56b8-a69c-e4d8f6be1fde"
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+
+[[CUDAnative]]
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+[[CatIndices]]
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+deps = ["LinearAlgebra", "TupleTools"]
+git-tree-sha1 = "ecc80f871e2fd29aa13b93dc7763565cf420bdc9"
+uuid = "5e0ebb24-38b0-5f93-81fe-25c709ecae67"
+version = "0.3.5"
+
+[[Test]]
+deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
+uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+
+[[TiledIteration]]
+deps = ["OffsetArrays"]
+git-tree-sha1 = "98693daea9bb49aba71eaad6b168b152d2310358"
+uuid = "06e1c1a7-607b-532d-9fad-de7d9aa2abac"
+version = "0.2.4"
+
+[[TimeZones]]
+deps = ["Dates", "EzXML", "Mocking", "Printf", "RecipesBase", "Serialization", "Unicode"]
+git-tree-sha1 = "07af1bd3226d644ca1a3235c93e7d0207ce4536a"
+uuid = "f269a46b-ccf7-5d73-abea-4c690281aa53"
+version = "1.1.1"
+
+[[TimerOutputs]]
+deps = ["Printf"]
+git-tree-sha1 = "0cc8db57cb537191b02948d4fabdc09eb7f31f98"
+uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
+version = "0.5.5"
+
+[[TranscodingStreams]]
+deps = ["Random", "Test"]
+git-tree-sha1 = "7c53c35547de1c5b9d46a4797cf6d8253807108c"
+uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
+version = "0.9.5"
+
+[[TupleTools]]
+git-tree-sha1 = "62a7a6cd5a608ff71cecfdb612e67a0897836069"
+uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6"
+version = "1.2.0"
+
+[[UUIDs]]
+deps = ["Random", "SHA"]
+uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
+
+[[Unicode]]
+uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
+
+[[VersionParsing]]
+git-tree-sha1 = "80229be1f670524750d905f8fc8148e5a8c4537f"
+uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
+version = "1.2.0"
+
+[[WoodburyMatrices]]
+deps = ["LinearAlgebra", "SparseArrays"]
+git-tree-sha1 = "28ffe06d28b1ba8fdb2f36ec7bb079fac81bac0d"
+uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
+version = "0.5.2"
+
+[[XML2_jll]]
+deps = ["Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "987c02a43fa10a491a5f0f7c46a6d3559ed6a8e2"
+uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
+version = "2.9.9+4"
+
+[[ZMQ]]
+deps = ["FileWatching", "Sockets", "ZeroMQ_jll"]
+git-tree-sha1 = "adb2d52aa12c8284da12714f35d2b21fc3d5b2bb"
+uuid = "c2297ded-f4af-51ae-bb23-16f91089e4e1"
+version = "1.2.0"
+
+[[ZeroMQ_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "42b0955a7ad0935d454d750fedd812d3f2836fde"
+uuid = "8f1865be-045e-5c20-9c9f-bfbfb0764568"
+version = "4.3.2+2"
+
+[[Zlib_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "2f6c3e15e20e036ee0a0965879b31442b7ec50fa"
+uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
+version = "1.2.11+9"
+
+[[Zygote]]
+deps = ["AbstractFFTs", "ArrayLayouts", "DiffRules", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "014e1f208bd5b43e26448ca31d971053f58bc20a"
+uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
+version = "0.4.15"
+
+[[ZygoteRules]]
+deps = ["MacroTools"]
+git-tree-sha1 = "b3b4882cc9accf6731a08cc39543fbc6b669dca8"
+uuid = "700de1a5-db45-46bc-99cf-38207098b444"
+version = "0.2.0"
diff --git a/docs/Project.toml b/docs/Project.toml
index 4aa75b20..334d1be3 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -7,6 +7,7 @@ Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
 Optim = "429524aa-4258-5aef-a3af-852621145aeb"
 PackageCompiler = "9b87118b-4619-50d2-8e1e-99f35a4d4d9d"
 Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a"
+ProgressMeter = "92933f4c-e287-5a05-a399-4b506db050ca"
 PyCall = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"
 PyPlot = "d330b81b-6aea-500a-939a-2ce795aea3ee"
 QuadGK = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
diff --git a/docs/pyplot_packagecompiler_script.jl b/docs/pyplot_packagecompiler_script.jl
new file mode 100644
index 00000000..ff4bfa20
--- /dev/null
+++ b/docs/pyplot_packagecompiler_script.jl
@@ -0,0 +1,3 @@
+# see https://github.com/JuliaPy/PyPlot.jl/pull/480
+using PyPlot
+PyPlot.delay_init_until_cell[] = true
diff --git a/src/CMBLensing.jl b/src/CMBLensing.jl
index 8db1718a..bb7aa4c4 100644
--- a/src/CMBLensing.jl
+++ b/src/CMBLensing.jl
@@ -108,7 +108,19 @@ include("bilinearlens.jl")
 isjuno = false
 function animate end
 @init @require Juno="e5e0dc1b-0480-54bc-9374-aad01c23163d" isjuno=Juno.isactive()
-@init @require PyPlot="d330b81b-6aea-500a-939a-2ce795aea3ee" include("plotting.jl")
+if get(ENV,"CMBLENSING_NONLAZY_PYPLOT",nothing) == "1"
+    using PyPlot
+    using PyPlot: @py_str, pyimport, @pydef
+    import PyPlot: loglog, plot, semilogx, semilogy
+    include("plotting.jl")
+else
+    @init @require PyPlot="d330b81b-6aea-500a-939a-2ce795aea3ee" begin
+        using .PyPlot
+        using .PyPlot: @py_str, pyimport, @pydef
+        import .PyPlot: loglog, plot, semilogx, semilogy
+        include("plotting.jl")
+    end
+end
 
 # sampling and maximizing the posteriors
 include("dataset.jl")
@@ -122,6 +134,7 @@ include("quadratic_estimate.jl")
 # curved-sky
 include("healpix.jl")
 
+# things needed to get autodiff working
 include("autodiff.jl")
 
 # gpu